diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cda030e29ab246878cc6c2b2f42ae8eee7fa6c5d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..80c540db40eb554430580432e807e8f8bad9bf8c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_196/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_196/results
+Run 1/1 completed in 711.68 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.6011320270027234
+ public: {'centers_str': ' centers[0] = (0.2641, 0.0644)\n centers[1] = (0.4328, 0.1107)\n centers[2] = (0.2802, 0.4254)\n centers[3] = (0.1019, 0.7371)\n centers[4] = (0.4664, 0.9307)\n centers[5] = (0.2814, 0.8746)\n centers[6] = (0.4252, 0.3070)\n centers[7] = (0.2595, 0.2269)\n centers[8] = (0.8945, 0.6339)\n centers[9] = (0.1021, 0.1031)\n centers[10] = (0.6866, 0.6888)\n centers[11] = (0.0811, 0.9189)\n centers[12] = (0.1040, 0.5311)\n centers[13] = (0.0959, 0.3314)\n centers[14] = (0.2920, 0.6387)\n centers[15] = (0.5044, 0.5130)\n centers[16] = (0.6202, 0.2984)\n centers[17] = (0.4793, 0.7540)\n centers[18] = (0.7973, 0.0672)\n centers[19] = (0.9323, 0.0677)\n centers[20] = (0.7463, 0.4776)\n centers[21] = (0.8692, 0.8688)\n centers[22] = (0.9277, 0.4592)\n centers[23] = (0.6361, 0.8961)\n centers[24] = (0.6376, 0.0949)\n centers[25] = (0.8632, 0.2603)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.6011320270027234}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_196/results/packing_viz.png
+ execution_time_mean: 711.6847974462435
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff59d3984e2170077876b17e98c2fbf4c99382f0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/best/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.6011320270027234,
+ "public": {
+ "centers_str": " centers[0] = (0.2641, 0.0644)\n centers[1] = (0.4328, 0.1107)\n centers[2] = (0.2802, 0.4254)\n centers[3] = (0.1019, 0.7371)\n centers[4] = (0.4664, 0.9307)\n centers[5] = (0.2814, 0.8746)\n centers[6] = (0.4252, 0.3070)\n centers[7] = (0.2595, 0.2269)\n centers[8] = (0.8945, 0.6339)\n centers[9] = (0.1021, 0.1031)\n centers[10] = (0.6866, 0.6888)\n centers[11] = (0.0811, 0.9189)\n centers[12] = (0.1040, 0.5311)\n centers[13] = (0.0959, 0.3314)\n centers[14] = (0.2920, 0.6387)\n centers[15] = (0.5044, 0.5130)\n centers[16] = (0.6202, 0.2984)\n centers[17] = (0.4793, 0.7540)\n centers[18] = (0.7973, 0.0672)\n centers[19] = (0.9323, 0.0677)\n centers[20] = (0.7463, 0.4776)\n centers[21] = (0.8692, 0.8688)\n centers[22] = (0.9277, 0.4592)\n centers[23] = (0.6361, 0.8961)\n centers[24] = (0.6376, 0.0949)\n centers[25] = (0.8632, 0.2603)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.6011320270027234
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_196/results/packing_viz.png",
+ "execution_time_mean": 711.6847974462435,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..5e02afd9c5af0219abfc7e8b5775917a30ee8a9c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6f8b3fdde12a3334ef0bb09011a32c4d31c36b1c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_0/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_0/results
+Run 1/1 completed in 0.00 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_0/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_0/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_0/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_0/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.9597642169962064
+ public: {'centers_str': ' centers[0] = (0.5000, 0.5000)\n centers[1] = (0.8000, 0.5000)\n centers[2] = (0.7121, 0.7121)\n centers[3] = (0.5000, 0.8000)\n centers[4] = (0.2879, 0.7121)\n centers[5] = (0.2000, 0.5000)\n centers[6] = (0.2879, 0.2879)\n centers[7] = (0.5000, 0.2000)\n centers[8] = (0.7121, 0.2879)\n centers[9] = (0.9900, 0.5000)\n centers[10] = (0.9900, 0.7679)\n centers[11] = (0.9900, 0.9900)\n centers[12] = (0.7679, 0.9900)\n centers[13] = (0.5000, 0.9900)\n centers[14] = (0.2321, 0.9900)\n centers[15] = (0.0100, 0.9900)\n centers[16] = (0.0100, 0.7679)\n centers[17] = (0.0100, 0.5000)\n centers[18] = (0.0100, 0.2321)\n centers[19] = (0.0100, 0.0100)\n centers[20] = (0.2321, 0.0100)\n centers[21] = (0.5000, 0.0100)\n centers[22] = (0.7679, 0.0100)\n centers[23] = (0.9900, 0.0100)\n centers[24] = (0.9900, 0.2321)\n centers[25] = (0.0100, 0.0100)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.9597642169962064}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_0/results/packing_viz.png
+ execution_time_mean: 0.001972013618797064
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5833196242347b6b8725e55be3e93511574de78b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_0/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.9597642169962064,
+ "public": {
+ "centers_str": " centers[0] = (0.5000, 0.5000)\n centers[1] = (0.8000, 0.5000)\n centers[2] = (0.7121, 0.7121)\n centers[3] = (0.5000, 0.8000)\n centers[4] = (0.2879, 0.7121)\n centers[5] = (0.2000, 0.5000)\n centers[6] = (0.2879, 0.2879)\n centers[7] = (0.5000, 0.2000)\n centers[8] = (0.7121, 0.2879)\n centers[9] = (0.9900, 0.5000)\n centers[10] = (0.9900, 0.7679)\n centers[11] = (0.9900, 0.9900)\n centers[12] = (0.7679, 0.9900)\n centers[13] = (0.5000, 0.9900)\n centers[14] = (0.2321, 0.9900)\n centers[15] = (0.0100, 0.9900)\n centers[16] = (0.0100, 0.7679)\n centers[17] = (0.0100, 0.5000)\n centers[18] = (0.0100, 0.2321)\n centers[19] = (0.0100, 0.0100)\n centers[20] = (0.2321, 0.0100)\n centers[21] = (0.5000, 0.0100)\n centers[22] = (0.7679, 0.0100)\n centers[23] = (0.9900, 0.0100)\n centers[24] = (0.9900, 0.2321)\n centers[25] = (0.0100, 0.0100)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.9597642169962064
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_0/results/packing_viz.png",
+ "execution_time_mean": 0.001972013618797064,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a9fe4641e046d13e3531596ba23019fd2a8f710d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b5f6cdaa5c94823c07a9827fffca160979c62340
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_1/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_1/results
+Run 1/1 completed in 2.93 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_1/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_1/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_1/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_1/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.8404677796872965
+ public: {'centers_str': ' centers[0] = (0.5637, 0.5026)\n centers[1] = (0.7351, 0.5941)\n centers[2] = (0.3425, 0.6892)\n centers[3] = (0.5652, 0.5982)\n centers[4] = (0.3219, 0.4186)\n centers[5] = (0.4358, 0.6578)\n centers[6] = (0.5279, 0.6879)\n centers[7] = (0.4891, 0.4441)\n centers[8] = (0.5195, 0.2491)\n centers[9] = (0.6499, 0.5463)\n centers[10] = (0.6706, 0.4508)\n centers[11] = (0.7334, 0.6937)\n centers[12] = (0.6853, 0.3535)\n centers[13] = (0.4278, 0.2858)\n centers[14] = (0.2838, 0.6097)\n centers[15] = (0.6129, 0.7366)\n centers[16] = (0.3991, 0.4826)\n centers[17] = (0.5049, 0.3471)\n centers[18] = (0.3047, 0.5138)\n centers[19] = (0.3778, 0.5791)\n centers[20] = (0.4742, 0.5649)\n centers[21] = (0.5821, 0.4074)\n centers[22] = (0.6492, 0.6447)\n centers[23] = (0.4132, 0.3838)\n centers[24] = (0.5968, 0.3101)\n centers[25] = (0.3359, 0.3214)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.8404677796872965}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_1/results/packing_viz.png
+ execution_time_mean: 2.9250882300548255
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..913b3d980388bcdd3d0dc2a7716e305723948ed4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_1/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.8404677796872965,
+ "public": {
+ "centers_str": " centers[0] = (0.5637, 0.5026)\n centers[1] = (0.7351, 0.5941)\n centers[2] = (0.3425, 0.6892)\n centers[3] = (0.5652, 0.5982)\n centers[4] = (0.3219, 0.4186)\n centers[5] = (0.4358, 0.6578)\n centers[6] = (0.5279, 0.6879)\n centers[7] = (0.4891, 0.4441)\n centers[8] = (0.5195, 0.2491)\n centers[9] = (0.6499, 0.5463)\n centers[10] = (0.6706, 0.4508)\n centers[11] = (0.7334, 0.6937)\n centers[12] = (0.6853, 0.3535)\n centers[13] = (0.4278, 0.2858)\n centers[14] = (0.2838, 0.6097)\n centers[15] = (0.6129, 0.7366)\n centers[16] = (0.3991, 0.4826)\n centers[17] = (0.5049, 0.3471)\n centers[18] = (0.3047, 0.5138)\n centers[19] = (0.3778, 0.5791)\n centers[20] = (0.4742, 0.5649)\n centers[21] = (0.5821, 0.4074)\n centers[22] = (0.6492, 0.6447)\n centers[23] = (0.4132, 0.3838)\n centers[24] = (0.5968, 0.3101)\n centers[25] = (0.3359, 0.3214)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.8404677796872965
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_1/results/packing_viz.png",
+ "execution_time_mean": 2.9250882300548255,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..81ae25cfc7a77786ccbf7bf3323cb50ba1a1e5fe
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..83eafaa2fb069b5d1068c02810e0b07e0ba29ec2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_10/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_10/results
+Run 1/1 completed in 38.41 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_10/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_10/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_10/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_10/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.8591357228222977
+ public: {'centers_str': ' centers[0] = (0.3369, 0.3243)\n centers[1] = (0.3404, 0.4122)\n centers[2] = (0.3342, 0.4774)\n centers[3] = (0.3485, 0.5383)\n centers[4] = (0.3367, 0.5890)\n centers[5] = (0.3311, 0.6850)\n centers[6] = (0.4158, 0.3467)\n centers[7] = (0.4046, 0.4041)\n centers[8] = (0.3986, 0.4644)\n centers[9] = (0.4137, 0.5274)\n centers[10] = (0.4045, 0.5957)\n centers[11] = (0.4100, 0.6609)\n centers[12] = (0.4719, 0.3320)\n centers[13] = (0.4661, 0.3995)\n centers[14] = (0.4665, 0.4675)\n centers[15] = (0.4768, 0.5315)\n centers[16] = (0.4692, 0.5902)\n centers[17] = (0.4650, 0.6697)\n centers[18] = (0.5296, 0.3423)\n centers[19] = (0.5210, 0.4077)\n centers[20] = (0.5316, 0.4819)\n centers[21] = (0.5295, 0.5203)\n centers[22] = (0.5816, 0.5926)\n centers[23] = (0.5240, 0.6645)\n centers[24] = (0.5947, 0.3217)\n centers[25] = (0.6232, 0.4126)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.8591357228222977}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_10/results/packing_viz.png
+ execution_time_mean: 38.40576545102522
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..29a98ec44e14f21cc7f3a9ffd16cfaca90dd59f6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_10/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.8591357228222977,
+ "public": {
+ "centers_str": " centers[0] = (0.3369, 0.3243)\n centers[1] = (0.3404, 0.4122)\n centers[2] = (0.3342, 0.4774)\n centers[3] = (0.3485, 0.5383)\n centers[4] = (0.3367, 0.5890)\n centers[5] = (0.3311, 0.6850)\n centers[6] = (0.4158, 0.3467)\n centers[7] = (0.4046, 0.4041)\n centers[8] = (0.3986, 0.4644)\n centers[9] = (0.4137, 0.5274)\n centers[10] = (0.4045, 0.5957)\n centers[11] = (0.4100, 0.6609)\n centers[12] = (0.4719, 0.3320)\n centers[13] = (0.4661, 0.3995)\n centers[14] = (0.4665, 0.4675)\n centers[15] = (0.4768, 0.5315)\n centers[16] = (0.4692, 0.5902)\n centers[17] = (0.4650, 0.6697)\n centers[18] = (0.5296, 0.3423)\n centers[19] = (0.5210, 0.4077)\n centers[20] = (0.5316, 0.4819)\n centers[21] = (0.5295, 0.5203)\n centers[22] = (0.5816, 0.5926)\n centers[23] = (0.5240, 0.6645)\n centers[24] = (0.5947, 0.3217)\n centers[25] = (0.6232, 0.4126)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.8591357228222977
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_10/results/packing_viz.png",
+ "execution_time_mean": 38.40576545102522,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..04f41b22f5c616288ab12416e6db3bf2e89d51ca
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b5b85bf51c22fdb72afffad6a775d74d07d520e5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_100/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_100/results
+Run 1/1 completed in 496.85 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_100/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_100/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_100/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_100/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5270200489023997
+ public: {'centers_str': ' centers[0] = (0.1035, 0.1439)\n centers[1] = (0.1006, 0.3603)\n centers[2] = (0.0803, 0.5400)\n centers[3] = (0.0775, 0.9225)\n centers[4] = (0.5727, 0.0833)\n centers[5] = (0.2477, 0.9066)\n centers[6] = (0.2586, 0.0689)\n centers[7] = (0.4093, 0.0824)\n centers[8] = (0.2794, 0.5031)\n centers[9] = (0.5235, 0.7462)\n centers[10] = (0.1159, 0.7329)\n centers[11] = (0.4375, 0.9036)\n centers[12] = (0.4917, 0.2138)\n centers[13] = (0.3002, 0.2578)\n centers[14] = (0.8230, 0.7960)\n centers[15] = (0.4896, 0.3990)\n centers[16] = (0.3366, 0.7295)\n centers[17] = (0.4638, 0.5920)\n centers[18] = (0.6852, 0.2617)\n centers[19] = (0.7130, 0.0611)\n centers[20] = (0.8999, 0.3351)\n centers[21] = (0.9302, 0.7472)\n centers[22] = (0.9077, 0.9077)\n centers[23] = (0.6769, 0.8796)\n centers[24] = (0.7358, 0.5745)\n centers[25] = (0.8825, 0.1178)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5270200489023997}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_100/results/packing_viz.png
+ execution_time_mean: 496.85147061990574
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b09d310ba648a8b5d118d5fc376fbb8c1732fef6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_100/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5270200489023997,
+ "public": {
+ "centers_str": " centers[0] = (0.1035, 0.1439)\n centers[1] = (0.1006, 0.3603)\n centers[2] = (0.0803, 0.5400)\n centers[3] = (0.0775, 0.9225)\n centers[4] = (0.5727, 0.0833)\n centers[5] = (0.2477, 0.9066)\n centers[6] = (0.2586, 0.0689)\n centers[7] = (0.4093, 0.0824)\n centers[8] = (0.2794, 0.5031)\n centers[9] = (0.5235, 0.7462)\n centers[10] = (0.1159, 0.7329)\n centers[11] = (0.4375, 0.9036)\n centers[12] = (0.4917, 0.2138)\n centers[13] = (0.3002, 0.2578)\n centers[14] = (0.8230, 0.7960)\n centers[15] = (0.4896, 0.3990)\n centers[16] = (0.3366, 0.7295)\n centers[17] = (0.4638, 0.5920)\n centers[18] = (0.6852, 0.2617)\n centers[19] = (0.7130, 0.0611)\n centers[20] = (0.8999, 0.3351)\n centers[21] = (0.9302, 0.7472)\n centers[22] = (0.9077, 0.9077)\n centers[23] = (0.6769, 0.8796)\n centers[24] = (0.7358, 0.5745)\n centers[25] = (0.8825, 0.1178)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5270200489023997
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_100/results/packing_viz.png",
+ "execution_time_mean": 496.85147061990574,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..facab60d38fa72a777df24340922642c02208940
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..799fe8ce68f3064eef5a5d89e15e2e0414cc6d93
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_101/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_101/results
+Run 1/1 completed in 479.62 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_101/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_101/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_101/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_101/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9918521052943612
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0709, 0.7483)\n centers[5] = (0.0790, 0.9309)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.2481, 0.2409)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2657, 0.9298)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.5742, 0.2557)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.5900, 0.5771)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7561, 0.0713)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9918521052943612}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_101/results/packing_viz.png
+ execution_time_mean: 479.6238626250997
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..408b75e6143ae7ddfd2b7d32b0d98233edd55918
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_101/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9918521052943612,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0709, 0.7483)\n centers[5] = (0.0790, 0.9309)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.2481, 0.2409)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2657, 0.9298)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.5742, 0.2557)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.5900, 0.5771)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7561, 0.0713)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9918521052943612
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_101/results/packing_viz.png",
+ "execution_time_mean": 479.6238626250997,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6c49c83f809a336134e94fa1a0f9183ea920b113
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..66cee526a14efb2f4835d49a510661d24e4ee114
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_102/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_102/results
+Run 1/1 completed in 384.84 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_102/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_102/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_102/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_102/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4790232046251615
+ public: {'centers_str': ' centers[0] = (0.2336, 0.1920)\n centers[1] = (0.0384, 0.2170)\n centers[2] = (0.1247, 0.3127)\n centers[3] = (0.0590, 0.4469)\n centers[4] = (0.0679, 0.7436)\n centers[5] = (0.0955, 0.9046)\n centers[6] = (0.0960, 0.0958)\n centers[7] = (0.2481, 0.0604)\n centers[8] = (0.3324, 0.3424)\n centers[9] = (0.1940, 0.4656)\n centers[10] = (0.3307, 0.5201)\n centers[11] = (0.2633, 0.9262)\n centers[12] = (0.6703, 0.1094)\n centers[13] = (0.4228, 0.1263)\n centers[14] = (0.4377, 0.4625)\n centers[15] = (0.0868, 0.5900)\n centers[16] = (0.2700, 0.7166)\n centers[17] = (0.4429, 0.8906)\n centers[18] = (0.7795, 0.2614)\n centers[19] = (0.5790, 0.3379)\n centers[20] = (0.8244, 0.4757)\n centers[21] = (0.5642, 0.6417)\n centers[22] = (0.8577, 0.7572)\n centers[23] = (0.6555, 0.8967)\n centers[24] = (0.8901, 0.1099)\n centers[25] = (0.9274, 0.2884)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4790232046251615}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_102/results/packing_viz.png
+ execution_time_mean: 384.8381680957973
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..822eaee4660b06d55db5644bf704244a6c97070f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_102/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4790232046251615,
+ "public": {
+ "centers_str": " centers[0] = (0.2336, 0.1920)\n centers[1] = (0.0384, 0.2170)\n centers[2] = (0.1247, 0.3127)\n centers[3] = (0.0590, 0.4469)\n centers[4] = (0.0679, 0.7436)\n centers[5] = (0.0955, 0.9046)\n centers[6] = (0.0960, 0.0958)\n centers[7] = (0.2481, 0.0604)\n centers[8] = (0.3324, 0.3424)\n centers[9] = (0.1940, 0.4656)\n centers[10] = (0.3307, 0.5201)\n centers[11] = (0.2633, 0.9262)\n centers[12] = (0.6703, 0.1094)\n centers[13] = (0.4228, 0.1263)\n centers[14] = (0.4377, 0.4625)\n centers[15] = (0.0868, 0.5900)\n centers[16] = (0.2700, 0.7166)\n centers[17] = (0.4429, 0.8906)\n centers[18] = (0.7795, 0.2614)\n centers[19] = (0.5790, 0.3379)\n centers[20] = (0.8244, 0.4757)\n centers[21] = (0.5642, 0.6417)\n centers[22] = (0.8577, 0.7572)\n centers[23] = (0.6555, 0.8967)\n centers[24] = (0.8901, 0.1099)\n centers[25] = (0.9274, 0.2884)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4790232046251615
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_102/results/packing_viz.png",
+ "execution_time_mean": 384.8381680957973,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..0a641e0ddf464d6e4ceb1f55c18906afdffd280f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4dfb38fc3bed0c76aef2bc0d3729726df6f970a9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_103/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_103/results
+Run 1/1 completed in 491.25 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_103/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_103/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_103/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_103/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.560985206705004
+ public: {'centers_str': ' centers[0] = (0.0899, 0.0899)\n centers[1] = (0.5122, 0.7365)\n centers[2] = (0.1132, 0.4090)\n centers[3] = (0.1171, 0.6396)\n centers[4] = (0.0606, 0.8080)\n centers[5] = (0.0658, 0.9342)\n centers[6] = (0.2463, 0.0681)\n centers[7] = (0.0629, 0.2403)\n centers[8] = (0.2214, 0.2302)\n centers[9] = (0.2790, 0.5181)\n centers[10] = (0.3290, 0.6998)\n centers[11] = (0.2088, 0.8586)\n centers[12] = (0.5550, 0.0437)\n centers[13] = (0.4217, 0.1430)\n centers[14] = (0.3679, 0.3576)\n centers[15] = (0.4782, 0.5404)\n centers[16] = (0.6891, 0.7034)\n centers[17] = (0.4073, 0.8943)\n centers[18] = (0.5832, 0.3235)\n centers[19] = (0.6968, 0.1171)\n centers[20] = (0.8806, 0.6047)\n centers[21] = (0.6869, 0.5120)\n centers[22] = (0.8618, 0.8618)\n centers[23] = (0.6194, 0.8936)\n centers[24] = (0.9058, 0.0942)\n centers[25] = (0.8514, 0.3317)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.560985206705004}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_103/results/packing_viz.png
+ execution_time_mean: 491.2521236189641
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..60370af4f17b34dabf02fb8766385e93191af613
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_103/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.560985206705004,
+ "public": {
+ "centers_str": " centers[0] = (0.0899, 0.0899)\n centers[1] = (0.5122, 0.7365)\n centers[2] = (0.1132, 0.4090)\n centers[3] = (0.1171, 0.6396)\n centers[4] = (0.0606, 0.8080)\n centers[5] = (0.0658, 0.9342)\n centers[6] = (0.2463, 0.0681)\n centers[7] = (0.0629, 0.2403)\n centers[8] = (0.2214, 0.2302)\n centers[9] = (0.2790, 0.5181)\n centers[10] = (0.3290, 0.6998)\n centers[11] = (0.2088, 0.8586)\n centers[12] = (0.5550, 0.0437)\n centers[13] = (0.4217, 0.1430)\n centers[14] = (0.3679, 0.3576)\n centers[15] = (0.4782, 0.5404)\n centers[16] = (0.6891, 0.7034)\n centers[17] = (0.4073, 0.8943)\n centers[18] = (0.5832, 0.3235)\n centers[19] = (0.6968, 0.1171)\n centers[20] = (0.8806, 0.6047)\n centers[21] = (0.6869, 0.5120)\n centers[22] = (0.8618, 0.8618)\n centers[23] = (0.6194, 0.8936)\n centers[24] = (0.9058, 0.0942)\n centers[25] = (0.8514, 0.3317)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.560985206705004
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_103/results/packing_viz.png",
+ "execution_time_mean": 491.2521236189641,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d5637dc241ff47db5411e99f21373317bf48fc28
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..8ac1b1451a08ba072830f8165a034d4740783d0c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_104/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_104/results
+Run 1/1 completed in 696.04 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_104/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_104/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_104/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_104/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_104/results/packing_viz.png
+ execution_time_mean: 696.0399034889415
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..321acf34c14466a2c96ce77d355ff3ab6ca9d0aa
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_104/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_104/results/packing_viz.png",
+ "execution_time_mean": 696.0399034889415,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f46455d668ff40360cf9c0a51e2196ccd9404c59
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..391d080b24b6a2ddf5b8e346f1b716a9d01bb6cf
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_105/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_105/results
+Run 1/1 completed in 365.96 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_105/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_105/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_105/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_105/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5189960057191545
+ public: {'centers_str': ' centers[0] = (0.2300, 0.2118)\n centers[1] = (0.4560, 0.0598)\n centers[2] = (0.1751, 0.0683)\n centers[3] = (0.0997, 0.3391)\n centers[4] = (0.0722, 0.9280)\n centers[5] = (0.4975, 0.5663)\n centers[6] = (0.0603, 0.0482)\n centers[7] = (0.3201, 0.0769)\n centers[8] = (0.4255, 0.2066)\n centers[9] = (0.3252, 0.6904)\n centers[10] = (0.1097, 0.5448)\n centers[11] = (0.1024, 0.7562)\n centers[12] = (0.0743, 0.1699)\n centers[13] = (0.7602, 0.3111)\n centers[14] = (0.5605, 0.3432)\n centers[15] = (0.8763, 0.6760)\n centers[16] = (0.2403, 0.9018)\n centers[17] = (0.7595, 0.9515)\n centers[18] = (0.3275, 0.4180)\n centers[19] = (0.9003, 0.4539)\n centers[20] = (0.8993, 0.8993)\n centers[21] = (0.6926, 0.5189)\n centers[22] = (0.4071, 0.9291)\n centers[23] = (0.6072, 0.7944)\n centers[24] = (0.8778, 0.1222)\n centers[25] = (0.6296, 0.1260)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5189960057191545}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_105/results/packing_viz.png
+ execution_time_mean: 365.9576074150391
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2aa3da8acee1fea72a868587b2f1a11268f3b557
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_105/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5189960057191545,
+ "public": {
+ "centers_str": " centers[0] = (0.2300, 0.2118)\n centers[1] = (0.4560, 0.0598)\n centers[2] = (0.1751, 0.0683)\n centers[3] = (0.0997, 0.3391)\n centers[4] = (0.0722, 0.9280)\n centers[5] = (0.4975, 0.5663)\n centers[6] = (0.0603, 0.0482)\n centers[7] = (0.3201, 0.0769)\n centers[8] = (0.4255, 0.2066)\n centers[9] = (0.3252, 0.6904)\n centers[10] = (0.1097, 0.5448)\n centers[11] = (0.1024, 0.7562)\n centers[12] = (0.0743, 0.1699)\n centers[13] = (0.7602, 0.3111)\n centers[14] = (0.5605, 0.3432)\n centers[15] = (0.8763, 0.6760)\n centers[16] = (0.2403, 0.9018)\n centers[17] = (0.7595, 0.9515)\n centers[18] = (0.3275, 0.4180)\n centers[19] = (0.9003, 0.4539)\n centers[20] = (0.8993, 0.8993)\n centers[21] = (0.6926, 0.5189)\n centers[22] = (0.4071, 0.9291)\n centers[23] = (0.6072, 0.7944)\n centers[24] = (0.8778, 0.1222)\n centers[25] = (0.6296, 0.1260)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5189960057191545
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_105/results/packing_viz.png",
+ "execution_time_mean": 365.9576074150391,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..5c0dc8f7b454f0d56e443ba3eed37d336839b09e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4790e366ccae7df93f2446f0608b00a4276161e8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_106/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_106/results
+Run 1/1 completed in 577.06 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_106/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_106/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_106/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_106/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.282829715961928
+ public: {'centers_str': ' centers[0] = (0.1261, 0.4794)\n centers[1] = (0.1256, 0.8295)\n centers[2] = (0.2668, 0.8935)\n centers[3] = (0.1203, 0.6581)\n centers[4] = (0.9004, 0.4708)\n centers[5] = (0.5198, 0.1259)\n centers[6] = (0.7075, 0.1414)\n centers[7] = (0.1172, 0.1172)\n centers[8] = (0.1369, 0.2932)\n centers[9] = (0.3132, 0.1606)\n centers[10] = (0.2771, 0.7336)\n centers[11] = (0.2454, 0.5777)\n centers[12] = (0.4710, 0.2871)\n centers[13] = (0.8956, 0.6087)\n centers[14] = (0.3174, 0.4092)\n centers[15] = (0.3985, 0.5957)\n centers[16] = (0.4120, 0.7251)\n centers[17] = (0.5663, 0.7045)\n centers[18] = (0.5985, 0.8881)\n centers[19] = (0.6410, 0.3245)\n centers[20] = (0.5178, 0.4629)\n centers[21] = (0.4295, 0.8642)\n centers[22] = (0.7237, 0.5272)\n centers[23] = (0.8096, 0.8089)\n centers[24] = (0.8840, 0.1160)\n centers[25] = (0.8477, 0.3040)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.282829715961928}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_106/results/packing_viz.png
+ execution_time_mean: 577.0606178808957
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..93dcbde822bfee697c3bfefbadca2e45ef8bd171
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_106/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.282829715961928,
+ "public": {
+ "centers_str": " centers[0] = (0.1261, 0.4794)\n centers[1] = (0.1256, 0.8295)\n centers[2] = (0.2668, 0.8935)\n centers[3] = (0.1203, 0.6581)\n centers[4] = (0.9004, 0.4708)\n centers[5] = (0.5198, 0.1259)\n centers[6] = (0.7075, 0.1414)\n centers[7] = (0.1172, 0.1172)\n centers[8] = (0.1369, 0.2932)\n centers[9] = (0.3132, 0.1606)\n centers[10] = (0.2771, 0.7336)\n centers[11] = (0.2454, 0.5777)\n centers[12] = (0.4710, 0.2871)\n centers[13] = (0.8956, 0.6087)\n centers[14] = (0.3174, 0.4092)\n centers[15] = (0.3985, 0.5957)\n centers[16] = (0.4120, 0.7251)\n centers[17] = (0.5663, 0.7045)\n centers[18] = (0.5985, 0.8881)\n centers[19] = (0.6410, 0.3245)\n centers[20] = (0.5178, 0.4629)\n centers[21] = (0.4295, 0.8642)\n centers[22] = (0.7237, 0.5272)\n centers[23] = (0.8096, 0.8089)\n centers[24] = (0.8840, 0.1160)\n centers[25] = (0.8477, 0.3040)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.282829715961928
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_106/results/packing_viz.png",
+ "execution_time_mean": 577.0606178808957,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..dd813cf30058a0d879b1b18bcdd6a27f58f9e98e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..cbc85924dfb259ab8ca9ca88e7d32c476345b58d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_107/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_107/results
+Run 1/1 completed in 504.16 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_107/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_107/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_107/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_107/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.515375713321196
+ public: {'centers_str': ' centers[0] = (0.0899, 0.0899)\n centers[1] = (0.1265, 0.2727)\n centers[2] = (0.0921, 0.4583)\n centers[3] = (0.2608, 0.5375)\n centers[4] = (0.1022, 0.6524)\n centers[5] = (0.1323, 0.8763)\n centers[6] = (0.3256, 0.1108)\n centers[7] = (0.4700, 0.2842)\n centers[8] = (0.2893, 0.2844)\n centers[9] = (0.4587, 0.5335)\n centers[10] = (0.3299, 0.9306)\n centers[11] = (0.3365, 0.7393)\n centers[12] = (0.6367, 0.2260)\n centers[13] = (0.5309, 0.0952)\n centers[14] = (0.2255, 0.3907)\n centers[15] = (0.4925, 0.9047)\n centers[16] = (0.5644, 0.7156)\n centers[17] = (0.6988, 0.8882)\n centers[18] = (0.9380, 0.1788)\n centers[19] = (0.6475, 0.4172)\n centers[20] = (0.8785, 0.3524)\n centers[21] = (0.3489, 0.4037)\n centers[22] = (0.8304, 0.6396)\n centers[23] = (0.9052, 0.8953)\n centers[24] = (0.9402, 0.0584)\n centers[25] = (0.7795, 0.1106)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.515375713321196}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_107/results/packing_viz.png
+ execution_time_mean: 504.15944849932566
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..05753102f02b532d789cf888fc28c7809113c1f4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_107/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.515375713321196,
+ "public": {
+ "centers_str": " centers[0] = (0.0899, 0.0899)\n centers[1] = (0.1265, 0.2727)\n centers[2] = (0.0921, 0.4583)\n centers[3] = (0.2608, 0.5375)\n centers[4] = (0.1022, 0.6524)\n centers[5] = (0.1323, 0.8763)\n centers[6] = (0.3256, 0.1108)\n centers[7] = (0.4700, 0.2842)\n centers[8] = (0.2893, 0.2844)\n centers[9] = (0.4587, 0.5335)\n centers[10] = (0.3299, 0.9306)\n centers[11] = (0.3365, 0.7393)\n centers[12] = (0.6367, 0.2260)\n centers[13] = (0.5309, 0.0952)\n centers[14] = (0.2255, 0.3907)\n centers[15] = (0.4925, 0.9047)\n centers[16] = (0.5644, 0.7156)\n centers[17] = (0.6988, 0.8882)\n centers[18] = (0.9380, 0.1788)\n centers[19] = (0.6475, 0.4172)\n centers[20] = (0.8785, 0.3524)\n centers[21] = (0.3489, 0.4037)\n centers[22] = (0.8304, 0.6396)\n centers[23] = (0.9052, 0.8953)\n centers[24] = (0.9402, 0.0584)\n centers[25] = (0.7795, 0.1106)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.515375713321196
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_107/results/packing_viz.png",
+ "execution_time_mean": 504.15944849932566,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fde204e0aa95da12ead6298310c36ddd73811da0
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..e04fabaa982e263e96e6fe0f3a03787aca8bac18
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_108/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_108/results
+Run 1/1 completed in 442.38 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_108/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_108/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_108/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_108/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5786408993117735
+ public: {'centers_str': ' centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5786408993117735}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_108/results/packing_viz.png
+ execution_time_mean: 442.37673559971154
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e05b658f97ead18d13074ab0e5ba3910e50176a6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_108/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5786408993117735,
+ "public": {
+ "centers_str": " centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5786408993117735
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_108/results/packing_viz.png",
+ "execution_time_mean": 442.37673559971154,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e45fa3f5be93b85943973010881b8cbefa23082d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..42014a99e93a75b3b03a98e8d57eb9595ce0a9e9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_109/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_109/results
+Run 1/1 completed in 408.57 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_109/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_109/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_109/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_109/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5289675339197935
+ public: {'centers_str': ' centers[0] = (0.2121, 0.1750)\n centers[1] = (0.0824, 0.0845)\n centers[2] = (0.0762, 0.2430)\n centers[3] = (0.0958, 0.6145)\n centers[4] = (0.0814, 0.7927)\n centers[5] = (0.1904, 0.9164)\n centers[6] = (0.2090, 0.0490)\n centers[7] = (0.3334, 0.0790)\n centers[8] = (0.0883, 0.4306)\n centers[9] = (0.1998, 0.3195)\n centers[10] = (0.2521, 0.7321)\n centers[11] = (0.0550, 0.9450)\n centers[12] = (0.5616, 0.2245)\n centers[13] = (0.3765, 0.2703)\n centers[14] = (0.2962, 0.5041)\n centers[15] = (0.6941, 0.6701)\n centers[16] = (0.4651, 0.6883)\n centers[17] = (0.3784, 0.8942)\n centers[18] = (0.6671, 0.0919)\n centers[19] = (0.4939, 0.0816)\n centers[20] = (0.7243, 0.2708)\n centers[21] = (0.5665, 0.4471)\n centers[22] = (0.8599, 0.8599)\n centers[23] = (0.6023, 0.8815)\n centers[24] = (0.8784, 0.1221)\n centers[25] = (0.8549, 0.4694)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5289675339197935}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_109/results/packing_viz.png
+ execution_time_mean: 408.57089097984135
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddb087f4928ef59a654872b3bbf86a43390b52a7
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_109/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5289675339197935,
+ "public": {
+ "centers_str": " centers[0] = (0.2121, 0.1750)\n centers[1] = (0.0824, 0.0845)\n centers[2] = (0.0762, 0.2430)\n centers[3] = (0.0958, 0.6145)\n centers[4] = (0.0814, 0.7927)\n centers[5] = (0.1904, 0.9164)\n centers[6] = (0.2090, 0.0490)\n centers[7] = (0.3334, 0.0790)\n centers[8] = (0.0883, 0.4306)\n centers[9] = (0.1998, 0.3195)\n centers[10] = (0.2521, 0.7321)\n centers[11] = (0.0550, 0.9450)\n centers[12] = (0.5616, 0.2245)\n centers[13] = (0.3765, 0.2703)\n centers[14] = (0.2962, 0.5041)\n centers[15] = (0.6941, 0.6701)\n centers[16] = (0.4651, 0.6883)\n centers[17] = (0.3784, 0.8942)\n centers[18] = (0.6671, 0.0919)\n centers[19] = (0.4939, 0.0816)\n centers[20] = (0.7243, 0.2708)\n centers[21] = (0.5665, 0.4471)\n centers[22] = (0.8599, 0.8599)\n centers[23] = (0.6023, 0.8815)\n centers[24] = (0.8784, 0.1221)\n centers[25] = (0.8549, 0.4694)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5289675339197935
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_109/results/packing_viz.png",
+ "execution_time_mean": 408.57089097984135,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d931f1e1427ec484a797d6da522a6c0052370fc7
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..6c18cf797472031b05b58fb1cf291c02d2758cb4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/edit.diff
@@ -0,0 +1,193 @@
+--- a/original.py
++++ b/original.py
+@@ -1,97 +1,127 @@
+ # EVOLVE-BLOCK-START
+-"""Constructor-based circle packing for n=26 circles"""
+-
++"""
++Force-directed simulated annealing for circle packing (n=26).
++This approach iteratively optimizes circle positions and radii.
++"""
+ import numpy as np
+
+
+ def construct_packing():
+ """
+- Construct a specific arrangement of 26 circles in a unit square
+- that attempts to maximize the sum of their radii.
++ Constructs an arrangement of 26 circles using a force-directed simulation.
+
+ Returns:
+- Tuple of (centers, radii, sum_of_radii)
+- centers: np.array of shape (26, 2) with (x, y) coordinates
+- radii: np.array of shape (26) with radius of each circle
+- sum_of_radii: Sum of all radii
++ Tuple of (centers, radii)
++ centers: np.array of shape (26, 2)
++ radii: np.array of shape (26)
+ """
+- # Initialize arrays for 26 circles
+ n = 26
+- centers = np.zeros((n, 2))
+
+- # Place circles in a structured pattern
+- # This is a simple pattern - evolution will improve this
++ # --- HYPERPARAMETERS ---
++ N_ITERATIONS = 3500
++ # Initial learning rates for forces. These will be annealed over time.
++ ALPHA_REPULSION = 0.03 # For inter-circle repulsion
++ BETA_BOUND_REPULSION = 0.1 # For boundary repulsion
++ # Seed for reproducibility
++ np.random.seed(42)
+
+- # First, place a large circle in the center
+- centers[0] = [0.5, 0.5]
++ # --- INITIALIZATION ---
++ # Start with random center positions to break symmetry
++ centers = np.random.rand(n, 2)
++ radii = np.zeros(n)
+
+- # Place 8 circles around it in a ring
+- for i in range(8):
+- angle = 2 * np.pi * i / 8
+- centers[i + 1] = [0.5 + 0.3 * np.cos(angle), 0.5 + 0.3 * np.sin(angle)]
++ # --- SIMULATION LOOP ---
++ for k in range(N_ITERATIONS):
++ # Anneal the learning rates linearly from their initial value to zero
++ annealing_factor = 1.0 - (k / N_ITERATIONS)
++ alpha = ALPHA_REPULSION * annealing_factor
++ beta = BETA_BOUND_REPULSION * annealing_factor
+
+- # Place 17 more circles in an outer ring to reach n=26
+- # (1 center + 8 inner + 17 outer = 26)
+- # The radius factor for the outer ring was 0.7, which placed centers outside the unit square.
+- # Changed to 0.4 to ensure all centers are within [0.1, 0.9] x [0.1, 0.9].
+- for i in range(17): # Changed from 16 to 17 to correctly place 26 circles
+- angle = 2 * np.pi * i / 17
+- centers[i + 9] = [0.5 + 0.4 * np.cos(angle), 0.5 + 0.4 * np.sin(angle)]
++ # 1. GREEDILY GROW RADII for the current center positions.
++ # This creates "pressure" for circles to push each other away.
++ radii = calculate_radii_for_fixed_centers(centers, n_sub_iterations=15)
+
+- # Removed clipping: Centers are now placed within valid bounds by the adjusted factor (0.4).
+- # The previous clipping to 0.01-0.99 artificially reduced potential radii
+- # for circles near the boundary and masked the issue of centers being outside.
+- # `compute_max_radii` now handles boundary constraints directly and correctly.
++ # 2. CALCULATE REPULSIVE FORCES
++ total_forces = np.zeros_like(centers)
+
+- # Compute maximum valid radii for this configuration
+- radii = compute_max_radii(centers)
+- return centers, radii
++ # Inter-circle repulsion forces
++ for i in range(n):
++ for j in range(i + 1, n):
++ diff = centers[i] - centers[j]
++ dist = np.linalg.norm(diff)
++ overlap_amount = (radii[i] + radii[j]) - dist
++
++ if overlap_amount > 0:
++ # Force is proportional to the overlap, acting along the line connecting centers.
++ # Add a small epsilon to prevent division by zero if centers coincide.
++ direction = diff / (dist + 1e-9)
++ force_vector = direction * overlap_amount
++ total_forces[i] += force_vector
++ total_forces[j] -= force_vector
++
++ # Boundary repulsion forces
++ # Left boundary (pushes right)
++ overlap_left = radii - centers[:, 0]
++ total_forces[:, 0] += np.maximum(0, overlap_left) * beta
++ # Right boundary (pushes left)
++ overlap_right = (centers[:, 0] + radii) - 1.0
++ total_forces[:, 0] -= np.maximum(0, overlap_right) * beta
++ # Bottom boundary (pushes up)
++ overlap_bottom = radii - centers[:, 1]
++ total_forces[:, 1] += np.maximum(0, overlap_bottom) * beta
++ # Top boundary (pushes down)
++ overlap_top = (centers[:, 1] + radii) - 1.0
++ total_forces[:, 1] -= np.maximum(0, overlap_top) * beta
++
++ # 3. UPDATE CENTERS based on forces
++ # Note: Boundary forces are already scaled by beta, inter-circle forces are scaled here.
++ centers += total_forces * alpha
++
++ # 4. ENFORCE HARD BOUNDARIES
++ # Clipping prevents circles from escaping due to large forces, especially early on.
++ centers = np.clip(centers, 0.0, 1.0)
++
++ # --- FINALIZATION ---
++ # Perform a final, high-precision radius calculation for the settled positions.
++ final_radii = calculate_radii_for_fixed_centers(centers, n_sub_iterations=100)
++
++ return centers, final_radii
+
+
+-def compute_max_radii(centers):
++def calculate_radii_for_fixed_centers(centers, n_sub_iterations=15):
+ """
+- Compute the maximum possible radii for each circle position
+- such that they don't overlap and stay within the unit square.
+-
+- Args:
+- centers: np.array of shape (n, 2) with (x, y) coordinates
+-
+- Returns:
+- np.array of shape (n) with radius of each circle
++ Iteratively calculates the maximum possible radii for a fixed set of centers.
++ This is a robust replacement for the original single-pass compute_max_radii.
+ """
+ n = centers.shape[0]
+- radii = np.ones(n)
++
++ # Initial radius guess is limited by the distance to the square's boundaries.
++ radii = np.min([centers[:, 0], 1.0 - centers[:, 0], centers[:, 1], 1.0 - centers[:, 1]], axis=0)
+
+- # First, limit by distance to square borders
+- for i in range(n):
+- x, y = centers[i]
+- # Distance to borders
+- radii[i] = min(x, y, 1 - x, 1 - y)
+-
+- # Then, limit by distance to other circles
+- # Each pair of circles with centers at distance d can have
+- # sum of radii at most d to avoid overlap
+- for i in range(n):
+- for j in range(i + 1, n):
+- dist = np.sqrt(np.sum((centers[i] - centers[j]) ** 2))
+-
+- # If current radii would cause overlap
+- if radii[i] + radii[j] > dist:
+- # Scale both radii proportionally
+- scale = dist / (radii[i] + radii[j])
+- radii[i] *= scale
+- radii[j] *= scale
+-
++ # Iteratively shrink radii to resolve all overlaps. This relaxation method
++ # allows constraints to propagate through the entire system.
++ for _ in range(n_sub_iterations):
++ for i in range(n):
++ for j in range(i + 1, n):
++ dist = np.linalg.norm(centers[i] - centers[j])
++ current_sum_radii = radii[i] + radii[j]
++
++ # If the sum of radii is greater than the distance, they overlap.
++ if current_sum_radii > dist:
++ # Shrink both radii proportionally to make them tangent.
++ # Add epsilon to prevent division by zero.
++ scale_factor = dist / (current_sum_radii + 1e-9)
++ radii[i] *= scale_factor
++ radii[j] *= scale_factor
+ return radii
+-
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..7c848cac70aa1f03be5d5c3705164df30cd324e8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/main.py
@@ -0,0 +1,127 @@
+# EVOLVE-BLOCK-START
+"""
+Force-directed simulated annealing for circle packing (n=26).
+This approach iteratively optimizes circle positions and radii.
+"""
+import numpy as np
+
+
+def construct_packing():
+ """
+ Constructs an arrangement of 26 circles using a force-directed simulation.
+
+ Returns:
+ Tuple of (centers, radii)
+ centers: np.array of shape (26, 2)
+ radii: np.array of shape (26)
+ """
+ n = 26
+
+ # --- HYPERPARAMETERS ---
+ N_ITERATIONS = 3500
+ # Initial learning rates for forces. These will be annealed over time.
+ ALPHA_REPULSION = 0.03 # For inter-circle repulsion
+ BETA_BOUND_REPULSION = 0.1 # For boundary repulsion
+ # Seed for reproducibility
+ np.random.seed(42)
+
+ # --- INITIALIZATION ---
+ # Start with random center positions to break symmetry
+ centers = np.random.rand(n, 2)
+ radii = np.zeros(n)
+
+ # --- SIMULATION LOOP ---
+ for k in range(N_ITERATIONS):
+ # Anneal the learning rates linearly from their initial value to zero
+ annealing_factor = 1.0 - (k / N_ITERATIONS)
+ alpha = ALPHA_REPULSION * annealing_factor
+ beta = BETA_BOUND_REPULSION * annealing_factor
+
+ # 1. GREEDILY GROW RADII for the current center positions.
+ # This creates "pressure" for circles to push each other away.
+ radii = calculate_radii_for_fixed_centers(centers, n_sub_iterations=15)
+
+ # 2. CALCULATE REPULSIVE FORCES
+ total_forces = np.zeros_like(centers)
+
+ # Inter-circle repulsion forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ diff = centers[i] - centers[j]
+ dist = np.linalg.norm(diff)
+ overlap_amount = (radii[i] + radii[j]) - dist
+
+ if overlap_amount > 0:
+ # Force is proportional to the overlap, acting along the line connecting centers.
+ # Add a small epsilon to prevent division by zero if centers coincide.
+ direction = diff / (dist + 1e-9)
+ force_vector = direction * overlap_amount
+ total_forces[i] += force_vector
+ total_forces[j] -= force_vector
+
+ # Boundary repulsion forces
+ # Left boundary (pushes right)
+ overlap_left = radii - centers[:, 0]
+ total_forces[:, 0] += np.maximum(0, overlap_left) * beta
+ # Right boundary (pushes left)
+ overlap_right = (centers[:, 0] + radii) - 1.0
+ total_forces[:, 0] -= np.maximum(0, overlap_right) * beta
+ # Bottom boundary (pushes up)
+ overlap_bottom = radii - centers[:, 1]
+ total_forces[:, 1] += np.maximum(0, overlap_bottom) * beta
+ # Top boundary (pushes down)
+ overlap_top = (centers[:, 1] + radii) - 1.0
+ total_forces[:, 1] -= np.maximum(0, overlap_top) * beta
+
+ # 3. UPDATE CENTERS based on forces
+ # Note: Boundary forces are already scaled by beta, inter-circle forces are scaled here.
+ centers += total_forces * alpha
+
+ # 4. ENFORCE HARD BOUNDARIES
+ # Clipping prevents circles from escaping due to large forces, especially early on.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # --- FINALIZATION ---
+ # Perform a final, high-precision radius calculation for the settled positions.
+ final_radii = calculate_radii_for_fixed_centers(centers, n_sub_iterations=100)
+
+ return centers, final_radii
+
+
+def calculate_radii_for_fixed_centers(centers, n_sub_iterations=15):
+ """
+ Iteratively calculates the maximum possible radii for a fixed set of centers.
+ This is a robust replacement for the original single-pass compute_max_radii.
+ """
+ n = centers.shape[0]
+
+ # Initial radius guess is limited by the distance to the square's boundaries.
+ radii = np.min([centers[:, 0], 1.0 - centers[:, 0], centers[:, 1], 1.0 - centers[:, 1]], axis=0)
+
+ # Iteratively shrink radii to resolve all overlaps. This relaxation method
+ # allows constraints to propagate through the entire system.
+ for _ in range(n_sub_iterations):
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist = np.linalg.norm(centers[i] - centers[j])
+ current_sum_radii = radii[i] + radii[j]
+
+ # If the sum of radii is greater than the distance, they overlap.
+ if current_sum_radii > dist:
+ # Shrink both radii proportionally to make them tangent.
+ # Add epsilon to prevent division by zero.
+ scale_factor = dist / (current_sum_radii + 1e-9)
+ radii[i] *= scale_factor
+ radii[j] *= scale_factor
+ return radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..c6acd862ef1f124d36108ab8d2d60b97d2108693
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/original.py
@@ -0,0 +1,97 @@
+# EVOLVE-BLOCK-START
+"""Constructor-based circle packing for n=26 circles"""
+
+import numpy as np
+
+
+def construct_packing():
+ """
+ Construct a specific arrangement of 26 circles in a unit square
+ that attempts to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ # Initialize arrays for 26 circles
+ n = 26
+ centers = np.zeros((n, 2))
+
+ # Place circles in a structured pattern
+ # This is a simple pattern - evolution will improve this
+
+ # First, place a large circle in the center
+ centers[0] = [0.5, 0.5]
+
+ # Place 8 circles around it in a ring
+ for i in range(8):
+ angle = 2 * np.pi * i / 8
+ centers[i + 1] = [0.5 + 0.3 * np.cos(angle), 0.5 + 0.3 * np.sin(angle)]
+
+ # Place 17 more circles in an outer ring to reach n=26
+ # (1 center + 8 inner + 17 outer = 26)
+ # The radius factor for the outer ring was 0.7, which placed centers outside the unit square.
+ # Changed to 0.4 to ensure all centers are within [0.1, 0.9] x [0.1, 0.9].
+ for i in range(17): # Changed from 16 to 17 to correctly place 26 circles
+ angle = 2 * np.pi * i / 17
+ centers[i + 9] = [0.5 + 0.4 * np.cos(angle), 0.5 + 0.4 * np.sin(angle)]
+
+ # Removed clipping: Centers are now placed within valid bounds by the adjusted factor (0.4).
+ # The previous clipping to 0.01-0.99 artificially reduced potential radii
+ # for circles near the boundary and masked the issue of centers being outside.
+ # `compute_max_radii` now handles boundary constraints directly and correctly.
+
+ # Compute maximum valid radii for this configuration
+ radii = compute_max_radii(centers)
+ return centers, radii
+
+
+def compute_max_radii(centers):
+ """
+ Compute the maximum possible radii for each circle position
+ such that they don't overlap and stay within the unit square.
+
+ Args:
+ centers: np.array of shape (n, 2) with (x, y) coordinates
+
+ Returns:
+ np.array of shape (n) with radius of each circle
+ """
+ n = centers.shape[0]
+ radii = np.ones(n)
+
+ # First, limit by distance to square borders
+ for i in range(n):
+ x, y = centers[i]
+ # Distance to borders
+ radii[i] = min(x, y, 1 - x, 1 - y)
+
+ # Then, limit by distance to other circles
+ # Each pair of circles with centers at distance d can have
+ # sum of radii at most d to avoid overlap
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist = np.sqrt(np.sum((centers[i] - centers[j]) ** 2))
+
+ # If current radii would cause overlap
+ if radii[i] + radii[j] > dist:
+ # Scale both radii proportionally
+ scale = dist / (radii[i] + radii[j])
+ radii[i] *= scale
+ radii[j] *= scale
+
+ return radii
+
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7f62848020039a4dbfca8311cc16651df18d7c72
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_11/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_11/results
+Run 1/1 completed in 55.79 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_11/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_11/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_11/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_11/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.139341959736718
+ public: {'centers_str': ' centers[0] = (0.3745, 0.9507)\n centers[1] = (0.7320, 0.5987)\n centers[2] = (0.1560, 0.1560)\n centers[3] = (0.0581, 0.8662)\n centers[4] = (0.6011, 0.7081)\n centers[5] = (0.0206, 0.9699)\n centers[6] = (0.8324, 0.2123)\n centers[7] = (0.1818, 0.1834)\n centers[8] = (0.3042, 0.5248)\n centers[9] = (0.4319, 0.2912)\n centers[10] = (0.6119, 0.1395)\n centers[11] = (0.2921, 0.3664)\n centers[12] = (0.4561, 0.7852)\n centers[13] = (0.1997, 0.5142)\n centers[14] = (0.5924, 0.0465)\n centers[15] = (0.6075, 0.1705)\n centers[16] = (0.0651, 0.9489)\n centers[17] = (0.9656, 0.8084)\n centers[18] = (0.3046, 0.0977)\n centers[19] = (0.6842, 0.4402)\n centers[20] = (0.1220, 0.4952)\n centers[21] = (0.0344, 0.9093)\n centers[22] = (0.2588, 0.6625)\n centers[23] = (0.3117, 0.5201)\n centers[24] = (0.5467, 0.1849)\n centers[25] = (0.9696, 0.7751)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.139341959736718}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_11/results/packing_viz.png
+ execution_time_mean: 55.78654417209327
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d497a67afca1c14f88b57f746ef0afc2a380b40
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.139341959736718,
+ "public": {
+ "centers_str": " centers[0] = (0.3745, 0.9507)\n centers[1] = (0.7320, 0.5987)\n centers[2] = (0.1560, 0.1560)\n centers[3] = (0.0581, 0.8662)\n centers[4] = (0.6011, 0.7081)\n centers[5] = (0.0206, 0.9699)\n centers[6] = (0.8324, 0.2123)\n centers[7] = (0.1818, 0.1834)\n centers[8] = (0.3042, 0.5248)\n centers[9] = (0.4319, 0.2912)\n centers[10] = (0.6119, 0.1395)\n centers[11] = (0.2921, 0.3664)\n centers[12] = (0.4561, 0.7852)\n centers[13] = (0.1997, 0.5142)\n centers[14] = (0.5924, 0.0465)\n centers[15] = (0.6075, 0.1705)\n centers[16] = (0.0651, 0.9489)\n centers[17] = (0.9656, 0.8084)\n centers[18] = (0.3046, 0.0977)\n centers[19] = (0.6842, 0.4402)\n centers[20] = (0.1220, 0.4952)\n centers[21] = (0.0344, 0.9093)\n centers[22] = (0.2588, 0.6625)\n centers[23] = (0.3117, 0.5201)\n centers[24] = (0.5467, 0.1849)\n centers[25] = (0.9696, 0.7751)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.139341959736718
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_11/results/packing_viz.png",
+ "execution_time_mean": 55.78654417209327,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9b98091af21fe38baa979e0dafb12eee10a11151
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_11/rewrite.txt
@@ -0,0 +1,118 @@
+# EVOLVE-BLOCK-START
+"""
+Force-directed simulated annealing for circle packing (n=26).
+This approach iteratively optimizes circle positions and radii.
+"""
+import numpy as np
+
+
+def construct_packing():
+ """
+ Constructs an arrangement of 26 circles using a force-directed simulation.
+
+ Returns:
+ Tuple of (centers, radii)
+ centers: np.array of shape (26, 2)
+ radii: np.array of shape (26)
+ """
+ n = 26
+
+ # --- HYPERPARAMETERS ---
+ N_ITERATIONS = 3500
+ # Initial learning rates for forces. These will be annealed over time.
+ ALPHA_REPULSION = 0.03 # For inter-circle repulsion
+ BETA_BOUND_REPULSION = 0.1 # For boundary repulsion
+ # Seed for reproducibility
+ np.random.seed(42)
+
+ # --- INITIALIZATION ---
+ # Start with random center positions to break symmetry
+ centers = np.random.rand(n, 2)
+ radii = np.zeros(n)
+
+ # --- SIMULATION LOOP ---
+ for k in range(N_ITERATIONS):
+ # Anneal the learning rates linearly from their initial value to zero
+ annealing_factor = 1.0 - (k / N_ITERATIONS)
+ alpha = ALPHA_REPULSION * annealing_factor
+ beta = BETA_BOUND_REPULSION * annealing_factor
+
+ # 1. GREEDILY GROW RADII for the current center positions.
+ # This creates "pressure" for circles to push each other away.
+ radii = calculate_radii_for_fixed_centers(centers, n_sub_iterations=15)
+
+ # 2. CALCULATE REPULSIVE FORCES
+ total_forces = np.zeros_like(centers)
+
+ # Inter-circle repulsion forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ diff = centers[i] - centers[j]
+ dist = np.linalg.norm(diff)
+ overlap_amount = (radii[i] + radii[j]) - dist
+
+ if overlap_amount > 0:
+ # Force is proportional to the overlap, acting along the line connecting centers.
+ # Add a small epsilon to prevent division by zero if centers coincide.
+ direction = diff / (dist + 1e-9)
+ force_vector = direction * overlap_amount
+ total_forces[i] += force_vector
+ total_forces[j] -= force_vector
+
+ # Boundary repulsion forces
+ # Left boundary (pushes right)
+ overlap_left = radii - centers[:, 0]
+ total_forces[:, 0] += np.maximum(0, overlap_left) * beta
+ # Right boundary (pushes left)
+ overlap_right = (centers[:, 0] + radii) - 1.0
+ total_forces[:, 0] -= np.maximum(0, overlap_right) * beta
+ # Bottom boundary (pushes up)
+ overlap_bottom = radii - centers[:, 1]
+ total_forces[:, 1] += np.maximum(0, overlap_bottom) * beta
+ # Top boundary (pushes down)
+ overlap_top = (centers[:, 1] + radii) - 1.0
+ total_forces[:, 1] -= np.maximum(0, overlap_top) * beta
+
+ # 3. UPDATE CENTERS based on forces
+ # Note: Boundary forces are already scaled by beta, inter-circle forces are scaled here.
+ centers += total_forces * alpha
+
+ # 4. ENFORCE HARD BOUNDARIES
+ # Clipping prevents circles from escaping due to large forces, especially early on.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # --- FINALIZATION ---
+ # Perform a final, high-precision radius calculation for the settled positions.
+ final_radii = calculate_radii_for_fixed_centers(centers, n_sub_iterations=100)
+
+ return centers, final_radii
+
+
+def calculate_radii_for_fixed_centers(centers, n_sub_iterations=15):
+ """
+ Iteratively calculates the maximum possible radii for a fixed set of centers.
+ This is a robust replacement for the original single-pass compute_max_radii.
+ """
+ n = centers.shape[0]
+
+ # Initial radius guess is limited by the distance to the square's boundaries.
+ radii = np.min([centers[:, 0], 1.0 - centers[:, 0], centers[:, 1], 1.0 - centers[:, 1]], axis=0)
+
+ # Iteratively shrink radii to resolve all overlaps. This relaxation method
+ # allows constraints to propagate through the entire system.
+ for _ in range(n_sub_iterations):
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist = np.linalg.norm(centers[i] - centers[j])
+ current_sum_radii = radii[i] + radii[j]
+
+ # If the sum of radii is greater than the distance, they overlap.
+ if current_sum_radii > dist:
+ # Shrink both radii proportionally to make them tangent.
+ # Add epsilon to prevent division by zero.
+ scale_factor = dist / (current_sum_radii + 1e-9)
+ radii[i] *= scale_factor
+ radii[j] *= scale_factor
+ return radii
+
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4a98322efc38746b811f027dd8eeab8aed0d9318
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..1561b59f7f1ba161ad63aa8da30f01f0eb83d3ef
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_110/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_110/results
+Run 1/1 completed in 467.50 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_110/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_110/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_110/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_110/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.500593239989471
+ public: {'centers_str': ' centers[0] = (0.0794, 0.0794)\n centers[1] = (0.1201, 0.2569)\n centers[2] = (0.0644, 0.4137)\n centers[3] = (0.1033, 0.5725)\n centers[4] = (0.0657, 0.7292)\n centers[5] = (0.1055, 0.8949)\n centers[6] = (0.4103, 0.0785)\n centers[7] = (0.2473, 0.1108)\n centers[8] = (0.3273, 0.2788)\n centers[9] = (0.3362, 0.5686)\n centers[10] = (0.2218, 0.7264)\n centers[11] = (0.3046, 0.9025)\n centers[12] = (0.5519, 0.0714)\n centers[13] = (0.4967, 0.2173)\n centers[14] = (0.6439, 0.3100)\n centers[15] = (0.4772, 0.4188)\n centers[16] = (0.5345, 0.6108)\n centers[17] = (0.4867, 0.9098)\n centers[18] = (0.7160, 0.1254)\n centers[19] = (0.2200, 0.4262)\n centers[20] = (0.6975, 0.5000)\n centers[21] = (0.9011, 0.5474)\n centers[22] = (0.7513, 0.8028)\n centers[23] = (0.4080, 0.7427)\n centers[24] = (0.9094, 0.0921)\n centers[25] = (0.8644, 0.3157)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.500593239989471}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_110/results/packing_viz.png
+ execution_time_mean: 467.49923555972055
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..78bd02ec58b2d46efd8c2e5ed609af4db132167c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_110/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.500593239989471,
+ "public": {
+ "centers_str": " centers[0] = (0.0794, 0.0794)\n centers[1] = (0.1201, 0.2569)\n centers[2] = (0.0644, 0.4137)\n centers[3] = (0.1033, 0.5725)\n centers[4] = (0.0657, 0.7292)\n centers[5] = (0.1055, 0.8949)\n centers[6] = (0.4103, 0.0785)\n centers[7] = (0.2473, 0.1108)\n centers[8] = (0.3273, 0.2788)\n centers[9] = (0.3362, 0.5686)\n centers[10] = (0.2218, 0.7264)\n centers[11] = (0.3046, 0.9025)\n centers[12] = (0.5519, 0.0714)\n centers[13] = (0.4967, 0.2173)\n centers[14] = (0.6439, 0.3100)\n centers[15] = (0.4772, 0.4188)\n centers[16] = (0.5345, 0.6108)\n centers[17] = (0.4867, 0.9098)\n centers[18] = (0.7160, 0.1254)\n centers[19] = (0.2200, 0.4262)\n centers[20] = (0.6975, 0.5000)\n centers[21] = (0.9011, 0.5474)\n centers[22] = (0.7513, 0.8028)\n centers[23] = (0.4080, 0.7427)\n centers[24] = (0.9094, 0.0921)\n centers[25] = (0.8644, 0.3157)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.500593239989471
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_110/results/packing_viz.png",
+ "execution_time_mean": 467.49923555972055,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a343268f5c9c36bddc7a1b358500114295548dcf
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..3b994ca21c79837b6504b8ac72929fabab28034f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_111/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_111/results
+Run 1/1 completed in 573.59 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_111/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_111/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_111/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_111/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5162281205679213
+ public: {'centers_str': ' centers[0] = (0.3710, 0.0727)\n centers[1] = (0.2141, 0.7863)\n centers[2] = (0.0721, 0.4353)\n centers[3] = (0.6081, 0.8802)\n centers[4] = (0.7018, 0.6749)\n centers[5] = (0.1444, 0.6157)\n centers[6] = (0.0840, 0.0840)\n centers[7] = (0.8989, 0.2933)\n centers[8] = (0.3123, 0.7039)\n centers[9] = (0.1754, 0.9215)\n centers[10] = (0.2572, 0.4085)\n centers[11] = (0.0764, 0.8023)\n centers[12] = (0.2365, 0.1489)\n centers[13] = (0.9350, 0.4554)\n centers[14] = (0.3906, 0.2431)\n centers[15] = (0.4870, 0.6843)\n centers[16] = (0.3461, 0.5708)\n centers[17] = (0.3690, 0.8807)\n centers[18] = (0.4856, 0.0451)\n centers[19] = (0.0990, 0.2663)\n centers[20] = (0.8994, 0.6171)\n centers[21] = (0.7524, 0.4558)\n centers[22] = (0.5037, 0.4435)\n centers[23] = (0.8633, 0.8550)\n centers[24] = (0.9040, 0.0960)\n centers[25] = (0.6521, 0.1813)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5162281205679213}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_111/results/packing_viz.png
+ execution_time_mean: 573.5919709401205
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..31f6ffe3bac9cfe072a66617a5403bc2a3fd5363
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_111/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5162281205679213,
+ "public": {
+ "centers_str": " centers[0] = (0.3710, 0.0727)\n centers[1] = (0.2141, 0.7863)\n centers[2] = (0.0721, 0.4353)\n centers[3] = (0.6081, 0.8802)\n centers[4] = (0.7018, 0.6749)\n centers[5] = (0.1444, 0.6157)\n centers[6] = (0.0840, 0.0840)\n centers[7] = (0.8989, 0.2933)\n centers[8] = (0.3123, 0.7039)\n centers[9] = (0.1754, 0.9215)\n centers[10] = (0.2572, 0.4085)\n centers[11] = (0.0764, 0.8023)\n centers[12] = (0.2365, 0.1489)\n centers[13] = (0.9350, 0.4554)\n centers[14] = (0.3906, 0.2431)\n centers[15] = (0.4870, 0.6843)\n centers[16] = (0.3461, 0.5708)\n centers[17] = (0.3690, 0.8807)\n centers[18] = (0.4856, 0.0451)\n centers[19] = (0.0990, 0.2663)\n centers[20] = (0.8994, 0.6171)\n centers[21] = (0.7524, 0.4558)\n centers[22] = (0.5037, 0.4435)\n centers[23] = (0.8633, 0.8550)\n centers[24] = (0.9040, 0.0960)\n centers[25] = (0.6521, 0.1813)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5162281205679213
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_111/results/packing_viz.png",
+ "execution_time_mean": 573.5919709401205,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..61c2932d3a245e92781680b17fe30a98e83f8c64
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..27e019e872a6876f8dbcdac08e826d2f152c6da1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_112/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_112/results
+Run 1/1 completed in 693.28 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_112/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_112/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_112/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_112/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_112/results/packing_viz.png
+ execution_time_mean: 693.2776426412165
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b6b5f4a3abddea5a553ce51823b8134c338f368
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_112/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_112/results/packing_viz.png",
+ "execution_time_mean": 693.2776426412165,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fee312d1bc70bb58dc691ef57270cd45be54cbe6
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..342b6b98ab669c3ee12b07dcc21f4cbebc874fc8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_113/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_113/results
+Run 1/1 completed in 596.70 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_113/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_113/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_113/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_113/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.525503232662449
+ public: {'centers_str': ' centers[0] = (0.2504, 0.0680)\n centers[1] = (0.2840, 0.7719)\n centers[2] = (0.0792, 0.4643)\n centers[3] = (0.6519, 0.8976)\n centers[4] = (0.7373, 0.7266)\n centers[5] = (0.2026, 0.6665)\n centers[6] = (0.0921, 0.0921)\n centers[7] = (0.8908, 0.3048)\n centers[8] = (0.0761, 0.6196)\n centers[9] = (0.2443, 0.9206)\n centers[10] = (0.1924, 0.5471)\n centers[11] = (0.1054, 0.7987)\n centers[12] = (0.2460, 0.4077)\n centers[13] = (0.9098, 0.6787)\n centers[14] = (0.2922, 0.2279)\n centers[15] = (0.5534, 0.7114)\n centers[16] = (0.3693, 0.5947)\n centers[17] = (0.4352, 0.8854)\n centers[18] = (0.4012, 0.0835)\n centers[19] = (0.1013, 0.2852)\n centers[20] = (0.9121, 0.5006)\n centers[21] = (0.6732, 0.4954)\n centers[22] = (0.4417, 0.3737)\n centers[23] = (0.8717, 0.8827)\n centers[24] = (0.9020, 0.0980)\n centers[25] = (0.6415, 0.1729)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.525503232662449}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_113/results/packing_viz.png
+ execution_time_mean: 596.6956062009558
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..31ad46658674a81e736ebd6b36fd964a6c25124a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_113/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.525503232662449,
+ "public": {
+ "centers_str": " centers[0] = (0.2504, 0.0680)\n centers[1] = (0.2840, 0.7719)\n centers[2] = (0.0792, 0.4643)\n centers[3] = (0.6519, 0.8976)\n centers[4] = (0.7373, 0.7266)\n centers[5] = (0.2026, 0.6665)\n centers[6] = (0.0921, 0.0921)\n centers[7] = (0.8908, 0.3048)\n centers[8] = (0.0761, 0.6196)\n centers[9] = (0.2443, 0.9206)\n centers[10] = (0.1924, 0.5471)\n centers[11] = (0.1054, 0.7987)\n centers[12] = (0.2460, 0.4077)\n centers[13] = (0.9098, 0.6787)\n centers[14] = (0.2922, 0.2279)\n centers[15] = (0.5534, 0.7114)\n centers[16] = (0.3693, 0.5947)\n centers[17] = (0.4352, 0.8854)\n centers[18] = (0.4012, 0.0835)\n centers[19] = (0.1013, 0.2852)\n centers[20] = (0.9121, 0.5006)\n centers[21] = (0.6732, 0.4954)\n centers[22] = (0.4417, 0.3737)\n centers[23] = (0.8717, 0.8827)\n centers[24] = (0.9020, 0.0980)\n centers[25] = (0.6415, 0.1729)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.525503232662449
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_113/results/packing_viz.png",
+ "execution_time_mean": 596.6956062009558,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cec3b4ace41b46d9247e5640ea51be6349c4f73e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c7746c2e00ec2edcdcd8a5ec3f8ed6cc87477e04
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_114/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_114/results
+Run 1/1 completed in 100.55 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_114/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_114/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_114/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_114/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4999906043587035
+ public: {'centers_str': ' centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4999906043587035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_114/results/packing_viz.png
+ execution_time_mean: 100.5543884136714
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..19b6cbc556d3f3d9bb353b51809865e4352e75eb
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_114/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4999906043587035,
+ "public": {
+ "centers_str": " centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4999906043587035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_114/results/packing_viz.png",
+ "execution_time_mean": 100.5543884136714,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2e27b53a626e5d5e4ffb3f37aa044046d3e02332
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6070f0c1362b9082adfa0c64708cbc436b892ce1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_115/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_115/results
+Run 1/1 completed in 519.50 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_115/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_115/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_115/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_115/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5063480291292146
+ public: {'centers_str': ' centers[0] = (0.1074, 0.1074)\n centers[1] = (0.2212, 0.2784)\n centers[2] = (0.2346, 0.4299)\n centers[3] = (0.0986, 0.6045)\n centers[4] = (0.0597, 0.7727)\n centers[5] = (0.0849, 0.9151)\n centers[6] = (0.0907, 0.4147)\n centers[7] = (0.3173, 0.1025)\n centers[8] = (0.3663, 0.4587)\n centers[9] = (0.2512, 0.5472)\n centers[10] = (0.2204, 0.7631)\n centers[11] = (0.2370, 0.9319)\n centers[12] = (0.7100, 0.0934)\n centers[13] = (0.4255, 0.2812)\n centers[14] = (0.4903, 0.5265)\n centers[15] = (0.3828, 0.6450)\n centers[16] = (0.6357, 0.9141)\n centers[17] = (0.8566, 0.8525)\n centers[18] = (0.5182, 0.0985)\n centers[19] = (0.9016, 0.0984)\n centers[20] = (0.6454, 0.3964)\n centers[21] = (0.8745, 0.5805)\n centers[22] = (0.6242, 0.6822)\n centers[23] = (0.4248, 0.8705)\n centers[24] = (0.7976, 0.2393)\n centers[25] = (0.9084, 0.3661)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5063480291292146}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_115/results/packing_viz.png
+ execution_time_mean: 519.5002807681449
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e622cc943068cf87e913e46c01de35b4887d22ea
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_115/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5063480291292146,
+ "public": {
+ "centers_str": " centers[0] = (0.1074, 0.1074)\n centers[1] = (0.2212, 0.2784)\n centers[2] = (0.2346, 0.4299)\n centers[3] = (0.0986, 0.6045)\n centers[4] = (0.0597, 0.7727)\n centers[5] = (0.0849, 0.9151)\n centers[6] = (0.0907, 0.4147)\n centers[7] = (0.3173, 0.1025)\n centers[8] = (0.3663, 0.4587)\n centers[9] = (0.2512, 0.5472)\n centers[10] = (0.2204, 0.7631)\n centers[11] = (0.2370, 0.9319)\n centers[12] = (0.7100, 0.0934)\n centers[13] = (0.4255, 0.2812)\n centers[14] = (0.4903, 0.5265)\n centers[15] = (0.3828, 0.6450)\n centers[16] = (0.6357, 0.9141)\n centers[17] = (0.8566, 0.8525)\n centers[18] = (0.5182, 0.0985)\n centers[19] = (0.9016, 0.0984)\n centers[20] = (0.6454, 0.3964)\n centers[21] = (0.8745, 0.5805)\n centers[22] = (0.6242, 0.6822)\n centers[23] = (0.4248, 0.8705)\n centers[24] = (0.7976, 0.2393)\n centers[25] = (0.9084, 0.3661)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5063480291292146
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_115/results/packing_viz.png",
+ "execution_time_mean": 519.5002807681449,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..eb6bc632cc450a6f9a68102b115eadf27670021a
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4391a9a0baece13694979146fa6cb5f51c0fbd7b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_116/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_116/results
+Run 1/1 completed in 707.40 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_116/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_116/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_116/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_116/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_116/results/packing_viz.png
+ execution_time_mean: 707.4030021657236
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..37fa1e36b2a74f5e22ca1b70573aaa933af39171
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_116/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_116/results/packing_viz.png",
+ "execution_time_mean": 707.4030021657236,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f672af126b63cc0a3a4acfcab06dc9625c556910
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..87f278e91fa25e68cef72e4a939f1630ca20886b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/edit.diff
@@ -0,0 +1,388 @@
+--- a/original.py
++++ b/original.py
+@@ -1,257 +1,216 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+- This version includes an improved initial guess for radii if current_radii is None
+- (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+- # If no current_radii, make a good initial guess based on boundary distance.
+- # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+- # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+-
+- # 2. Limit by other circles
+ for j in range(n):
+- if i == j:
+- continue
++ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+- # The maximum radius for circle i, given circle j's current radius,
+- # is the distance between them minus circle j's radius.
+- max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+-
+- # Update radius for circle i
+- radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+-
+- # Check for convergence
++ max_r = min(max_r, max(0.0, dist - radii[j]))
++ radii[i] = max(0.0, max_r)
++
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
++def calculate_forces(centers, radii, alpha_repulsion, beta_boundary, rng):
++ """Calculates repulsion forces based on circle overlaps and boundary proximity."""
++ n = centers.shape[0]
++ forces = np.zeros_like(centers)
++
++ # Inter-circle repulsion forces
++ for i in range(n):
++ for j in range(i + 1, n):
++ dist_vec = centers[i] - centers[j]
++ dist = np.linalg.norm(dist_vec)
++ min_dist = radii[i] + radii[j]
++ if dist < min_dist:
++ overlap = min_dist - dist
++ if dist > 1e-9:
++ direction = dist_vec / dist
++ force_mag = alpha_repulsion * overlap
++ forces[i] += direction * force_mag
++ forces[j] -= direction * force_mag
++ else: # Coincident centers
++ direction = rng.uniform(-1, 1, 2)
++ direction /= (np.linalg.norm(direction) + 1e-9)
++ force_mag = alpha_repulsion * min_dist * 10
++ forces[i] += direction * force_mag
++ forces[j] -= direction * force_mag
++
++ # Boundary repulsion forces
++ for i in range(n):
++ x, y, r = centers[i, 0], centers[i, 1], radii[i]
++ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
++ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
++ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
++ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
++
++ return forces
++
+ def construct_packing():
+ """
+- Constructs a circle packing using "Hybrid Quake and Settle Annealing"
+- combining the exploration of regional multi-circle perturbations (Quake)
+- with the exploitation of force-directed compaction (Settle), and incorporating
+- radius-proportional perturbation and adaptive precision from successful SA methods.
++ Constructs a circle packing using "Adaptive Stress Annealing," which combines
++ force-guided perturbations on the most "stressed" circles (Quake phase) with
++ an improved, internally-annealed force-directed compaction (Settle phase).
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+-
+- # Initial radii calculation with boundary-based warm start
+- current_radii = calculate_radii_for_fixed_centers(current_centers, current_radii=None, n_sub_iterations=100)
++ current_radii = calculate_radii_for_fixed_centers(current_centers, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Annealing Parameters ---
+- N_EPOCHS = 250 # Increased number of epochs
+- N_QUAKE_STEPS_PER_EPOCH = 300 # Increased quake steps per epoch
+- N_SETTLE_STEPS_PER_EPOCH = 100 # Increased settle steps per epoch
+-
++ N_EPOCHS = 230
++ N_QUAKE_STEPS_PER_EPOCH = 250
++ N_SETTLE_STEPS_PER_EPOCH = 80
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+- # Quake Phase SA-like parameters (tuned for exploration)
+- T_QUAKE_INITIAL = 0.015
+- T_QUAKE_MID = 1e-4
+- T_QUAKE_FINAL = 1e-8
+-
+- QUAKE_PERTURB_SCALE_INITIAL = 0.08
+- QUAKE_PERTURB_SCALE_MID = 0.001
+- QUAKE_PERTURB_SCALE_FINAL = 1e-6
+-
+- QUAKE_REGION_RADIUS = 0.35
+- QUAKE_NUM_CIRCLES = 4
+-
+- # Settle Phase FD parameters (tuned for exploitation)
+- FD_ALPHA_REPULSION = 0.001
+- FD_BETA_BOUNDARY = 0.005
++ # Quake Phase SA parameters
++ T_QUAKE_INITIAL, T_QUAKE_MID, T_QUAKE_FINAL = 0.015, 1e-4, 1e-8
++ P_SCALE_INITIAL, P_SCALE_MID, P_SCALE_FINAL = 0.08, 0.001, 1e-6
++ FORCE_THRESHOLD = 1e-5
++
++ # Settle Phase FD parameters (with initial/final values for annealing)
++ FD_ALPHA_INITIAL, FD_ALPHA_FINAL = 0.005, 0.0005
++ FD_BETA_INITIAL, FD_BETA_FINAL = 0.01, 0.001
+
+- # Adaptive sub-iteration for radius calculation during Quake
+- SUB_ITER_MIN = 30
+- SUB_ITER_MAX = 200
++ # Adaptive sub-iteration for radius calculation
++ SUB_ITER_MIN, SUB_ITER_MAX = 30, 200
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+- # --- QUAKE PHASE (Exploration) ---
+- for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+- global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+-
+- # Two-stage annealing schedule for temperature and perturbation scale, based on total quake progress
+- if global_quake_step < TOTAL_QUAKE_STEPS * 0.3: # Stage 1: Fast decay (30% of total quake steps)
+- progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+- current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+- current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+- else: # Stage 2: Slow decay (remaining 70%)
+- progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+- current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+- current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+-
++ # --- QUAKE PHASE (Force-Guided Exploration) ---
++ for q_step in range(N_QUAKE_STEPS_PER_EPOCH):
++ g_step = epoch * N_QUAKE_STEPS_PER_EPOCH + q_step
++
++ # Two-stage annealing schedule
++ if g_step < TOTAL_QUAKE_STEPS * 0.3:
++ p = g_step / (TOTAL_QUAKE_STEPS * 0.3)
++ temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**p
++ p_scale = P_SCALE_INITIAL * (P_SCALE_MID / P_SCALE_INITIAL)**p
++ else:
++ p = (g_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
++ temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**p
++ p_scale = P_SCALE_MID * (P_SCALE_FINAL / P_SCALE_MID)**p
++
++ # --- Propose a move by perturbing the most stressed circle ---
++ forces = calculate_forces(current_centers, current_radii, 0.1, 0.1, rng)
++ force_mags = np.linalg.norm(forces, axis=1)
++
++ if np.max(force_mags) > FORCE_THRESHOLD:
++ circle_idx = np.argmax(force_mags)
++ else: # Fallback: if system is relaxed, kick a small circle
++ circle_idx = np.argsort(current_radii)[rng.integers(0, 5)]
++
++ # Blend force-guidance with randomness
++ force_vec = forces[circle_idx]
++ force_norm = np.linalg.norm(force_vec)
++ force_dir = force_vec / force_norm if force_norm > 1e-9 else np.zeros(2)
++
++ rand_dir = rng.normal(size=2)
++ rand_dir /= (np.linalg.norm(rand_dir) + 1e-9)
++
++ blend_alpha = (1 - g_step / TOTAL_QUAKE_STEPS)**1.5 # More random at start
++ move_dir = blend_alpha * rand_dir + (1 - blend_alpha) * force_dir
++ move_dir /= (np.linalg.norm(move_dir) + 1e-9)
++
++ # Radius-proportional move magnitude
++ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0
++ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r
++ move_mag = p_scale * radius_factor
++
+ proposal_centers = np.copy(current_centers)
+-
+- # Select circles to perturb (regional selection, fall back to random if sparse)
+- quake_center = rng.uniform(0, 1, 2)
+- dists_to_quake_center = np.linalg.norm(proposal_centers - quake_center, axis=1)
+- regional_indices = np.where(dists_to_quake_center < QUAKE_REGION_RADIUS)[0]
+-
+- if len(regional_indices) >= QUAKE_NUM_CIRCLES:
+- indices_to_perturb = rng.choice(regional_indices, QUAKE_NUM_CIRCLES, replace=False)
+- else: # If region is sparse, just pick N random circles
+- indices_to_perturb = rng.choice(n, QUAKE_NUM_CIRCLES, replace=False)
+-
+- # Apply Radius-Proportional Perturbation for each selected circle
+- for circle_idx in indices_to_perturb:
+- max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
+- radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+-
+- perturb_magnitude = current_perturb_scale * radius_factor
+- displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2) # Use uniform for broader exploration
+- proposal_centers[circle_idx] += displacement
+-
+- proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+-
+- # Adaptive precision for radius calculation: more precise as global process progresses
+- overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+- n_sub_iters = int(SUB_ITER_MIN + (SUB_ITER_MAX - SUB_ITER_MIN) * overall_progress)
+-
+- proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iterations=n_sub_iters, atol=1e-5)
++ proposal_centers[circle_idx] += move_mag * move_dir
++ proposal_centers[circle_idx] = np.clip(proposal_centers[circle_idx], 0.0, 1.0)
++
++ # --- Evaluate and Accept ---
++ n_sub_iters = int(SUB_ITER_MIN + (SUB_ITER_MAX - SUB_ITER_MIN) * (g_step/TOTAL_QUAKE_STEPS))
++ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iters, 1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - current_sum_radii
+- if delta_E > 0 or (current_temp > T_QUAKE_FINAL and rng.random() < np.exp(delta_E / current_temp)):
+- current_centers = proposal_centers
+- current_radii = proposal_radii
+- current_sum_radii = proposal_sum_radii
+-
++ if delta_E > 0 or (temp > T_QUAKE_FINAL and rng.random() < np.exp(delta_E / temp)):
++ current_centers, current_radii, current_sum_radii = proposal_centers, proposal_radii, proposal_sum_radii
+ if current_sum_radii > best_sum_radii:
+- best_sum_radii = current_sum_radii
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(current_radii)
+-
+- # --- SETTLE PHASE (Exploitation) ---
+- settle_centers = np.copy(current_centers)
+- settle_radii = np.copy(current_radii)
+-
+- for settle_step_in_epoch in range(N_SETTLE_STEPS_PER_EPOCH):
+- forces = np.zeros_like(settle_centers)
+-
+- # Calculate inter-circle repulsion forces
+- for i in range(n):
+- for j in range(i + 1, n):
+- dist_vec = settle_centers[i] - settle_centers[j]
+- dist = np.linalg.norm(dist_vec)
+- min_dist = settle_radii[i] + settle_radii[j]
+- if dist < min_dist:
+- overlap = min_dist - dist
+- if dist > 1e-9:
+- direction = dist_vec / dist
+- force_mag = FD_ALPHA_REPULSION * overlap
+- forces[i] += direction * force_mag
+- forces[j] -= direction * force_mag
+- else: # Centers are coincident, apply a strong random push
+- direction = rng.uniform(-1, 1, 2)
+- direction /= np.linalg.norm(direction)
+- forces[i] += direction * FD_ALPHA_REPULSION * overlap * 10
+- forces[j] -= direction * FD_ALPHA_REPULSION * overlap * 10
+-
+- # Calculate boundary repulsion forces
+- for i in range(n):
+- x, y, r = settle_centers[i, 0], settle_centers[i, 1], settle_radii[i]
+- if x - r < 0: forces[i, 0] += FD_BETA_BOUNDARY * (r - x)
+- if x + r > 1: forces[i, 0] -= FD_BETA_BOUNDARY * (x + r - 1)
+- if y - r < 0: forces[i, 1] += FD_BETA_BOUNDARY * (r - y)
+- if y + r > 1: forces[i, 1] -= FD_BETA_BOUNDARY * (y + r - 1)
+-
+- settle_centers += forces
+- settle_centers = np.clip(settle_centers, 0, 1) # Keep centers within bounds
+-
+- # Recalculate radii for the refined state with moderate precision
+- # Use `current_radii` (which is updated from quake phase) as warm start for `settle_radii`
+- settle_radii = calculate_radii_for_fixed_centers(settle_centers, current_radii, n_sub_iterations=50, atol=1e-6)
+-
+- settle_sum_radii = np.sum(settle_radii)
+-
+- # If this periodic refinement improved the state, adopt it for SA and best-tracking
+- # This is essentially an acceptance step for the settle phase.
+- if settle_sum_radii > current_sum_radii:
+- current_centers = settle_centers
+- current_radii = settle_radii
+- current_sum_radii = settle_sum_radii
+-
++ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
++
++ # --- SETTLE PHASE (Annealed Exploitation) ---
++ settle_centers, settle_radii = np.copy(current_centers), np.copy(current_radii)
++ for s_step in range(N_SETTLE_STEPS_PER_EPOCH):
++ p = s_step / N_SETTLE_STEPS_PER_EPOCH
++ alpha = FD_ALPHA_INITIAL * (FD_ALPHA_FINAL / FD_ALPHA_INITIAL)**p
++ beta = FD_BETA_INITIAL * (FD_BETA_FINAL / FD_BETA_INITIAL)**p
++
++ settle_forces = calculate_forces(settle_centers, settle_radii, alpha, beta, rng)
++ settle_centers += settle_forces * 0.1 # Small step size
++ settle_centers = np.clip(settle_centers, 0, 1)
++
++ # CRITICAL: Recalculate radii with low precision inside loop
++ settle_radii = calculate_radii_for_fixed_centers(settle_centers, settle_radii, n_sub_iterations=10, atol=1e-4)
++
++ # Evaluate the result of the entire Settle phase
++ final_settle_radii = calculate_radii_for_fixed_centers(settle_centers, settle_radii, n_sub_iterations=100, atol=1e-6)
++ if np.sum(final_settle_radii) > current_sum_radii:
++ current_centers, current_radii = settle_centers, final_settle_radii
++ current_sum_radii = np.sum(current_radii)
+ if current_sum_radii > best_sum_radii:
+- best_sum_radii = current_sum_radii
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(current_radii)
+-
+- # Periodically re-evaluate best state with higher precision after each epoch
+- # This helps to ensure the global best is accurately tracked.
+- if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1: # Check every 10 epochs or at the very end
+- precise_radii_check = calculate_radii_for_fixed_centers(current_centers, current_radii, n_sub_iterations=200)
+- precise_sum_check = np.sum(precise_radii_check)
+- if precise_sum_check > best_sum_radii:
+- best_sum_radii = precise_sum_check
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(precise_radii_check)
++ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+- # Apply high-precision radius calculation and boundary adjustments
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+-
+- # A few iterations to nudge circles away from boundaries if their maximal radii push them out
+- for _ in range(15): # Slightly increased final polish steps
++ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+- # Adjust centers if their radii push them outside boundaries
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+-
+- # Recalculate radii with high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+-
+- # Stop if converged in this final polish stage
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+- final_centers = np.clip(final_centers, 0.0, 1.0) # Final clip to ensure strict bounds
++ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..818e42fdf4c87342f18de8e460fbc7c9de42324f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/main.py
@@ -0,0 +1,216 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ max_r = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def calculate_forces(centers, radii, alpha_repulsion, beta_boundary, rng):
+ """Calculates repulsion forces based on circle overlaps and boundary proximity."""
+ n = centers.shape[0]
+ forces = np.zeros_like(centers)
+
+ # Inter-circle repulsion forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = radii[i] + radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else: # Coincident centers
+ direction = rng.uniform(-1, 1, 2)
+ direction /= (np.linalg.norm(direction) + 1e-9)
+ force_mag = alpha_repulsion * min_dist * 10
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+
+ # Boundary repulsion forces
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ return forces
+
+def construct_packing():
+ """
+ Constructs a circle packing using "Adaptive Stress Annealing," which combines
+ force-guided perturbations on the most "stressed" circles (Quake phase) with
+ an improved, internally-annealed force-directed compaction (Settle phase).
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+ current_radii = calculate_radii_for_fixed_centers(current_centers, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 230
+ N_QUAKE_STEPS_PER_EPOCH = 250
+ N_SETTLE_STEPS_PER_EPOCH = 80
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA parameters
+ T_QUAKE_INITIAL, T_QUAKE_MID, T_QUAKE_FINAL = 0.015, 1e-4, 1e-8
+ P_SCALE_INITIAL, P_SCALE_MID, P_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FORCE_THRESHOLD = 1e-5
+
+ # Settle Phase FD parameters (with initial/final values for annealing)
+ FD_ALPHA_INITIAL, FD_ALPHA_FINAL = 0.005, 0.0005
+ FD_BETA_INITIAL, FD_BETA_FINAL = 0.01, 0.001
+
+ # Adaptive sub-iteration for radius calculation
+ SUB_ITER_MIN, SUB_ITER_MAX = 30, 200
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Force-Guided Exploration) ---
+ for q_step in range(N_QUAKE_STEPS_PER_EPOCH):
+ g_step = epoch * N_QUAKE_STEPS_PER_EPOCH + q_step
+
+ # Two-stage annealing schedule
+ if g_step < TOTAL_QUAKE_STEPS * 0.3:
+ p = g_step / (TOTAL_QUAKE_STEPS * 0.3)
+ temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**p
+ p_scale = P_SCALE_INITIAL * (P_SCALE_MID / P_SCALE_INITIAL)**p
+ else:
+ p = (g_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**p
+ p_scale = P_SCALE_MID * (P_SCALE_FINAL / P_SCALE_MID)**p
+
+ # --- Propose a move by perturbing the most stressed circle ---
+ forces = calculate_forces(current_centers, current_radii, 0.1, 0.1, rng)
+ force_mags = np.linalg.norm(forces, axis=1)
+
+ if np.max(force_mags) > FORCE_THRESHOLD:
+ circle_idx = np.argmax(force_mags)
+ else: # Fallback: if system is relaxed, kick a small circle
+ circle_idx = np.argsort(current_radii)[rng.integers(0, 5)]
+
+ # Blend force-guidance with randomness
+ force_vec = forces[circle_idx]
+ force_norm = np.linalg.norm(force_vec)
+ force_dir = force_vec / force_norm if force_norm > 1e-9 else np.zeros(2)
+
+ rand_dir = rng.normal(size=2)
+ rand_dir /= (np.linalg.norm(rand_dir) + 1e-9)
+
+ blend_alpha = (1 - g_step / TOTAL_QUAKE_STEPS)**1.5 # More random at start
+ move_dir = blend_alpha * rand_dir + (1 - blend_alpha) * force_dir
+ move_dir /= (np.linalg.norm(move_dir) + 1e-9)
+
+ # Radius-proportional move magnitude
+ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0
+ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r
+ move_mag = p_scale * radius_factor
+
+ proposal_centers = np.copy(current_centers)
+ proposal_centers[circle_idx] += move_mag * move_dir
+ proposal_centers[circle_idx] = np.clip(proposal_centers[circle_idx], 0.0, 1.0)
+
+ # --- Evaluate and Accept ---
+ n_sub_iters = int(SUB_ITER_MIN + (SUB_ITER_MAX - SUB_ITER_MIN) * (g_step/TOTAL_QUAKE_STEPS))
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iters, 1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - current_sum_radii
+ if delta_E > 0 or (temp > T_QUAKE_FINAL and rng.random() < np.exp(delta_E / temp)):
+ current_centers, current_radii, current_sum_radii = proposal_centers, proposal_radii, proposal_sum_radii
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- SETTLE PHASE (Annealed Exploitation) ---
+ settle_centers, settle_radii = np.copy(current_centers), np.copy(current_radii)
+ for s_step in range(N_SETTLE_STEPS_PER_EPOCH):
+ p = s_step / N_SETTLE_STEPS_PER_EPOCH
+ alpha = FD_ALPHA_INITIAL * (FD_ALPHA_FINAL / FD_ALPHA_INITIAL)**p
+ beta = FD_BETA_INITIAL * (FD_BETA_FINAL / FD_BETA_INITIAL)**p
+
+ settle_forces = calculate_forces(settle_centers, settle_radii, alpha, beta, rng)
+ settle_centers += settle_forces * 0.1 # Small step size
+ settle_centers = np.clip(settle_centers, 0, 1)
+
+ # CRITICAL: Recalculate radii with low precision inside loop
+ settle_radii = calculate_radii_for_fixed_centers(settle_centers, settle_radii, n_sub_iterations=10, atol=1e-4)
+
+ # Evaluate the result of the entire Settle phase
+ final_settle_radii = calculate_radii_for_fixed_centers(settle_centers, settle_radii, n_sub_iterations=100, atol=1e-6)
+ if np.sum(final_settle_radii) > current_sum_radii:
+ current_centers, current_radii = settle_centers, final_settle_radii
+ current_sum_radii = np.sum(current_radii)
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..d53bf309031399e4c37bbd2fd2126d6da3a6b7a9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/original.py
@@ -0,0 +1,257 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using "Hybrid Quake and Settle Annealing"
+ combining the exploration of regional multi-circle perturbations (Quake)
+ with the exploitation of force-directed compaction (Settle), and incorporating
+ radius-proportional perturbation and adaptive precision from successful SA methods.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ # Initial radii calculation with boundary-based warm start
+ current_radii = calculate_radii_for_fixed_centers(current_centers, current_radii=None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 250 # Increased number of epochs
+ N_QUAKE_STEPS_PER_EPOCH = 300 # Increased quake steps per epoch
+ N_SETTLE_STEPS_PER_EPOCH = 100 # Increased settle steps per epoch
+
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters (tuned for exploration)
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+ # Settle Phase FD parameters (tuned for exploitation)
+ FD_ALPHA_REPULSION = 0.001
+ FD_BETA_BOUNDARY = 0.005
+
+ # Adaptive sub-iteration for radius calculation during Quake
+ SUB_ITER_MIN = 30
+ SUB_ITER_MAX = 200
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale, based on total quake progress
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3: # Stage 1: Fast decay (30% of total quake steps)
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else: # Stage 2: Slow decay (remaining 70%)
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ proposal_centers = np.copy(current_centers)
+
+ # Select circles to perturb (regional selection, fall back to random if sparse)
+ quake_center = rng.uniform(0, 1, 2)
+ dists_to_quake_center = np.linalg.norm(proposal_centers - quake_center, axis=1)
+ regional_indices = np.where(dists_to_quake_center < QUAKE_REGION_RADIUS)[0]
+
+ if len(regional_indices) >= QUAKE_NUM_CIRCLES:
+ indices_to_perturb = rng.choice(regional_indices, QUAKE_NUM_CIRCLES, replace=False)
+ else: # If region is sparse, just pick N random circles
+ indices_to_perturb = rng.choice(n, QUAKE_NUM_CIRCLES, replace=False)
+
+ # Apply Radius-Proportional Perturbation for each selected circle
+ for circle_idx in indices_to_perturb:
+ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+
+ perturb_magnitude = current_perturb_scale * radius_factor
+ displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2) # Use uniform for broader exploration
+ proposal_centers[circle_idx] += displacement
+
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ # Adaptive precision for radius calculation: more precise as global process progresses
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters = int(SUB_ITER_MIN + (SUB_ITER_MAX - SUB_ITER_MIN) * overall_progress)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iterations=n_sub_iters, atol=1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - current_sum_radii
+ if delta_E > 0 or (current_temp > T_QUAKE_FINAL and rng.random() < np.exp(delta_E / current_temp)):
+ current_centers = proposal_centers
+ current_radii = proposal_radii
+ current_sum_radii = proposal_sum_radii
+
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- SETTLE PHASE (Exploitation) ---
+ settle_centers = np.copy(current_centers)
+ settle_radii = np.copy(current_radii)
+
+ for settle_step_in_epoch in range(N_SETTLE_STEPS_PER_EPOCH):
+ forces = np.zeros_like(settle_centers)
+
+ # Calculate inter-circle repulsion forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = settle_centers[i] - settle_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = settle_radii[i] + settle_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = FD_ALPHA_REPULSION * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else: # Centers are coincident, apply a strong random push
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * FD_ALPHA_REPULSION * overlap * 10
+ forces[j] -= direction * FD_ALPHA_REPULSION * overlap * 10
+
+ # Calculate boundary repulsion forces
+ for i in range(n):
+ x, y, r = settle_centers[i, 0], settle_centers[i, 1], settle_radii[i]
+ if x - r < 0: forces[i, 0] += FD_BETA_BOUNDARY * (r - x)
+ if x + r > 1: forces[i, 0] -= FD_BETA_BOUNDARY * (x + r - 1)
+ if y - r < 0: forces[i, 1] += FD_BETA_BOUNDARY * (r - y)
+ if y + r > 1: forces[i, 1] -= FD_BETA_BOUNDARY * (y + r - 1)
+
+ settle_centers += forces
+ settle_centers = np.clip(settle_centers, 0, 1) # Keep centers within bounds
+
+ # Recalculate radii for the refined state with moderate precision
+ # Use `current_radii` (which is updated from quake phase) as warm start for `settle_radii`
+ settle_radii = calculate_radii_for_fixed_centers(settle_centers, current_radii, n_sub_iterations=50, atol=1e-6)
+
+ settle_sum_radii = np.sum(settle_radii)
+
+ # If this periodic refinement improved the state, adopt it for SA and best-tracking
+ # This is essentially an acceptance step for the settle phase.
+ if settle_sum_radii > current_sum_radii:
+ current_centers = settle_centers
+ current_radii = settle_radii
+ current_sum_radii = settle_sum_radii
+
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # Periodically re-evaluate best state with higher precision after each epoch
+ # This helps to ensure the global best is accurately tracked.
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1: # Check every 10 epochs or at the very end
+ precise_radii_check = calculate_radii_for_fixed_centers(current_centers, current_radii, n_sub_iterations=200)
+ precise_sum_check = np.sum(precise_radii_check)
+ if precise_sum_check > best_sum_radii:
+ best_sum_radii = precise_sum_check
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(precise_radii_check)
+
+ # --- Final Polish Step on the best found configuration ---
+ # Apply high-precision radius calculation and boundary adjustments
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+
+ # A few iterations to nudge circles away from boundaries if their maximal radii push them out
+ for _ in range(15): # Slightly increased final polish steps
+ prev_radii = np.copy(final_radii)
+ # Adjust centers if their radii push them outside boundaries
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ # Recalculate radii with high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ # Stop if converged in this final polish stage
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0) # Final clip to ensure strict bounds
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..794c0d94e36cf733c7ad3dc21a65f945a653145c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_117/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_117/results
+Run 1/1 completed in 342.16 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_117/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_117/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_117/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_117/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.2922625662065856
+ public: {'centers_str': ' centers[0] = (0.0737, 0.0737)\n centers[1] = (0.1270, 0.6118)\n centers[2] = (0.0871, 0.2247)\n centers[3] = (0.1276, 0.9441)\n centers[4] = (0.8193, 0.4280)\n centers[5] = (0.5294, 0.7682)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.2397, 0.2756)\n centers[8] = (0.0949, 0.7969)\n centers[9] = (0.9262, 0.3065)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.7755, 0.9202)\n centers[12] = (0.4320, 0.0733)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.2225, 0.4831)\n centers[15] = (0.2677, 0.9123)\n centers[16] = (0.0906, 0.3962)\n centers[17] = (0.4217, 0.8640)\n centers[18] = (0.5911, 0.0863)\n centers[19] = (0.3555, 0.4020)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.4170, 0.6135)\n centers[22] = (0.7002, 0.6568)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.9144, 0.0976)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.2922625662065856}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_117/results/packing_viz.png
+ execution_time_mean: 342.1623407457955
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..dad75f289ab7a758c5cbb98e6e74d4f49dde5ec8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.2922625662065856,
+ "public": {
+ "centers_str": " centers[0] = (0.0737, 0.0737)\n centers[1] = (0.1270, 0.6118)\n centers[2] = (0.0871, 0.2247)\n centers[3] = (0.1276, 0.9441)\n centers[4] = (0.8193, 0.4280)\n centers[5] = (0.5294, 0.7682)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.2397, 0.2756)\n centers[8] = (0.0949, 0.7969)\n centers[9] = (0.9262, 0.3065)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.7755, 0.9202)\n centers[12] = (0.4320, 0.0733)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.2225, 0.4831)\n centers[15] = (0.2677, 0.9123)\n centers[16] = (0.0906, 0.3962)\n centers[17] = (0.4217, 0.8640)\n centers[18] = (0.5911, 0.0863)\n centers[19] = (0.3555, 0.4020)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.4170, 0.6135)\n centers[22] = (0.7002, 0.6568)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.9144, 0.0976)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.2922625662065856
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_117/results/packing_viz.png",
+ "execution_time_mean": 342.1623407457955,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e4b821d60882e2444f25619e621703afb43580b8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_117/rewrite.txt
@@ -0,0 +1,207 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ max_r = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def calculate_forces(centers, radii, alpha_repulsion, beta_boundary, rng):
+ """Calculates repulsion forces based on circle overlaps and boundary proximity."""
+ n = centers.shape[0]
+ forces = np.zeros_like(centers)
+
+ # Inter-circle repulsion forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = radii[i] + radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else: # Coincident centers
+ direction = rng.uniform(-1, 1, 2)
+ direction /= (np.linalg.norm(direction) + 1e-9)
+ force_mag = alpha_repulsion * min_dist * 10
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+
+ # Boundary repulsion forces
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ return forces
+
+def construct_packing():
+ """
+ Constructs a circle packing using "Adaptive Stress Annealing," which combines
+ force-guided perturbations on the most "stressed" circles (Quake phase) with
+ an improved, internally-annealed force-directed compaction (Settle phase).
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+ current_radii = calculate_radii_for_fixed_centers(current_centers, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 230
+ N_QUAKE_STEPS_PER_EPOCH = 250
+ N_SETTLE_STEPS_PER_EPOCH = 80
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA parameters
+ T_QUAKE_INITIAL, T_QUAKE_MID, T_QUAKE_FINAL = 0.015, 1e-4, 1e-8
+ P_SCALE_INITIAL, P_SCALE_MID, P_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FORCE_THRESHOLD = 1e-5
+
+ # Settle Phase FD parameters (with initial/final values for annealing)
+ FD_ALPHA_INITIAL, FD_ALPHA_FINAL = 0.005, 0.0005
+ FD_BETA_INITIAL, FD_BETA_FINAL = 0.01, 0.001
+
+ # Adaptive sub-iteration for radius calculation
+ SUB_ITER_MIN, SUB_ITER_MAX = 30, 200
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Force-Guided Exploration) ---
+ for q_step in range(N_QUAKE_STEPS_PER_EPOCH):
+ g_step = epoch * N_QUAKE_STEPS_PER_EPOCH + q_step
+
+ # Two-stage annealing schedule
+ if g_step < TOTAL_QUAKE_STEPS * 0.3:
+ p = g_step / (TOTAL_QUAKE_STEPS * 0.3)
+ temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**p
+ p_scale = P_SCALE_INITIAL * (P_SCALE_MID / P_SCALE_INITIAL)**p
+ else:
+ p = (g_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**p
+ p_scale = P_SCALE_MID * (P_SCALE_FINAL / P_SCALE_MID)**p
+
+ # --- Propose a move by perturbing the most stressed circle ---
+ forces = calculate_forces(current_centers, current_radii, 0.1, 0.1, rng)
+ force_mags = np.linalg.norm(forces, axis=1)
+
+ if np.max(force_mags) > FORCE_THRESHOLD:
+ circle_idx = np.argmax(force_mags)
+ else: # Fallback: if system is relaxed, kick a small circle
+ circle_idx = np.argsort(current_radii)[rng.integers(0, 5)]
+
+ # Blend force-guidance with randomness
+ force_vec = forces[circle_idx]
+ force_norm = np.linalg.norm(force_vec)
+ force_dir = force_vec / force_norm if force_norm > 1e-9 else np.zeros(2)
+
+ rand_dir = rng.normal(size=2)
+ rand_dir /= (np.linalg.norm(rand_dir) + 1e-9)
+
+ blend_alpha = (1 - g_step / TOTAL_QUAKE_STEPS)**1.5 # More random at start
+ move_dir = blend_alpha * rand_dir + (1 - blend_alpha) * force_dir
+ move_dir /= (np.linalg.norm(move_dir) + 1e-9)
+
+ # Radius-proportional move magnitude
+ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0
+ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r
+ move_mag = p_scale * radius_factor
+
+ proposal_centers = np.copy(current_centers)
+ proposal_centers[circle_idx] += move_mag * move_dir
+ proposal_centers[circle_idx] = np.clip(proposal_centers[circle_idx], 0.0, 1.0)
+
+ # --- Evaluate and Accept ---
+ n_sub_iters = int(SUB_ITER_MIN + (SUB_ITER_MAX - SUB_ITER_MIN) * (g_step/TOTAL_QUAKE_STEPS))
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iters, 1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - current_sum_radii
+ if delta_E > 0 or (temp > T_QUAKE_FINAL and rng.random() < np.exp(delta_E / temp)):
+ current_centers, current_radii, current_sum_radii = proposal_centers, proposal_radii, proposal_sum_radii
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- SETTLE PHASE (Annealed Exploitation) ---
+ settle_centers, settle_radii = np.copy(current_centers), np.copy(current_radii)
+ for s_step in range(N_SETTLE_STEPS_PER_EPOCH):
+ p = s_step / N_SETTLE_STEPS_PER_EPOCH
+ alpha = FD_ALPHA_INITIAL * (FD_ALPHA_FINAL / FD_ALPHA_INITIAL)**p
+ beta = FD_BETA_INITIAL * (FD_BETA_FINAL / FD_BETA_INITIAL)**p
+
+ settle_forces = calculate_forces(settle_centers, settle_radii, alpha, beta, rng)
+ settle_centers += settle_forces * 0.1 # Small step size
+ settle_centers = np.clip(settle_centers, 0, 1)
+
+ # CRITICAL: Recalculate radii with low precision inside loop
+ settle_radii = calculate_radii_for_fixed_centers(settle_centers, settle_radii, n_sub_iterations=10, atol=1e-4)
+
+ # Evaluate the result of the entire Settle phase
+ final_settle_radii = calculate_radii_for_fixed_centers(settle_centers, settle_radii, n_sub_iterations=100, atol=1e-6)
+ if np.sum(final_settle_radii) > current_sum_radii:
+ current_centers, current_radii = settle_centers, final_settle_radii
+ current_sum_radii = np.sum(current_radii)
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3a7cadf4d54868c445c12d3b11a3e67a74187b60
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..e93e3b6606f296a73c41416e1629c5d2cbfbccef
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_118/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_118/results
+Run 1/1 completed in 682.37 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_118/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_118/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_118/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_118/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.524253116590557
+ public: {'centers_str': ' centers[0] = (0.4574, 0.0604)\n centers[1] = (0.3095, 0.0875)\n centers[2] = (0.2462, 0.2390)\n centers[3] = (0.0636, 0.5297)\n centers[4] = (0.0842, 0.9155)\n centers[5] = (0.2333, 0.5014)\n centers[6] = (0.4411, 0.2077)\n centers[7] = (0.7970, 0.0640)\n centers[8] = (0.3549, 0.3550)\n centers[9] = (0.3694, 0.6788)\n centers[10] = (0.1251, 0.7084)\n centers[11] = (0.2810, 0.8873)\n centers[12] = (0.9161, 0.7058)\n centers[13] = (0.1105, 0.1098)\n centers[14] = (0.1008, 0.3401)\n centers[15] = (0.4133, 0.4982)\n centers[16] = (0.5228, 0.8696)\n centers[17] = (0.5894, 0.3430)\n centers[18] = (0.6249, 0.1167)\n centers[19] = (0.9302, 0.0705)\n centers[20] = (0.7390, 0.7550)\n centers[21] = (0.7180, 0.9270)\n centers[22] = (0.5924, 0.5826)\n centers[23] = (0.8943, 0.8945)\n centers[24] = (0.8230, 0.5396)\n centers[25] = (0.8477, 0.2818)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.524253116590557}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_118/results/packing_viz.png
+ execution_time_mean: 682.3673594151624
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a46800840d74dc90bb662ce5753fd023fd610182
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_118/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.524253116590557,
+ "public": {
+ "centers_str": " centers[0] = (0.4574, 0.0604)\n centers[1] = (0.3095, 0.0875)\n centers[2] = (0.2462, 0.2390)\n centers[3] = (0.0636, 0.5297)\n centers[4] = (0.0842, 0.9155)\n centers[5] = (0.2333, 0.5014)\n centers[6] = (0.4411, 0.2077)\n centers[7] = (0.7970, 0.0640)\n centers[8] = (0.3549, 0.3550)\n centers[9] = (0.3694, 0.6788)\n centers[10] = (0.1251, 0.7084)\n centers[11] = (0.2810, 0.8873)\n centers[12] = (0.9161, 0.7058)\n centers[13] = (0.1105, 0.1098)\n centers[14] = (0.1008, 0.3401)\n centers[15] = (0.4133, 0.4982)\n centers[16] = (0.5228, 0.8696)\n centers[17] = (0.5894, 0.3430)\n centers[18] = (0.6249, 0.1167)\n centers[19] = (0.9302, 0.0705)\n centers[20] = (0.7390, 0.7550)\n centers[21] = (0.7180, 0.9270)\n centers[22] = (0.5924, 0.5826)\n centers[23] = (0.8943, 0.8945)\n centers[24] = (0.8230, 0.5396)\n centers[25] = (0.8477, 0.2818)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.524253116590557
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_118/results/packing_viz.png",
+ "execution_time_mean": 682.3673594151624,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..7cc2473c90f09a07f9c89881a55135a5a7efe848
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..34620764a77a7425339356850eee7ccf413bd7a3
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "CirclePacker._run_simulated_annealing() missing 3 required positional arguments: 't_very_low', 'perturb_scale_very_small', and 'n_stage2_iter_ratio'"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..9ce0e217ffb792a9326dabb82b7b870fdb23774a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_119/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_119/results
+Evaluation error: CirclePacker._run_simulated_annealing() missing 3 required positional arguments: 't_very_low', 'perturb_scale_very_small', and 'n_stage2_iter_ratio'
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_119/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_119/results/metrics.json
+Evaluation or Validation failed: CirclePacker._run_simulated_annealing() missing 3 required positional arguments: 't_very_low', 'perturb_scale_very_small', and 'n_stage2_iter_ratio'
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_119/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_12/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_12/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_12/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2021b852564f3842e9b6cf84a0c3b60cbc824c9c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..98bf6e4c3f572536afbbf7f2b8394ff2bba2a6db
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_120/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_120/results
+Run 1/1 completed in 202.14 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_120/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_120/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_120/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_120/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.491712585504508
+ public: {'centers_str': ' centers[0] = (0.0716, 0.0716)\n centers[1] = (0.0935, 0.2352)\n centers[2] = (0.0935, 0.4221)\n centers[3] = (0.0902, 0.6059)\n centers[4] = (0.0838, 0.7863)\n centers[5] = (0.0655, 0.9345)\n centers[6] = (0.4771, 0.3048)\n centers[7] = (0.2411, 0.1076)\n centers[8] = (0.2832, 0.3221)\n centers[9] = (0.2529, 0.7086)\n centers[10] = (0.4308, 0.6696)\n centers[11] = (0.2221, 0.9035)\n centers[12] = (0.3865, 0.0534)\n centers[13] = (0.3990, 0.1768)\n centers[14] = (0.2445, 0.5201)\n centers[15] = (0.4330, 0.4843)\n centers[16] = (0.5279, 0.7628)\n centers[17] = (0.4249, 0.8900)\n centers[18] = (0.5190, 0.0821)\n centers[19] = (0.6302, 0.2205)\n centers[20] = (0.6118, 0.4012)\n centers[21] = (0.6290, 0.6128)\n centers[22] = (0.8617, 0.7383)\n centers[23] = (0.6510, 0.8828)\n centers[24] = (0.8564, 0.1436)\n centers[25] = (0.8474, 0.4397)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.491712585504508}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_120/results/packing_viz.png
+ execution_time_mean: 202.1383228348568
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..04a2aa45b51ea9a12fe40fb0e7fb157e68f0e6db
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_120/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.491712585504508,
+ "public": {
+ "centers_str": " centers[0] = (0.0716, 0.0716)\n centers[1] = (0.0935, 0.2352)\n centers[2] = (0.0935, 0.4221)\n centers[3] = (0.0902, 0.6059)\n centers[4] = (0.0838, 0.7863)\n centers[5] = (0.0655, 0.9345)\n centers[6] = (0.4771, 0.3048)\n centers[7] = (0.2411, 0.1076)\n centers[8] = (0.2832, 0.3221)\n centers[9] = (0.2529, 0.7086)\n centers[10] = (0.4308, 0.6696)\n centers[11] = (0.2221, 0.9035)\n centers[12] = (0.3865, 0.0534)\n centers[13] = (0.3990, 0.1768)\n centers[14] = (0.2445, 0.5201)\n centers[15] = (0.4330, 0.4843)\n centers[16] = (0.5279, 0.7628)\n centers[17] = (0.4249, 0.8900)\n centers[18] = (0.5190, 0.0821)\n centers[19] = (0.6302, 0.2205)\n centers[20] = (0.6118, 0.4012)\n centers[21] = (0.6290, 0.6128)\n centers[22] = (0.8617, 0.7383)\n centers[23] = (0.6510, 0.8828)\n centers[24] = (0.8564, 0.1436)\n centers[25] = (0.8474, 0.4397)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.491712585504508
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_120/results/packing_viz.png",
+ "execution_time_mean": 202.1383228348568,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..01e0a78b8d9099d1962246695af0a9e2c85de05d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_122/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_122/results
+Run 1/1 completed in 701.07 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_122/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_122/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_122/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_122/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5524845831943255
+ public: {'centers_str': ' centers[0] = (0.1744, 0.0675)\n centers[1] = (0.3356, 0.0966)\n centers[2] = (0.2280, 0.4650)\n centers[3] = (0.0842, 0.6751)\n centers[4] = (0.4981, 0.8633)\n centers[5] = (0.3213, 0.9181)\n centers[6] = (0.4243, 0.2535)\n centers[7] = (0.2449, 0.2665)\n centers[8] = (0.8756, 0.6903)\n centers[9] = (0.0835, 0.1880)\n centers[10] = (0.7686, 0.4693)\n centers[11] = (0.1218, 0.8776)\n centers[12] = (0.0733, 0.5179)\n centers[13] = (0.0868, 0.3583)\n centers[14] = (0.3173, 0.6871)\n centers[15] = (0.4299, 0.4497)\n centers[16] = (0.0539, 0.0539)\n centers[17] = (0.6093, 0.6371)\n centers[18] = (0.7345, 0.1168)\n centers[19] = (0.9146, 0.0854)\n centers[20] = (0.6264, 0.3134)\n centers[21] = (0.9186, 0.9186)\n centers[22] = (0.9252, 0.4974)\n centers[23] = (0.7209, 0.8799)\n centers[24] = (0.5347, 0.1028)\n centers[25] = (0.8761, 0.2910)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5524845831943255}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_122/results/packing_viz.png
+ execution_time_mean: 701.0676478310488
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e76257c200f6b08cf2260662cc68688917c0633
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_122/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5524845831943255,
+ "public": {
+ "centers_str": " centers[0] = (0.1744, 0.0675)\n centers[1] = (0.3356, 0.0966)\n centers[2] = (0.2280, 0.4650)\n centers[3] = (0.0842, 0.6751)\n centers[4] = (0.4981, 0.8633)\n centers[5] = (0.3213, 0.9181)\n centers[6] = (0.4243, 0.2535)\n centers[7] = (0.2449, 0.2665)\n centers[8] = (0.8756, 0.6903)\n centers[9] = (0.0835, 0.1880)\n centers[10] = (0.7686, 0.4693)\n centers[11] = (0.1218, 0.8776)\n centers[12] = (0.0733, 0.5179)\n centers[13] = (0.0868, 0.3583)\n centers[14] = (0.3173, 0.6871)\n centers[15] = (0.4299, 0.4497)\n centers[16] = (0.0539, 0.0539)\n centers[17] = (0.6093, 0.6371)\n centers[18] = (0.7345, 0.1168)\n centers[19] = (0.9146, 0.0854)\n centers[20] = (0.6264, 0.3134)\n centers[21] = (0.9186, 0.9186)\n centers[22] = (0.9252, 0.4974)\n centers[23] = (0.7209, 0.8799)\n centers[24] = (0.5347, 0.1028)\n centers[25] = (0.8761, 0.2910)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5524845831943255
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_122/results/packing_viz.png",
+ "execution_time_mean": 701.0676478310488,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a12f7c6853ee4e572aba54382b51960f1ff6c67d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..9eb54ca8109182fd39cd5b844964ec2bb7ecb9be
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/edit.diff
@@ -0,0 +1,317 @@
+--- a/original.py
++++ b/original.py
+@@ -1,290 +1,292 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculation for boundary limits
+ r_limits_boundary = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+
+ class CirclePacker:
+ def __init__(self, n, seed=42):
+ self.n = n
+ self.rng = np.random.default_rng(seed)
+
+ # --- Initialization: Start with a perturbed grid ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+
+ perturbation = spacing * 0.15
+ initial_centers = grid_points[:n] + self.rng.uniform(-perturbation, perturbation, size=(n, 2))
+ self.current_centers = np.clip(initial_centers, 0.0, 1.0)
+
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, n_sub_iterations=50)
+ self.current_sum_radii = np.sum(self.current_radii)
+
+ self.best_centers = np.copy(self.current_centers)
+ self.best_radii = np.copy(self.current_radii)
+ self.best_sum_radii = self.current_sum_radii
+
+ def _update_best_state(self, centers, radii, sum_radii):
+ """Updates the best known packing configuration if the current one is better."""
+ if sum_radii > self.best_sum_radii:
+ self.best_sum_radii = sum_radii
+ self.best_centers = np.copy(centers)
+ self.best_radii = np.copy(radii)
+
+ def _run_simulated_annealing(self,
+ n_iterations,
+ t_initial, t_mid, t_final,
+ perturb_scale_initial, perturb_scale_mid, perturb_scale_final,
+ n_stage1_iter_ratio,
+- targeted_kick_prob, n_smallest_target, kick_scale_factor,
++ region_radius, n_regional_circles,
+ sub_iter_min, sub_iter_max):
+ """
+ Executes the Simulated Annealing phase for global exploration.
+ Includes two-stage annealing schedule and radius-proportional perturbation
+ with targeted kicks for smaller circles.
+ """
+ n_stage1_iter = int(n_iterations * n_stage1_iter_ratio)
+
+ for iter_step in range(n_iterations):
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if iter_step < n_stage1_iter:
+ progress = iter_step / n_stage1_iter
+ current_temp = t_initial * (t_mid / t_initial)**progress
+ current_perturb_scale = perturb_scale_initial * (perturb_scale_mid / perturb_scale_initial)**progress
+ else:
+ progress = (iter_step - n_stage1_iter) / (n_iterations - n_stage1_iter)
+ current_temp = t_mid * (t_final / t_mid)**progress
+ current_perturb_scale = perturb_scale_mid * (perturb_scale_final / perturb_scale_mid)**progress
+
+ new_centers = np.copy(self.current_centers)
+
+- # Decide on perturbation strategy: targeted kick for small circles or random
+- if self.rng.random() < targeted_kick_prob and iter_step > n_iterations * 0.1:
+- smallest_indices = np.argsort(self.current_radii)[:n_smallest_target]
+- circle_idx = self.rng.choice(smallest_indices)
+- effective_perturb_scale = current_perturb_scale * kick_scale_factor
+- else:
+- circle_idx = self.rng.integers(0, self.n)
+- effective_perturb_scale = current_perturb_scale
+-
+- # Radius-Proportional Perturbation: Smaller circles get larger pushes
+- max_r = np.max(self.current_radii)
+- safe_max_r = max_r if max_r > 1e-9 else 1.0 # Avoid division by zero
+- radius_factor = (1.0 + (safe_max_r - self.current_radii[circle_idx]) / safe_max_r)
+-
+- perturb_magnitude = effective_perturb_scale * radius_factor
+- displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+- new_centers[circle_idx] += displacement
+- new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
++ # Regional multi-circle perturbation
++ region_center = self.rng.uniform(0, 1, 2)
++ dists_to_region_center = np.linalg.norm(new_centers - region_center, axis=1)
++ regional_indices = np.where(dists_to_region_center < region_radius)[0]
++
++ if len(regional_indices) >= n_regional_circles:
++ indices_to_perturb = self.rng.choice(regional_indices, n_regional_circles, replace=False)
++ else: # If region is sparse, just pick N random circles
++ indices_to_perturb = self.rng.choice(self.n, n_regional_circles, replace=False)
++
++ # Apply perturbation to each selected circle
++ for circle_idx in indices_to_perturb:
++ # Radius-Proportional Perturbation: Smaller circles get larger pushes
++ max_r = np.max(self.current_radii)
++ safe_max_r = max_r if max_r > 1e-9 else 1.0 # Avoid division by zero
++ radius_factor = (1.0 + (safe_max_r - self.current_radii[circle_idx]) / safe_max_r)
++
++ perturb_magnitude = current_perturb_scale * radius_factor
++ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
++ new_centers[circle_idx] += displacement
++ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Adaptive precision for radius calculation based on annealing progress
+ temp_progress = iter_step / n_iterations
+ n_sub_iters = int(sub_iter_min + (sub_iter_max - sub_iter_min) * temp_progress)
+
+ new_radii = calculate_radii_for_fixed_centers(new_centers, self.current_radii, n_sub_iterations=n_sub_iters)
+ new_sum_radii = np.sum(new_radii)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_energy = self.current_sum_radii - new_sum_radii
+ if delta_energy < 0 or (current_temp > t_final and self.rng.random() < np.exp(-delta_energy / current_temp)):
+ self.current_centers = new_centers
+ self.current_radii = new_radii
+ self.current_sum_radii = new_sum_radii
+ self._update_best_state(new_centers, new_radii, new_sum_radii)
+
+ # Periodically re-evaluate current best with higher precision
+ if iter_step % (n_iterations // 10) == 0 and iter_step > 0:
+ precise_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=sub_iter_max)
+ precise_sum = np.sum(precise_radii)
+ self._update_best_state(self.current_centers, precise_radii, precise_sum)
+
+ def _run_force_directed_refinement(self,
+ n_refine_iter,
+ fd_alpha_repulsion, fd_beta_boundary,
+ fd_sub_iter,
+ initial_buffer_factor, final_buffer_factor,
+ fd_decay_coeff):
+ """
+ Applies a force-directed simulation to locally refine the packing,
+ using annealed repulsion forces and adaptive buffer for separation.
+ """
+
+ for refine_step in range(n_refine_iter):
+ # Annealing for forces and buffer for smooth convergence
+ progress_ratio = refine_step / n_refine_iter
+ annealing_factor = np.exp(-fd_decay_coeff * progress_ratio)
+ current_alpha = fd_alpha_repulsion * annealing_factor
+ current_beta = fd_beta_boundary * annealing_factor
+ current_buffer = final_buffer_factor + (initial_buffer_factor - final_buffer_factor) * annealing_factor
+
+ forces = np.zeros_like(self.current_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = self.current_centers[i] - self.current_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use buffer to enforce separation slightly larger than actual radii
+ min_dist_tangent = (self.current_radii[i] + self.current_radii[j]) * current_buffer
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9: # Avoid division by zero
+ direction = dist_vec / dist
+ force_magnitude = current_alpha * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+ else: # Coincident centers, add strong random repulsion
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * current_alpha * overlap_amount * 10
+ forces[j] -= direction * current_alpha * overlap_amount * 10
+
+ # Boundary repulsion forces
+ x, y, r = self.current_centers[i, 0], self.current_centers[i, 1], self.current_radii[i]
+ if x - r < 0: forces[i, 0] += current_beta * (r - x)
+ if x + r > 1: forces[i, 0] -= current_beta * (x + r - 1)
+ if y - r < 0: forces[i, 1] += current_beta * (r - y)
+ if y + r > 1: forces[i, 1] -= current_beta * (y + r - 1)
+
+ self.current_centers += forces
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0)
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=fd_sub_iter)
+ self.current_sum_radii = np.sum(self.current_radii)
+ self._update_best_state(self.current_centers, self.current_radii, self.current_sum_radii)
+
+
+ def _final_polish(self, polish_iterations, high_precision_sub_iters):
+ """
+ A final refinement step to maximize radii and ensure circles are perfectly
+ within boundaries.
+ """
+ # Start with the best state found so far for final polish
+ self.current_centers = np.copy(self.best_centers)
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.best_radii, n_sub_iterations=high_precision_sub_iters)
+
+ for _ in range(polish_iterations):
+ previous_radii = np.copy(self.current_radii)
+ # Adjust centers if their maximal radii push them outside boundaries
+ for i in range(self.n):
+ x, y, r = self.current_centers[i, 0], self.current_centers[i, 1], self.current_radii[i]
+ if x - r < 0: self.current_centers[i, 0] = r
+ if x + r > 1: self.current_centers[i, 0] = 1 - r
+ if y - r < 0: self.current_centers[i, 1] = r
+ if y + r > 1: self.current_centers[i, 1] = 1 - r
+
+ # Recalculate radii with high precision after adjustment
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=high_precision_sub_iters, atol=1e-9)
+
+ # Stop if converged
+ if np.allclose(self.current_radii, previous_radii, atol=1e-8):
+ break
+
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0) # Final clip to ensure strict bounds
+ self.best_centers = self.current_centers # The final polished state becomes the new best
+ self.best_radii = self.current_radii
+ self.best_sum_radii = np.sum(self.current_radii)
+
+
+ def pack(self):
+ """Orchestrates the multi-stage packing process."""
+
+ # --- SA Parameters (tuned based on successful prior programs) ---
+ sa_params = {
+ "n_iterations": 100000,
+ "t_initial": 0.012,
+ "t_mid": 1e-4,
+ "t_final": 1e-8,
+ "perturb_scale_initial": 0.08,
+ "perturb_scale_mid": 0.001,
+ "perturb_scale_final": 1e-6,
+ "n_stage1_iter_ratio": 0.3, # 30% of iterations for faster decay (exploration)
+- "targeted_kick_prob": 0.3,
+- "n_smallest_target": 5,
+- "kick_scale_factor": 3.0,
++ "region_radius": 0.35,
++ "n_regional_circles": 4,
+ "sub_iter_min": 30,
+ "sub_iter_max": 200,
+ }
+ self._run_simulated_annealing(**sa_params)
+
+ # --- Force-Directed Refinement Parameters (tuned from prior programs) ---
+ fd_params = {
+ "n_refine_iter": 3000,
+ "fd_alpha_repulsion": 0.001, # Initial inter-circle repulsion strength
+ "fd_beta_boundary": 0.005, # Initial boundary repulsion strength
+ "fd_sub_iter": 100, # Sub-iterations for radii calculation during FD
+ "initial_buffer_factor": 1.02, # Start with a 2% buffer to unstick circles
+ "final_buffer_factor": 1.0005, # End with a 0.05% buffer for tight packing
+ "fd_decay_coeff": 5.0, # Exponential decay rate for refinement forces
+ }
+ # Run FD on the best state found by SA to refine it locally
+ self.current_centers = np.copy(self.best_centers)
+ self.current_radii = np.copy(self.best_radii)
+ self.current_sum_radii = np.sum(self.best_radii)
+ self._run_force_directed_refinement(**fd_params)
+
+ # The best state might have been updated during FD, so final polish on the latest best
+ self._final_polish(polish_iterations=15, high_precision_sub_iters=800)
+
+ return self.best_centers, self.best_radii
+
+ def construct_packing():
+ """
+ Constructs a circle packing by instantiating and running the CirclePacker.
+ """
+ packer = CirclePacker(n=26)
+ return packer.pack()
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..4e17571e68ce9e65f6cb81cf4d23bf92c81ddbeb
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/main.py
@@ -0,0 +1,292 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculation for boundary limits
+ r_limits_boundary = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+
+class CirclePacker:
+ def __init__(self, n, seed=42):
+ self.n = n
+ self.rng = np.random.default_rng(seed)
+
+ # --- Initialization: Start with a perturbed grid ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+
+ perturbation = spacing * 0.15
+ initial_centers = grid_points[:n] + self.rng.uniform(-perturbation, perturbation, size=(n, 2))
+ self.current_centers = np.clip(initial_centers, 0.0, 1.0)
+
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, n_sub_iterations=50)
+ self.current_sum_radii = np.sum(self.current_radii)
+
+ self.best_centers = np.copy(self.current_centers)
+ self.best_radii = np.copy(self.current_radii)
+ self.best_sum_radii = self.current_sum_radii
+
+ def _update_best_state(self, centers, radii, sum_radii):
+ """Updates the best known packing configuration if the current one is better."""
+ if sum_radii > self.best_sum_radii:
+ self.best_sum_radii = sum_radii
+ self.best_centers = np.copy(centers)
+ self.best_radii = np.copy(radii)
+
+ def _run_simulated_annealing(self,
+ n_iterations,
+ t_initial, t_mid, t_final,
+ perturb_scale_initial, perturb_scale_mid, perturb_scale_final,
+ n_stage1_iter_ratio,
+ region_radius, n_regional_circles,
+ sub_iter_min, sub_iter_max):
+ """
+ Executes the Simulated Annealing phase for global exploration.
+ Includes two-stage annealing schedule and radius-proportional perturbation
+ with targeted kicks for smaller circles.
+ """
+ n_stage1_iter = int(n_iterations * n_stage1_iter_ratio)
+
+ for iter_step in range(n_iterations):
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if iter_step < n_stage1_iter:
+ progress = iter_step / n_stage1_iter
+ current_temp = t_initial * (t_mid / t_initial)**progress
+ current_perturb_scale = perturb_scale_initial * (perturb_scale_mid / perturb_scale_initial)**progress
+ else:
+ progress = (iter_step - n_stage1_iter) / (n_iterations - n_stage1_iter)
+ current_temp = t_mid * (t_final / t_mid)**progress
+ current_perturb_scale = perturb_scale_mid * (perturb_scale_final / perturb_scale_mid)**progress
+
+ new_centers = np.copy(self.current_centers)
+
+ # Regional multi-circle perturbation
+ region_center = self.rng.uniform(0, 1, 2)
+ dists_to_region_center = np.linalg.norm(new_centers - region_center, axis=1)
+ regional_indices = np.where(dists_to_region_center < region_radius)[0]
+
+ if len(regional_indices) >= n_regional_circles:
+ indices_to_perturb = self.rng.choice(regional_indices, n_regional_circles, replace=False)
+ else: # If region is sparse, just pick N random circles
+ indices_to_perturb = self.rng.choice(self.n, n_regional_circles, replace=False)
+
+ # Apply perturbation to each selected circle
+ for circle_idx in indices_to_perturb:
+ # Radius-Proportional Perturbation: Smaller circles get larger pushes
+ max_r = np.max(self.current_radii)
+ safe_max_r = max_r if max_r > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = (1.0 + (safe_max_r - self.current_radii[circle_idx]) / safe_max_r)
+
+ perturb_magnitude = current_perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Adaptive precision for radius calculation based on annealing progress
+ temp_progress = iter_step / n_iterations
+ n_sub_iters = int(sub_iter_min + (sub_iter_max - sub_iter_min) * temp_progress)
+
+ new_radii = calculate_radii_for_fixed_centers(new_centers, self.current_radii, n_sub_iterations=n_sub_iters)
+ new_sum_radii = np.sum(new_radii)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_energy = self.current_sum_radii - new_sum_radii
+ if delta_energy < 0 or (current_temp > t_final and self.rng.random() < np.exp(-delta_energy / current_temp)):
+ self.current_centers = new_centers
+ self.current_radii = new_radii
+ self.current_sum_radii = new_sum_radii
+ self._update_best_state(new_centers, new_radii, new_sum_radii)
+
+ # Periodically re-evaluate current best with higher precision
+ if iter_step % (n_iterations // 10) == 0 and iter_step > 0:
+ precise_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=sub_iter_max)
+ precise_sum = np.sum(precise_radii)
+ self._update_best_state(self.current_centers, precise_radii, precise_sum)
+
+ def _run_force_directed_refinement(self,
+ n_refine_iter,
+ fd_alpha_repulsion, fd_beta_boundary,
+ fd_sub_iter,
+ initial_buffer_factor, final_buffer_factor,
+ fd_decay_coeff):
+ """
+ Applies a force-directed simulation to locally refine the packing,
+ using annealed repulsion forces and adaptive buffer for separation.
+ """
+
+ for refine_step in range(n_refine_iter):
+ # Annealing for forces and buffer for smooth convergence
+ progress_ratio = refine_step / n_refine_iter
+ annealing_factor = np.exp(-fd_decay_coeff * progress_ratio)
+ current_alpha = fd_alpha_repulsion * annealing_factor
+ current_beta = fd_beta_boundary * annealing_factor
+ current_buffer = final_buffer_factor + (initial_buffer_factor - final_buffer_factor) * annealing_factor
+
+ forces = np.zeros_like(self.current_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = self.current_centers[i] - self.current_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use buffer to enforce separation slightly larger than actual radii
+ min_dist_tangent = (self.current_radii[i] + self.current_radii[j]) * current_buffer
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9: # Avoid division by zero
+ direction = dist_vec / dist
+ force_magnitude = current_alpha * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+ else: # Coincident centers, add strong random repulsion
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * current_alpha * overlap_amount * 10
+ forces[j] -= direction * current_alpha * overlap_amount * 10
+
+ # Boundary repulsion forces
+ x, y, r = self.current_centers[i, 0], self.current_centers[i, 1], self.current_radii[i]
+ if x - r < 0: forces[i, 0] += current_beta * (r - x)
+ if x + r > 1: forces[i, 0] -= current_beta * (x + r - 1)
+ if y - r < 0: forces[i, 1] += current_beta * (r - y)
+ if y + r > 1: forces[i, 1] -= current_beta * (y + r - 1)
+
+ self.current_centers += forces
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0)
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=fd_sub_iter)
+ self.current_sum_radii = np.sum(self.current_radii)
+ self._update_best_state(self.current_centers, self.current_radii, self.current_sum_radii)
+
+
+ def _final_polish(self, polish_iterations, high_precision_sub_iters):
+ """
+ A final refinement step to maximize radii and ensure circles are perfectly
+ within boundaries.
+ """
+ # Start with the best state found so far for final polish
+ self.current_centers = np.copy(self.best_centers)
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.best_radii, n_sub_iterations=high_precision_sub_iters)
+
+ for _ in range(polish_iterations):
+ previous_radii = np.copy(self.current_radii)
+ # Adjust centers if their maximal radii push them outside boundaries
+ for i in range(self.n):
+ x, y, r = self.current_centers[i, 0], self.current_centers[i, 1], self.current_radii[i]
+ if x - r < 0: self.current_centers[i, 0] = r
+ if x + r > 1: self.current_centers[i, 0] = 1 - r
+ if y - r < 0: self.current_centers[i, 1] = r
+ if y + r > 1: self.current_centers[i, 1] = 1 - r
+
+ # Recalculate radii with high precision after adjustment
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=high_precision_sub_iters, atol=1e-9)
+
+ # Stop if converged
+ if np.allclose(self.current_radii, previous_radii, atol=1e-8):
+ break
+
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0) # Final clip to ensure strict bounds
+ self.best_centers = self.current_centers # The final polished state becomes the new best
+ self.best_radii = self.current_radii
+ self.best_sum_radii = np.sum(self.current_radii)
+
+
+ def pack(self):
+ """Orchestrates the multi-stage packing process."""
+
+ # --- SA Parameters (tuned based on successful prior programs) ---
+ sa_params = {
+ "n_iterations": 100000,
+ "t_initial": 0.012,
+ "t_mid": 1e-4,
+ "t_final": 1e-8,
+ "perturb_scale_initial": 0.08,
+ "perturb_scale_mid": 0.001,
+ "perturb_scale_final": 1e-6,
+ "n_stage1_iter_ratio": 0.3, # 30% of iterations for faster decay (exploration)
+ "region_radius": 0.35,
+ "n_regional_circles": 4,
+ "sub_iter_min": 30,
+ "sub_iter_max": 200,
+ }
+ self._run_simulated_annealing(**sa_params)
+
+ # --- Force-Directed Refinement Parameters (tuned from prior programs) ---
+ fd_params = {
+ "n_refine_iter": 3000,
+ "fd_alpha_repulsion": 0.001, # Initial inter-circle repulsion strength
+ "fd_beta_boundary": 0.005, # Initial boundary repulsion strength
+ "fd_sub_iter": 100, # Sub-iterations for radii calculation during FD
+ "initial_buffer_factor": 1.02, # Start with a 2% buffer to unstick circles
+ "final_buffer_factor": 1.0005, # End with a 0.05% buffer for tight packing
+ "fd_decay_coeff": 5.0, # Exponential decay rate for refinement forces
+ }
+ # Run FD on the best state found by SA to refine it locally
+ self.current_centers = np.copy(self.best_centers)
+ self.current_radii = np.copy(self.best_radii)
+ self.current_sum_radii = np.sum(self.best_radii)
+ self._run_force_directed_refinement(**fd_params)
+
+ # The best state might have been updated during FD, so final polish on the latest best
+ self._final_polish(polish_iterations=15, high_precision_sub_iters=800)
+
+ return self.best_centers, self.best_radii
+
+def construct_packing():
+ """
+ Constructs a circle packing by instantiating and running the CirclePacker.
+ """
+ packer = CirclePacker(n=26)
+ return packer.pack()
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..1db9f2a1ec749a3c8462252aab588a450d59dc76
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/original.py
@@ -0,0 +1,290 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculation for boundary limits
+ r_limits_boundary = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+
+class CirclePacker:
+ def __init__(self, n, seed=42):
+ self.n = n
+ self.rng = np.random.default_rng(seed)
+
+ # --- Initialization: Start with a perturbed grid ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+
+ perturbation = spacing * 0.15
+ initial_centers = grid_points[:n] + self.rng.uniform(-perturbation, perturbation, size=(n, 2))
+ self.current_centers = np.clip(initial_centers, 0.0, 1.0)
+
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, n_sub_iterations=50)
+ self.current_sum_radii = np.sum(self.current_radii)
+
+ self.best_centers = np.copy(self.current_centers)
+ self.best_radii = np.copy(self.current_radii)
+ self.best_sum_radii = self.current_sum_radii
+
+ def _update_best_state(self, centers, radii, sum_radii):
+ """Updates the best known packing configuration if the current one is better."""
+ if sum_radii > self.best_sum_radii:
+ self.best_sum_radii = sum_radii
+ self.best_centers = np.copy(centers)
+ self.best_radii = np.copy(radii)
+
+ def _run_simulated_annealing(self,
+ n_iterations,
+ t_initial, t_mid, t_final,
+ perturb_scale_initial, perturb_scale_mid, perturb_scale_final,
+ n_stage1_iter_ratio,
+ targeted_kick_prob, n_smallest_target, kick_scale_factor,
+ sub_iter_min, sub_iter_max):
+ """
+ Executes the Simulated Annealing phase for global exploration.
+ Includes two-stage annealing schedule and radius-proportional perturbation
+ with targeted kicks for smaller circles.
+ """
+ n_stage1_iter = int(n_iterations * n_stage1_iter_ratio)
+
+ for iter_step in range(n_iterations):
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if iter_step < n_stage1_iter:
+ progress = iter_step / n_stage1_iter
+ current_temp = t_initial * (t_mid / t_initial)**progress
+ current_perturb_scale = perturb_scale_initial * (perturb_scale_mid / perturb_scale_initial)**progress
+ else:
+ progress = (iter_step - n_stage1_iter) / (n_iterations - n_stage1_iter)
+ current_temp = t_mid * (t_final / t_mid)**progress
+ current_perturb_scale = perturb_scale_mid * (perturb_scale_final / perturb_scale_mid)**progress
+
+ new_centers = np.copy(self.current_centers)
+
+ # Decide on perturbation strategy: targeted kick for small circles or random
+ if self.rng.random() < targeted_kick_prob and iter_step > n_iterations * 0.1:
+ smallest_indices = np.argsort(self.current_radii)[:n_smallest_target]
+ circle_idx = self.rng.choice(smallest_indices)
+ effective_perturb_scale = current_perturb_scale * kick_scale_factor
+ else:
+ circle_idx = self.rng.integers(0, self.n)
+ effective_perturb_scale = current_perturb_scale
+
+ # Radius-Proportional Perturbation: Smaller circles get larger pushes
+ max_r = np.max(self.current_radii)
+ safe_max_r = max_r if max_r > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = (1.0 + (safe_max_r - self.current_radii[circle_idx]) / safe_max_r)
+
+ perturb_magnitude = effective_perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Adaptive precision for radius calculation based on annealing progress
+ temp_progress = iter_step / n_iterations
+ n_sub_iters = int(sub_iter_min + (sub_iter_max - sub_iter_min) * temp_progress)
+
+ new_radii = calculate_radii_for_fixed_centers(new_centers, self.current_radii, n_sub_iterations=n_sub_iters)
+ new_sum_radii = np.sum(new_radii)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_energy = self.current_sum_radii - new_sum_radii
+ if delta_energy < 0 or (current_temp > t_final and self.rng.random() < np.exp(-delta_energy / current_temp)):
+ self.current_centers = new_centers
+ self.current_radii = new_radii
+ self.current_sum_radii = new_sum_radii
+ self._update_best_state(new_centers, new_radii, new_sum_radii)
+
+ # Periodically re-evaluate current best with higher precision
+ if iter_step % (n_iterations // 10) == 0 and iter_step > 0:
+ precise_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=sub_iter_max)
+ precise_sum = np.sum(precise_radii)
+ self._update_best_state(self.current_centers, precise_radii, precise_sum)
+
+ def _run_force_directed_refinement(self,
+ n_refine_iter,
+ fd_alpha_repulsion, fd_beta_boundary,
+ fd_sub_iter,
+ initial_buffer_factor, final_buffer_factor,
+ fd_decay_coeff):
+ """
+ Applies a force-directed simulation to locally refine the packing,
+ using annealed repulsion forces and adaptive buffer for separation.
+ """
+
+ for refine_step in range(n_refine_iter):
+ # Annealing for forces and buffer for smooth convergence
+ progress_ratio = refine_step / n_refine_iter
+ annealing_factor = np.exp(-fd_decay_coeff * progress_ratio)
+ current_alpha = fd_alpha_repulsion * annealing_factor
+ current_beta = fd_beta_boundary * annealing_factor
+ current_buffer = final_buffer_factor + (initial_buffer_factor - final_buffer_factor) * annealing_factor
+
+ forces = np.zeros_like(self.current_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = self.current_centers[i] - self.current_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use buffer to enforce separation slightly larger than actual radii
+ min_dist_tangent = (self.current_radii[i] + self.current_radii[j]) * current_buffer
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9: # Avoid division by zero
+ direction = dist_vec / dist
+ force_magnitude = current_alpha * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+ else: # Coincident centers, add strong random repulsion
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * current_alpha * overlap_amount * 10
+ forces[j] -= direction * current_alpha * overlap_amount * 10
+
+ # Boundary repulsion forces
+ x, y, r = self.current_centers[i, 0], self.current_centers[i, 1], self.current_radii[i]
+ if x - r < 0: forces[i, 0] += current_beta * (r - x)
+ if x + r > 1: forces[i, 0] -= current_beta * (x + r - 1)
+ if y - r < 0: forces[i, 1] += current_beta * (r - y)
+ if y + r > 1: forces[i, 1] -= current_beta * (y + r - 1)
+
+ self.current_centers += forces
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0)
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=fd_sub_iter)
+ self.current_sum_radii = np.sum(self.current_radii)
+ self._update_best_state(self.current_centers, self.current_radii, self.current_sum_radii)
+
+
+ def _final_polish(self, polish_iterations, high_precision_sub_iters):
+ """
+ A final refinement step to maximize radii and ensure circles are perfectly
+ within boundaries.
+ """
+ # Start with the best state found so far for final polish
+ self.current_centers = np.copy(self.best_centers)
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.best_radii, n_sub_iterations=high_precision_sub_iters)
+
+ for _ in range(polish_iterations):
+ previous_radii = np.copy(self.current_radii)
+ # Adjust centers if their maximal radii push them outside boundaries
+ for i in range(self.n):
+ x, y, r = self.current_centers[i, 0], self.current_centers[i, 1], self.current_radii[i]
+ if x - r < 0: self.current_centers[i, 0] = r
+ if x + r > 1: self.current_centers[i, 0] = 1 - r
+ if y - r < 0: self.current_centers[i, 1] = r
+ if y + r > 1: self.current_centers[i, 1] = 1 - r
+
+ # Recalculate radii with high precision after adjustment
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, self.current_radii, n_sub_iterations=high_precision_sub_iters, atol=1e-9)
+
+ # Stop if converged
+ if np.allclose(self.current_radii, previous_radii, atol=1e-8):
+ break
+
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0) # Final clip to ensure strict bounds
+ self.best_centers = self.current_centers # The final polished state becomes the new best
+ self.best_radii = self.current_radii
+ self.best_sum_radii = np.sum(self.current_radii)
+
+
+ def pack(self):
+ """Orchestrates the multi-stage packing process."""
+
+ # --- SA Parameters (tuned based on successful prior programs) ---
+ sa_params = {
+ "n_iterations": 100000,
+ "t_initial": 0.012,
+ "t_mid": 1e-4,
+ "t_final": 1e-8,
+ "perturb_scale_initial": 0.08,
+ "perturb_scale_mid": 0.001,
+ "perturb_scale_final": 1e-6,
+ "n_stage1_iter_ratio": 0.3, # 30% of iterations for faster decay (exploration)
+ "targeted_kick_prob": 0.3,
+ "n_smallest_target": 5,
+ "kick_scale_factor": 3.0,
+ "sub_iter_min": 30,
+ "sub_iter_max": 200,
+ }
+ self._run_simulated_annealing(**sa_params)
+
+ # --- Force-Directed Refinement Parameters (tuned from prior programs) ---
+ fd_params = {
+ "n_refine_iter": 3000,
+ "fd_alpha_repulsion": 0.001, # Initial inter-circle repulsion strength
+ "fd_beta_boundary": 0.005, # Initial boundary repulsion strength
+ "fd_sub_iter": 100, # Sub-iterations for radii calculation during FD
+ "initial_buffer_factor": 1.02, # Start with a 2% buffer to unstick circles
+ "final_buffer_factor": 1.0005, # End with a 0.05% buffer for tight packing
+ "fd_decay_coeff": 5.0, # Exponential decay rate for refinement forces
+ }
+ # Run FD on the best state found by SA to refine it locally
+ self.current_centers = np.copy(self.best_centers)
+ self.current_radii = np.copy(self.best_radii)
+ self.current_sum_radii = np.sum(self.best_radii)
+ self._run_force_directed_refinement(**fd_params)
+
+ # The best state might have been updated during FD, so final polish on the latest best
+ self._final_polish(polish_iterations=15, high_precision_sub_iters=800)
+
+ return self.best_centers, self.best_radii
+
+def construct_packing():
+ """
+ Constructs a circle packing by instantiating and running the CirclePacker.
+ """
+ packer = CirclePacker(n=26)
+ return packer.pack()
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a2f7443f5ecdc187776b2794bfa402782f46d3a0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_123/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_123/results
+Run 1/1 completed in 589.74 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_123/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_123/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_123/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_123/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.48211813974836
+ public: {'centers_str': ' centers[0] = (0.0544, 0.0544)\n centers[1] = (0.1099, 0.2082)\n centers[2] = (0.1329, 0.4452)\n centers[3] = (0.2754, 0.6141)\n centers[4] = (0.0950, 0.6659)\n centers[5] = (0.0779, 0.8379)\n centers[6] = (0.1625, 0.0538)\n centers[7] = (0.2644, 0.1209)\n centers[8] = (0.3749, 0.4686)\n centers[9] = (0.4393, 0.7269)\n centers[10] = (0.2291, 0.7831)\n centers[11] = (0.1920, 0.9308)\n centers[12] = (0.7189, 0.0550)\n centers[13] = (0.4434, 0.1180)\n centers[14] = (0.3097, 0.2895)\n centers[15] = (0.7338, 0.9116)\n centers[16] = (0.5369, 0.5485)\n centers[17] = (0.3537, 0.9072)\n centers[18] = (0.5235, 0.3393)\n centers[19] = (0.6738, 0.1970)\n centers[20] = (0.8080, 0.4494)\n centers[21] = (0.6618, 0.7204)\n centers[22] = (0.8854, 0.7766)\n centers[23] = (0.5472, 0.9015)\n centers[24] = (0.8785, 0.1302)\n centers[25] = (0.6041, 0.0599)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.48211813974836}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_123/results/packing_viz.png
+ execution_time_mean: 589.7366004628129
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7697c7b85fec45ab3a37ea2e4b9a8e94d8918e73
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.48211813974836,
+ "public": {
+ "centers_str": " centers[0] = (0.0544, 0.0544)\n centers[1] = (0.1099, 0.2082)\n centers[2] = (0.1329, 0.4452)\n centers[3] = (0.2754, 0.6141)\n centers[4] = (0.0950, 0.6659)\n centers[5] = (0.0779, 0.8379)\n centers[6] = (0.1625, 0.0538)\n centers[7] = (0.2644, 0.1209)\n centers[8] = (0.3749, 0.4686)\n centers[9] = (0.4393, 0.7269)\n centers[10] = (0.2291, 0.7831)\n centers[11] = (0.1920, 0.9308)\n centers[12] = (0.7189, 0.0550)\n centers[13] = (0.4434, 0.1180)\n centers[14] = (0.3097, 0.2895)\n centers[15] = (0.7338, 0.9116)\n centers[16] = (0.5369, 0.5485)\n centers[17] = (0.3537, 0.9072)\n centers[18] = (0.5235, 0.3393)\n centers[19] = (0.6738, 0.1970)\n centers[20] = (0.8080, 0.4494)\n centers[21] = (0.6618, 0.7204)\n centers[22] = (0.8854, 0.7766)\n centers[23] = (0.5472, 0.9015)\n centers[24] = (0.8785, 0.1302)\n centers[25] = (0.6041, 0.0599)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.48211813974836
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_123/results/packing_viz.png",
+ "execution_time_mean": 589.7366004628129,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c4b8b10530327d9042feb41d30f658849a6980ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_123/search_replace.txt
@@ -0,0 +1,113 @@
+
+regional_multi-circle_perturbation
+
+
+
+The current simulated annealing phase perturbs only a single circle at a time. While it includes a "targeted kick" for small circles, this is insufficient for making significant structural changes needed to escape the local optima observed in the visualization. The packing shows inefficient regions with trapped small circles and awkward gaps around the largest circle, suggesting that coordinated multi-circle moves are required for improvement.
+
+This edit replaces the single-circle perturbation with a more powerful regional multi-circle perturbation, a technique inspired by the high-scoring "Quake and Settle" models. In each step, a random region is selected, and a small group of circles within that region are perturbed simultaneously. This allows for cooperative movements that can more effectively explore the solution space, rearrange clusters, and resolve inefficient packing configurations. The parameters for the region size (`region_radius`) and the number of circles to move (`n_regional_circles`) are adopted from a previously successful implementation. This change enhances the exploratory power of the simulated annealing phase, aiming to find better basins of attraction for the subsequent force-directed refinement stage.
+
+
+
+<<<<<<< SEARCH
+ def _run_simulated_annealing(self,
+ n_iterations,
+ t_initial, t_mid, t_final,
+ perturb_scale_initial, perturb_scale_mid, perturb_scale_final,
+ n_stage1_iter_ratio,
+ targeted_kick_prob, n_smallest_target, kick_scale_factor,
+ sub_iter_min, sub_iter_max):
+=======
+ def _run_simulated_annealing(self,
+ n_iterations,
+ t_initial, t_mid, t_final,
+ perturb_scale_initial, perturb_scale_mid, perturb_scale_final,
+ n_stage1_iter_ratio,
+ region_radius, n_regional_circles,
+ sub_iter_min, sub_iter_max):
+>>>>>>> REPLACE
+
+
+<<<<<<< SEARCH
+ new_centers = np.copy(self.current_centers)
+
+ # Decide on perturbation strategy: targeted kick for small circles or random
+ if self.rng.random() < targeted_kick_prob and iter_step > n_iterations * 0.1:
+ smallest_indices = np.argsort(self.current_radii)[:n_smallest_target]
+ circle_idx = self.rng.choice(smallest_indices)
+ effective_perturb_scale = current_perturb_scale * kick_scale_factor
+ else:
+ circle_idx = self.rng.integers(0, self.n)
+ effective_perturb_scale = current_perturb_scale
+
+ # Radius-Proportional Perturbation: Smaller circles get larger pushes
+ max_r = np.max(self.current_radii)
+ safe_max_r = max_r if max_r > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = (1.0 + (safe_max_r - self.current_radii[circle_idx]) / safe_max_r)
+
+ perturb_magnitude = effective_perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+=======
+ new_centers = np.copy(self.current_centers)
+
+ # Regional multi-circle perturbation
+ region_center = self.rng.uniform(0, 1, 2)
+ dists_to_region_center = np.linalg.norm(new_centers - region_center, axis=1)
+ regional_indices = np.where(dists_to_region_center < region_radius)[0]
+
+ if len(regional_indices) >= n_regional_circles:
+ indices_to_perturb = self.rng.choice(regional_indices, n_regional_circles, replace=False)
+ else: # If region is sparse, just pick N random circles
+ indices_to_perturb = self.rng.choice(self.n, n_regional_circles, replace=False)
+
+ # Apply perturbation to each selected circle
+ for circle_idx in indices_to_perturb:
+ # Radius-Proportional Perturbation: Smaller circles get larger pushes
+ max_r = np.max(self.current_radii)
+ safe_max_r = max_r if max_r > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = (1.0 + (safe_max_r - self.current_radii[circle_idx]) / safe_max_r)
+
+ perturb_magnitude = current_perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+>>>>>>> REPLACE
+
+
+<<<<<<< SEARCH
+ # --- SA Parameters (tuned based on successful prior programs) ---
+ sa_params = {
+ "n_iterations": 100000,
+ "t_initial": 0.012,
+ "t_mid": 1e-4,
+ "t_final": 1e-8,
+ "perturb_scale_initial": 0.08,
+ "perturb_scale_mid": 0.001,
+ "perturb_scale_final": 1e-6,
+ "n_stage1_iter_ratio": 0.3, # 30% of iterations for faster decay (exploration)
+ "targeted_kick_prob": 0.3,
+ "n_smallest_target": 5,
+ "kick_scale_factor": 3.0,
+ "sub_iter_min": 30,
+ "sub_iter_max": 200,
+ }
+=======
+ # --- SA Parameters (tuned based on successful prior programs) ---
+ sa_params = {
+ "n_iterations": 100000,
+ "t_initial": 0.012,
+ "t_mid": 1e-4,
+ "t_final": 1e-8,
+ "perturb_scale_initial": 0.08,
+ "perturb_scale_mid": 0.001,
+ "perturb_scale_final": 1e-6,
+ "n_stage1_iter_ratio": 0.3, # 30% of iterations for faster decay (exploration)
+ "region_radius": 0.35,
+ "n_regional_circles": 4,
+ "sub_iter_min": 30,
+ "sub_iter_max": 200,
+ }
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..25bcad7365b790c2173835c4ea545f32f78141ea
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..dbdc124da3aa26019b1a3440d33ed05b8e88f331
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_124/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_124/results
+Run 1/1 completed in 414.65 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_124/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_124/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_124/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_124/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.514764911957212
+ public: {'centers_str': ' centers[0] = (0.0890, 0.0888)\n centers[1] = (0.0567, 0.2307)\n centers[2] = (0.0835, 0.3683)\n centers[3] = (0.0875, 0.5393)\n centers[4] = (0.0687, 0.6961)\n centers[5] = (0.1200, 0.8789)\n centers[6] = (0.7075, 0.1339)\n centers[7] = (0.2391, 0.0634)\n centers[8] = (0.2465, 0.4343)\n centers[9] = (0.2222, 0.2347)\n centers[10] = (0.4538, 0.9640)\n centers[11] = (0.3357, 0.9031)\n centers[12] = (0.5227, 0.0917)\n centers[13] = (0.3691, 0.3330)\n centers[14] = (0.6394, 0.5385)\n centers[15] = (0.4833, 0.6321)\n centers[16] = (0.4316, 0.4827)\n centers[17] = (0.2799, 0.6685)\n centers[18] = (0.3679, 0.0654)\n centers[19] = (0.3985, 0.1984)\n centers[20] = (0.5639, 0.3052)\n centers[21] = (0.8676, 0.6449)\n centers[22] = (0.8882, 0.8882)\n centers[23] = (0.6111, 0.8283)\n centers[24] = (0.9011, 0.0989)\n centers[25] = (0.8429, 0.3513)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.514764911957212}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_124/results/packing_viz.png
+ execution_time_mean: 414.6488834172487
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6379080ebd57c1a05040e9a2bce129cdbd5a2ac
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_124/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.514764911957212,
+ "public": {
+ "centers_str": " centers[0] = (0.0890, 0.0888)\n centers[1] = (0.0567, 0.2307)\n centers[2] = (0.0835, 0.3683)\n centers[3] = (0.0875, 0.5393)\n centers[4] = (0.0687, 0.6961)\n centers[5] = (0.1200, 0.8789)\n centers[6] = (0.7075, 0.1339)\n centers[7] = (0.2391, 0.0634)\n centers[8] = (0.2465, 0.4343)\n centers[9] = (0.2222, 0.2347)\n centers[10] = (0.4538, 0.9640)\n centers[11] = (0.3357, 0.9031)\n centers[12] = (0.5227, 0.0917)\n centers[13] = (0.3691, 0.3330)\n centers[14] = (0.6394, 0.5385)\n centers[15] = (0.4833, 0.6321)\n centers[16] = (0.4316, 0.4827)\n centers[17] = (0.2799, 0.6685)\n centers[18] = (0.3679, 0.0654)\n centers[19] = (0.3985, 0.1984)\n centers[20] = (0.5639, 0.3052)\n centers[21] = (0.8676, 0.6449)\n centers[22] = (0.8882, 0.8882)\n centers[23] = (0.6111, 0.8283)\n centers[24] = (0.9011, 0.0989)\n centers[25] = (0.8429, 0.3513)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.514764911957212
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_124/results/packing_viz.png",
+ "execution_time_mean": 414.6488834172487,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..dbc5ee2ce21429f299b762bc58125e5037da5177
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4f9484181947aff0f02e684664f1b695c5c8bcfd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_125/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_125/results
+Run 1/1 completed in 705.07 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_125/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_125/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_125/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_125/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_125/results/packing_viz.png
+ execution_time_mean: 705.0702363019809
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b6547ce4d741a60c65c6ac93550c063479fc47c8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_125/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_125/results/packing_viz.png",
+ "execution_time_mean": 705.0702363019809,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..7c180b9c86a90778e1952cd9737bdeee0323fb9a
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..0b3294337ed02d28ac26f7949d9bdafb6bdb7cda
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_126/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_126/results
+Run 1/1 completed in 841.41 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_126/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_126/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_126/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_126/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5258371582290695
+ public: {'centers_str': ' centers[0] = (0.7264, 0.0711)\n centers[1] = (0.0752, 0.1685)\n centers[2] = (0.0789, 0.3225)\n centers[3] = (0.6027, 0.3704)\n centers[4] = (0.4148, 0.8265)\n centers[5] = (0.4140, 0.3628)\n centers[6] = (0.2485, 0.2370)\n centers[7] = (0.0861, 0.6875)\n centers[8] = (0.7499, 0.2445)\n centers[9] = (0.1808, 0.0695)\n centers[10] = (0.7795, 0.9114)\n centers[11] = (0.4291, 0.9470)\n centers[12] = (0.3207, 0.0704)\n centers[13] = (0.2154, 0.4979)\n centers[14] = (0.5230, 0.1462)\n centers[15] = (0.7178, 0.7457)\n centers[16] = (0.1107, 0.8828)\n centers[17] = (0.2680, 0.7385)\n centers[18] = (0.8972, 0.1030)\n centers[19] = (0.5821, 0.8896)\n centers[20] = (0.5040, 0.6097)\n centers[21] = (0.9017, 0.7707)\n centers[22] = (0.9330, 0.9330)\n centers[23] = (0.2984, 0.9194)\n centers[24] = (0.9239, 0.2809)\n centers[25] = (0.8275, 0.5101)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5258371582290695}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_126/results/packing_viz.png
+ execution_time_mean: 841.4136094981804
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ac07fe90bd12c5640a12d8e8ff0f5bae7224b14
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_126/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5258371582290695,
+ "public": {
+ "centers_str": " centers[0] = (0.7264, 0.0711)\n centers[1] = (0.0752, 0.1685)\n centers[2] = (0.0789, 0.3225)\n centers[3] = (0.6027, 0.3704)\n centers[4] = (0.4148, 0.8265)\n centers[5] = (0.4140, 0.3628)\n centers[6] = (0.2485, 0.2370)\n centers[7] = (0.0861, 0.6875)\n centers[8] = (0.7499, 0.2445)\n centers[9] = (0.1808, 0.0695)\n centers[10] = (0.7795, 0.9114)\n centers[11] = (0.4291, 0.9470)\n centers[12] = (0.3207, 0.0704)\n centers[13] = (0.2154, 0.4979)\n centers[14] = (0.5230, 0.1462)\n centers[15] = (0.7178, 0.7457)\n centers[16] = (0.1107, 0.8828)\n centers[17] = (0.2680, 0.7385)\n centers[18] = (0.8972, 0.1030)\n centers[19] = (0.5821, 0.8896)\n centers[20] = (0.5040, 0.6097)\n centers[21] = (0.9017, 0.7707)\n centers[22] = (0.9330, 0.9330)\n centers[23] = (0.2984, 0.9194)\n centers[24] = (0.9239, 0.2809)\n centers[25] = (0.8275, 0.5101)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5258371582290695
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_126/results/packing_viz.png",
+ "execution_time_mean": 841.4136094981804,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d9a6d96caae1c0b5a6a33d87b7c82f48e85da0a1
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..9a650888ffd5f317f8365581d075ecbd290832cf
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_127/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_127/results
+Run 1/1 completed in 444.55 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_127/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_127/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_127/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_127/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5786408993117735
+ public: {'centers_str': ' centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5786408993117735}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_127/results/packing_viz.png
+ execution_time_mean: 444.55276620713994
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..64186dd898884f0d8d6b3a11997ee18ffc8d219c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_127/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5786408993117735,
+ "public": {
+ "centers_str": " centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5786408993117735
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_127/results/packing_viz.png",
+ "execution_time_mean": 444.55276620713994,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6db06fbd31d82fae5a28dcc15ebbf0584820be6d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..0207e657433badcb53652ef49f97bbcee1bc0213
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_128/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_128/results
+Run 1/1 completed in 688.11 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_128/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_128/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_128/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_128/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5395498314641043
+ public: {'centers_str': ' centers[0] = (0.4290, 0.0617)\n centers[1] = (0.4541, 0.2135)\n centers[2] = (0.2461, 0.5315)\n centers[3] = (0.0797, 0.7524)\n centers[4] = (0.5153, 0.8954)\n centers[5] = (0.2882, 0.8767)\n centers[6] = (0.1228, 0.3744)\n centers[7] = (0.0622, 0.1995)\n centers[8] = (0.9084, 0.7647)\n centers[9] = (0.0684, 0.0684)\n centers[10] = (0.9287, 0.6068)\n centers[11] = (0.0847, 0.9160)\n centers[12] = (0.2235, 0.6850)\n centers[13] = (0.0892, 0.5837)\n centers[14] = (0.4581, 0.6367)\n centers[15] = (0.3612, 0.3785)\n centers[16] = (0.2540, 0.1521)\n centers[17] = (0.7395, 0.6417)\n centers[18] = (0.7742, 0.0884)\n centers[19] = (0.9307, 0.0693)\n centers[20] = (0.6476, 0.3643)\n centers[21] = (0.9258, 0.9258)\n centers[22] = (0.9036, 0.4413)\n centers[23] = (0.7381, 0.8814)\n centers[24] = (0.5861, 0.1000)\n centers[25] = (0.8947, 0.2401)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5395498314641043}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_128/results/packing_viz.png
+ execution_time_mean: 688.1066740131937
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..dcd2778091d584ec43c040aa0c0b096384dc28ca
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_128/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5395498314641043,
+ "public": {
+ "centers_str": " centers[0] = (0.4290, 0.0617)\n centers[1] = (0.4541, 0.2135)\n centers[2] = (0.2461, 0.5315)\n centers[3] = (0.0797, 0.7524)\n centers[4] = (0.5153, 0.8954)\n centers[5] = (0.2882, 0.8767)\n centers[6] = (0.1228, 0.3744)\n centers[7] = (0.0622, 0.1995)\n centers[8] = (0.9084, 0.7647)\n centers[9] = (0.0684, 0.0684)\n centers[10] = (0.9287, 0.6068)\n centers[11] = (0.0847, 0.9160)\n centers[12] = (0.2235, 0.6850)\n centers[13] = (0.0892, 0.5837)\n centers[14] = (0.4581, 0.6367)\n centers[15] = (0.3612, 0.3785)\n centers[16] = (0.2540, 0.1521)\n centers[17] = (0.7395, 0.6417)\n centers[18] = (0.7742, 0.0884)\n centers[19] = (0.9307, 0.0693)\n centers[20] = (0.6476, 0.3643)\n centers[21] = (0.9258, 0.9258)\n centers[22] = (0.9036, 0.4413)\n centers[23] = (0.7381, 0.8814)\n centers[24] = (0.5861, 0.1000)\n centers[25] = (0.8947, 0.2401)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5395498314641043
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_128/results/packing_viz.png",
+ "execution_time_mean": 688.1066740131937,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cf866a5dafb5ce82143141c0d713a503642a7b61
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..23e01c123722961e33cc4d0febdb2a3579f52372
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_129/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_129/results
+Run 1/1 completed in 577.04 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_129/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_129/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_129/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_129/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5440221380105417
+ public: {'centers_str': ' centers[0] = (0.0788, 0.0788)\n centers[1] = (0.2415, 0.0839)\n centers[2] = (0.0878, 0.4728)\n centers[3] = (0.6228, 0.1136)\n centers[4] = (0.6370, 0.6648)\n centers[5] = (0.0875, 0.7711)\n centers[6] = (0.4860, 0.7346)\n centers[7] = (0.3129, 0.2476)\n centers[8] = (0.2371, 0.4020)\n centers[9] = (0.2493, 0.8884)\n centers[10] = (0.0634, 0.6220)\n centers[11] = (0.0711, 0.9289)\n centers[12] = (0.4149, 0.4151)\n centers[13] = (0.4177, 0.0926)\n centers[14] = (0.5013, 0.5747)\n centers[15] = (0.2781, 0.6271)\n centers[16] = (0.9054, 0.9054)\n centers[17] = (0.4529, 0.9071)\n centers[18] = (0.1095, 0.2653)\n centers[19] = (0.8682, 0.1317)\n centers[20] = (0.4860, 0.2494)\n centers[21] = (0.6848, 0.8715)\n centers[22] = (0.9357, 0.4931)\n centers[23] = (0.8651, 0.6794)\n centers[24] = (0.9361, 0.3151)\n centers[25] = (0.7019, 0.4028)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5440221380105417}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_129/results/packing_viz.png
+ execution_time_mean: 577.0432019620202
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff7d4cf98a2108ffa69a1551956da439e5d74d7b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_129/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5440221380105417,
+ "public": {
+ "centers_str": " centers[0] = (0.0788, 0.0788)\n centers[1] = (0.2415, 0.0839)\n centers[2] = (0.0878, 0.4728)\n centers[3] = (0.6228, 0.1136)\n centers[4] = (0.6370, 0.6648)\n centers[5] = (0.0875, 0.7711)\n centers[6] = (0.4860, 0.7346)\n centers[7] = (0.3129, 0.2476)\n centers[8] = (0.2371, 0.4020)\n centers[9] = (0.2493, 0.8884)\n centers[10] = (0.0634, 0.6220)\n centers[11] = (0.0711, 0.9289)\n centers[12] = (0.4149, 0.4151)\n centers[13] = (0.4177, 0.0926)\n centers[14] = (0.5013, 0.5747)\n centers[15] = (0.2781, 0.6271)\n centers[16] = (0.9054, 0.9054)\n centers[17] = (0.4529, 0.9071)\n centers[18] = (0.1095, 0.2653)\n centers[19] = (0.8682, 0.1317)\n centers[20] = (0.4860, 0.2494)\n centers[21] = (0.6848, 0.8715)\n centers[22] = (0.9357, 0.4931)\n centers[23] = (0.8651, 0.6794)\n centers[24] = (0.9361, 0.3151)\n centers[25] = (0.7019, 0.4028)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5440221380105417
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_129/results/packing_viz.png",
+ "execution_time_mean": 577.0432019620202,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4a7ae57f556a42ab9a266ef78b9c67d02cf91fcf
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..01110f3a2ee823dbdd151e077424a464f42b0cce
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_13/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_13/results
+Run 1/1 completed in 1.89 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_13/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_13/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_13/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_13/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.27103776138813607
+ public: {'centers_str': ' centers[0] = (0.0837, 0.0843)\n centers[1] = (0.0752, 0.2560)\n centers[2] = (0.0745, 0.4279)\n centers[3] = (0.0807, 0.5910)\n centers[4] = (0.0759, 0.7539)\n centers[5] = (0.0853, 0.9187)\n centers[6] = (0.2529, 0.0745)\n centers[7] = (0.2504, 0.2459)\n centers[8] = (0.2485, 0.4111)\n centers[9] = (0.2609, 0.5802)\n centers[10] = (0.2532, 0.7484)\n centers[11] = (0.2572, 0.9244)\n centers[12] = (0.4235, 0.0731)\n centers[13] = (0.4195, 0.2491)\n centers[14] = (0.4217, 0.4230)\n centers[15] = (0.4396, 0.5891)\n centers[16] = (0.4320, 0.7497)\n centers[17] = (0.4300, 0.9194)\n centers[18] = (0.5989, 0.0820)\n centers[19] = (0.5916, 0.2595)\n centers[20] = (0.6264, 0.4271)\n centers[21] = (0.6518, 0.5846)\n centers[22] = (0.6495, 0.7530)\n centers[23] = (0.6313, 0.9157)\n centers[24] = (0.8046, 0.0897)\n centers[25] = (0.7996, 0.2813)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.27103776138813607}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_13/results/packing_viz.png
+ execution_time_mean: 1.8933819481171668
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5683a511814220b49833328c75c1b54aeba1d12c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.27103776138813607,
+ "public": {
+ "centers_str": " centers[0] = (0.0837, 0.0843)\n centers[1] = (0.0752, 0.2560)\n centers[2] = (0.0745, 0.4279)\n centers[3] = (0.0807, 0.5910)\n centers[4] = (0.0759, 0.7539)\n centers[5] = (0.0853, 0.9187)\n centers[6] = (0.2529, 0.0745)\n centers[7] = (0.2504, 0.2459)\n centers[8] = (0.2485, 0.4111)\n centers[9] = (0.2609, 0.5802)\n centers[10] = (0.2532, 0.7484)\n centers[11] = (0.2572, 0.9244)\n centers[12] = (0.4235, 0.0731)\n centers[13] = (0.4195, 0.2491)\n centers[14] = (0.4217, 0.4230)\n centers[15] = (0.4396, 0.5891)\n centers[16] = (0.4320, 0.7497)\n centers[17] = (0.4300, 0.9194)\n centers[18] = (0.5989, 0.0820)\n centers[19] = (0.5916, 0.2595)\n centers[20] = (0.6264, 0.4271)\n centers[21] = (0.6518, 0.5846)\n centers[22] = (0.6495, 0.7530)\n centers[23] = (0.6313, 0.9157)\n centers[24] = (0.8046, 0.0897)\n centers[25] = (0.7996, 0.2813)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.27103776138813607
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_13/results/packing_viz.png",
+ "execution_time_mean": 1.8933819481171668,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/packing_viz.png b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/packing_viz.png
new file mode 100644
index 0000000000000000000000000000000000000000..d0ec84e3c1af273d5ea1af1fa8096fbe0a5f7a97
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_13/results/packing_viz.png differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e97dfe32c20073bf5e8859f5aff44503b0982819
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..97a97f6ab894e069941c15e44388c8cf14789bdd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_130/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_130/results
+Run 1/1 completed in 667.28 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_130/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_130/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_130/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_130/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5676138840342846
+ public: {'centers_str': ' centers[0] = (0.0993, 0.0992)\n centers[1] = (0.0658, 0.2608)\n centers[2] = (0.1943, 0.4424)\n centers[3] = (0.2747, 0.6469)\n centers[4] = (0.9179, 0.9179)\n centers[5] = (0.0848, 0.7252)\n centers[6] = (0.4380, 0.1059)\n centers[7] = (0.0692, 0.3958)\n centers[8] = (0.2609, 0.2607)\n centers[9] = (0.5326, 0.9018)\n centers[10] = (0.0883, 0.5522)\n centers[11] = (0.4474, 0.7477)\n centers[12] = (0.7054, 0.3106)\n centers[13] = (0.3387, 0.4559)\n centers[14] = (0.6289, 0.7232)\n centers[15] = (0.9225, 0.5122)\n centers[16] = (0.3065, 0.8827)\n centers[17] = (0.0952, 0.9048)\n centers[18] = (0.6693, 0.1263)\n centers[19] = (0.4866, 0.5687)\n centers[20] = (0.8694, 0.7122)\n centers[21] = (0.5127, 0.3324)\n centers[22] = (0.7351, 0.8992)\n centers[23] = (0.7138, 0.5030)\n centers[24] = (0.8972, 0.1028)\n centers[25] = (0.8832, 0.3219)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5676138840342846}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_130/results/packing_viz.png
+ execution_time_mean: 667.2792776157148
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3a77f55210696bfc12e66a1deea9d776e688625e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_130/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5676138840342846,
+ "public": {
+ "centers_str": " centers[0] = (0.0993, 0.0992)\n centers[1] = (0.0658, 0.2608)\n centers[2] = (0.1943, 0.4424)\n centers[3] = (0.2747, 0.6469)\n centers[4] = (0.9179, 0.9179)\n centers[5] = (0.0848, 0.7252)\n centers[6] = (0.4380, 0.1059)\n centers[7] = (0.0692, 0.3958)\n centers[8] = (0.2609, 0.2607)\n centers[9] = (0.5326, 0.9018)\n centers[10] = (0.0883, 0.5522)\n centers[11] = (0.4474, 0.7477)\n centers[12] = (0.7054, 0.3106)\n centers[13] = (0.3387, 0.4559)\n centers[14] = (0.6289, 0.7232)\n centers[15] = (0.9225, 0.5122)\n centers[16] = (0.3065, 0.8827)\n centers[17] = (0.0952, 0.9048)\n centers[18] = (0.6693, 0.1263)\n centers[19] = (0.4866, 0.5687)\n centers[20] = (0.8694, 0.7122)\n centers[21] = (0.5127, 0.3324)\n centers[22] = (0.7351, 0.8992)\n centers[23] = (0.7138, 0.5030)\n centers[24] = (0.8972, 0.1028)\n centers[25] = (0.8832, 0.3219)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5676138840342846
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_130/results/packing_viz.png",
+ "execution_time_mean": 667.2792776157148,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2826100f83c609aa63fca60f5077703a23a17075
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..66a111495a191f703d1c368cb6a0b4dfe02a00da
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/edit.diff
@@ -0,0 +1,244 @@
+--- a/original.py
++++ b/original.py
+@@ -1,167 +1,222 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+ def construct_packing():
+ """
+ Constructs a circle packing using a multi-stage Simulated Annealing (SA)
+ with radius-proportional perturbation, a strategy that has previously yielded
+ high scores. This approach focuses the search by making larger moves for
+ smaller circles, helping them escape poor local arrangements.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.15
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Simulated Annealing Parameters (Multi-Stage) ---
+ N_ITERATIONS = 100000
+ N_STAGE1_ITER = int(N_ITERATIONS * 0.3) # 30% for fast exploration
+
+ T_INITIAL = 0.01
+ T_MID = 1e-4 # Temp at end of stage 1
+ T_FINAL = 1e-8 # Final temperature
+
+ PERTURB_SCALE_INITIAL = 0.08 # Start with larger moves
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
++
++ # --- Periodic Force-Directed Refinement Parameters ---
++ FD_PERIOD = 1000
++ N_FD_STEPS_PERIODIC = 50
++ FD_ALPHA_REPULSION = 0.001
++ FD_BETA_BOUND_REPULSION = 0.002
+
+ # --- Main Annealing Loop ---
+ for iter_step in range(N_ITERATIONS):
+ # Two-stage annealing schedule for temp and perturbation scale
+ if iter_step < N_STAGE1_ITER:
+ # Stage 1: Fast decay for broad exploration
+ progress = iter_step / N_STAGE1_ITER
+ current_temp = T_INITIAL * (T_MID / T_INITIAL)**progress
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress
+ else:
+ # Stage 2: Slow decay for fine-tuning
+ progress = (iter_step - N_STAGE1_ITER) / (N_ITERATIONS - N_STAGE1_ITER)
+ current_temp = T_MID * (T_FINAL / T_MID)**progress
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress
+
+- # Propose a new state by perturbing one random circle.
++ # Propose a new state by perturbing multiple random circles.
+ new_centers = np.copy(current_centers)
+- circle_idx = rng.integers(0, n)
+-
+- # Radius-Proportional Perturbation: Smaller circles are perturbed more aggressively.
+- max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
+- radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+-
+- perturb_magnitude = current_perturb_scale * radius_factor
+- displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+- new_centers[circle_idx] += displacement
+- new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
++ n_to_perturb = 3
++ indices_to_perturb = rng.choice(n, n_to_perturb, replace=False)
++
++ for circle_idx in indices_to_perturb:
++ # Radius-Proportional Perturbation: Smaller circles are perturbed more aggressively.
++ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
++ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
++
++ perturb_magnitude = current_perturb_scale * radius_factor
++ displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
++ new_centers[circle_idx] += displacement
++ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Evaluate the new state with a low-precision radius calculation for speed.
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=30, atol=1e-5)
+ new_sum_radii = np.sum(new_radii)
+
+ # Energy is the negative of the sum of radii (since we want to maximize it).
+ delta_energy = current_sum_radii - new_sum_radii
+
+ # Metropolis-Hastings acceptance criterion:
+ # Always accept better states (delta_energy < 0).
+ # Accept worse states with a probability that decreases with temperature.
+ if delta_energy < 0 or (current_temp > T_FINAL and rng.random() < np.exp(-delta_energy / current_temp)):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # If the new accepted state is the best so far, save it.
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+- # Periodically re-evaluate the current solution with higher precision.
+- if iter_step > 0 and iter_step % (N_ITERATIONS // 10) == 0:
+- precise_radii = calculate_radii_for_fixed_centers(current_centers, current_radii, n_sub_iterations=200)
+- precise_sum_radii = np.sum(precise_radii)
+- if precise_sum_radii > best_sum_radii:
+- best_sum_radii = precise_sum_radii
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(precise_radii)
++ # --- PERIODIC FORCE-DIRECTED REFINEMENT ---
++ if (iter_step + 1) % FD_PERIOD == 0:
++ refined_centers = np.copy(current_centers)
++ refined_radii = np.copy(current_radii)
++
++ for _ in range(N_FD_STEPS_PERIODIC):
++ fd_forces = np.zeros_like(refined_centers)
++
++ # Inter-circle repulsion
++ for c_i in range(n):
++ for c_j in range(c_i + 1, n):
++ dist_vec = refined_centers[c_i] - refined_centers[c_j]
++ dist = np.linalg.norm(dist_vec)
++ min_dist_tangent = refined_radii[c_i] + refined_radii[c_j]
++
++ if dist < min_dist_tangent:
++ overlap_amount = min_dist_tangent - dist
++ if dist > 1e-9:
++ direction = dist_vec / dist
++ force_magnitude = FD_ALPHA_REPULSION * overlap_amount
++ fd_forces[c_i] += direction * force_magnitude
++ fd_forces[c_j] -= direction * force_magnitude
++ else: # Handle coincident centers with a random push
++ direction = rng.uniform(-1, 1, 2)
++ norm = np.linalg.norm(direction)
++ if norm > 1e-9:
++ direction /= norm
++ force_magnitude = FD_ALPHA_REPULSION * overlap_amount * 10
++ fd_forces[c_i] += direction * force_magnitude
++ fd_forces[c_j] -= direction * force_magnitude
++
++ # Boundary repulsion
++ for c_i in range(n):
++ x, y, r = refined_centers[c_i, 0], refined_centers[c_i, 1], refined_radii[c_i]
++ if x - r < 0: fd_forces[c_i, 0] += FD_BETA_BOUND_REPULSION * (r - x)
++ if x + r > 1: fd_forces[c_i, 0] -= FD_BETA_BOUND_REPULSION * (x + r - 1)
++ if y - r < 0: fd_forces[c_i, 1] += FD_BETA_BOUND_REPULSION * (r - y)
++ if y + r > 1: fd_forces[c_i, 1] -= FD_BETA_BOUND_REPULSION * (y + r - 1)
++
++ refined_centers += fd_forces
++ refined_centers = np.clip(refined_centers, 0.0, 1.0)
++ refined_radii = calculate_radii_for_fixed_centers(refined_centers, refined_radii, n_sub_iterations=40, atol=1e-6)
++
++ refined_sum_radii = np.sum(refined_radii)
++
++ # If this periodic refinement improved the state, adopt it greedily
++ if refined_sum_radii > current_sum_radii:
++ current_centers = refined_centers
++ current_radii = refined_radii
++ current_sum_radii = refined_sum_radii
++
++ if refined_sum_radii > best_sum_radii:
++ best_sum_radii = refined_sum_radii
++ best_centers = np.copy(refined_centers)
++ best_radii = np.copy(refined_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-8)
+
+ for _ in range(15): # A few more polish steps
+ prev_radii = np.copy(final_radii)
+ # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ # Recalculate radii with very high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-9):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..ea219586506d226dd1c91e49404f8532f664d2fe
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/main.py
@@ -0,0 +1,222 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a multi-stage Simulated Annealing (SA)
+ with radius-proportional perturbation, a strategy that has previously yielded
+ high scores. This approach focuses the search by making larger moves for
+ smaller circles, helping them escape poor local arrangements.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.15
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Simulated Annealing Parameters (Multi-Stage) ---
+ N_ITERATIONS = 100000
+ N_STAGE1_ITER = int(N_ITERATIONS * 0.3) # 30% for fast exploration
+
+ T_INITIAL = 0.01
+ T_MID = 1e-4 # Temp at end of stage 1
+ T_FINAL = 1e-8 # Final temperature
+
+ PERTURB_SCALE_INITIAL = 0.08 # Start with larger moves
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+
+ # --- Periodic Force-Directed Refinement Parameters ---
+ FD_PERIOD = 1000
+ N_FD_STEPS_PERIODIC = 50
+ FD_ALPHA_REPULSION = 0.001
+ FD_BETA_BOUND_REPULSION = 0.002
+
+ # --- Main Annealing Loop ---
+ for iter_step in range(N_ITERATIONS):
+ # Two-stage annealing schedule for temp and perturbation scale
+ if iter_step < N_STAGE1_ITER:
+ # Stage 1: Fast decay for broad exploration
+ progress = iter_step / N_STAGE1_ITER
+ current_temp = T_INITIAL * (T_MID / T_INITIAL)**progress
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress
+ else:
+ # Stage 2: Slow decay for fine-tuning
+ progress = (iter_step - N_STAGE1_ITER) / (N_ITERATIONS - N_STAGE1_ITER)
+ current_temp = T_MID * (T_FINAL / T_MID)**progress
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress
+
+ # Propose a new state by perturbing multiple random circles.
+ new_centers = np.copy(current_centers)
+ n_to_perturb = 3
+ indices_to_perturb = rng.choice(n, n_to_perturb, replace=False)
+
+ for circle_idx in indices_to_perturb:
+ # Radius-Proportional Perturbation: Smaller circles are perturbed more aggressively.
+ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+
+ perturb_magnitude = current_perturb_scale * radius_factor
+ displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Evaluate the new state with a low-precision radius calculation for speed.
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=30, atol=1e-5)
+ new_sum_radii = np.sum(new_radii)
+
+ # Energy is the negative of the sum of radii (since we want to maximize it).
+ delta_energy = current_sum_radii - new_sum_radii
+
+ # Metropolis-Hastings acceptance criterion:
+ # Always accept better states (delta_energy < 0).
+ # Accept worse states with a probability that decreases with temperature.
+ if delta_energy < 0 or (current_temp > T_FINAL and rng.random() < np.exp(-delta_energy / current_temp)):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # If the new accepted state is the best so far, save it.
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- PERIODIC FORCE-DIRECTED REFINEMENT ---
+ if (iter_step + 1) % FD_PERIOD == 0:
+ refined_centers = np.copy(current_centers)
+ refined_radii = np.copy(current_radii)
+
+ for _ in range(N_FD_STEPS_PERIODIC):
+ fd_forces = np.zeros_like(refined_centers)
+
+ # Inter-circle repulsion
+ for c_i in range(n):
+ for c_j in range(c_i + 1, n):
+ dist_vec = refined_centers[c_i] - refined_centers[c_j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = refined_radii[c_i] + refined_radii[c_j]
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_magnitude = FD_ALPHA_REPULSION * overlap_amount
+ fd_forces[c_i] += direction * force_magnitude
+ fd_forces[c_j] -= direction * force_magnitude
+ else: # Handle coincident centers with a random push
+ direction = rng.uniform(-1, 1, 2)
+ norm = np.linalg.norm(direction)
+ if norm > 1e-9:
+ direction /= norm
+ force_magnitude = FD_ALPHA_REPULSION * overlap_amount * 10
+ fd_forces[c_i] += direction * force_magnitude
+ fd_forces[c_j] -= direction * force_magnitude
+
+ # Boundary repulsion
+ for c_i in range(n):
+ x, y, r = refined_centers[c_i, 0], refined_centers[c_i, 1], refined_radii[c_i]
+ if x - r < 0: fd_forces[c_i, 0] += FD_BETA_BOUND_REPULSION * (r - x)
+ if x + r > 1: fd_forces[c_i, 0] -= FD_BETA_BOUND_REPULSION * (x + r - 1)
+ if y - r < 0: fd_forces[c_i, 1] += FD_BETA_BOUND_REPULSION * (r - y)
+ if y + r > 1: fd_forces[c_i, 1] -= FD_BETA_BOUND_REPULSION * (y + r - 1)
+
+ refined_centers += fd_forces
+ refined_centers = np.clip(refined_centers, 0.0, 1.0)
+ refined_radii = calculate_radii_for_fixed_centers(refined_centers, refined_radii, n_sub_iterations=40, atol=1e-6)
+
+ refined_sum_radii = np.sum(refined_radii)
+
+ # If this periodic refinement improved the state, adopt it greedily
+ if refined_sum_radii > current_sum_radii:
+ current_centers = refined_centers
+ current_radii = refined_radii
+ current_sum_radii = refined_sum_radii
+
+ if refined_sum_radii > best_sum_radii:
+ best_sum_radii = refined_sum_radii
+ best_centers = np.copy(refined_centers)
+ best_radii = np.copy(refined_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-8)
+
+ for _ in range(15): # A few more polish steps
+ prev_radii = np.copy(final_radii)
+ # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ # Recalculate radii with very high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-9):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..8c641af554b404358a6e6dee2f742f2d3ea080e6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/original.py
@@ -0,0 +1,167 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a multi-stage Simulated Annealing (SA)
+ with radius-proportional perturbation, a strategy that has previously yielded
+ high scores. This approach focuses the search by making larger moves for
+ smaller circles, helping them escape poor local arrangements.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.15
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Simulated Annealing Parameters (Multi-Stage) ---
+ N_ITERATIONS = 100000
+ N_STAGE1_ITER = int(N_ITERATIONS * 0.3) # 30% for fast exploration
+
+ T_INITIAL = 0.01
+ T_MID = 1e-4 # Temp at end of stage 1
+ T_FINAL = 1e-8 # Final temperature
+
+ PERTURB_SCALE_INITIAL = 0.08 # Start with larger moves
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+
+ # --- Main Annealing Loop ---
+ for iter_step in range(N_ITERATIONS):
+ # Two-stage annealing schedule for temp and perturbation scale
+ if iter_step < N_STAGE1_ITER:
+ # Stage 1: Fast decay for broad exploration
+ progress = iter_step / N_STAGE1_ITER
+ current_temp = T_INITIAL * (T_MID / T_INITIAL)**progress
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress
+ else:
+ # Stage 2: Slow decay for fine-tuning
+ progress = (iter_step - N_STAGE1_ITER) / (N_ITERATIONS - N_STAGE1_ITER)
+ current_temp = T_MID * (T_FINAL / T_MID)**progress
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress
+
+ # Propose a new state by perturbing one random circle.
+ new_centers = np.copy(current_centers)
+ circle_idx = rng.integers(0, n)
+
+ # Radius-Proportional Perturbation: Smaller circles are perturbed more aggressively.
+ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+
+ perturb_magnitude = current_perturb_scale * radius_factor
+ displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Evaluate the new state with a low-precision radius calculation for speed.
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=30, atol=1e-5)
+ new_sum_radii = np.sum(new_radii)
+
+ # Energy is the negative of the sum of radii (since we want to maximize it).
+ delta_energy = current_sum_radii - new_sum_radii
+
+ # Metropolis-Hastings acceptance criterion:
+ # Always accept better states (delta_energy < 0).
+ # Accept worse states with a probability that decreases with temperature.
+ if delta_energy < 0 or (current_temp > T_FINAL and rng.random() < np.exp(-delta_energy / current_temp)):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # If the new accepted state is the best so far, save it.
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # Periodically re-evaluate the current solution with higher precision.
+ if iter_step > 0 and iter_step % (N_ITERATIONS // 10) == 0:
+ precise_radii = calculate_radii_for_fixed_centers(current_centers, current_radii, n_sub_iterations=200)
+ precise_sum_radii = np.sum(precise_radii)
+ if precise_sum_radii > best_sum_radii:
+ best_sum_radii = precise_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(precise_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-8)
+
+ for _ in range(15): # A few more polish steps
+ prev_radii = np.copy(final_radii)
+ # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ # Recalculate radii with very high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-9):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6f7877fefa4b9091dffe55edae265df19da31a88
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_131/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_131/results
+Run 1/1 completed in 486.36 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_131/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_131/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_131/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_131/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4474822626203974
+ public: {'centers_str': ' centers[0] = (0.0656, 0.2113)\n centers[1] = (0.0686, 0.3452)\n centers[2] = (0.2668, 0.4773)\n centers[3] = (0.1360, 0.4411)\n centers[4] = (0.1035, 0.5874)\n centers[5] = (0.0767, 0.9233)\n centers[6] = (0.2357, 0.0744)\n centers[7] = (0.0873, 0.0737)\n centers[8] = (0.2434, 0.2702)\n centers[9] = (0.4268, 0.5129)\n centers[10] = (0.0441, 0.4550)\n centers[11] = (0.1265, 0.7708)\n centers[12] = (0.4085, 0.0992)\n centers[13] = (0.4072, 0.2429)\n centers[14] = (0.4170, 0.3616)\n centers[15] = (0.3176, 0.6840)\n centers[16] = (0.2555, 0.9007)\n centers[17] = (0.4775, 0.8761)\n centers[18] = (0.6955, 0.0929)\n centers[19] = (0.5597, 0.2409)\n centers[20] = (0.5546, 0.4263)\n centers[21] = (0.6062, 0.6414)\n centers[22] = (0.8765, 0.6891)\n centers[23] = (0.7226, 0.8791)\n centers[24] = (0.8940, 0.1060)\n centers[25] = (0.8145, 0.3864)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4474822626203974}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_131/results/packing_viz.png
+ execution_time_mean: 486.35991751682013
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7e5a2a817b06c44df26ff1a6637f2d7a0d67fc5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4474822626203974,
+ "public": {
+ "centers_str": " centers[0] = (0.0656, 0.2113)\n centers[1] = (0.0686, 0.3452)\n centers[2] = (0.2668, 0.4773)\n centers[3] = (0.1360, 0.4411)\n centers[4] = (0.1035, 0.5874)\n centers[5] = (0.0767, 0.9233)\n centers[6] = (0.2357, 0.0744)\n centers[7] = (0.0873, 0.0737)\n centers[8] = (0.2434, 0.2702)\n centers[9] = (0.4268, 0.5129)\n centers[10] = (0.0441, 0.4550)\n centers[11] = (0.1265, 0.7708)\n centers[12] = (0.4085, 0.0992)\n centers[13] = (0.4072, 0.2429)\n centers[14] = (0.4170, 0.3616)\n centers[15] = (0.3176, 0.6840)\n centers[16] = (0.2555, 0.9007)\n centers[17] = (0.4775, 0.8761)\n centers[18] = (0.6955, 0.0929)\n centers[19] = (0.5597, 0.2409)\n centers[20] = (0.5546, 0.4263)\n centers[21] = (0.6062, 0.6414)\n centers[22] = (0.8765, 0.6891)\n centers[23] = (0.7226, 0.8791)\n centers[24] = (0.8940, 0.1060)\n centers[25] = (0.8145, 0.3864)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4474822626203974
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_131/results/packing_viz.png",
+ "execution_time_mean": 486.35991751682013,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4b51121bedf3670fb39f1ad637e7610592b19c93
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_131/search_replace.txt
@@ -0,0 +1,124 @@
+
+hybrid_sa_with_fd_and_multi_perturb
+
+
+Based on the visual analysis and successful prior algorithms, this edit introduces two major improvements to create a more powerful hybrid search method:
+
+1. **Multi-Circle Perturbation:** The Simulated Annealing (SA) now perturbs 3 circles simultaneously in each step, instead of just one. This allows for more complex and cooperative rearrangements, significantly improving the algorithm's ability to explore the solution space and escape the local optima where single-circle moves are ineffective. This is a common feature in high-performing packing algorithms.
+
+2. **Periodic Force-Directed (FD) Refinement:** The simple periodic re-evaluation is replaced with a full-fledged force-directed compaction step, inspired by the "Settle" phase of high-scoring hybrid models. This FD routine runs periodically to "tighten" the current packing by resolving overlaps and closing gaps, which are visibly present in the current solution's visualization as unused space between circles. This combines the global, stochastic search of SA with powerful, deterministic local optimization—a proven strategy for this problem.
+
+
+<<<<<<< SEARCH
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+
+ # --- Main Annealing Loop ---
+=======
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+
+ # --- Periodic Force-Directed Refinement Parameters ---
+ FD_PERIOD = 1000
+ N_FD_STEPS_PERIODIC = 50
+ FD_ALPHA_REPULSION = 0.001
+ FD_BETA_BOUND_REPULSION = 0.002
+
+ # --- Main Annealing Loop ---
+>>>>>>> REPLACE
+<<<<<<< SEARCH
+ # Propose a new state by perturbing one random circle.
+ new_centers = np.copy(current_centers)
+ circle_idx = rng.integers(0, n)
+
+ # Radius-Proportional Perturbation: Smaller circles are perturbed more aggressively.
+ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+
+ perturb_magnitude = current_perturb_scale * radius_factor
+ displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+=======
+ # Propose a new state by perturbing multiple random circles.
+ new_centers = np.copy(current_centers)
+ n_to_perturb = 3
+ indices_to_perturb = rng.choice(n, n_to_perturb, replace=False)
+
+ for circle_idx in indices_to_perturb:
+ # Radius-Proportional Perturbation: Smaller circles are perturbed more aggressively.
+ max_r = np.max(current_radii) if np.max(current_radii) > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = 1.0 + (max_r - current_radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+
+ perturb_magnitude = current_perturb_scale * radius_factor
+ displacement = rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ new_centers[circle_idx] += displacement
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+>>>>>>> REPLACE
+<<<<<<< SEARCH
+ # Periodically re-evaluate the current solution with higher precision.
+ if iter_step > 0 and iter_step % (N_ITERATIONS // 10) == 0:
+ precise_radii = calculate_radii_for_fixed_centers(current_centers, current_radii, n_sub_iterations=200)
+ precise_sum_radii = np.sum(precise_radii)
+ if precise_sum_radii > best_sum_radii:
+ best_sum_radii = precise_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(precise_radii)
+=======
+ # --- PERIODIC FORCE-DIRECTED REFINEMENT ---
+ if (iter_step + 1) % FD_PERIOD == 0:
+ refined_centers = np.copy(current_centers)
+ refined_radii = np.copy(current_radii)
+
+ for _ in range(N_FD_STEPS_PERIODIC):
+ fd_forces = np.zeros_like(refined_centers)
+
+ # Inter-circle repulsion
+ for c_i in range(n):
+ for c_j in range(c_i + 1, n):
+ dist_vec = refined_centers[c_i] - refined_centers[c_j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = refined_radii[c_i] + refined_radii[c_j]
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_magnitude = FD_ALPHA_REPULSION * overlap_amount
+ fd_forces[c_i] += direction * force_magnitude
+ fd_forces[c_j] -= direction * force_magnitude
+ else: # Handle coincident centers with a random push
+ direction = rng.uniform(-1, 1, 2)
+ norm = np.linalg.norm(direction)
+ if norm > 1e-9:
+ direction /= norm
+ force_magnitude = FD_ALPHA_REPULSION * overlap_amount * 10
+ fd_forces[c_i] += direction * force_magnitude
+ fd_forces[c_j] -= direction * force_magnitude
+
+ # Boundary repulsion
+ for c_i in range(n):
+ x, y, r = refined_centers[c_i, 0], refined_centers[c_i, 1], refined_radii[c_i]
+ if x - r < 0: fd_forces[c_i, 0] += FD_BETA_BOUND_REPULSION * (r - x)
+ if x + r > 1: fd_forces[c_i, 0] -= FD_BETA_BOUND_REPULSION * (x + r - 1)
+ if y - r < 0: fd_forces[c_i, 1] += FD_BETA_BOUND_REPULSION * (r - y)
+ if y + r > 1: fd_forces[c_i, 1] -= FD_BETA_BOUND_REPULSION * (y + r - 1)
+
+ refined_centers += fd_forces
+ refined_centers = np.clip(refined_centers, 0.0, 1.0)
+ refined_radii = calculate_radii_for_fixed_centers(refined_centers, refined_radii, n_sub_iterations=40, atol=1e-6)
+
+ refined_sum_radii = np.sum(refined_radii)
+
+ # If this periodic refinement improved the state, adopt it greedily
+ if refined_sum_radii > current_sum_radii:
+ current_centers = refined_centers
+ current_radii = refined_radii
+ current_sum_radii = refined_sum_radii
+
+ if refined_sum_radii > best_sum_radii:
+ best_sum_radii = refined_sum_radii
+ best_centers = np.copy(refined_centers)
+ best_radii = np.copy(refined_radii)
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cf63b98262f41242b2de66c4becced3a4fb507be
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..87c6595a7907aa3fffaa9fde6ce41d1299ba95b4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_132/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_132/results
+Run 1/1 completed in 454.84 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_132/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_132/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_132/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_132/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.474221813551823
+ public: {'centers_str': ' centers[0] = (0.0618, 0.0618)\n centers[1] = (0.1344, 0.3645)\n centers[2] = (0.0903, 0.5842)\n centers[3] = (0.5660, 0.4551)\n centers[4] = (0.1108, 0.7839)\n centers[5] = (0.0572, 0.9428)\n centers[6] = (0.4002, 0.0519)\n centers[7] = (0.2384, 0.1263)\n centers[8] = (0.3787, 0.3345)\n centers[9] = (0.5780, 0.8413)\n centers[10] = (0.3266, 0.8997)\n centers[11] = (0.3552, 0.6234)\n centers[12] = (0.7399, 0.0864)\n centers[13] = (0.0608, 0.1844)\n centers[14] = (0.7402, 0.3980)\n centers[15] = (0.8559, 0.8559)\n centers[16] = (0.4522, 0.9607)\n centers[17] = (0.1731, 0.9413)\n centers[18] = (0.5188, 0.0662)\n centers[19] = (0.9056, 0.4776)\n centers[20] = (0.8937, 0.2781)\n centers[21] = (0.4241, 0.1646)\n centers[22] = (0.7196, 0.6172)\n centers[23] = (0.9242, 0.6469)\n centers[24] = (0.9131, 0.0868)\n centers[25] = (0.5960, 0.2404)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.474221813551823}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_132/results/packing_viz.png
+ execution_time_mean: 454.844870892819
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa59e0e753f2bbfcd3ee74a39bda5c9d80785c57
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_132/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.474221813551823,
+ "public": {
+ "centers_str": " centers[0] = (0.0618, 0.0618)\n centers[1] = (0.1344, 0.3645)\n centers[2] = (0.0903, 0.5842)\n centers[3] = (0.5660, 0.4551)\n centers[4] = (0.1108, 0.7839)\n centers[5] = (0.0572, 0.9428)\n centers[6] = (0.4002, 0.0519)\n centers[7] = (0.2384, 0.1263)\n centers[8] = (0.3787, 0.3345)\n centers[9] = (0.5780, 0.8413)\n centers[10] = (0.3266, 0.8997)\n centers[11] = (0.3552, 0.6234)\n centers[12] = (0.7399, 0.0864)\n centers[13] = (0.0608, 0.1844)\n centers[14] = (0.7402, 0.3980)\n centers[15] = (0.8559, 0.8559)\n centers[16] = (0.4522, 0.9607)\n centers[17] = (0.1731, 0.9413)\n centers[18] = (0.5188, 0.0662)\n centers[19] = (0.9056, 0.4776)\n centers[20] = (0.8937, 0.2781)\n centers[21] = (0.4241, 0.1646)\n centers[22] = (0.7196, 0.6172)\n centers[23] = (0.9242, 0.6469)\n centers[24] = (0.9131, 0.0868)\n centers[25] = (0.5960, 0.2404)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.474221813551823
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_132/results/packing_viz.png",
+ "execution_time_mean": 454.844870892819,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..452adae5c80f401946ef3dd3b66f87f27004d26e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..43e03ad3cf0dbdde2c5accf22ae1dac97437c8ce
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_133/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_133/results
+Run 1/1 completed in 734.08 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_133/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_133/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_133/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_133/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5524845831943255
+ public: {'centers_str': ' centers[0] = (0.1744, 0.0675)\n centers[1] = (0.3356, 0.0966)\n centers[2] = (0.2280, 0.4650)\n centers[3] = (0.0842, 0.6751)\n centers[4] = (0.4981, 0.8633)\n centers[5] = (0.3213, 0.9181)\n centers[6] = (0.4243, 0.2535)\n centers[7] = (0.2449, 0.2665)\n centers[8] = (0.8756, 0.6903)\n centers[9] = (0.0835, 0.1880)\n centers[10] = (0.7686, 0.4693)\n centers[11] = (0.1218, 0.8776)\n centers[12] = (0.0733, 0.5179)\n centers[13] = (0.0868, 0.3583)\n centers[14] = (0.3173, 0.6871)\n centers[15] = (0.4299, 0.4497)\n centers[16] = (0.0539, 0.0539)\n centers[17] = (0.6093, 0.6371)\n centers[18] = (0.7345, 0.1168)\n centers[19] = (0.9146, 0.0854)\n centers[20] = (0.6264, 0.3134)\n centers[21] = (0.9186, 0.9186)\n centers[22] = (0.9252, 0.4974)\n centers[23] = (0.7209, 0.8799)\n centers[24] = (0.5347, 0.1028)\n centers[25] = (0.8761, 0.2910)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5524845831943255}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_133/results/packing_viz.png
+ execution_time_mean: 734.0838272240944
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0559dacfa73d8db24126e05e874a453e19365271
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_133/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5524845831943255,
+ "public": {
+ "centers_str": " centers[0] = (0.1744, 0.0675)\n centers[1] = (0.3356, 0.0966)\n centers[2] = (0.2280, 0.4650)\n centers[3] = (0.0842, 0.6751)\n centers[4] = (0.4981, 0.8633)\n centers[5] = (0.3213, 0.9181)\n centers[6] = (0.4243, 0.2535)\n centers[7] = (0.2449, 0.2665)\n centers[8] = (0.8756, 0.6903)\n centers[9] = (0.0835, 0.1880)\n centers[10] = (0.7686, 0.4693)\n centers[11] = (0.1218, 0.8776)\n centers[12] = (0.0733, 0.5179)\n centers[13] = (0.0868, 0.3583)\n centers[14] = (0.3173, 0.6871)\n centers[15] = (0.4299, 0.4497)\n centers[16] = (0.0539, 0.0539)\n centers[17] = (0.6093, 0.6371)\n centers[18] = (0.7345, 0.1168)\n centers[19] = (0.9146, 0.0854)\n centers[20] = (0.6264, 0.3134)\n centers[21] = (0.9186, 0.9186)\n centers[22] = (0.9252, 0.4974)\n centers[23] = (0.7209, 0.8799)\n centers[24] = (0.5347, 0.1028)\n centers[25] = (0.8761, 0.2910)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5524845831943255
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_133/results/packing_viz.png",
+ "execution_time_mean": 734.0838272240944,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f35533b7068a6f6dde8b3eaf165062bad814d4c6
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..01a81c4f41ca7ef25f4c79c9d706e5076a2ff82f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "'CirclePackerState' object has no attribute 'apply_force_directed_settle'"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c39ae7b12fa4d67da6f4586c82eef7a207702cec
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_134/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_134/results
+Evaluation error: 'CirclePackerState' object has no attribute 'apply_force_directed_settle'
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_134/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_134/results/metrics.json
+Evaluation or Validation failed: 'CirclePackerState' object has no attribute 'apply_force_directed_settle'
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_134/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..923050166f9b8013abe20e16a792f366410d1fe9
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..fee7aee8c38b0a19f6c8d602cff960e676cfd178
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_135/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_135/results
+Run 1/1 completed in 722.03 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_135/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_135/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_135/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_135/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5157390143353813
+ public: {'centers_str': ' centers[0] = (0.2112, 0.1895)\n centers[1] = (0.4041, 0.3778)\n centers[2] = (0.2456, 0.3535)\n centers[3] = (0.0874, 0.6521)\n centers[4] = (0.5442, 0.9630)\n centers[5] = (0.4040, 0.8565)\n centers[6] = (0.3672, 0.2282)\n centers[7] = (0.0731, 0.1310)\n centers[8] = (0.9056, 0.7371)\n centers[9] = (0.1818, 0.0579)\n centers[10] = (0.6664, 0.3928)\n centers[11] = (0.1326, 0.8674)\n centers[12] = (0.0969, 0.4680)\n centers[13] = (0.0839, 0.2876)\n centers[14] = (0.3130, 0.5838)\n centers[15] = (0.5340, 0.4804)\n centers[16] = (0.3148, 0.0765)\n centers[17] = (0.5380, 0.6682)\n centers[18] = (0.6963, 0.1190)\n centers[19] = (0.9068, 0.0932)\n centers[20] = (0.5456, 0.2806)\n centers[21] = (0.9156, 0.9156)\n centers[22] = (0.7444, 0.5743)\n centers[23] = (0.6922, 0.8521)\n centers[24] = (0.4846, 0.0942)\n centers[25] = (0.8585, 0.3228)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5157390143353813}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_135/results/packing_viz.png
+ execution_time_mean: 722.0261696409434
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0fc852745d9a02b44e3fe4ca7501b2ff616832e8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_135/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5157390143353813,
+ "public": {
+ "centers_str": " centers[0] = (0.2112, 0.1895)\n centers[1] = (0.4041, 0.3778)\n centers[2] = (0.2456, 0.3535)\n centers[3] = (0.0874, 0.6521)\n centers[4] = (0.5442, 0.9630)\n centers[5] = (0.4040, 0.8565)\n centers[6] = (0.3672, 0.2282)\n centers[7] = (0.0731, 0.1310)\n centers[8] = (0.9056, 0.7371)\n centers[9] = (0.1818, 0.0579)\n centers[10] = (0.6664, 0.3928)\n centers[11] = (0.1326, 0.8674)\n centers[12] = (0.0969, 0.4680)\n centers[13] = (0.0839, 0.2876)\n centers[14] = (0.3130, 0.5838)\n centers[15] = (0.5340, 0.4804)\n centers[16] = (0.3148, 0.0765)\n centers[17] = (0.5380, 0.6682)\n centers[18] = (0.6963, 0.1190)\n centers[19] = (0.9068, 0.0932)\n centers[20] = (0.5456, 0.2806)\n centers[21] = (0.9156, 0.9156)\n centers[22] = (0.7444, 0.5743)\n centers[23] = (0.6922, 0.8521)\n centers[24] = (0.4846, 0.0942)\n centers[25] = (0.8585, 0.3228)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5157390143353813
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_135/results/packing_viz.png",
+ "execution_time_mean": 722.0261696409434,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1d7c0a29bfefb7c4267247dfe3766dfec9efb57c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..14dc96086b8665295dd262a51e8a9e4fd10f38ec
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_136/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_136/results
+Run 1/1 completed in 714.79 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_136/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_136/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_136/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_136/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_136/results/packing_viz.png
+ execution_time_mean: 714.7864824230783
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc833107e12c8829ece590f551559a56966582da
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_136/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_136/results/packing_viz.png",
+ "execution_time_mean": 714.7864824230783,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2f232651ecb6931bb2dcb25d470a351d53d89f29
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..5b2a5db7bd1ccf39f2fb59bb835c76bc5bc7b7ac
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_137/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_137/results
+Run 1/1 completed in 311.77 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_137/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_137/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_137/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_137/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5162878670223763
+ public: {'centers_str': ' centers[0] = (0.0916, 0.1457)\n centers[1] = (0.0834, 0.3213)\n centers[2] = (0.1957, 0.4035)\n centers[3] = (0.9232, 0.6065)\n centers[4] = (0.1445, 0.9180)\n centers[5] = (0.0430, 0.8452)\n centers[6] = (0.2355, 0.0707)\n centers[7] = (0.0849, 0.4899)\n centers[8] = (0.6428, 0.2427)\n centers[9] = (0.2392, 0.5199)\n centers[10] = (0.3817, 0.6298)\n centers[11] = (0.3623, 0.4251)\n centers[12] = (0.3981, 0.0934)\n centers[13] = (0.2660, 0.2511)\n centers[14] = (0.4839, 0.2745)\n centers[15] = (0.5463, 0.4862)\n centers[16] = (0.5814, 0.6938)\n centers[17] = (0.3479, 0.8681)\n centers[18] = (0.5899, 0.0985)\n centers[19] = (0.7094, 0.3732)\n centers[20] = (0.1462, 0.7006)\n centers[21] = (0.7437, 0.5683)\n centers[22] = (0.8367, 0.8305)\n centers[23] = (0.5776, 0.8961)\n centers[24] = (0.8406, 0.1595)\n centers[25] = (0.8969, 0.4248)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5162878670223763}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_137/results/packing_viz.png
+ execution_time_mean: 311.7665356830694
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4172ca600c0cf41945b928ea25e208177157267
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_137/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5162878670223763,
+ "public": {
+ "centers_str": " centers[0] = (0.0916, 0.1457)\n centers[1] = (0.0834, 0.3213)\n centers[2] = (0.1957, 0.4035)\n centers[3] = (0.9232, 0.6065)\n centers[4] = (0.1445, 0.9180)\n centers[5] = (0.0430, 0.8452)\n centers[6] = (0.2355, 0.0707)\n centers[7] = (0.0849, 0.4899)\n centers[8] = (0.6428, 0.2427)\n centers[9] = (0.2392, 0.5199)\n centers[10] = (0.3817, 0.6298)\n centers[11] = (0.3623, 0.4251)\n centers[12] = (0.3981, 0.0934)\n centers[13] = (0.2660, 0.2511)\n centers[14] = (0.4839, 0.2745)\n centers[15] = (0.5463, 0.4862)\n centers[16] = (0.5814, 0.6938)\n centers[17] = (0.3479, 0.8681)\n centers[18] = (0.5899, 0.0985)\n centers[19] = (0.7094, 0.3732)\n centers[20] = (0.1462, 0.7006)\n centers[21] = (0.7437, 0.5683)\n centers[22] = (0.8367, 0.8305)\n centers[23] = (0.5776, 0.8961)\n centers[24] = (0.8406, 0.1595)\n centers[25] = (0.8969, 0.4248)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5162878670223763
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_137/results/packing_viz.png",
+ "execution_time_mean": 311.7665356830694,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..70355304236ec6d920e554ec2020590e6ba0516d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b41e8265be6573e1b5f575f1d7ed6578be9fbe7d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_138/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_138/results
+Run 1/1 completed in 695.18 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_138/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_138/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_138/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_138/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5747708415657433
+ public: {'centers_str': ' centers[0] = (0.3298, 0.2503)\n centers[1] = (0.7207, 0.2056)\n centers[2] = (0.2972, 0.4623)\n centers[3] = (0.0723, 0.7711)\n centers[4] = (0.5383, 0.9257)\n centers[5] = (0.3113, 0.8268)\n centers[6] = (0.5383, 0.2381)\n centers[7] = (0.1113, 0.1132)\n centers[8] = (0.9001, 0.7456)\n centers[9] = (0.2879, 0.0704)\n centers[10] = (0.7152, 0.6601)\n centers[11] = (0.0784, 0.9216)\n centers[12] = (0.1181, 0.5864)\n centers[13] = (0.1171, 0.3416)\n centers[14] = (0.4757, 0.5867)\n centers[15] = (0.4602, 0.3917)\n centers[16] = (0.4430, 0.0855)\n centers[17] = (0.5621, 0.7691)\n centers[18] = (0.7431, 0.0582)\n centers[19] = (0.8976, 0.1024)\n centers[20] = (0.6703, 0.4256)\n centers[21] = (0.9220, 0.9220)\n centers[22] = (0.8897, 0.5359)\n centers[23] = (0.7299, 0.8818)\n centers[24] = (0.6074, 0.0790)\n centers[25] = (0.8895, 0.3152)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5747708415657433}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_138/results/packing_viz.png
+ execution_time_mean: 695.1843487517908
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a53cb825f22b679fb1a7ffc74be95c892ffd42c1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_138/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5747708415657433,
+ "public": {
+ "centers_str": " centers[0] = (0.3298, 0.2503)\n centers[1] = (0.7207, 0.2056)\n centers[2] = (0.2972, 0.4623)\n centers[3] = (0.0723, 0.7711)\n centers[4] = (0.5383, 0.9257)\n centers[5] = (0.3113, 0.8268)\n centers[6] = (0.5383, 0.2381)\n centers[7] = (0.1113, 0.1132)\n centers[8] = (0.9001, 0.7456)\n centers[9] = (0.2879, 0.0704)\n centers[10] = (0.7152, 0.6601)\n centers[11] = (0.0784, 0.9216)\n centers[12] = (0.1181, 0.5864)\n centers[13] = (0.1171, 0.3416)\n centers[14] = (0.4757, 0.5867)\n centers[15] = (0.4602, 0.3917)\n centers[16] = (0.4430, 0.0855)\n centers[17] = (0.5621, 0.7691)\n centers[18] = (0.7431, 0.0582)\n centers[19] = (0.8976, 0.1024)\n centers[20] = (0.6703, 0.4256)\n centers[21] = (0.9220, 0.9220)\n centers[22] = (0.8897, 0.5359)\n centers[23] = (0.7299, 0.8818)\n centers[24] = (0.6074, 0.0790)\n centers[25] = (0.8895, 0.3152)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5747708415657433
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_138/results/packing_viz.png",
+ "execution_time_mean": 695.1843487517908,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4c2c80f442b6c183d50b60f60fe2a0da38d52022
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..1dc0770607a0001669d999142f0d0faafdc5cf9b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_139/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_139/results
+Run 1/1 completed in 748.85 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_139/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_139/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_139/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_139/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_139/results/packing_viz.png
+ execution_time_mean: 748.8496769140474
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a27f4d0f43b54898b65bed2634c5cb54be781f2e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_139/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_139/results/packing_viz.png",
+ "execution_time_mean": 748.8496769140474,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..259d88935ebb699de24e71de3333b63d6c4ea5d3
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..614fa5f5ce797dc1efb082b7b00900c04d693ded
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_14/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_14/results
+Run 1/1 completed in 42.00 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_14/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_14/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_14/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_14/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9785243758578348
+ public: {'centers_str': ' centers[0] = (0.0885, 0.0527)\n centers[1] = (0.0747, 0.3229)\n centers[2] = (0.0416, 0.4897)\n centers[3] = (0.0752, 0.6029)\n centers[4] = (0.0432, 0.7470)\n centers[5] = (0.0744, 0.9450)\n centers[6] = (0.2361, 0.0744)\n centers[7] = (0.1360, 0.1691)\n centers[8] = (0.1774, 0.3661)\n centers[9] = (0.2759, 0.5993)\n centers[10] = (0.1906, 0.8121)\n centers[11] = (0.2053, 0.9594)\n centers[12] = (0.2206, 0.0326)\n centers[13] = (0.3881, 0.1844)\n centers[14] = (0.4087, 0.4102)\n centers[15] = (0.5065, 0.6006)\n centers[16] = (0.4103, 0.7923)\n centers[17] = (0.4014, 0.9506)\n centers[18] = (0.5625, 0.0604)\n centers[19] = (0.6081, 0.2166)\n centers[20] = (0.6202, 0.4208)\n centers[21] = (0.6663, 0.5746)\n centers[22] = (0.7101, 0.8153)\n centers[23] = (0.5537, 0.9688)\n centers[24] = (0.7968, 0.1356)\n centers[25] = (0.8815, 0.3002)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9785243758578348}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_14/results/packing_viz.png
+ execution_time_mean: 42.00073747895658
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e5422e355d14ef7d54db17dc13cacf5c58b16214
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_14/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9785243758578348,
+ "public": {
+ "centers_str": " centers[0] = (0.0885, 0.0527)\n centers[1] = (0.0747, 0.3229)\n centers[2] = (0.0416, 0.4897)\n centers[3] = (0.0752, 0.6029)\n centers[4] = (0.0432, 0.7470)\n centers[5] = (0.0744, 0.9450)\n centers[6] = (0.2361, 0.0744)\n centers[7] = (0.1360, 0.1691)\n centers[8] = (0.1774, 0.3661)\n centers[9] = (0.2759, 0.5993)\n centers[10] = (0.1906, 0.8121)\n centers[11] = (0.2053, 0.9594)\n centers[12] = (0.2206, 0.0326)\n centers[13] = (0.3881, 0.1844)\n centers[14] = (0.4087, 0.4102)\n centers[15] = (0.5065, 0.6006)\n centers[16] = (0.4103, 0.7923)\n centers[17] = (0.4014, 0.9506)\n centers[18] = (0.5625, 0.0604)\n centers[19] = (0.6081, 0.2166)\n centers[20] = (0.6202, 0.4208)\n centers[21] = (0.6663, 0.5746)\n centers[22] = (0.7101, 0.8153)\n centers[23] = (0.5537, 0.9688)\n centers[24] = (0.7968, 0.1356)\n centers[25] = (0.8815, 0.3002)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9785243758578348
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_14/results/packing_viz.png",
+ "execution_time_mean": 42.00073747895658,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9d21983c6464badf4f64794f0319a45d76ee7b67
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..9767dca95d28ce007bbaecf439200ca61bb4b18d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_140/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_140/results
+Run 1/1 completed in 737.50 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_140/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_140/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_140/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_140/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5860112047449206
+ public: {'centers_str': ' centers[0] = (0.2756, 0.0738)\n centers[1] = (0.4156, 0.0664)\n centers[2] = (0.3023, 0.3970)\n centers[3] = (0.1044, 0.7337)\n centers[4] = (0.4765, 0.9243)\n centers[5] = (0.2828, 0.8761)\n centers[6] = (0.3934, 0.2142)\n centers[7] = (0.2383, 0.2148)\n centers[8] = (0.9269, 0.6557)\n centers[9] = (0.1023, 0.1058)\n centers[10] = (0.7184, 0.6477)\n centers[11] = (0.0816, 0.9184)\n centers[12] = (0.1087, 0.5207)\n centers[13] = (0.0988, 0.3134)\n centers[14] = (0.3036, 0.6356)\n centers[15] = (0.5039, 0.5309)\n centers[16] = (0.4965, 0.3417)\n centers[17] = (0.4979, 0.7446)\n centers[18] = (0.8065, 0.0649)\n centers[19] = (0.9357, 0.0643)\n centers[20] = (0.6847, 0.3983)\n centers[21] = (0.8836, 0.8401)\n centers[22] = (0.8927, 0.4786)\n centers[23] = (0.6606, 0.8882)\n centers[24] = (0.6121, 0.1466)\n centers[25] = (0.8729, 0.2451)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5860112047449206}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_140/results/packing_viz.png
+ execution_time_mean: 737.4950121100992
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..db3cca09f3c42f37853d85cd10bac99fc2a09c0e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_140/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5860112047449206,
+ "public": {
+ "centers_str": " centers[0] = (0.2756, 0.0738)\n centers[1] = (0.4156, 0.0664)\n centers[2] = (0.3023, 0.3970)\n centers[3] = (0.1044, 0.7337)\n centers[4] = (0.4765, 0.9243)\n centers[5] = (0.2828, 0.8761)\n centers[6] = (0.3934, 0.2142)\n centers[7] = (0.2383, 0.2148)\n centers[8] = (0.9269, 0.6557)\n centers[9] = (0.1023, 0.1058)\n centers[10] = (0.7184, 0.6477)\n centers[11] = (0.0816, 0.9184)\n centers[12] = (0.1087, 0.5207)\n centers[13] = (0.0988, 0.3134)\n centers[14] = (0.3036, 0.6356)\n centers[15] = (0.5039, 0.5309)\n centers[16] = (0.4965, 0.3417)\n centers[17] = (0.4979, 0.7446)\n centers[18] = (0.8065, 0.0649)\n centers[19] = (0.9357, 0.0643)\n centers[20] = (0.6847, 0.3983)\n centers[21] = (0.8836, 0.8401)\n centers[22] = (0.8927, 0.4786)\n centers[23] = (0.6606, 0.8882)\n centers[24] = (0.6121, 0.1466)\n centers[25] = (0.8729, 0.2451)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5860112047449206
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_140/results/packing_viz.png",
+ "execution_time_mean": 737.4950121100992,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1edf14bf482fee2b2e5b47babb1d128d52c4953b
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..c899f06bafb7daeb4d67e7d3bbbae0adef4f41b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/edit.diff
@@ -0,0 +1,313 @@
+--- a/original.py
++++ b/original.py
+@@ -1,267 +1,279 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ # Helper function for calculating radii - from the high-performing inspiration model
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+ class CirclePackerState:
+ """
+ Encapsulates the current state of the circle packing,
+ including centers, radii, and sum of radii.
+ Provides methods for state manipulation and evaluation.
+ """
+ def __init__(self, n_circles, seed):
+ self.n = n_circles
+ self.rng = np.random.default_rng(seed)
+ self.centers = None
+ self.radii = None
+ self.sum_radii = 0.0
+ self._initialize_packing()
+
+ def _initialize_packing(self):
+ """Initializes circle centers in a grid-like pattern with perturbation."""
+ grid_size = int(np.ceil(np.sqrt(self.n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+
+ initial_centers = grid_points[:self.n] + self.rng.uniform(-perturbation_strength, perturbation_strength, size=(self.n, 2))
+ self.centers = np.clip(initial_centers, 0.0, 1.0)
+
+ self.radii = calculate_radii_for_fixed_centers(self.centers, current_radii=None, n_sub_iterations=100)
+ self.sum_radii = np.sum(self.radii)
+
+ def propose_quake_move(self, current_temp, perturb_scale, n_sub_iters_radii, quake_region_radius, quake_num_circles):
+ """
+ Proposes a new state by perturbing a subset of circles (Quake phase).
+ Uses radius-proportional and regional perturbation.
+ """
+ proposal_centers = np.copy(self.centers)
+
+ quake_center = self.rng.uniform(0, 1, 2)
+ dists_to_quake_center = np.linalg.norm(proposal_centers - quake_center, axis=1)
+ regional_indices = np.where(dists_to_quake_center < quake_region_radius)[0]
+
+ if len(regional_indices) >= quake_num_circles:
+ indices_to_perturb = self.rng.choice(regional_indices, quake_num_circles, replace=False)
+ else:
+ indices_to_perturb = self.rng.choice(self.n, quake_num_circles, replace=False)
+
+ for circle_idx in indices_to_perturb:
+ max_r = np.max(self.radii) if np.max(self.radii) > 1e-9 else 1.0
+ radius_factor = 1.0 + (max_r - self.radii[circle_idx]) / max_r
+
+ perturb_magnitude = perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ proposal_centers[circle_idx] += displacement
+
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, self.radii, n_sub_iterations=n_sub_iters_radii, atol=1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - self.sum_radii
+ if delta_E > 0 or (current_temp > 1e-10 and self.rng.random() < np.exp(delta_E / current_temp)):
+ self.centers = proposal_centers
+ self.radii = proposal_radii
+ self.sum_radii = proposal_sum_radii
+ return True
+ return False
+
+- def apply_force_directed_settle(self, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+- """Applies force-directed adjustments to compact the current circle packing."""
+- fd_centers = np.copy(self.centers)
+- fd_radii = np.copy(self.radii)
++ def run_settle_refinement(self, centers_in, radii_in, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
++ """
++ Applies force-directed adjustments to a given packing to compact it.
++ This is run on the best-known solution periodically.
++ """
++ fd_centers = np.copy(centers_in)
++ fd_radii = np.copy(radii_in)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(fd_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = fd_centers[i] - fd_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = fd_radii[i] + fd_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+- else:
++ else: # Coincident centers, strong random push
+ direction = self.rng.uniform(-1, 1, 2)
+- direction /= np.linalg.norm(direction)
++ direction /= np.linalg.norm(direction + 1e-9)
+ forces[i] += direction * alpha_repulsion * overlap * 10
+ forces[j] -= direction * alpha_repulsion * overlap * 10
+
+ for i in range(self.n):
+ x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ fd_centers += forces
+ fd_centers = np.clip(fd_centers, 0, 1)
+
+ fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+- fd_sum_radii = np.sum(fd_radii)
+-
+- if fd_sum_radii > self.sum_radii:
+- self.centers = fd_centers
+- self.radii = fd_radii
+- self.sum_radii = fd_sum_radii
++ return fd_centers, fd_radii
+
+ def get_packing_data(self):
+ return self.centers, self.radii, self.sum_radii
+
+ def construct_packing():
+ """
+ Constructs a circle packing using "Modular Hybrid Quake and Settle Annealing",
+ a superior algorithm adopted from high-performing prior models. This method
+ alternates between an explorative "Quake" SA phase and an exploitative
+ "Settle" force-directed phase to achieve denser packings.
+ """
+ n = 26
+ packer = CirclePackerState(n, seed=42)
+
+ best_centers, best_radii, best_sum_radii = packer.get_packing_data()
+
+ # --- Hybrid Annealing Parameters ---
+- N_EPOCHS = 250
+- N_QUAKE_STEPS_PER_EPOCH = 300
+- N_SETTLE_STEPS_PER_EPOCH = 100
++ N_EPOCHS = 280
++ N_QUAKE_STEPS_PER_EPOCH = 400
++ N_SETTLE_STEPS_PER_EPOCH = 60
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+- # Settle Phase FD parameters
+- FD_ALPHA_REPULSION = 0.001
+- FD_BETA_BOUNDARY = 0.005
++ # Settle Phase FD parameters with annealing
++ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
++ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
++ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+
+ # Adaptive sub-iteration for radius calculation
+ QUAKE_SUB_ITER_MIN, QUAKE_SUB_ITER_MAX = 30, 200
+- FD_SUB_ITER_MIN, FD_SUB_ITER_MAX = 30, 50
++ FD_SUB_ITER_MIN, FD_SUB_ITER_MAX = 50, 400
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3:
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else:
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+- # --- SETTLE PHASE (Exploitation) ---
++ # --- SETTLE PHASE (Periodic Refinement on Best Solution) ---
+ overall_epoch_progress = epoch / N_EPOCHS
++
++ # Anneal settle force parameters
++ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * overall_epoch_progress)
++ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++
++ # Use adaptive sub-iterations for settle phase as well
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+- packer.apply_force_directed_settle(N_SETTLE_STEPS_PER_EPOCH, FD_ALPHA_REPULSION, FD_BETA_BOUNDARY, n_sub_iters_radii_fd=n_sub_iters_fd)
+-
+- if packer.sum_radii > best_sum_radii:
+- best_sum_radii = packer.sum_radii
+- best_centers, best_radii, _ = packer.get_packing_data()
++
++ settled_centers, settled_radii = packer.run_settle_refinement(best_centers, best_radii, N_SETTLE_STEPS_PER_EPOCH, current_alpha_settle, current_beta_settle, n_sub_iters_radii_fd=n_sub_iters_fd)
++ settled_sum_radii = np.sum(settled_radii)
++
++ if settled_sum_radii > best_sum_radii:
++ best_sum_radii = settled_sum_radii
++ best_centers = np.copy(settled_centers)
++ best_radii = np.copy(settled_radii)
++ # Re-base the SA search at the new best position
++ packer.centers = np.copy(best_centers)
++ packer.radii = np.copy(best_radii)
++ packer.sum_radii = best_sum_radii
+
+ # Periodically re-evaluate best state with higher precision
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+- temp_centers, temp_radii, _ = packer.get_packing_data()
+- precise_radii_check = calculate_radii_for_fixed_centers(temp_centers, temp_radii, n_sub_iterations=200)
+- if np.sum(precise_radii_check) > best_sum_radii:
+- best_sum_radii = np.sum(precise_radii_check)
+- best_centers = np.copy(temp_centers)
+- best_radii = np.copy(precise_radii_check)
++ precise_radii_for_best = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=300, atol=1e-7)
++ precise_sum_for_best = np.sum(precise_radii_for_best)
++ if precise_sum_for_best > best_sum_radii:
++ best_sum_radii = precise_sum_for_best
++ best_radii = precise_radii_for_best
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+
+ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..9d3a6fd1e950bc306692bd7b73bbfad56f6793ee
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/main.py
@@ -0,0 +1,279 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+# Helper function for calculating radii - from the high-performing inspiration model
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+class CirclePackerState:
+ """
+ Encapsulates the current state of the circle packing,
+ including centers, radii, and sum of radii.
+ Provides methods for state manipulation and evaluation.
+ """
+ def __init__(self, n_circles, seed):
+ self.n = n_circles
+ self.rng = np.random.default_rng(seed)
+ self.centers = None
+ self.radii = None
+ self.sum_radii = 0.0
+ self._initialize_packing()
+
+ def _initialize_packing(self):
+ """Initializes circle centers in a grid-like pattern with perturbation."""
+ grid_size = int(np.ceil(np.sqrt(self.n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+
+ initial_centers = grid_points[:self.n] + self.rng.uniform(-perturbation_strength, perturbation_strength, size=(self.n, 2))
+ self.centers = np.clip(initial_centers, 0.0, 1.0)
+
+ self.radii = calculate_radii_for_fixed_centers(self.centers, current_radii=None, n_sub_iterations=100)
+ self.sum_radii = np.sum(self.radii)
+
+ def propose_quake_move(self, current_temp, perturb_scale, n_sub_iters_radii, quake_region_radius, quake_num_circles):
+ """
+ Proposes a new state by perturbing a subset of circles (Quake phase).
+ Uses radius-proportional and regional perturbation.
+ """
+ proposal_centers = np.copy(self.centers)
+
+ quake_center = self.rng.uniform(0, 1, 2)
+ dists_to_quake_center = np.linalg.norm(proposal_centers - quake_center, axis=1)
+ regional_indices = np.where(dists_to_quake_center < quake_region_radius)[0]
+
+ if len(regional_indices) >= quake_num_circles:
+ indices_to_perturb = self.rng.choice(regional_indices, quake_num_circles, replace=False)
+ else:
+ indices_to_perturb = self.rng.choice(self.n, quake_num_circles, replace=False)
+
+ for circle_idx in indices_to_perturb:
+ max_r = np.max(self.radii) if np.max(self.radii) > 1e-9 else 1.0
+ radius_factor = 1.0 + (max_r - self.radii[circle_idx]) / max_r
+
+ perturb_magnitude = perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ proposal_centers[circle_idx] += displacement
+
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, self.radii, n_sub_iterations=n_sub_iters_radii, atol=1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - self.sum_radii
+ if delta_E > 0 or (current_temp > 1e-10 and self.rng.random() < np.exp(delta_E / current_temp)):
+ self.centers = proposal_centers
+ self.radii = proposal_radii
+ self.sum_radii = proposal_sum_radii
+ return True
+ return False
+
+ def run_settle_refinement(self, centers_in, radii_in, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+ """
+ Applies force-directed adjustments to a given packing to compact it.
+ This is run on the best-known solution periodically.
+ """
+ fd_centers = np.copy(centers_in)
+ fd_radii = np.copy(radii_in)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(fd_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = fd_centers[i] - fd_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = fd_radii[i] + fd_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else: # Coincident centers, strong random push
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ forces[i] += direction * alpha_repulsion * overlap * 10
+ forces[j] -= direction * alpha_repulsion * overlap * 10
+
+ for i in range(self.n):
+ x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ fd_centers += forces
+ fd_centers = np.clip(fd_centers, 0, 1)
+
+ fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+ return fd_centers, fd_radii
+
+ def get_packing_data(self):
+ return self.centers, self.radii, self.sum_radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using "Modular Hybrid Quake and Settle Annealing",
+ a superior algorithm adopted from high-performing prior models. This method
+ alternates between an explorative "Quake" SA phase and an exploitative
+ "Settle" force-directed phase to achieve denser packings.
+ """
+ n = 26
+ packer = CirclePackerState(n, seed=42)
+
+ best_centers, best_radii, best_sum_radii = packer.get_packing_data()
+
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 280
+ N_QUAKE_STEPS_PER_EPOCH = 400
+ N_SETTLE_STEPS_PER_EPOCH = 60
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+ # Settle Phase FD parameters with annealing
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+
+ # Adaptive sub-iteration for radius calculation
+ QUAKE_SUB_ITER_MIN, QUAKE_SUB_ITER_MAX = 30, 200
+ FD_SUB_ITER_MIN, FD_SUB_ITER_MAX = 50, 400
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3:
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else:
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # --- SETTLE PHASE (Periodic Refinement on Best Solution) ---
+ overall_epoch_progress = epoch / N_EPOCHS
+
+ # Anneal settle force parameters
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * overall_epoch_progress)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+
+ # Use adaptive sub-iterations for settle phase as well
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+
+ settled_centers, settled_radii = packer.run_settle_refinement(best_centers, best_radii, N_SETTLE_STEPS_PER_EPOCH, current_alpha_settle, current_beta_settle, n_sub_iters_radii_fd=n_sub_iters_fd)
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Re-base the SA search at the new best position
+ packer.centers = np.copy(best_centers)
+ packer.radii = np.copy(best_radii)
+ packer.sum_radii = best_sum_radii
+
+ # Periodically re-evaluate best state with higher precision
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+ precise_radii_for_best = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=300, atol=1e-7)
+ precise_sum_for_best = np.sum(precise_radii_for_best)
+ if precise_sum_for_best > best_sum_radii:
+ best_sum_radii = precise_sum_for_best
+ best_radii = precise_radii_for_best
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+
+ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..5d50406e40449c72cd6f23ff730dd15fee04d3bb
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/original.py
@@ -0,0 +1,267 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+# Helper function for calculating radii - from the high-performing inspiration model
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+class CirclePackerState:
+ """
+ Encapsulates the current state of the circle packing,
+ including centers, radii, and sum of radii.
+ Provides methods for state manipulation and evaluation.
+ """
+ def __init__(self, n_circles, seed):
+ self.n = n_circles
+ self.rng = np.random.default_rng(seed)
+ self.centers = None
+ self.radii = None
+ self.sum_radii = 0.0
+ self._initialize_packing()
+
+ def _initialize_packing(self):
+ """Initializes circle centers in a grid-like pattern with perturbation."""
+ grid_size = int(np.ceil(np.sqrt(self.n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+
+ initial_centers = grid_points[:self.n] + self.rng.uniform(-perturbation_strength, perturbation_strength, size=(self.n, 2))
+ self.centers = np.clip(initial_centers, 0.0, 1.0)
+
+ self.radii = calculate_radii_for_fixed_centers(self.centers, current_radii=None, n_sub_iterations=100)
+ self.sum_radii = np.sum(self.radii)
+
+ def propose_quake_move(self, current_temp, perturb_scale, n_sub_iters_radii, quake_region_radius, quake_num_circles):
+ """
+ Proposes a new state by perturbing a subset of circles (Quake phase).
+ Uses radius-proportional and regional perturbation.
+ """
+ proposal_centers = np.copy(self.centers)
+
+ quake_center = self.rng.uniform(0, 1, 2)
+ dists_to_quake_center = np.linalg.norm(proposal_centers - quake_center, axis=1)
+ regional_indices = np.where(dists_to_quake_center < quake_region_radius)[0]
+
+ if len(regional_indices) >= quake_num_circles:
+ indices_to_perturb = self.rng.choice(regional_indices, quake_num_circles, replace=False)
+ else:
+ indices_to_perturb = self.rng.choice(self.n, quake_num_circles, replace=False)
+
+ for circle_idx in indices_to_perturb:
+ max_r = np.max(self.radii) if np.max(self.radii) > 1e-9 else 1.0
+ radius_factor = 1.0 + (max_r - self.radii[circle_idx]) / max_r
+
+ perturb_magnitude = perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ proposal_centers[circle_idx] += displacement
+
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, self.radii, n_sub_iterations=n_sub_iters_radii, atol=1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - self.sum_radii
+ if delta_E > 0 or (current_temp > 1e-10 and self.rng.random() < np.exp(delta_E / current_temp)):
+ self.centers = proposal_centers
+ self.radii = proposal_radii
+ self.sum_radii = proposal_sum_radii
+ return True
+ return False
+
+ def apply_force_directed_settle(self, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+ """Applies force-directed adjustments to compact the current circle packing."""
+ fd_centers = np.copy(self.centers)
+ fd_radii = np.copy(self.radii)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(fd_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = fd_centers[i] - fd_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = fd_radii[i] + fd_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else:
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * alpha_repulsion * overlap * 10
+ forces[j] -= direction * alpha_repulsion * overlap * 10
+
+ for i in range(self.n):
+ x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ fd_centers += forces
+ fd_centers = np.clip(fd_centers, 0, 1)
+
+ fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+ fd_sum_radii = np.sum(fd_radii)
+
+ if fd_sum_radii > self.sum_radii:
+ self.centers = fd_centers
+ self.radii = fd_radii
+ self.sum_radii = fd_sum_radii
+
+ def get_packing_data(self):
+ return self.centers, self.radii, self.sum_radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using "Modular Hybrid Quake and Settle Annealing",
+ a superior algorithm adopted from high-performing prior models. This method
+ alternates between an explorative "Quake" SA phase and an exploitative
+ "Settle" force-directed phase to achieve denser packings.
+ """
+ n = 26
+ packer = CirclePackerState(n, seed=42)
+
+ best_centers, best_radii, best_sum_radii = packer.get_packing_data()
+
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 250
+ N_QUAKE_STEPS_PER_EPOCH = 300
+ N_SETTLE_STEPS_PER_EPOCH = 100
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+ # Settle Phase FD parameters
+ FD_ALPHA_REPULSION = 0.001
+ FD_BETA_BOUNDARY = 0.005
+
+ # Adaptive sub-iteration for radius calculation
+ QUAKE_SUB_ITER_MIN, QUAKE_SUB_ITER_MAX = 30, 200
+ FD_SUB_ITER_MIN, FD_SUB_ITER_MAX = 30, 50
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3:
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else:
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # --- SETTLE PHASE (Exploitation) ---
+ overall_epoch_progress = epoch / N_EPOCHS
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+ packer.apply_force_directed_settle(N_SETTLE_STEPS_PER_EPOCH, FD_ALPHA_REPULSION, FD_BETA_BOUNDARY, n_sub_iters_radii_fd=n_sub_iters_fd)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # Periodically re-evaluate best state with higher precision
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+ temp_centers, temp_radii, _ = packer.get_packing_data()
+ precise_radii_check = calculate_radii_for_fixed_centers(temp_centers, temp_radii, n_sub_iterations=200)
+ if np.sum(precise_radii_check) > best_sum_radii:
+ best_sum_radii = np.sum(precise_radii_check)
+ best_centers = np.copy(temp_centers)
+ best_radii = np.copy(precise_radii_check)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+
+ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..38a14b930e496b1aa1d4cbb0cfb5ef541b9cef3d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_141/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_141/results
+Run 1/1 completed in 577.97 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_141/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_141/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_141/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_141/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5413418686443228
+ public: {'centers_str': ' centers[0] = (0.0739, 0.2139)\n centers[1] = (0.0865, 0.3738)\n centers[2] = (0.3663, 0.4516)\n centers[3] = (0.0893, 0.5495)\n centers[4] = (0.0819, 0.9201)\n centers[5] = (0.2911, 0.6302)\n centers[6] = (0.4043, 0.0835)\n centers[7] = (0.7777, 0.0472)\n centers[8] = (0.2194, 0.4570)\n centers[9] = (0.1019, 0.7399)\n centers[10] = (0.6934, 0.8591)\n centers[11] = (0.2863, 0.8736)\n centers[12] = (0.4963, 0.3357)\n centers[13] = (0.1556, 0.0816)\n centers[14] = (0.9291, 0.3669)\n centers[15] = (0.7286, 0.6210)\n centers[16] = (0.4746, 0.7469)\n centers[17] = (0.4856, 0.9234)\n centers[18] = (0.8789, 0.1816)\n centers[19] = (0.2770, 0.2604)\n centers[20] = (0.8973, 0.7293)\n centers[21] = (0.5318, 0.5423)\n centers[22] = (0.9143, 0.9146)\n centers[23] = (0.6175, 0.1361)\n centers[24] = (0.7237, 0.3859)\n centers[25] = (0.9036, 0.5323)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5413418686443228}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_141/results/packing_viz.png
+ execution_time_mean: 577.9717820258811
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..44986441a8e6c0404dae1cdfdafa6e7dc41988b7
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5413418686443228,
+ "public": {
+ "centers_str": " centers[0] = (0.0739, 0.2139)\n centers[1] = (0.0865, 0.3738)\n centers[2] = (0.3663, 0.4516)\n centers[3] = (0.0893, 0.5495)\n centers[4] = (0.0819, 0.9201)\n centers[5] = (0.2911, 0.6302)\n centers[6] = (0.4043, 0.0835)\n centers[7] = (0.7777, 0.0472)\n centers[8] = (0.2194, 0.4570)\n centers[9] = (0.1019, 0.7399)\n centers[10] = (0.6934, 0.8591)\n centers[11] = (0.2863, 0.8736)\n centers[12] = (0.4963, 0.3357)\n centers[13] = (0.1556, 0.0816)\n centers[14] = (0.9291, 0.3669)\n centers[15] = (0.7286, 0.6210)\n centers[16] = (0.4746, 0.7469)\n centers[17] = (0.4856, 0.9234)\n centers[18] = (0.8789, 0.1816)\n centers[19] = (0.2770, 0.2604)\n centers[20] = (0.8973, 0.7293)\n centers[21] = (0.5318, 0.5423)\n centers[22] = (0.9143, 0.9146)\n centers[23] = (0.6175, 0.1361)\n centers[24] = (0.7237, 0.3859)\n centers[25] = (0.9036, 0.5323)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5413418686443228
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_141/results/packing_viz.png",
+ "execution_time_mean": 577.9717820258811,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9976900029464b2df4e6684670b2c0e3912c3f26
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_141/search_replace.txt
@@ -0,0 +1,264 @@
+Based on my analysis of the provided visualization and the performance of prior programs, I propose a set of changes to reintroduce a superior strategy: using an annealed, force-directed "Settle" phase that periodically refines the best-known solution.
+
+The visualization shows a decent but not optimal packing, with noticeable gaps and some inefficient local structures. The current algorithm's Settle phase is a simple, fixed-parameter local search on the current SA state. High-performing prior models (like G125, score 2.60) used a more sophisticated approach: running a powerful, *annealed* compaction algorithm on the *best* solution found so far and using any improvement to re-base the ongoing search.
+
+My proposal consists of two main edits:
+1. **Refactor the Settle method:** I will change the force-directed settlement method so it no longer modifies the internal state of the `packer` object but instead takes a state (centers, radii) as input and returns a refined state. This is crucial for applying it to the `best_centers`.
+2. **Integrate the new Settle logic:** I will modify the main loop to implement the new strategy. This involves adding annealed force parameters for the Settle phase, calling the new method on `best_centers`, and updating both the `best_` solution and the current `packer` state if an improvement is found. I will also tune the iteration counts and correct a minor flaw in the periodic precision check.
+
+This strategy combines the broad exploration of the Quake phase with a powerful, targeted exploitation step, which should allow the search to discover and lock in denser packing configurations.
+
+
+refactor_settle_method
+
+
+Refactors `apply_force_directed_settle` into a new method `run_settle_refinement`. The new method is designed to be called on an external state (the best-known solution) rather than modifying the internal state of the `packer` object. It takes centers and radii as input and returns the refined centers and radii. This decouples the refinement logic from the SA state, allowing it to be used more flexibly to periodically improve the globally best solution, a strategy that proved effective in prior high-performing models. A small bug fix is also included to prevent division by zero when normalizing a vector.
+
+
+<<<<<<< SEARCH
+ def apply_force_directed_settle(self, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+ """Applies force-directed adjustments to compact the current circle packing."""
+ fd_centers = np.copy(self.centers)
+ fd_radii = np.copy(self.radii)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(fd_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = fd_centers[i] - fd_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = fd_radii[i] + fd_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else:
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * alpha_repulsion * overlap * 10
+ forces[j] -= direction * alpha_repulsion * overlap * 10
+
+ for i in range(self.n):
+ x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ fd_centers += forces
+ fd_centers = np.clip(fd_centers, 0, 1)
+
+ fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+ fd_sum_radii = np.sum(fd_radii)
+
+ if fd_sum_radii > self.sum_radii:
+ self.centers = fd_centers
+ self.radii = fd_radii
+ self.sum_radii = fd_sum_radii
+=======
+ def run_settle_refinement(self, centers_in, radii_in, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+ """
+ Applies force-directed adjustments to a given packing to compact it.
+ This is run on the best-known solution periodically.
+ """
+ fd_centers = np.copy(centers_in)
+ fd_radii = np.copy(radii_in)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(fd_centers)
+
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = fd_centers[i] - fd_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = fd_radii[i] + fd_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else: # Coincident centers, strong random push
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ forces[i] += direction * alpha_repulsion * overlap * 10
+ forces[j] -= direction * alpha_repulsion * overlap * 10
+
+ for i in range(self.n):
+ x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ fd_centers += forces
+ fd_centers = np.clip(fd_centers, 0, 1)
+
+ fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+ return fd_centers, fd_radii
+>>>>>>> REPLACE
+
+
+annealed_settle_on_best
+
+
+This change re-implements the superior "Settle" phase strategy from high-performing model G125. The Settle phase now operates on the best-found solution (`best_centers`) instead of the current SA state. If an improvement is found, both the best solution and the current SA state are updated to this new, better configuration, effectively "re-basing" the search. The force parameters for the Settle phase are now annealed (decaying exponentially), allowing for strong initial compaction and gentle final adjustments. The total iteration count is also increased, and the logic for periodic high-precision checks is corrected to robustly evaluate the best solution.
+
+
+<<<<<<< SEARCH
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 250
+ N_QUAKE_STEPS_PER_EPOCH = 300
+ N_SETTLE_STEPS_PER_EPOCH = 100
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+ # Settle Phase FD parameters
+ FD_ALPHA_REPULSION = 0.001
+ FD_BETA_BOUNDARY = 0.005
+
+ # Adaptive sub-iteration for radius calculation
+ QUAKE_SUB_ITER_MIN, QUAKE_SUB_ITER_MAX = 30, 200
+ FD_SUB_ITER_MIN, FD_SUB_ITER_MAX = 30, 50
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3:
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else:
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # --- SETTLE PHASE (Exploitation) ---
+ overall_epoch_progress = epoch / N_EPOCHS
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+ packer.apply_force_directed_settle(N_SETTLE_STEPS_PER_EPOCH, FD_ALPHA_REPULSION, FD_BETA_BOUNDARY, n_sub_iters_radii_fd=n_sub_iters_fd)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # Periodically re-evaluate best state with higher precision
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+ temp_centers, temp_radii, _ = packer.get_packing_data()
+ precise_radii_check = calculate_radii_for_fixed_centers(temp_centers, temp_radii, n_sub_iterations=200)
+ if np.sum(precise_radii_check) > best_sum_radii:
+ best_sum_radii = np.sum(precise_radii_check)
+ best_centers = np.copy(temp_centers)
+ best_radii = np.copy(precise_radii_check)
+=======
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 280
+ N_QUAKE_STEPS_PER_EPOCH = 400
+ N_SETTLE_STEPS_PER_EPOCH = 60
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+ # Settle Phase FD parameters with annealing
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+
+ # Adaptive sub-iteration for radius calculation
+ QUAKE_SUB_ITER_MIN, QUAKE_SUB_ITER_MAX = 30, 200
+ FD_SUB_ITER_MIN, FD_SUB_ITER_MAX = 50, 400
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3:
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else:
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # --- SETTLE PHASE (Periodic Refinement on Best Solution) ---
+ overall_epoch_progress = epoch / N_EPOCHS
+
+ # Anneal settle force parameters
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * overall_epoch_progress)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+
+ # Use adaptive sub-iterations for settle phase as well
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+
+ settled_centers, settled_radii = packer.run_settle_refinement(best_centers, best_radii, N_SETTLE_STEPS_PER_EPOCH, current_alpha_settle, current_beta_settle, n_sub_iters_radii_fd=n_sub_iters_fd)
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Re-base the SA search at the new best position
+ packer.centers = np.copy(best_centers)
+ packer.radii = np.copy(best_radii)
+ packer.sum_radii = best_sum_radii
+
+ # Periodically re-evaluate best state with higher precision
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+ precise_radii_for_best = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=300, atol=1e-7)
+ precise_sum_for_best = np.sum(precise_radii_for_best)
+ if precise_sum_for_best > best_sum_radii:
+ best_sum_radii = precise_sum_for_best
+ best_radii = precise_radii_for_best
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1962d0bb78ac75b37309a780ac324777445255d9
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..f0215e274c663102a990884df2fb6c772c014e3a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/edit.diff
@@ -0,0 +1,389 @@
+--- a/original.py
++++ b/original.py
+@@ -1,294 +1,294 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ # Helper function for calculating radii - remains outside the class for general utility
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+ class CirclePackerState:
+ """
+ Encapsulates the current state of the circle packing,
+ including centers, radii, and sum of radii.
+ Provides methods for state manipulation and evaluation.
+ """
+ def __init__(self, n_circles, seed):
+ self.n = n_circles
+ self.rng = np.random.default_rng(seed)
+ self.centers = None
+ self.radii = None
+ self.sum_radii = 0.0
+ self._initialize_packing()
+
+ def _initialize_packing(self):
+ """Initializes circle centers in a grid-like pattern with perturbation."""
+ grid_size = int(np.ceil(np.sqrt(self.n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+
+ initial_centers = grid_points[:self.n] + self.rng.uniform(-perturbation_strength, perturbation_strength, size=(self.n, 2))
+ self.centers = np.clip(initial_centers, 0.0, 1.0)
+
+ # Calculate initial radii with a reasonable precision
+ self.radii = calculate_radii_for_fixed_centers(self.centers, current_radii=None, n_sub_iterations=100)
+ self.sum_radii = np.sum(self.radii)
+
+ def propose_quake_move(self, current_temp, perturb_scale, n_sub_iters_radii, quake_region_radius, quake_num_circles):
+ """
+ Proposes a new state by perturbing a subset of circles (Quake phase).
+ Uses radius-proportional and regional perturbation.
+ """
+ proposal_centers = np.copy(self.centers)
+
+ # Select circles to perturb (regional selection, fall back to random if sparse)
+ quake_center = self.rng.uniform(0, 1, 2)
+ dists_to_quake_center = np.linalg.norm(proposal_centers - quake_center, axis=1)
+ regional_indices = np.where(dists_to_quake_center < quake_region_radius)[0]
+
+ if len(regional_indices) >= quake_num_circles:
+ indices_to_perturb = self.rng.choice(regional_indices, quake_num_circles, replace=False)
+ else: # If region is sparse, just pick N random circles
+ indices_to_perturb = self.rng.choice(self.n, quake_num_circles, replace=False)
+
+ # Apply Radius-Proportional Perturbation for each selected circle
+ for circle_idx in indices_to_perturb:
+ max_r = np.max(self.radii) if np.max(self.radii) > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = 1.0 + (max_r - self.radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+
+ perturb_magnitude = perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ proposal_centers[circle_idx] += displacement
+
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ # Evaluate the proposal
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, self.radii, n_sub_iterations=n_sub_iters_radii, atol=1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - self.sum_radii
+ if delta_E > 0 or (current_temp > 1e-10 and self.rng.random() < np.exp(delta_E / current_temp)):
+ self.centers = proposal_centers
+ self.radii = proposal_radii
+ self.sum_radii = proposal_sum_radii
+ return True # Accepted
+ return False # Rejected
+
+- def apply_force_directed_settle(self, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+- """
+- Applies force-directed adjustments to compact the current circle packing.
+- Returns True if the state improved, False otherwise.
+- """
+- fd_centers = np.copy(self.centers)
+- fd_radii = np.copy(self.radii)
+-
+- for _ in range(n_settle_steps):
+- forces = np.zeros_like(fd_centers)
+-
+- # Calculate inter-circle repulsion forces
+- for i in range(self.n):
+- for j in range(i + 1, self.n):
+- dist_vec = fd_centers[i] - fd_centers[j]
+- dist = np.linalg.norm(dist_vec)
+- min_dist = fd_radii[i] + fd_radii[j]
+- if dist < min_dist:
+- overlap = min_dist - dist
+- if dist > 1e-9:
+- direction = dist_vec / dist
+- force_mag = alpha_repulsion * overlap
+- forces[i] += direction * force_mag
+- forces[j] -= direction * force_mag
+- else: # Centers are coincident, apply a strong random push
+- direction = self.rng.uniform(-1, 1, 2)
+- direction /= np.linalg.norm(direction)
+- forces[i] += direction * alpha_repulsion * overlap * 10
+- forces[j] -= direction * alpha_repulsion * overlap * 10
+-
+- # Calculate boundary repulsion forces
+- for i in range(self.n):
+- x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+- if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+- if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+- if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+- if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+-
+- fd_centers += forces
+- fd_centers = np.clip(fd_centers, 0, 1) # Keep centers within bounds
+-
+- # Recalculate radii for the refined state with moderate precision
+- fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+-
+- fd_sum_radii = np.sum(fd_radii)
+-
+- # If this periodic refinement improved the state, adopt it
+- if fd_sum_radii > self.sum_radii:
+- self.centers = fd_centers
+- self.radii = fd_radii
+- self.sum_radii = fd_sum_radii
+- return True
+- return False
++ def set_state(self, centers, radii):
++ """Explicitly sets the state of the packer for search resets."""
++ self.centers = np.copy(centers)
++ self.radii = np.copy(radii)
++ self.sum_radii = np.sum(radii)
+
+ def get_packing_data(self):
+ """Returns the current centers, radii, and sum of radii."""
+ return self.centers, self.radii, self.sum_radii
++
++def _run_force_directed_settle(centers, radii, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd, rng):
++ """
++ Applies force-directed adjustments to compact a circle packing, inspired by high-performing models.
++ Returns a new, potentially improved state (centers, radii).
++ """
++ n = centers.shape[0]
++ local_centers = np.copy(centers)
++ local_radii = np.copy(radii)
++
++ for _ in range(n_settle_steps):
++ forces = np.zeros_like(local_centers)
++
++ # Inter-circle repulsion
++ for i in range(n):
++ for j in range(i + 1, n):
++ dist_vec = local_centers[i] - local_centers[j]
++ dist = np.linalg.norm(dist_vec)
++ required_dist = local_radii[i] + local_radii[j]
++
++ if dist < required_dist:
++ overlap = required_dist - dist
++ if dist < 1e-9: # Avoid division by zero
++ direction = rng.uniform(-1, 1, 2)
++ direction = direction / (np.linalg.norm(direction) + 1e-9)
++ else:
++ direction = dist_vec / dist
++
++ force_magnitude = alpha_repulsion * overlap
++ forces[i] += direction * force_magnitude
++ forces[j] -= direction * force_magnitude
++
++ # Boundary repulsion
++ for i in range(n):
++ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
++ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
++ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
++ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
++ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
++
++ local_centers += forces * 0.1 # Apply forces with a small step size
++ local_centers = np.clip(local_centers, 0.0, 1.0)
++
++ # Recalculate radii after each step for stability
++ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
++
++ return local_centers, local_radii
+
+ def construct_packing():
+ """
+ Constructs a circle packing using "Modular Hybrid Quake and Settle Annealing".
+ The overall process is structured into a class with distinct methods for
+ initialization, Quake-phase perturbations, and Settle-phase force-directed adjustments.
+ This enhances modularity, maintainability, and clarity of the algorithm flow.
+ """
+ n = 26
+ packer = CirclePackerState(n, seed=42)
+
+ best_centers, best_radii, best_sum_radii = packer.get_packing_data()
+
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 250 # Increased number of epochs
+ N_QUAKE_STEPS_PER_EPOCH = 300 # Increased quake steps per epoch
+ N_SETTLE_STEPS_PER_EPOCH = 100 # Increased settle steps per epoch
+
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters (tuned for exploration)
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+- # Settle Phase FD parameters (tuned for exploitation)
+- FD_ALPHA_REPULSION = 0.001
+- FD_BETA_BOUNDARY = 0.005
++ # Settle Phase FD parameters (reinstated from high-performing G125)
++ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
++ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
++ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+
+ # Adaptive sub-iteration for radius calculation during Quake
+ QUAKE_SUB_ITER_MIN = 30
+ QUAKE_SUB_ITER_MAX = 200
+
+ # Adaptive sub-iteration for radius calculation during Settle
+- FD_SUB_ITER_MIN = 30
+- FD_SUB_ITER_MAX = 50 # Settle phase can use a bit less precision for speed
++ FD_SUB_ITER_MIN = 50
++ FD_SUB_ITER_MAX = 400
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+- if global_quake_step < TOTAL_QUAKE_STEPS * 0.3: # Stage 1: Fast decay (30% of total quake steps)
++ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3: # Stage 1: Fast decay
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+- else: # Stage 2: Slow decay (remaining 70%)
++ else: # Stage 2: Slow decay
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+- # Adaptive precision for radius calculation: more precise as global process progresses
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+- current_sum_radii = packer.sum_radii
+- if current_sum_radii > best_sum_radii:
+- best_sum_radii = current_sum_radii
++ if packer.sum_radii > best_sum_radii:
++ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+- # --- SETTLE PHASE (Exploitation) ---
+- # Adaptive precision for radius calculation during Settle
+- overall_epoch_progress = epoch / N_EPOCHS
++ # --- SETTLE PHASE (Exploitation on BEST known state) ---
++ overall_epoch_progress = (epoch + 1) / N_EPOCHS
++
++ # Anneal settle force parameters
++ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * overall_epoch_progress)
++ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+
+- packer.apply_force_directed_settle(N_SETTLE_STEPS_PER_EPOCH, FD_ALPHA_REPULSION, FD_BETA_BOUNDARY, n_sub_iters_radii_fd=n_sub_iters_fd)
+-
+- current_sum_radii = packer.sum_radii
+- if current_sum_radii > best_sum_radii:
+- best_sum_radii = current_sum_radii
+- best_centers, best_radii, _ = packer.get_packing_data()
++ # Run the local refinement on the best state found so far
++ settled_centers, settled_radii = _run_force_directed_settle(
++ best_centers, best_radii, N_SETTLE_STEPS_PER_EPOCH,
++ current_alpha_settle, current_beta_settle, n_sub_iters_fd, packer.rng)
++
++ settled_sum_radii = np.sum(settled_radii)
++
++ # If the settled state is an improvement, update the best state and reset the SA search
++ if settled_sum_radii > best_sum_radii:
++ best_sum_radii = settled_sum_radii
++ best_centers = np.copy(settled_centers)
++ best_radii = np.copy(settled_radii)
++ # Reset the main SA search state to this new, better configuration
++ packer.set_state(best_centers, best_radii)
+
+ # Periodically re-evaluate best state with higher precision after each epoch
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+- temp_centers, temp_radii, _ = packer.get_packing_data()
+- precise_radii_check = calculate_radii_for_fixed_centers(temp_centers, temp_radii, n_sub_iterations=200)
++ precise_radii_check = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=400)
+ precise_sum_check = np.sum(precise_radii_check)
+ if precise_sum_check > best_sum_radii:
+ best_sum_radii = precise_sum_check
+- best_centers = np.copy(temp_centers)
+ best_radii = np.copy(precise_radii_check)
++ # No need to update best_centers, they are already the best.
+
+ # --- Final Polish Step on the best found configuration ---
+- final_centers = np.copy(best_centers)
+- final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+-
+- for _ in range(15):
+- prev_radii = np.copy(final_radii)
+- for i in range(n):
+- x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+- if x - r < 0: final_centers[i, 0] = r
+- if x + r > 1: final_centers[i, 0] = 1 - r
+- if y - r < 0: final_centers[i, 1] = r
+- if y + r > 1: final_centers[i, 1] = 1 - r
+-
+- final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+-
+- if np.allclose(final_radii, prev_radii, atol=1e-8):
+- break
++ final_centers, final_radii = _run_force_directed_settle(
++ best_centers, best_radii, n_settle_steps=200,
++ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.5,
++ beta_boundary=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.5,
++ n_sub_iters_radii_fd=600, rng=packer.rng)
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
++ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
++
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..7cc8fae59abf8b5cd2e4bf32c478727074e79b4f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/original.py
@@ -0,0 +1,294 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+# Helper function for calculating radii - remains outside the class for general utility
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes an improved initial guess for radii if current_radii is None
+ (based on boundary distances) and an atol for convergence.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # 1. Limit by square boundaries (using pre-calculated limits)
+ max_r = r_limits_boundary[i]
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+class CirclePackerState:
+ """
+ Encapsulates the current state of the circle packing,
+ including centers, radii, and sum of radii.
+ Provides methods for state manipulation and evaluation.
+ """
+ def __init__(self, n_circles, seed):
+ self.n = n_circles
+ self.rng = np.random.default_rng(seed)
+ self.centers = None
+ self.radii = None
+ self.sum_radii = 0.0
+ self._initialize_packing()
+
+ def _initialize_packing(self):
+ """Initializes circle centers in a grid-like pattern with perturbation."""
+ grid_size = int(np.ceil(np.sqrt(self.n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+
+ initial_centers = grid_points[:self.n] + self.rng.uniform(-perturbation_strength, perturbation_strength, size=(self.n, 2))
+ self.centers = np.clip(initial_centers, 0.0, 1.0)
+
+ # Calculate initial radii with a reasonable precision
+ self.radii = calculate_radii_for_fixed_centers(self.centers, current_radii=None, n_sub_iterations=100)
+ self.sum_radii = np.sum(self.radii)
+
+ def propose_quake_move(self, current_temp, perturb_scale, n_sub_iters_radii, quake_region_radius, quake_num_circles):
+ """
+ Proposes a new state by perturbing a subset of circles (Quake phase).
+ Uses radius-proportional and regional perturbation.
+ """
+ proposal_centers = np.copy(self.centers)
+
+ # Select circles to perturb (regional selection, fall back to random if sparse)
+ quake_center = self.rng.uniform(0, 1, 2)
+ dists_to_quake_center = np.linalg.norm(proposal_centers - quake_center, axis=1)
+ regional_indices = np.where(dists_to_quake_center < quake_region_radius)[0]
+
+ if len(regional_indices) >= quake_num_circles:
+ indices_to_perturb = self.rng.choice(regional_indices, quake_num_circles, replace=False)
+ else: # If region is sparse, just pick N random circles
+ indices_to_perturb = self.rng.choice(self.n, quake_num_circles, replace=False)
+
+ # Apply Radius-Proportional Perturbation for each selected circle
+ for circle_idx in indices_to_perturb:
+ max_r = np.max(self.radii) if np.max(self.radii) > 1e-9 else 1.0 # Avoid division by zero
+ radius_factor = 1.0 + (max_r - self.radii[circle_idx]) / max_r # Factor is ~2 for tiny circles, ~1 for largest
+
+ perturb_magnitude = perturb_scale * radius_factor
+ displacement = self.rng.uniform(-perturb_magnitude, perturb_magnitude, 2)
+ proposal_centers[circle_idx] += displacement
+
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ # Evaluate the proposal
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, self.radii, n_sub_iterations=n_sub_iters_radii, atol=1e-5)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - self.sum_radii
+ if delta_E > 0 or (current_temp > 1e-10 and self.rng.random() < np.exp(delta_E / current_temp)):
+ self.centers = proposal_centers
+ self.radii = proposal_radii
+ self.sum_radii = proposal_sum_radii
+ return True # Accepted
+ return False # Rejected
+
+ def apply_force_directed_settle(self, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+ """
+ Applies force-directed adjustments to compact the current circle packing.
+ Returns True if the state improved, False otherwise.
+ """
+ fd_centers = np.copy(self.centers)
+ fd_radii = np.copy(self.radii)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(fd_centers)
+
+ # Calculate inter-circle repulsion forces
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = fd_centers[i] - fd_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = fd_radii[i] + fd_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else: # Centers are coincident, apply a strong random push
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * alpha_repulsion * overlap * 10
+ forces[j] -= direction * alpha_repulsion * overlap * 10
+
+ # Calculate boundary repulsion forces
+ for i in range(self.n):
+ x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ fd_centers += forces
+ fd_centers = np.clip(fd_centers, 0, 1) # Keep centers within bounds
+
+ # Recalculate radii for the refined state with moderate precision
+ fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+ fd_sum_radii = np.sum(fd_radii)
+
+ # If this periodic refinement improved the state, adopt it
+ if fd_sum_radii > self.sum_radii:
+ self.centers = fd_centers
+ self.radii = fd_radii
+ self.sum_radii = fd_sum_radii
+ return True
+ return False
+
+ def get_packing_data(self):
+ """Returns the current centers, radii, and sum of radii."""
+ return self.centers, self.radii, self.sum_radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using "Modular Hybrid Quake and Settle Annealing".
+ The overall process is structured into a class with distinct methods for
+ initialization, Quake-phase perturbations, and Settle-phase force-directed adjustments.
+ This enhances modularity, maintainability, and clarity of the algorithm flow.
+ """
+ n = 26
+ packer = CirclePackerState(n, seed=42)
+
+ best_centers, best_radii, best_sum_radii = packer.get_packing_data()
+
+ # --- Hybrid Annealing Parameters ---
+ N_EPOCHS = 250 # Increased number of epochs
+ N_QUAKE_STEPS_PER_EPOCH = 300 # Increased quake steps per epoch
+ N_SETTLE_STEPS_PER_EPOCH = 100 # Increased settle steps per epoch
+
+ TOTAL_QUAKE_STEPS = N_EPOCHS * N_QUAKE_STEPS_PER_EPOCH
+
+ # Quake Phase SA-like parameters (tuned for exploration)
+ T_QUAKE_INITIAL = 0.015
+ T_QUAKE_MID = 1e-4
+ T_QUAKE_FINAL = 1e-8
+
+ QUAKE_PERTURB_SCALE_INITIAL = 0.08
+ QUAKE_PERTURB_SCALE_MID = 0.001
+ QUAKE_PERTURB_SCALE_FINAL = 1e-6
+
+ QUAKE_REGION_RADIUS = 0.35
+ QUAKE_NUM_CIRCLES = 4
+
+ # Settle Phase FD parameters (tuned for exploitation)
+ FD_ALPHA_REPULSION = 0.001
+ FD_BETA_BOUNDARY = 0.005
+
+ # Adaptive sub-iteration for radius calculation during Quake
+ QUAKE_SUB_ITER_MIN = 30
+ QUAKE_SUB_ITER_MAX = 200
+
+ # Adaptive sub-iteration for radius calculation during Settle
+ FD_SUB_ITER_MIN = 30
+ FD_SUB_ITER_MAX = 50 # Settle phase can use a bit less precision for speed
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3: # Stage 1: Fast decay (30% of total quake steps)
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else: # Stage 2: Slow decay (remaining 70%)
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ # Adaptive precision for radius calculation: more precise as global process progresses
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ current_sum_radii = packer.sum_radii
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # --- SETTLE PHASE (Exploitation) ---
+ # Adaptive precision for radius calculation during Settle
+ overall_epoch_progress = epoch / N_EPOCHS
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+
+ packer.apply_force_directed_settle(N_SETTLE_STEPS_PER_EPOCH, FD_ALPHA_REPULSION, FD_BETA_BOUNDARY, n_sub_iters_radii_fd=n_sub_iters_fd)
+
+ current_sum_radii = packer.sum_radii
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # Periodically re-evaluate best state with higher precision after each epoch
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+ temp_centers, temp_radii, _ = packer.get_packing_data()
+ precise_radii_check = calculate_radii_for_fixed_centers(temp_centers, temp_radii, n_sub_iterations=200)
+ precise_sum_check = np.sum(precise_radii_check)
+ if precise_sum_check > best_sum_radii:
+ best_sum_radii = precise_sum_check
+ best_centers = np.copy(temp_centers)
+ best_radii = np.copy(precise_radii_check)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+
+ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..14f4b6eb6a0c68bdcd7bb5329a7877ebca68a3a7
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_142/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_142/results
+Run 1/1 completed in 433.24 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_142/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_142/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_142/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_142/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.578637292056331
+ public: {'centers_str': ' centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1402, 0.2745)\n centers[2] = (0.0649, 0.4027)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3248, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7176, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3085)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.578637292056331}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_142/results/packing_viz.png
+ execution_time_mean: 433.24053189810365
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb4c9aab2c218e688e9c6229e05f4c8f36aa7b9e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.578637292056331,
+ "public": {
+ "centers_str": " centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1402, 0.2745)\n centers[2] = (0.0649, 0.4027)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3248, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7176, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3085)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.578637292056331
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_142/results/packing_viz.png",
+ "execution_time_mean": 433.24053189810365,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3883e345e091d68b98f164131eb99d5406ee1088
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_142/search_replace.txt
@@ -0,0 +1,310 @@
+The current packing arrangement appears suboptimal, with noticeable gaps between circles and inefficient use of space, particularly in the central region and near the corners. The sum of radii is 2.5786, which is significantly lower than the 2.60 achieved by a previous, more sophisticated algorithm (G125).
+
+My analysis indicates that the current "Settle" phase, which is responsible for compaction, is too weak. It uses fixed, low-force parameters and applies updates to the exploratory state rather than refining the best-known solution.
+
+To address this, I will implement a two-part major overhaul inspired by the successful G125 model:
+1. **Refactor Settle Logic**: I will extract the force-directed logic into a more robust, standalone helper function and modify the `CirclePackerState` class to allow its internal state to be reset. This improves modularity and prepares for the next step.
+2. **Reinstate Annealed Settle**: I will replace the weak settle phase with a powerful, annealed force-directed compaction that operates on the *best solution found so far*. If this intensification step finds an improvement, the main simulated annealing search will be reset to this new, superior point. This creates a powerful "Iterated Local Search" framework, which should dramatically improve the final packing density by combining broad exploration with aggressive, targeted exploitation.
+
+
+refactor_settle_logic
+
+
+This edit refactors the force-directed compaction logic. The `apply_force_directed_settle` method is removed from the `CirclePackerState` class and replaced by a new standalone helper function, `_run_force_directed_settle`, which is placed before `construct_packing`. This new function is modeled after a more effective version from a previous high-performing program. Additionally, a new method `set_state(self, centers, radii)` is added to the class. This method allows the main algorithm to explicitly reset the packer's current state, which is crucial for the subsequent implementation of a more powerful `Settle` phase that resets the main search upon finding an improvement.
+
+
+<<<<<<< SEARCH
+ def apply_force_directed_settle(self, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd):
+ """
+ Applies force-directed adjustments to compact the current circle packing.
+ Returns True if the state improved, False otherwise.
+ """
+ fd_centers = np.copy(self.centers)
+ fd_radii = np.copy(self.radii)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(fd_centers)
+
+ # Calculate inter-circle repulsion forces
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ dist_vec = fd_centers[i] - fd_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = fd_radii[i] + fd_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_mag = alpha_repulsion * overlap
+ forces[i] += direction * force_mag
+ forces[j] -= direction * force_mag
+ else: # Centers are coincident, apply a strong random push
+ direction = self.rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction)
+ forces[i] += direction * alpha_repulsion * overlap * 10
+ forces[j] -= direction * alpha_repulsion * overlap * 10
+
+ # Calculate boundary repulsion forces
+ for i in range(self.n):
+ x, y, r = fd_centers[i, 0], fd_centers[i, 1], fd_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ fd_centers += forces
+ fd_centers = np.clip(fd_centers, 0, 1) # Keep centers within bounds
+
+ # Recalculate radii for the refined state with moderate precision
+ fd_radii = calculate_radii_for_fixed_centers(fd_centers, fd_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+ fd_sum_radii = np.sum(fd_radii)
+
+ # If this periodic refinement improved the state, adopt it
+ if fd_sum_radii > self.sum_radii:
+ self.centers = fd_centers
+ self.radii = fd_radii
+ self.sum_radii = fd_sum_radii
+ return True
+ return False
+
+ def get_packing_data(self):
+ """Returns the current centers, radii, and sum of radii."""
+ return self.centers, self.radii, self.sum_radii
+
+def construct_packing():
+=======
+ def set_state(self, centers, radii):
+ """Explicitly sets the state of the packer for search resets."""
+ self.centers = np.copy(centers)
+ self.radii = np.copy(radii)
+ self.sum_radii = np.sum(radii)
+
+ def get_packing_data(self):
+ """Returns the current centers, radii, and sum of radii."""
+ return self.centers, self.radii, self.sum_radii
+
+def _run_force_directed_settle(centers, radii, n_settle_steps, alpha_repulsion, beta_boundary, n_sub_iters_radii_fd, rng):
+ """
+ Applies force-directed adjustments to compact a circle packing, inspired by high-performing models.
+ Returns a new, potentially improved state (centers, radii).
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for _ in range(n_settle_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero
+ direction = rng.uniform(-1, 1, 2)
+ direction = direction / (np.linalg.norm(direction) + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_boundary * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_boundary * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_boundary * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_boundary * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Recalculate radii after each step for stability
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iters_radii_fd, atol=1e-6)
+
+ return local_centers, local_radii
+
+def construct_packing():
+>>>>>>> REPLACE
+
+
+reinstate_annealed_settle_phase
+
+
+This change overhauls the main optimization loop to implement a much stronger, annealed `Settle` phase, inspired by the successful G125 program. The weak, fixed-force `Settle` parameters are replaced with stronger initial values that anneal over time. The `Settle` logic is modified to call the new `_run_force_directed_settle` helper function on the best-known solution (`best_centers`). If this intensive local search finds an improvement, the global best is updated, and importantly, the main simulated annealing search is "reset" to this new superior state using `packer.set_state()`. Finally, the weak final polish step is replaced with a much more rigorous one using the new settle function. This "Iterated Local Search" pattern of alternating broad exploration with powerful, targeted intensification should significantly improve packing density.
+
+
+<<<<<<< SEARCH
+ # Settle Phase FD parameters (tuned for exploitation)
+ FD_ALPHA_REPULSION = 0.001
+ FD_BETA_BOUNDARY = 0.005
+
+ # Adaptive sub-iteration for radius calculation during Quake
+ QUAKE_SUB_ITER_MIN = 30
+ QUAKE_SUB_ITER_MAX = 200
+
+ # Adaptive sub-iteration for radius calculation during Settle
+ FD_SUB_ITER_MIN = 30
+ FD_SUB_ITER_MAX = 50 # Settle phase can use a bit less precision for speed
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3: # Stage 1: Fast decay (30% of total quake steps)
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else: # Stage 2: Slow decay (remaining 70%)
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ # Adaptive precision for radius calculation: more precise as global process progresses
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ current_sum_radii = packer.sum_radii
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # --- SETTLE PHASE (Exploitation) ---
+ # Adaptive precision for radius calculation during Settle
+ overall_epoch_progress = epoch / N_EPOCHS
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+
+ packer.apply_force_directed_settle(N_SETTLE_STEPS_PER_EPOCH, FD_ALPHA_REPULSION, FD_BETA_BOUNDARY, n_sub_iters_radii_fd=n_sub_iters_fd)
+
+ current_sum_radii = packer.sum_radii
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # Periodically re-evaluate best state with higher precision after each epoch
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+ temp_centers, temp_radii, _ = packer.get_packing_data()
+ precise_radii_check = calculate_radii_for_fixed_centers(temp_centers, temp_radii, n_sub_iterations=200)
+ precise_sum_check = np.sum(precise_radii_check)
+ if precise_sum_check > best_sum_radii:
+ best_sum_radii = precise_sum_check
+ best_centers = np.copy(temp_centers)
+ best_radii = np.copy(precise_radii_check)
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500, atol=1e-9)
+
+ for _ in range(15):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500, atol=1e-9)
+
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+=======
+ # Settle Phase FD parameters (reinstated from high-performing G125)
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+
+ # Adaptive sub-iteration for radius calculation during Quake
+ QUAKE_SUB_ITER_MIN = 30
+ QUAKE_SUB_ITER_MAX = 200
+
+ # Adaptive sub-iteration for radius calculation during Settle
+ FD_SUB_ITER_MIN = 50
+ FD_SUB_ITER_MAX = 400
+
+ # --- Main Loop (Epochs) ---
+ for epoch in range(N_EPOCHS):
+ # --- QUAKE PHASE (Exploration) ---
+ for quake_step_in_epoch in range(N_QUAKE_STEPS_PER_EPOCH):
+ global_quake_step = epoch * N_QUAKE_STEPS_PER_EPOCH + quake_step_in_epoch
+
+ # Two-stage annealing schedule for temperature and perturbation scale
+ if global_quake_step < TOTAL_QUAKE_STEPS * 0.3: # Stage 1: Fast decay
+ progress = global_quake_step / (TOTAL_QUAKE_STEPS * 0.3)
+ current_temp = T_QUAKE_INITIAL * (T_QUAKE_MID / T_QUAKE_INITIAL)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_INITIAL * (QUAKE_PERTURB_SCALE_MID / QUAKE_PERTURB_SCALE_INITIAL)**progress
+ else: # Stage 2: Slow decay
+ progress = (global_quake_step - TOTAL_QUAKE_STEPS * 0.3) / (TOTAL_QUAKE_STEPS * 0.7)
+ current_temp = T_QUAKE_MID * (T_QUAKE_FINAL / T_QUAKE_MID)**progress
+ current_perturb_scale = QUAKE_PERTURB_SCALE_MID * (QUAKE_PERTURB_SCALE_FINAL / QUAKE_PERTURB_SCALE_MID)**progress
+
+ overall_progress = global_quake_step / TOTAL_QUAKE_STEPS
+ n_sub_iters_quake = int(QUAKE_SUB_ITER_MIN + (QUAKE_SUB_ITER_MAX - QUAKE_SUB_ITER_MIN) * overall_progress)
+
+ packer.propose_quake_move(current_temp, current_perturb_scale, n_sub_iters_quake, QUAKE_REGION_RADIUS, QUAKE_NUM_CIRCLES)
+
+ if packer.sum_radii > best_sum_radii:
+ best_sum_radii = packer.sum_radii
+ best_centers, best_radii, _ = packer.get_packing_data()
+
+ # --- SETTLE PHASE (Exploitation on BEST known state) ---
+ overall_epoch_progress = (epoch + 1) / N_EPOCHS
+
+ # Anneal settle force parameters
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * overall_epoch_progress)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_fd = int(FD_SUB_ITER_MIN + (FD_SUB_ITER_MAX - FD_SUB_ITER_MIN) * overall_epoch_progress)
+
+ # Run the local refinement on the best state found so far
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, N_SETTLE_STEPS_PER_EPOCH,
+ current_alpha_settle, current_beta_settle, n_sub_iters_fd, packer.rng)
+
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If the settled state is an improvement, update the best state and reset the SA search
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Reset the main SA search state to this new, better configuration
+ packer.set_state(best_centers, best_radii)
+
+ # Periodically re-evaluate best state with higher precision after each epoch
+ if (epoch + 1) % 10 == 0 or epoch == N_EPOCHS - 1:
+ precise_radii_check = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=400)
+ precise_sum_check = np.sum(precise_radii_check)
+ if precise_sum_check > best_sum_radii:
+ best_sum_radii = precise_sum_check
+ best_radii = np.copy(precise_radii_check)
+ # No need to update best_centers, they are already the best.
+
+ # --- Final Polish Step on the best found configuration ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, n_settle_steps=200,
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.5,
+ beta_boundary=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.5,
+ n_sub_iters_radii_fd=600, rng=packer.rng)
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..41b5667fc896986220fa1e14728c2ba8201c886f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a68c122bbde4c11ddd7d49631496f1b924d1e4d1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_143/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_143/results
+Run 1/1 completed in 702.79 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_143/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_143/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_143/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_143/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5395498314641043
+ public: {'centers_str': ' centers[0] = (0.4290, 0.0617)\n centers[1] = (0.4541, 0.2135)\n centers[2] = (0.2461, 0.5315)\n centers[3] = (0.0797, 0.7524)\n centers[4] = (0.5153, 0.8954)\n centers[5] = (0.2882, 0.8767)\n centers[6] = (0.1228, 0.3744)\n centers[7] = (0.0622, 0.1995)\n centers[8] = (0.9084, 0.7647)\n centers[9] = (0.0684, 0.0684)\n centers[10] = (0.9287, 0.6068)\n centers[11] = (0.0847, 0.9160)\n centers[12] = (0.2235, 0.6850)\n centers[13] = (0.0892, 0.5837)\n centers[14] = (0.4581, 0.6367)\n centers[15] = (0.3612, 0.3785)\n centers[16] = (0.2540, 0.1521)\n centers[17] = (0.7395, 0.6417)\n centers[18] = (0.7742, 0.0884)\n centers[19] = (0.9307, 0.0693)\n centers[20] = (0.6476, 0.3643)\n centers[21] = (0.9258, 0.9258)\n centers[22] = (0.9036, 0.4413)\n centers[23] = (0.7381, 0.8814)\n centers[24] = (0.5861, 0.1000)\n centers[25] = (0.8947, 0.2401)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5395498314641043}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_143/results/packing_viz.png
+ execution_time_mean: 702.7876053526998
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f412b6610168a767b6da1ec021bc4f0e9f057607
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_143/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5395498314641043,
+ "public": {
+ "centers_str": " centers[0] = (0.4290, 0.0617)\n centers[1] = (0.4541, 0.2135)\n centers[2] = (0.2461, 0.5315)\n centers[3] = (0.0797, 0.7524)\n centers[4] = (0.5153, 0.8954)\n centers[5] = (0.2882, 0.8767)\n centers[6] = (0.1228, 0.3744)\n centers[7] = (0.0622, 0.1995)\n centers[8] = (0.9084, 0.7647)\n centers[9] = (0.0684, 0.0684)\n centers[10] = (0.9287, 0.6068)\n centers[11] = (0.0847, 0.9160)\n centers[12] = (0.2235, 0.6850)\n centers[13] = (0.0892, 0.5837)\n centers[14] = (0.4581, 0.6367)\n centers[15] = (0.3612, 0.3785)\n centers[16] = (0.2540, 0.1521)\n centers[17] = (0.7395, 0.6417)\n centers[18] = (0.7742, 0.0884)\n centers[19] = (0.9307, 0.0693)\n centers[20] = (0.6476, 0.3643)\n centers[21] = (0.9258, 0.9258)\n centers[22] = (0.9036, 0.4413)\n centers[23] = (0.7381, 0.8814)\n centers[24] = (0.5861, 0.1000)\n centers[25] = (0.8947, 0.2401)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5395498314641043
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_143/results/packing_viz.png",
+ "execution_time_mean": 702.7876053526998,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9d659c2c28bb52d0a5175f8dbe259a9479369378
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a86b6489e0d3abb04273859de16f0a24061877cc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_144/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_144/results
+Run 1/1 completed in 688.19 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_144/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_144/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_144/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_144/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_144/results/packing_viz.png
+ execution_time_mean: 688.1864588381723
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7c94caa1eb78c829c31efc7b6d5fb21686d438d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_144/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_144/results/packing_viz.png",
+ "execution_time_mean": 688.1864588381723,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d0c4ac28b2567a424e5de7f7f9b812bedf85ba1e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..db2cc76e2891d86d4a39a9edd0c3441b3fbd6cfd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/edit.diff
@@ -0,0 +1,436 @@
+--- a/original.py
++++ b/original.py
+@@ -1,245 +1,263 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+- # If no current_radii, make a good initial guess based on boundary distance.
+- # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+-
+ for i in range(n):
+ x, y = centers[i]
+- # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+-
+- # 2. Limit by other circles
+ for j in range(n):
+- if i == j:
+- continue
++ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+- # The maximum radius for circle i, given circle j's current radius,
+- # is the distance between them minus circle j's radius.
+- max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+-
+- # Update radius for circle i
+- radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+-
+- # Check for convergence
++ max_r = min(max_r, max(0.0, dist - radii[j]))
++ radii[i] = max(0.0, max_r)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+-def _run_local_refinement(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng):
+- """
+- Applies a short, local force-directed refinement to centers.
+- Pushes circles away from each other and towards boundaries.
++def _force_directed_compaction(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng):
++ """
++ Applies a force-directed refinement to centers.
+ """
+ n = centers.shape[0]
+- local_centers = np.copy(centers)
+- local_radii = np.copy(radii)
+-
+- for step in range(num_steps):
++ local_centers, local_radii = np.copy(centers), np.copy(radii)
++
++ for _ in range(num_steps):
+ forces = np.zeros_like(local_centers)
+-
+- # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+-
+ if dist < required_dist:
+ overlap = required_dist - dist
+- if dist < 1e-9: # Avoid division by zero
+- direction = rng.uniform(-1, 1, 2)
+- direction = direction / np.linalg.norm(direction + 1e-9)
+- else:
+- direction = dist_vec / dist
+-
++ direction = dist_vec / (dist + 1e-9) if dist > 1e-9 else (rng.random(2) * 2 - 1)
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+-
+- # Boundary repulsion/attraction
+- for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+-
+- local_centers += forces * 0.1 # Apply forces with a small step size
+- local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+-
+- # Re-calculate radii after each step
++
++ local_centers += forces * 0.1
++ local_centers = np.clip(local_centers, 0.0, 1.0)
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
++def _stage_1_explore(current_state, n_iter, rng):
++ """Stage 1: Broad exploration with multi-circle perturbations."""
++ centers, radii = current_state
++ best_centers, best_radii = np.copy(centers), np.copy(radii)
++ best_sum_radii = np.sum(radii)
++
++ T_INITIAL, T_FINAL = 0.02, 0.001
++ PERTURB_INITIAL, PERTURB_FINAL = 0.1, 0.02
++ N_SUB_ITERS = 30
++ QUAKE_NUM_CIRCLES = 4
++
++ for i in range(n_iter):
++ progress = i / n_iter
++ temp = T_INITIAL * (T_FINAL / T_INITIAL)**progress
++ perturb_scale = PERTURB_INITIAL * (PERTURB_FINAL / PERTURB_INITIAL)**progress
++
++ proposal_centers = np.copy(centers)
++ indices_to_perturb = rng.choice(centers.shape[0], QUAKE_NUM_CIRCLES, replace=False)
++ for idx in indices_to_perturb:
++ displacement = rng.uniform(-perturb_scale, perturb_scale, 2)
++ proposal_centers[idx] += displacement
++ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
++
++ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, radii, n_sub_iterations=N_SUB_ITERS)
++ proposal_sum = np.sum(proposal_radii)
++
++ if proposal_sum > np.sum(radii) or rng.random() < np.exp((proposal_sum - np.sum(radii)) / temp):
++ centers, radii = proposal_centers, proposal_radii
++ if proposal_sum > best_sum_radii:
++ best_sum_radii = proposal_sum
++ best_centers, best_radii = np.copy(centers), np.copy(radii)
++
++ return (centers, radii), (best_centers, best_radii)
++
++def _stage_2_refine(current_state, best_state, n_iter, rng):
++ """Stage 2: Hybrid force-guided SA (Quake) and force-directed compaction (Settle)."""
++ current_centers, current_radii = current_state
++ best_centers, best_radii = best_state
++ current_sum_radii, best_sum_radii = np.sum(current_radii), np.sum(best_radii)
++
++ # Parameters are inherited from G139's successful configuration
++ n = current_centers.shape[0]
++ T_INITIAL, T_MID, T_FINAL = 0.001, 1e-5, 1e-8
++ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.02, 0.001, 1e-6
++ ALPHA_QUAKE_INIT, ALPHA_QUAKE_MID, ALPHA_QUAKE_FINAL = 0.001, 0.0005, 1e-5
++ BETA_QUAKE_INIT, BETA_QUAKE_MID, BETA_QUAKE_FINAL = 0.002, 0.001, 2e-5
++ FORCE_THRESHOLD = 1e-6
++ SUB_ITERS_MIN, SUB_ITERS_MAX = 30, 200
++
++ SETTLE_FREQ = 3000
++ SETTLE_STEPS = 60
++ ALPHA_SETTLE_INIT, BETA_SETTLE_INIT = 0.015, 0.03
++ SETTLE_DECAY = 4.0
++ SUB_ITERS_SETTLE_MIN, SUB_ITERS_SETTLE_MAX = 50, 400
++
++ for i in range(n_iter):
++ progress = i / n_iter
++ if i < n_iter * 0.4:
++ p_stage = i / (n_iter * 0.4)
++ temp = T_INITIAL * (T_MID / T_INITIAL)**p_stage
++ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
++ alpha_quake = ALPHA_QUAKE_INIT * (ALPHA_QUAKE_MID / ALPHA_QUAKE_INIT)**p_stage
++ beta_quake = BETA_QUAKE_INIT * (BETA_QUAKE_MID / BETA_QUAKE_INIT)**p_stage
++ else:
++ p_stage = (i - n_iter * 0.4) / (n_iter * 0.6)
++ temp = T_MID * (T_FINAL / T_MID)**p_stage
++ perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
++ alpha_quake = ALPHA_QUAKE_MID * (ALPHA_QUAKE_FINAL / ALPHA_QUAKE_MID)**p_stage
++ beta_quake = BETA_QUAKE_MID * (BETA_QUAKE_FINAL / BETA_QUAKE_MID)**p_stage
++
++ n_sub_iters_quake = int(SUB_ITERS_MIN + (SUB_ITERS_MAX - SUB_ITERS_MIN) * progress)
++
++ # Quake phase
++ forces = np.zeros_like(current_centers)
++ for c_idx in range(n):
++ for o_idx in range(c_idx + 1, n):
++ vec = current_centers[c_idx] - current_centers[o_idx]
++ dist = np.linalg.norm(vec)
++ min_dist = current_radii[c_idx] + current_radii[o_idx]
++ if dist < min_dist:
++ f_mag = alpha_quake * (min_dist - dist)
++ direction = vec / (dist + 1e-9)
++ forces[c_idx] += direction * f_mag
++ forces[o_idx] -= direction * f_mag
++ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
++ if x - r < 0: forces[c_idx, 0] += beta_quake * (r - x)
++ if x + r > 1: forces[c_idx, 0] -= beta_quake * (x + r - 1)
++ if y - r < 0: forces[c_idx, 1] += beta_quake * (r - y)
++ if y + r > 1: forces[c_idx, 1] -= beta_quake * (y + r - 1)
++
++ force_mags = np.linalg.norm(forces, axis=1)
++ if np.all(force_mags < FORCE_THRESHOLD):
++ idx_to_move = rng.integers(0, n)
++ disp = rng.normal(0, perturb_scale, 2)
++ else:
++ probs = force_mags + 1e-8
++ probs /= np.sum(probs)
++ idx_to_move = rng.choice(n, p=probs)
++ direction = forces[idx_to_move] / (force_mags[idx_to_move] + 1e-9)
++ disp = direction * perturb_scale
++
++ proposal_centers = np.copy(current_centers)
++ proposal_centers[idx_to_move] = np.clip(proposal_centers[idx_to_move] + disp, 0.0, 1.0)
++
++ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iterations=n_sub_iters_quake)
++ proposal_sum = np.sum(proposal_radii)
++
++ if proposal_sum > current_sum_radii or rng.random() < np.exp((proposal_sum - current_sum_radii) / temp):
++ current_centers, current_radii, current_sum_radii = proposal_centers, proposal_radii, proposal_sum
++ if current_sum_radii > best_sum_radii:
++ best_sum_radii = current_sum_radii
++ best_centers, best_radii = np.copy(current_centers), np.copy(current_radii)
++
++ # Settle phase
++ if (i + 1) % SETTLE_FREQ == 0:
++ settle_factor = np.exp(-SETTLE_DECAY * progress)
++ alpha_settle = max(1e-7, ALPHA_SETTLE_INIT * settle_factor)
++ beta_settle = max(1e-7, BETA_SETTLE_INIT * settle_factor)
++ n_sub_iters_settle = int(SUB_ITERS_SETTLE_MIN + (SUB_ITERS_SETTLE_MAX - SUB_ITERS_SETTLE_MIN) * progress)
++
++ settled_centers, settled_radii = _force_directed_compaction(best_centers, best_radii, SETTLE_STEPS, alpha_settle, beta_settle, n_sub_iters_settle, rng)
++ settled_sum = np.sum(settled_radii)
++
++ if settled_sum > best_sum_radii:
++ best_sum_radii, best_centers, best_radii = settled_sum, np.copy(settled_centers), np.copy(settled_radii)
++ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
++
++ return (current_centers, current_radii), (best_centers, best_radii)
++
++
++def _stage_3_polish(best_state, n_calls, steps_per_call, rng):
++ """Stage 3: Intensive, pure force-directed polishing."""
++ centers, radii = best_state
++
++ ALPHA_INIT, ALPHA_FINAL = 0.01, 1e-6
++ BETA_INIT, BETA_FINAL = 0.02, 2e-6
++ N_SUB_ITERS = 500
++
++ for i in range(n_calls):
++ progress = i / n_calls
++ alpha = ALPHA_INIT * (ALPHA_FINAL / ALPHA_INIT)**progress
++ beta = BETA_INIT * (BETA_FINAL / BETA_INIT)**progress
++
++ centers, radii = _force_directed_compaction(centers, radii, steps_per_call, alpha, beta, N_SUB_ITERS, rng)
++
++ return centers, radii
++
+ def construct_packing():
+ """
+- Reinstates the Hybrid Quake-Settle Simulated Annealing approach.
+- This superior strategy integrates periodic force-directed compaction (Settle)
+- within a force-guided SA (Quake) framework to escape local optima and
+- achieve denser packings, as inspired by a previous high-performing version.
++ Constructs a circle packing using a three-stage optimization pipeline:
++ 1. Exploration, 2. Refinement, 3. Polishing.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+- perturbation_initial_grid = spacing * 0.1
+- current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+- current_centers = np.clip(current_centers, 0.0, 1.0)
+-
+- current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+- current_sum_radii = np.sum(current_radii)
+-
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(current_radii)
+- best_sum_radii = current_sum_radii
+-
+- # --- Hybrid Optimization Parameters ---
+- N_TOTAL_ITERATIONS = 120000
+-
+- # --- Quake Phase Parameters (Force-Guided SA) ---
+- T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+- PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+- # Annealed force parameters for Quake phase
+- ALPHA_REPULSION_QUAKE_INITIAL = 0.002
+- ALPHA_REPULSION_QUAKE_MID = 0.0005
+- ALPHA_REPULSION_QUAKE_FINAL = 0.0001
+-
+- BETA_BOUND_REPULSION_QUAKE_INITIAL = 0.005
+- BETA_BOUND_REPULSION_QUAKE_MID = 0.001
+- BETA_BOUND_REPULSION_QUAKE_FINAL = 0.0002
+-
+- FORCE_THRESHOLD = 1e-6
+- N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+-
+- # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+- N_SETTLE_PERIODS = 25
+- SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+- SETTLE_STEPS_PER_CALL = 60
+- ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+- BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+- SETTLE_ANNEALING_DECAY_COEFF = 4.0
+- N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+-
+- # --- Main Hybrid Optimization Loop ---
+- for i in range(N_TOTAL_ITERATIONS):
+- progress_total = i / N_TOTAL_ITERATIONS
+- # Two-stage exponential decay for Quake parameters
+- if i < N_TOTAL_ITERATIONS * 0.3:
+- p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+- current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+- current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+- # Anneal Quake force parameters
+- current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
+- current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
+- else:
+- p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+- current_T = T_MID * (T_FINAL / T_MID)**p_stage
+- current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+- # Anneal Quake force parameters
+- current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
+- current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
+-
+- n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+-
+- # --- Quake Phase: Force-Guided SA Proposal ---
+- new_centers_proposal = np.copy(current_centers)
+- provisional_forces = np.zeros_like(current_centers)
+- for c_idx in range(n):
+- for other_c_idx in range(c_idx + 1, n):
+- dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+- dist = np.linalg.norm(dist_vec)
+- min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+- if dist < min_dist:
+- overlap = min_dist - dist
+- direction = dist_vec / (dist + 1e-9)
+- force_mag = current_alpha_quake * overlap # Use annealed alpha
+- provisional_forces[c_idx] += direction * force_mag
+- provisional_forces[other_c_idx] -= direction * force_mag
+- x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+- if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x) # Use annealed beta
+- if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+- if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+- if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+-
+- force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+- if np.all(force_magnitudes < FORCE_THRESHOLD):
+- circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+- else:
+- probs = force_magnitudes + 1e-8
+- probs /= np.sum(probs)
+- circle_idx = rng.choice(n, p=probs)
+- direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+- displacement = direction_vector * current_perturb_scale
+-
+- new_centers_proposal[circle_idx] += displacement
+- new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+-
+- new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+- new_sum_radii_proposal = np.sum(new_radii_proposal)
+-
+- delta_E = new_sum_radii_proposal - current_sum_radii
+- if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+- current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+- if current_sum_radii > best_sum_radii:
+- best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+-
+- # --- Settle Phase: Periodic Force-Directed Compaction ---
+- if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+- settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+- current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+- current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+- n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+-
+- settled_centers, settled_radii = _run_local_refinement(best_centers, best_radii, SETTLE_STEPS_PER_CALL, current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng)
+- settled_sum_radii = np.sum(settled_radii)
+-
+- if settled_sum_radii > best_sum_radii:
+- best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+- current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+- else:
+- current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+-
+- # --- Final Polish ---
+- final_centers, final_radii = _run_local_refinement(
+- best_centers, best_radii, num_steps=100,
+- alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7,
+- beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+- n_sub_iterations_radii=600, rng=rng)
+-
++ perturbation = spacing * 0.1
++ initial_centers = grid_points[:n] + rng.uniform(-perturbation, perturbation, size=(n, 2))
++ initial_centers = np.clip(initial_centers, 0.0, 1.0)
++ initial_radii = calculate_radii_for_fixed_centers(initial_centers, None, n_sub_iterations=50)
++
++ current_state = (initial_centers, initial_radii)
++ best_state = (np.copy(initial_centers), np.copy(initial_radii))
++
++ # --- Pipeline Configuration ---
++ N_ITER_STAGE_1 = 25000
++ N_ITER_STAGE_2 = 75000
++ N_POLISH_CALLS = 100
++ POLISH_STEPS_PER_CALL = 200
++
++ # --- Run Pipeline ---
++ # Stage 1: Exploration
++ current_state, best_state = _stage_1_explore(current_state, N_ITER_STAGE_1, rng)
++
++ # Stage 2: Refinement (starts from the best state of Stage 1)
++ current_state, best_state = _stage_2_refine(best_state, best_state, N_ITER_STAGE_2, rng)
++
++ # Stage 3: Polishing (operates on the best state from Stage 2)
++ final_centers, final_radii = _stage_3_polish(best_state, N_POLISH_CALLS, POLISH_STEPS_PER_CALL, rng)
++
++ # --- Finalization ---
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+- final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
++ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1000, atol=1e-10)
+
+ return final_centers, final_radii
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..15b03f1179573d308b778a69f09911dd6fa25b30
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/main.py
@@ -0,0 +1,263 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ max_r = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, max_r)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _force_directed_compaction(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng):
+ """
+ Applies a force-directed refinement to centers.
+ """
+ n = centers.shape[0]
+ local_centers, local_radii = np.copy(centers), np.copy(radii)
+
+ for _ in range(num_steps):
+ forces = np.zeros_like(local_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+ if dist < required_dist:
+ overlap = required_dist - dist
+ direction = dist_vec / (dist + 1e-9) if dist > 1e-9 else (rng.random(2) * 2 - 1)
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+def _stage_1_explore(current_state, n_iter, rng):
+ """Stage 1: Broad exploration with multi-circle perturbations."""
+ centers, radii = current_state
+ best_centers, best_radii = np.copy(centers), np.copy(radii)
+ best_sum_radii = np.sum(radii)
+
+ T_INITIAL, T_FINAL = 0.02, 0.001
+ PERTURB_INITIAL, PERTURB_FINAL = 0.1, 0.02
+ N_SUB_ITERS = 30
+ QUAKE_NUM_CIRCLES = 4
+
+ for i in range(n_iter):
+ progress = i / n_iter
+ temp = T_INITIAL * (T_FINAL / T_INITIAL)**progress
+ perturb_scale = PERTURB_INITIAL * (PERTURB_FINAL / PERTURB_INITIAL)**progress
+
+ proposal_centers = np.copy(centers)
+ indices_to_perturb = rng.choice(centers.shape[0], QUAKE_NUM_CIRCLES, replace=False)
+ for idx in indices_to_perturb:
+ displacement = rng.uniform(-perturb_scale, perturb_scale, 2)
+ proposal_centers[idx] += displacement
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, radii, n_sub_iterations=N_SUB_ITERS)
+ proposal_sum = np.sum(proposal_radii)
+
+ if proposal_sum > np.sum(radii) or rng.random() < np.exp((proposal_sum - np.sum(radii)) / temp):
+ centers, radii = proposal_centers, proposal_radii
+ if proposal_sum > best_sum_radii:
+ best_sum_radii = proposal_sum
+ best_centers, best_radii = np.copy(centers), np.copy(radii)
+
+ return (centers, radii), (best_centers, best_radii)
+
+def _stage_2_refine(current_state, best_state, n_iter, rng):
+ """Stage 2: Hybrid force-guided SA (Quake) and force-directed compaction (Settle)."""
+ current_centers, current_radii = current_state
+ best_centers, best_radii = best_state
+ current_sum_radii, best_sum_radii = np.sum(current_radii), np.sum(best_radii)
+
+ # Parameters are inherited from G139's successful configuration
+ n = current_centers.shape[0]
+ T_INITIAL, T_MID, T_FINAL = 0.001, 1e-5, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.02, 0.001, 1e-6
+ ALPHA_QUAKE_INIT, ALPHA_QUAKE_MID, ALPHA_QUAKE_FINAL = 0.001, 0.0005, 1e-5
+ BETA_QUAKE_INIT, BETA_QUAKE_MID, BETA_QUAKE_FINAL = 0.002, 0.001, 2e-5
+ FORCE_THRESHOLD = 1e-6
+ SUB_ITERS_MIN, SUB_ITERS_MAX = 30, 200
+
+ SETTLE_FREQ = 3000
+ SETTLE_STEPS = 60
+ ALPHA_SETTLE_INIT, BETA_SETTLE_INIT = 0.015, 0.03
+ SETTLE_DECAY = 4.0
+ SUB_ITERS_SETTLE_MIN, SUB_ITERS_SETTLE_MAX = 50, 400
+
+ for i in range(n_iter):
+ progress = i / n_iter
+ if i < n_iter * 0.4:
+ p_stage = i / (n_iter * 0.4)
+ temp = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ alpha_quake = ALPHA_QUAKE_INIT * (ALPHA_QUAKE_MID / ALPHA_QUAKE_INIT)**p_stage
+ beta_quake = BETA_QUAKE_INIT * (BETA_QUAKE_MID / BETA_QUAKE_INIT)**p_stage
+ else:
+ p_stage = (i - n_iter * 0.4) / (n_iter * 0.6)
+ temp = T_MID * (T_FINAL / T_MID)**p_stage
+ perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+ alpha_quake = ALPHA_QUAKE_MID * (ALPHA_QUAKE_FINAL / ALPHA_QUAKE_MID)**p_stage
+ beta_quake = BETA_QUAKE_MID * (BETA_QUAKE_FINAL / BETA_QUAKE_MID)**p_stage
+
+ n_sub_iters_quake = int(SUB_ITERS_MIN + (SUB_ITERS_MAX - SUB_ITERS_MIN) * progress)
+
+ # Quake phase
+ forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for o_idx in range(c_idx + 1, n):
+ vec = current_centers[c_idx] - current_centers[o_idx]
+ dist = np.linalg.norm(vec)
+ min_dist = current_radii[c_idx] + current_radii[o_idx]
+ if dist < min_dist:
+ f_mag = alpha_quake * (min_dist - dist)
+ direction = vec / (dist + 1e-9)
+ forces[c_idx] += direction * f_mag
+ forces[o_idx] -= direction * f_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: forces[c_idx, 0] += beta_quake * (r - x)
+ if x + r > 1: forces[c_idx, 0] -= beta_quake * (x + r - 1)
+ if y - r < 0: forces[c_idx, 1] += beta_quake * (r - y)
+ if y + r > 1: forces[c_idx, 1] -= beta_quake * (y + r - 1)
+
+ force_mags = np.linalg.norm(forces, axis=1)
+ if np.all(force_mags < FORCE_THRESHOLD):
+ idx_to_move = rng.integers(0, n)
+ disp = rng.normal(0, perturb_scale, 2)
+ else:
+ probs = force_mags + 1e-8
+ probs /= np.sum(probs)
+ idx_to_move = rng.choice(n, p=probs)
+ direction = forces[idx_to_move] / (force_mags[idx_to_move] + 1e-9)
+ disp = direction * perturb_scale
+
+ proposal_centers = np.copy(current_centers)
+ proposal_centers[idx_to_move] = np.clip(proposal_centers[idx_to_move] + disp, 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iterations=n_sub_iters_quake)
+ proposal_sum = np.sum(proposal_radii)
+
+ if proposal_sum > current_sum_radii or rng.random() < np.exp((proposal_sum - current_sum_radii) / temp):
+ current_centers, current_radii, current_sum_radii = proposal_centers, proposal_radii, proposal_sum
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers, best_radii = np.copy(current_centers), np.copy(current_radii)
+
+ # Settle phase
+ if (i + 1) % SETTLE_FREQ == 0:
+ settle_factor = np.exp(-SETTLE_DECAY * progress)
+ alpha_settle = max(1e-7, ALPHA_SETTLE_INIT * settle_factor)
+ beta_settle = max(1e-7, BETA_SETTLE_INIT * settle_factor)
+ n_sub_iters_settle = int(SUB_ITERS_SETTLE_MIN + (SUB_ITERS_SETTLE_MAX - SUB_ITERS_SETTLE_MIN) * progress)
+
+ settled_centers, settled_radii = _force_directed_compaction(best_centers, best_radii, SETTLE_STEPS, alpha_settle, beta_settle, n_sub_iters_settle, rng)
+ settled_sum = np.sum(settled_radii)
+
+ if settled_sum > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ return (current_centers, current_radii), (best_centers, best_radii)
+
+
+def _stage_3_polish(best_state, n_calls, steps_per_call, rng):
+ """Stage 3: Intensive, pure force-directed polishing."""
+ centers, radii = best_state
+
+ ALPHA_INIT, ALPHA_FINAL = 0.01, 1e-6
+ BETA_INIT, BETA_FINAL = 0.02, 2e-6
+ N_SUB_ITERS = 500
+
+ for i in range(n_calls):
+ progress = i / n_calls
+ alpha = ALPHA_INIT * (ALPHA_FINAL / ALPHA_INIT)**progress
+ beta = BETA_INIT * (BETA_FINAL / BETA_INIT)**progress
+
+ centers, radii = _force_directed_compaction(centers, radii, steps_per_call, alpha, beta, N_SUB_ITERS, rng)
+
+ return centers, radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a three-stage optimization pipeline:
+ 1. Exploration, 2. Refinement, 3. Polishing.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation = spacing * 0.1
+ initial_centers = grid_points[:n] + rng.uniform(-perturbation, perturbation, size=(n, 2))
+ initial_centers = np.clip(initial_centers, 0.0, 1.0)
+ initial_radii = calculate_radii_for_fixed_centers(initial_centers, None, n_sub_iterations=50)
+
+ current_state = (initial_centers, initial_radii)
+ best_state = (np.copy(initial_centers), np.copy(initial_radii))
+
+ # --- Pipeline Configuration ---
+ N_ITER_STAGE_1 = 25000
+ N_ITER_STAGE_2 = 75000
+ N_POLISH_CALLS = 100
+ POLISH_STEPS_PER_CALL = 200
+
+ # --- Run Pipeline ---
+ # Stage 1: Exploration
+ current_state, best_state = _stage_1_explore(current_state, N_ITER_STAGE_1, rng)
+
+ # Stage 2: Refinement (starts from the best state of Stage 1)
+ current_state, best_state = _stage_2_refine(best_state, best_state, N_ITER_STAGE_2, rng)
+
+ # Stage 3: Polishing (operates on the best state from Stage 2)
+ final_centers, final_radii = _stage_3_polish(best_state, N_POLISH_CALLS, POLISH_STEPS_PER_CALL, rng)
+
+ # --- Finalization ---
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1000, atol=1e-10)
+
+ return final_centers, final_radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..3db85b6c53e7bce5a0831c1a26b8081bf0368a36
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/original.py
@@ -0,0 +1,245 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_local_refinement(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng):
+ """
+ Applies a short, local force-directed refinement to centers.
+ Pushes circles away from each other and towards boundaries.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero
+ direction = rng.uniform(-1, 1, 2)
+ direction = direction / np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii after each step
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+def construct_packing():
+ """
+ Reinstates the Hybrid Quake-Settle Simulated Annealing approach.
+ This superior strategy integrates periodic force-directed compaction (Settle)
+ within a force-guided SA (Quake) framework to escape local optima and
+ achieve denser packings, as inspired by a previous high-performing version.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ # Annealed force parameters for Quake phase
+ ALPHA_REPULSION_QUAKE_INITIAL = 0.002
+ ALPHA_REPULSION_QUAKE_MID = 0.0005
+ ALPHA_REPULSION_QUAKE_FINAL = 0.0001
+
+ BETA_BOUND_REPULSION_QUAKE_INITIAL = 0.005
+ BETA_BOUND_REPULSION_QUAKE_MID = 0.001
+ BETA_BOUND_REPULSION_QUAKE_FINAL = 0.0002
+
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 60
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ # Anneal Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+ # Anneal Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_mag = current_alpha_quake * overlap # Use annealed alpha
+ provisional_forces[c_idx] += direction * force_mag
+ provisional_forces[other_c_idx] -= direction * force_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x) # Use annealed beta
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_magnitudes + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = rng.choice(n, p=probs)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_local_refinement(best_centers, best_radii, SETTLE_STEPS_PER_CALL, current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng)
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_local_refinement(
+ best_centers, best_radii, num_steps=100,
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7,
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+ n_sub_iterations_radii=600, rng=rng)
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..69712256be909fed2d33717d064596233046058a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_145/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_145/results
+Run 1/1 completed in 657.64 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_145/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_145/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_145/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_145/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.481572163089793
+ public: {'centers_str': ' centers[0] = (0.2235, 0.2394)\n centers[1] = (0.2772, 0.0954)\n centers[2] = (0.0842, 0.2688)\n centers[3] = (0.1653, 0.6302)\n centers[4] = (0.2892, 0.7440)\n centers[5] = (0.3877, 0.5895)\n centers[6] = (0.6754, 0.3690)\n centers[7] = (0.0909, 0.0912)\n centers[8] = (0.0607, 0.5357)\n centers[9] = (0.0945, 0.7791)\n centers[10] = (0.2153, 0.9137)\n centers[11] = (0.0483, 0.6440)\n centers[12] = (0.5377, 0.2562)\n centers[13] = (0.4747, 0.4225)\n centers[14] = (0.3722, 0.2564)\n centers[15] = (0.6852, 0.1256)\n centers[16] = (0.4573, 0.8815)\n centers[17] = (0.9003, 0.7595)\n centers[18] = (0.9031, 0.0969)\n centers[19] = (0.2300, 0.4345)\n centers[20] = (0.8969, 0.5253)\n centers[21] = (0.9284, 0.9284)\n centers[22] = (0.7606, 0.9017)\n centers[23] = (0.6441, 0.6501)\n centers[24] = (0.4685, 0.0958)\n centers[25] = (0.8853, 0.3077)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.481572163089793}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_145/results/packing_viz.png
+ execution_time_mean: 657.6362177501433
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..eed913596485ec20f024445e53ad274f276a67c2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.481572163089793,
+ "public": {
+ "centers_str": " centers[0] = (0.2235, 0.2394)\n centers[1] = (0.2772, 0.0954)\n centers[2] = (0.0842, 0.2688)\n centers[3] = (0.1653, 0.6302)\n centers[4] = (0.2892, 0.7440)\n centers[5] = (0.3877, 0.5895)\n centers[6] = (0.6754, 0.3690)\n centers[7] = (0.0909, 0.0912)\n centers[8] = (0.0607, 0.5357)\n centers[9] = (0.0945, 0.7791)\n centers[10] = (0.2153, 0.9137)\n centers[11] = (0.0483, 0.6440)\n centers[12] = (0.5377, 0.2562)\n centers[13] = (0.4747, 0.4225)\n centers[14] = (0.3722, 0.2564)\n centers[15] = (0.6852, 0.1256)\n centers[16] = (0.4573, 0.8815)\n centers[17] = (0.9003, 0.7595)\n centers[18] = (0.9031, 0.0969)\n centers[19] = (0.2300, 0.4345)\n centers[20] = (0.8969, 0.5253)\n centers[21] = (0.9284, 0.9284)\n centers[22] = (0.7606, 0.9017)\n centers[23] = (0.6441, 0.6501)\n centers[24] = (0.4685, 0.0958)\n centers[25] = (0.8853, 0.3077)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.481572163089793
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_145/results/packing_viz.png",
+ "execution_time_mean": 657.6362177501433,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..efb8725c93476e3a79a9c10f465ffd1d96680d93
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_145/rewrite.txt
@@ -0,0 +1,254 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ max_r = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, max_r)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _force_directed_compaction(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng):
+ """
+ Applies a force-directed refinement to centers.
+ """
+ n = centers.shape[0]
+ local_centers, local_radii = np.copy(centers), np.copy(radii)
+
+ for _ in range(num_steps):
+ forces = np.zeros_like(local_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+ if dist < required_dist:
+ overlap = required_dist - dist
+ direction = dist_vec / (dist + 1e-9) if dist > 1e-9 else (rng.random(2) * 2 - 1)
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+def _stage_1_explore(current_state, n_iter, rng):
+ """Stage 1: Broad exploration with multi-circle perturbations."""
+ centers, radii = current_state
+ best_centers, best_radii = np.copy(centers), np.copy(radii)
+ best_sum_radii = np.sum(radii)
+
+ T_INITIAL, T_FINAL = 0.02, 0.001
+ PERTURB_INITIAL, PERTURB_FINAL = 0.1, 0.02
+ N_SUB_ITERS = 30
+ QUAKE_NUM_CIRCLES = 4
+
+ for i in range(n_iter):
+ progress = i / n_iter
+ temp = T_INITIAL * (T_FINAL / T_INITIAL)**progress
+ perturb_scale = PERTURB_INITIAL * (PERTURB_FINAL / PERTURB_INITIAL)**progress
+
+ proposal_centers = np.copy(centers)
+ indices_to_perturb = rng.choice(centers.shape[0], QUAKE_NUM_CIRCLES, replace=False)
+ for idx in indices_to_perturb:
+ displacement = rng.uniform(-perturb_scale, perturb_scale, 2)
+ proposal_centers[idx] += displacement
+ proposal_centers = np.clip(proposal_centers, 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, radii, n_sub_iterations=N_SUB_ITERS)
+ proposal_sum = np.sum(proposal_radii)
+
+ if proposal_sum > np.sum(radii) or rng.random() < np.exp((proposal_sum - np.sum(radii)) / temp):
+ centers, radii = proposal_centers, proposal_radii
+ if proposal_sum > best_sum_radii:
+ best_sum_radii = proposal_sum
+ best_centers, best_radii = np.copy(centers), np.copy(radii)
+
+ return (centers, radii), (best_centers, best_radii)
+
+def _stage_2_refine(current_state, best_state, n_iter, rng):
+ """Stage 2: Hybrid force-guided SA (Quake) and force-directed compaction (Settle)."""
+ current_centers, current_radii = current_state
+ best_centers, best_radii = best_state
+ current_sum_radii, best_sum_radii = np.sum(current_radii), np.sum(best_radii)
+
+ # Parameters are inherited from G139's successful configuration
+ n = current_centers.shape[0]
+ T_INITIAL, T_MID, T_FINAL = 0.001, 1e-5, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.02, 0.001, 1e-6
+ ALPHA_QUAKE_INIT, ALPHA_QUAKE_MID, ALPHA_QUAKE_FINAL = 0.001, 0.0005, 1e-5
+ BETA_QUAKE_INIT, BETA_QUAKE_MID, BETA_QUAKE_FINAL = 0.002, 0.001, 2e-5
+ FORCE_THRESHOLD = 1e-6
+ SUB_ITERS_MIN, SUB_ITERS_MAX = 30, 200
+
+ SETTLE_FREQ = 3000
+ SETTLE_STEPS = 60
+ ALPHA_SETTLE_INIT, BETA_SETTLE_INIT = 0.015, 0.03
+ SETTLE_DECAY = 4.0
+ SUB_ITERS_SETTLE_MIN, SUB_ITERS_SETTLE_MAX = 50, 400
+
+ for i in range(n_iter):
+ progress = i / n_iter
+ if i < n_iter * 0.4:
+ p_stage = i / (n_iter * 0.4)
+ temp = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ alpha_quake = ALPHA_QUAKE_INIT * (ALPHA_QUAKE_MID / ALPHA_QUAKE_INIT)**p_stage
+ beta_quake = BETA_QUAKE_INIT * (BETA_QUAKE_MID / BETA_QUAKE_INIT)**p_stage
+ else:
+ p_stage = (i - n_iter * 0.4) / (n_iter * 0.6)
+ temp = T_MID * (T_FINAL / T_MID)**p_stage
+ perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+ alpha_quake = ALPHA_QUAKE_MID * (ALPHA_QUAKE_FINAL / ALPHA_QUAKE_MID)**p_stage
+ beta_quake = BETA_QUAKE_MID * (BETA_QUAKE_FINAL / BETA_QUAKE_MID)**p_stage
+
+ n_sub_iters_quake = int(SUB_ITERS_MIN + (SUB_ITERS_MAX - SUB_ITERS_MIN) * progress)
+
+ # Quake phase
+ forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for o_idx in range(c_idx + 1, n):
+ vec = current_centers[c_idx] - current_centers[o_idx]
+ dist = np.linalg.norm(vec)
+ min_dist = current_radii[c_idx] + current_radii[o_idx]
+ if dist < min_dist:
+ f_mag = alpha_quake * (min_dist - dist)
+ direction = vec / (dist + 1e-9)
+ forces[c_idx] += direction * f_mag
+ forces[o_idx] -= direction * f_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: forces[c_idx, 0] += beta_quake * (r - x)
+ if x + r > 1: forces[c_idx, 0] -= beta_quake * (x + r - 1)
+ if y - r < 0: forces[c_idx, 1] += beta_quake * (r - y)
+ if y + r > 1: forces[c_idx, 1] -= beta_quake * (y + r - 1)
+
+ force_mags = np.linalg.norm(forces, axis=1)
+ if np.all(force_mags < FORCE_THRESHOLD):
+ idx_to_move = rng.integers(0, n)
+ disp = rng.normal(0, perturb_scale, 2)
+ else:
+ probs = force_mags + 1e-8
+ probs /= np.sum(probs)
+ idx_to_move = rng.choice(n, p=probs)
+ direction = forces[idx_to_move] / (force_mags[idx_to_move] + 1e-9)
+ disp = direction * perturb_scale
+
+ proposal_centers = np.copy(current_centers)
+ proposal_centers[idx_to_move] = np.clip(proposal_centers[idx_to_move] + disp, 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, current_radii, n_sub_iterations=n_sub_iters_quake)
+ proposal_sum = np.sum(proposal_radii)
+
+ if proposal_sum > current_sum_radii or rng.random() < np.exp((proposal_sum - current_sum_radii) / temp):
+ current_centers, current_radii, current_sum_radii = proposal_centers, proposal_radii, proposal_sum
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers, best_radii = np.copy(current_centers), np.copy(current_radii)
+
+ # Settle phase
+ if (i + 1) % SETTLE_FREQ == 0:
+ settle_factor = np.exp(-SETTLE_DECAY * progress)
+ alpha_settle = max(1e-7, ALPHA_SETTLE_INIT * settle_factor)
+ beta_settle = max(1e-7, BETA_SETTLE_INIT * settle_factor)
+ n_sub_iters_settle = int(SUB_ITERS_SETTLE_MIN + (SUB_ITERS_SETTLE_MAX - SUB_ITERS_SETTLE_MIN) * progress)
+
+ settled_centers, settled_radii = _force_directed_compaction(best_centers, best_radii, SETTLE_STEPS, alpha_settle, beta_settle, n_sub_iters_settle, rng)
+ settled_sum = np.sum(settled_radii)
+
+ if settled_sum > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ return (current_centers, current_radii), (best_centers, best_radii)
+
+
+def _stage_3_polish(best_state, n_calls, steps_per_call, rng):
+ """Stage 3: Intensive, pure force-directed polishing."""
+ centers, radii = best_state
+
+ ALPHA_INIT, ALPHA_FINAL = 0.01, 1e-6
+ BETA_INIT, BETA_FINAL = 0.02, 2e-6
+ N_SUB_ITERS = 500
+
+ for i in range(n_calls):
+ progress = i / n_calls
+ alpha = ALPHA_INIT * (ALPHA_FINAL / ALPHA_INIT)**progress
+ beta = BETA_INIT * (BETA_FINAL / BETA_INIT)**progress
+
+ centers, radii = _force_directed_compaction(centers, radii, steps_per_call, alpha, beta, N_SUB_ITERS, rng)
+
+ return centers, radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a three-stage optimization pipeline:
+ 1. Exploration, 2. Refinement, 3. Polishing.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation = spacing * 0.1
+ initial_centers = grid_points[:n] + rng.uniform(-perturbation, perturbation, size=(n, 2))
+ initial_centers = np.clip(initial_centers, 0.0, 1.0)
+ initial_radii = calculate_radii_for_fixed_centers(initial_centers, None, n_sub_iterations=50)
+
+ current_state = (initial_centers, initial_radii)
+ best_state = (np.copy(initial_centers), np.copy(initial_radii))
+
+ # --- Pipeline Configuration ---
+ N_ITER_STAGE_1 = 25000
+ N_ITER_STAGE_2 = 75000
+ N_POLISH_CALLS = 100
+ POLISH_STEPS_PER_CALL = 200
+
+ # --- Run Pipeline ---
+ # Stage 1: Exploration
+ current_state, best_state = _stage_1_explore(current_state, N_ITER_STAGE_1, rng)
+
+ # Stage 2: Refinement (starts from the best state of Stage 1)
+ current_state, best_state = _stage_2_refine(best_state, best_state, N_ITER_STAGE_2, rng)
+
+ # Stage 3: Polishing (operates on the best state from Stage 2)
+ final_centers, final_radii = _stage_3_polish(best_state, N_POLISH_CALLS, POLISH_STEPS_PER_CALL, rng)
+
+ # --- Finalization ---
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1000, atol=1e-10)
+
+ return final_centers, final_radii
+
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..aa687c02a0905ede1dc69623c3b55f7cae6ca1f5
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..e8109697a5505575bdadbbe6854bed4f738b3364
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_146/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_146/results
+Run 1/1 completed in 652.94 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_146/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_146/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_146/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_146/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.515506406190231
+ public: {'centers_str': ' centers[0] = (0.7793, 0.4052)\n centers[1] = (0.3930, 0.0650)\n centers[2] = (0.5478, 0.1386)\n centers[3] = (0.8384, 0.8217)\n centers[4] = (0.1176, 0.3711)\n centers[5] = (0.9265, 0.9265)\n centers[6] = (0.7916, 0.9380)\n centers[7] = (0.3265, 0.7110)\n centers[8] = (0.9105, 0.3038)\n centers[9] = (0.1097, 0.1439)\n centers[10] = (0.3145, 0.4850)\n centers[11] = (0.4614, 0.5908)\n centers[12] = (0.7228, 0.5608)\n centers[13] = (0.2640, 0.0640)\n centers[14] = (0.3572, 0.9092)\n centers[15] = (0.1204, 0.6090)\n centers[16] = (0.9504, 0.8057)\n centers[17] = (0.9198, 0.4741)\n centers[18] = (0.3254, 0.2438)\n centers[19] = (0.7401, 0.2379)\n centers[20] = (0.8927, 0.6597)\n centers[21] = (0.5554, 0.3928)\n centers[22] = (0.5997, 0.7963)\n centers[23] = (0.1354, 0.8645)\n centers[24] = (0.8927, 0.1077)\n centers[25] = (0.7153, 0.0733)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.515506406190231}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_146/results/packing_viz.png
+ execution_time_mean: 652.943415839225
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8fda3e89ab5e0bfa6c8d5f3c904f7c36c1497dd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_146/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.515506406190231,
+ "public": {
+ "centers_str": " centers[0] = (0.7793, 0.4052)\n centers[1] = (0.3930, 0.0650)\n centers[2] = (0.5478, 0.1386)\n centers[3] = (0.8384, 0.8217)\n centers[4] = (0.1176, 0.3711)\n centers[5] = (0.9265, 0.9265)\n centers[6] = (0.7916, 0.9380)\n centers[7] = (0.3265, 0.7110)\n centers[8] = (0.9105, 0.3038)\n centers[9] = (0.1097, 0.1439)\n centers[10] = (0.3145, 0.4850)\n centers[11] = (0.4614, 0.5908)\n centers[12] = (0.7228, 0.5608)\n centers[13] = (0.2640, 0.0640)\n centers[14] = (0.3572, 0.9092)\n centers[15] = (0.1204, 0.6090)\n centers[16] = (0.9504, 0.8057)\n centers[17] = (0.9198, 0.4741)\n centers[18] = (0.3254, 0.2438)\n centers[19] = (0.7401, 0.2379)\n centers[20] = (0.8927, 0.6597)\n centers[21] = (0.5554, 0.3928)\n centers[22] = (0.5997, 0.7963)\n centers[23] = (0.1354, 0.8645)\n centers[24] = (0.8927, 0.1077)\n centers[25] = (0.7153, 0.0733)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.515506406190231
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_146/results/packing_viz.png",
+ "execution_time_mean": 652.943415839225,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..bff1a5755c6c1380a2e293bc671c81dd5fa3d791
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b403474118adf0e9dbdea861102b7711cb7f59d1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_147/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_147/results
+Run 1/1 completed in 705.70 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_147/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_147/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_147/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_147/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5395498314641043
+ public: {'centers_str': ' centers[0] = (0.4290, 0.0617)\n centers[1] = (0.4541, 0.2135)\n centers[2] = (0.2461, 0.5315)\n centers[3] = (0.0797, 0.7524)\n centers[4] = (0.5153, 0.8954)\n centers[5] = (0.2882, 0.8767)\n centers[6] = (0.1228, 0.3744)\n centers[7] = (0.0622, 0.1995)\n centers[8] = (0.9084, 0.7647)\n centers[9] = (0.0684, 0.0684)\n centers[10] = (0.9287, 0.6068)\n centers[11] = (0.0847, 0.9160)\n centers[12] = (0.2235, 0.6850)\n centers[13] = (0.0892, 0.5837)\n centers[14] = (0.4581, 0.6367)\n centers[15] = (0.3612, 0.3785)\n centers[16] = (0.2540, 0.1521)\n centers[17] = (0.7395, 0.6417)\n centers[18] = (0.7742, 0.0884)\n centers[19] = (0.9307, 0.0693)\n centers[20] = (0.6476, 0.3643)\n centers[21] = (0.9258, 0.9258)\n centers[22] = (0.9036, 0.4413)\n centers[23] = (0.7381, 0.8814)\n centers[24] = (0.5861, 0.1000)\n centers[25] = (0.8947, 0.2401)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5395498314641043}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_147/results/packing_viz.png
+ execution_time_mean: 705.699670992326
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f9959a8df9de06160a5d2eafc172c724ffeacec
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_147/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5395498314641043,
+ "public": {
+ "centers_str": " centers[0] = (0.4290, 0.0617)\n centers[1] = (0.4541, 0.2135)\n centers[2] = (0.2461, 0.5315)\n centers[3] = (0.0797, 0.7524)\n centers[4] = (0.5153, 0.8954)\n centers[5] = (0.2882, 0.8767)\n centers[6] = (0.1228, 0.3744)\n centers[7] = (0.0622, 0.1995)\n centers[8] = (0.9084, 0.7647)\n centers[9] = (0.0684, 0.0684)\n centers[10] = (0.9287, 0.6068)\n centers[11] = (0.0847, 0.9160)\n centers[12] = (0.2235, 0.6850)\n centers[13] = (0.0892, 0.5837)\n centers[14] = (0.4581, 0.6367)\n centers[15] = (0.3612, 0.3785)\n centers[16] = (0.2540, 0.1521)\n centers[17] = (0.7395, 0.6417)\n centers[18] = (0.7742, 0.0884)\n centers[19] = (0.9307, 0.0693)\n centers[20] = (0.6476, 0.3643)\n centers[21] = (0.9258, 0.9258)\n centers[22] = (0.9036, 0.4413)\n centers[23] = (0.7381, 0.8814)\n centers[24] = (0.5861, 0.1000)\n centers[25] = (0.8947, 0.2401)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5395498314641043
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_147/results/packing_viz.png",
+ "execution_time_mean": 705.699670992326,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e6b09653322e49a3b0e9d4f6f14a48449708bb8e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..52f1e25400ef678e95ec56f167f390185d6adc68
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_148/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_148/results
+Run 1/1 completed in 712.35 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_148/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_148/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_148/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_148/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_148/results/packing_viz.png
+ execution_time_mean: 712.3544629872777
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..9925501832ea189ae38b1b467866e661e55cce1f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_148/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_148/results/packing_viz.png",
+ "execution_time_mean": 712.3544629872777,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..599f8271880d15d966f3e3cbe7ab8bb654a75a58
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4c87336318ec73538f95031dc6686bb976a6d7e8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_149/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_149/results
+Run 1/1 completed in 532.61 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_149/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_149/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_149/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_149/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.572498160406856
+ public: {'centers_str': ' centers[0] = (0.0775, 0.0775)\n centers[1] = (0.1172, 0.2680)\n centers[2] = (0.0998, 0.6227)\n centers[3] = (0.3151, 0.6738)\n centers[4] = (0.1784, 0.7707)\n centers[5] = (0.0553, 0.7712)\n centers[6] = (0.2529, 0.0993)\n centers[7] = (0.0726, 0.4525)\n centers[8] = (0.4561, 0.1039)\n centers[9] = (0.8739, 0.8739)\n centers[10] = (0.1020, 0.9094)\n centers[11] = (0.3172, 0.8868)\n centers[12] = (0.3454, 0.2892)\n centers[13] = (0.5362, 0.2694)\n centers[14] = (0.2470, 0.4815)\n centers[15] = (0.7535, 0.4828)\n centers[16] = (0.4984, 0.7647)\n centers[17] = (0.4893, 0.9346)\n centers[18] = (0.6856, 0.1267)\n centers[19] = (0.6809, 0.3304)\n centers[20] = (0.9041, 0.5946)\n centers[21] = (0.5065, 0.5037)\n centers[22] = (0.7105, 0.6900)\n centers[23] = (0.6503, 0.9008)\n centers[24] = (0.9050, 0.0950)\n centers[25] = (0.8784, 0.3099)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.572498160406856}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_149/results/packing_viz.png
+ execution_time_mean: 532.6131308120675
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe9c0a0298683951209ae2b817d6aa75bb6b1b22
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_149/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.572498160406856,
+ "public": {
+ "centers_str": " centers[0] = (0.0775, 0.0775)\n centers[1] = (0.1172, 0.2680)\n centers[2] = (0.0998, 0.6227)\n centers[3] = (0.3151, 0.6738)\n centers[4] = (0.1784, 0.7707)\n centers[5] = (0.0553, 0.7712)\n centers[6] = (0.2529, 0.0993)\n centers[7] = (0.0726, 0.4525)\n centers[8] = (0.4561, 0.1039)\n centers[9] = (0.8739, 0.8739)\n centers[10] = (0.1020, 0.9094)\n centers[11] = (0.3172, 0.8868)\n centers[12] = (0.3454, 0.2892)\n centers[13] = (0.5362, 0.2694)\n centers[14] = (0.2470, 0.4815)\n centers[15] = (0.7535, 0.4828)\n centers[16] = (0.4984, 0.7647)\n centers[17] = (0.4893, 0.9346)\n centers[18] = (0.6856, 0.1267)\n centers[19] = (0.6809, 0.3304)\n centers[20] = (0.9041, 0.5946)\n centers[21] = (0.5065, 0.5037)\n centers[22] = (0.7105, 0.6900)\n centers[23] = (0.6503, 0.9008)\n centers[24] = (0.9050, 0.0950)\n centers[25] = (0.8784, 0.3099)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.572498160406856
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_149/results/packing_viz.png",
+ "execution_time_mean": 532.6131308120675,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..aede193bca4fd08b2511d52185c8b82b04201059
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..e6cf3cf3dd1ea1f1f29e58824efcafd407dd0dfc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_15/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_15/results
+Run 1/1 completed in 24.87 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_15/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_15/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_15/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_15/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.8403523400947381
+ public: {'centers_str': ' centers[0] = (0.1016, 0.0793)\n centers[1] = (0.1072, 0.2632)\n centers[2] = (0.0563, 0.4484)\n centers[3] = (0.1007, 0.6024)\n centers[4] = (0.0585, 0.7467)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2596, 0.1049)\n centers[7] = (0.2462, 0.2318)\n centers[8] = (0.2536, 0.3876)\n centers[9] = (0.2718, 0.5921)\n centers[10] = (0.2672, 0.7403)\n centers[11] = (0.2814, 0.9429)\n centers[12] = (0.4352, 0.0630)\n centers[13] = (0.4144, 0.2196)\n centers[14] = (0.3936, 0.4289)\n centers[15] = (0.4330, 0.6145)\n centers[16] = (0.4051, 0.7414)\n centers[17] = (0.4146, 0.8960)\n centers[18] = (0.5587, 0.0817)\n centers[19] = (0.5651, 0.2613)\n centers[20] = (0.5791, 0.4388)\n centers[21] = (0.5967, 0.5708)\n centers[22] = (0.6055, 0.7703)\n centers[23] = (0.5758, 0.9026)\n centers[24] = (0.7622, 0.0593)\n centers[25] = (0.7300, 0.2172)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.8403523400947381}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_15/results/packing_viz.png
+ execution_time_mean: 24.866249195300043
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c3ded2e6ee42b708275ae802d0e42ae7bc9a491c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_15/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.8403523400947381,
+ "public": {
+ "centers_str": " centers[0] = (0.1016, 0.0793)\n centers[1] = (0.1072, 0.2632)\n centers[2] = (0.0563, 0.4484)\n centers[3] = (0.1007, 0.6024)\n centers[4] = (0.0585, 0.7467)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2596, 0.1049)\n centers[7] = (0.2462, 0.2318)\n centers[8] = (0.2536, 0.3876)\n centers[9] = (0.2718, 0.5921)\n centers[10] = (0.2672, 0.7403)\n centers[11] = (0.2814, 0.9429)\n centers[12] = (0.4352, 0.0630)\n centers[13] = (0.4144, 0.2196)\n centers[14] = (0.3936, 0.4289)\n centers[15] = (0.4330, 0.6145)\n centers[16] = (0.4051, 0.7414)\n centers[17] = (0.4146, 0.8960)\n centers[18] = (0.5587, 0.0817)\n centers[19] = (0.5651, 0.2613)\n centers[20] = (0.5791, 0.4388)\n centers[21] = (0.5967, 0.5708)\n centers[22] = (0.6055, 0.7703)\n centers[23] = (0.5758, 0.9026)\n centers[24] = (0.7622, 0.0593)\n centers[25] = (0.7300, 0.2172)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.8403523400947381
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_15/results/packing_viz.png",
+ "execution_time_mean": 24.866249195300043,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..46b6f4f74778cce65412dd4da3b0072b11690e57
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ace432c0870f0cc3bc72775155375a35fee7f8e9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_150/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_150/results
+Run 1/1 completed in 583.63 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_150/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_150/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_150/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_150/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.507000473478862
+ public: {'centers_str': ' centers[0] = (0.0757, 0.0757)\n centers[1] = (0.1355, 0.2775)\n centers[2] = (0.4977, 0.3292)\n centers[3] = (0.1076, 0.5180)\n centers[4] = (0.0716, 0.6935)\n centers[5] = (0.1205, 0.8793)\n centers[6] = (0.2351, 0.0834)\n centers[7] = (0.3720, 0.0560)\n centers[8] = (0.4589, 0.9501)\n centers[9] = (0.7510, 0.0523)\n centers[10] = (0.2578, 0.6862)\n centers[11] = (0.3085, 0.9267)\n centers[12] = (0.9096, 0.3301)\n centers[13] = (0.3678, 0.2164)\n centers[14] = (0.3390, 0.4521)\n centers[15] = (0.4590, 0.6324)\n centers[16] = (0.6436, 0.7019)\n centers[17] = (0.4283, 0.8084)\n centers[18] = (0.5131, 0.0889)\n centers[19] = (0.8913, 0.5943)\n centers[20] = (0.8974, 0.1027)\n centers[21] = (0.5964, 0.4858)\n centers[22] = (0.8498, 0.8499)\n centers[23] = (0.5998, 0.9004)\n centers[24] = (0.7855, 0.4420)\n centers[25] = (0.6915, 0.2408)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.507000473478862}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_150/results/packing_viz.png
+ execution_time_mean: 583.6318284473382
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f849462011fe9b23d16a8f4750212ec3da870be
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_150/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.507000473478862,
+ "public": {
+ "centers_str": " centers[0] = (0.0757, 0.0757)\n centers[1] = (0.1355, 0.2775)\n centers[2] = (0.4977, 0.3292)\n centers[3] = (0.1076, 0.5180)\n centers[4] = (0.0716, 0.6935)\n centers[5] = (0.1205, 0.8793)\n centers[6] = (0.2351, 0.0834)\n centers[7] = (0.3720, 0.0560)\n centers[8] = (0.4589, 0.9501)\n centers[9] = (0.7510, 0.0523)\n centers[10] = (0.2578, 0.6862)\n centers[11] = (0.3085, 0.9267)\n centers[12] = (0.9096, 0.3301)\n centers[13] = (0.3678, 0.2164)\n centers[14] = (0.3390, 0.4521)\n centers[15] = (0.4590, 0.6324)\n centers[16] = (0.6436, 0.7019)\n centers[17] = (0.4283, 0.8084)\n centers[18] = (0.5131, 0.0889)\n centers[19] = (0.8913, 0.5943)\n centers[20] = (0.8974, 0.1027)\n centers[21] = (0.5964, 0.4858)\n centers[22] = (0.8498, 0.8499)\n centers[23] = (0.5998, 0.9004)\n centers[24] = (0.7855, 0.4420)\n centers[25] = (0.6915, 0.2408)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.507000473478862
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_150/results/packing_viz.png",
+ "execution_time_mean": 583.6318284473382,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..54e1a0c951c995a85546e29d7b9fda9bcbc8892d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a2f63d7930019be30592a6e883d37525d27132e9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_151/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_151/results
+Run 1/1 completed in 78.22 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_151/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_151/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_151/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_151/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.313364945403811
+ public: {'centers_str': ' centers[0] = (0.6361, 0.3252)\n centers[1] = (0.4070, 0.5738)\n centers[2] = (0.1664, 0.0000)\n centers[3] = (0.0980, 0.3723)\n centers[4] = (0.5363, 0.5728)\n centers[5] = (0.7194, 0.7389)\n centers[6] = (0.8970, 0.3395)\n centers[7] = (0.0760, 0.5493)\n centers[8] = (0.3070, 0.0830)\n centers[9] = (0.8816, 0.1186)\n centers[10] = (0.4931, 0.9250)\n centers[11] = (0.8761, 0.8751)\n centers[12] = (0.3330, 0.3096)\n centers[13] = (0.8649, 0.5754)\n centers[14] = (0.0887, 0.8164)\n centers[15] = (0.2178, 0.4972)\n centers[16] = (0.5389, 0.7584)\n centers[17] = (0.5912, 1.0000)\n centers[18] = (1.0000, 0.0000)\n centers[19] = (0.4923, 0.1041)\n centers[20] = (0.1188, 0.1554)\n centers[21] = (0.2015, 0.6687)\n centers[22] = (0.2977, 0.8719)\n centers[23] = (0.6329, 0.5804)\n centers[24] = (0.6804, 0.0854)\n centers[25] = (0.6607, 0.9063)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.313364945403811}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_151/results/packing_viz.png
+ execution_time_mean: 78.22307502944022
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..19a9dc3c40977235a838e9523c3770668062e4c9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_151/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.313364945403811,
+ "public": {
+ "centers_str": " centers[0] = (0.6361, 0.3252)\n centers[1] = (0.4070, 0.5738)\n centers[2] = (0.1664, 0.0000)\n centers[3] = (0.0980, 0.3723)\n centers[4] = (0.5363, 0.5728)\n centers[5] = (0.7194, 0.7389)\n centers[6] = (0.8970, 0.3395)\n centers[7] = (0.0760, 0.5493)\n centers[8] = (0.3070, 0.0830)\n centers[9] = (0.8816, 0.1186)\n centers[10] = (0.4931, 0.9250)\n centers[11] = (0.8761, 0.8751)\n centers[12] = (0.3330, 0.3096)\n centers[13] = (0.8649, 0.5754)\n centers[14] = (0.0887, 0.8164)\n centers[15] = (0.2178, 0.4972)\n centers[16] = (0.5389, 0.7584)\n centers[17] = (0.5912, 1.0000)\n centers[18] = (1.0000, 0.0000)\n centers[19] = (0.4923, 0.1041)\n centers[20] = (0.1188, 0.1554)\n centers[21] = (0.2015, 0.6687)\n centers[22] = (0.2977, 0.8719)\n centers[23] = (0.6329, 0.5804)\n centers[24] = (0.6804, 0.0854)\n centers[25] = (0.6607, 0.9063)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.313364945403811
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_151/results/packing_viz.png",
+ "execution_time_mean": 78.22307502944022,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a8de19cedad152f63b974e504e892291b51259ce
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..39a90d46b73dcd19fa359231407ad0e1c14af7ac
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_152/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_152/results
+Run 1/1 completed in 934.68 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_152/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_152/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_152/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_152/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5699505299568903
+ public: {'centers_str': ' centers[0] = (0.0833, 0.0833)\n centers[1] = (0.3078, 0.3013)\n centers[2] = (0.2392, 0.5765)\n centers[3] = (0.0900, 0.4865)\n centers[4] = (0.2355, 0.7284)\n centers[5] = (0.1212, 0.8787)\n centers[6] = (0.4582, 0.2233)\n centers[7] = (0.2787, 0.1146)\n centers[8] = (0.1173, 0.2810)\n centers[9] = (0.7015, 0.7386)\n centers[10] = (0.3597, 0.6713)\n centers[11] = (0.0902, 0.6670)\n centers[12] = (0.4503, 0.0642)\n centers[13] = (0.2353, 0.4241)\n centers[14] = (0.4388, 0.4722)\n centers[15] = (0.5274, 0.6999)\n centers[16] = (0.6046, 0.8951)\n centers[17] = (0.3717, 0.8707)\n centers[18] = (0.6113, 0.1009)\n centers[19] = (0.6509, 0.3197)\n centers[20] = (0.6792, 0.5505)\n centers[21] = (0.8815, 0.6612)\n centers[22] = (0.9593, 0.9593)\n centers[23] = (0.8232, 0.8861)\n centers[24] = (0.8539, 0.1473)\n centers[25] = (0.8753, 0.4180)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5699505299568903}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_152/results/packing_viz.png
+ execution_time_mean: 934.6769485310651
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c0271f40c3ee1065ebf7b0ccfbd6cdabcd48db66
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_152/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5699505299568903,
+ "public": {
+ "centers_str": " centers[0] = (0.0833, 0.0833)\n centers[1] = (0.3078, 0.3013)\n centers[2] = (0.2392, 0.5765)\n centers[3] = (0.0900, 0.4865)\n centers[4] = (0.2355, 0.7284)\n centers[5] = (0.1212, 0.8787)\n centers[6] = (0.4582, 0.2233)\n centers[7] = (0.2787, 0.1146)\n centers[8] = (0.1173, 0.2810)\n centers[9] = (0.7015, 0.7386)\n centers[10] = (0.3597, 0.6713)\n centers[11] = (0.0902, 0.6670)\n centers[12] = (0.4503, 0.0642)\n centers[13] = (0.2353, 0.4241)\n centers[14] = (0.4388, 0.4722)\n centers[15] = (0.5274, 0.6999)\n centers[16] = (0.6046, 0.8951)\n centers[17] = (0.3717, 0.8707)\n centers[18] = (0.6113, 0.1009)\n centers[19] = (0.6509, 0.3197)\n centers[20] = (0.6792, 0.5505)\n centers[21] = (0.8815, 0.6612)\n centers[22] = (0.9593, 0.9593)\n centers[23] = (0.8232, 0.8861)\n centers[24] = (0.8539, 0.1473)\n centers[25] = (0.8753, 0.4180)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5699505299568903
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_152/results/packing_viz.png",
+ "execution_time_mean": 934.6769485310651,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..98ff845ff6338f037ca02fe266a9ed7129842762
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..9db8d72784b9cbfe165b06f7d0976c9fe21c267b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "calculate_radii_for_fixed_centers() got an unexpected keyword argument 'n_sub_iters'"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..af1d21fdac3a595ab895c166d1c470e83b733b62
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_153/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_153/results
+Evaluation error: calculate_radii_for_fixed_centers() got an unexpected keyword argument 'n_sub_iters'
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_153/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_153/results/metrics.json
+Evaluation or Validation failed: calculate_radii_for_fixed_centers() got an unexpected keyword argument 'n_sub_iters'
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_153/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4a63d74a6079815edd9ff3c91918a80f6cca42c2
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..aeb9cc5795e6bbe389744d22615fca351ee06219
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/edit.diff
@@ -0,0 +1,377 @@
+--- a/original.py
++++ b/original.py
+@@ -1,296 +1,267 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+-def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
+- """
+- Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+- Pushes circles away from each other and towards boundaries.
+- `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
++def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, vortex_strength=0.0):
++ """
++ Applies force-directed refinement, including an optional tangential "vortex" force
++ to help break grid-lock and explore non-symmetrical packings.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+- local_radii = np.copy(radii) # Start with provided radii for warm start
++ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+- # Inter-circle repulsion
++ # Inter-circle forces (repulsion + vortex)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+- # Use current local_radii for force calculation
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+- if dist < 1e-9: # Avoid division by zero if centers are coincident
++ if dist < 1e-9: # Avoid division by zero
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+- forces[i] += direction * force_magnitude
+- forces[j] -= direction * force_magnitude
+-
+- # Boundary repulsion/attraction
++
++ # Radial force component (standard repulsion)
++ radial_force = direction * force_magnitude
++
++ # Tangential force component (vortex)
++ tangential_force = np.zeros(2)
++ if vortex_strength > 0 and dist > 1e-9:
++ # Rotate direction vector by 90 degrees for tangential force
++ tangential_dir = np.array([-direction[1], direction[0]])
++ tangential_force = tangential_dir * force_magnitude * vortex_strength
++
++ # Apply forces ensuring F_ij = -F_ji
++ total_force_on_i = radial_force + tangential_force
++ forces[i] += total_force_on_i
++ forces[j] -= total_force_on_i
++
++ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+- # Use current local_radii for boundary check and force calculation
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+- local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+-
+- # Re-calculate radii periodically or on the last step
+- if (step % radii_update_frequency == 0 and step > 0) or step == num_steps - 1:
++ local_centers = np.clip(local_centers, 0.0, 1.0)
++
++ # Periodically re-calculate radii
++ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+ def construct_packing():
+ """
+- Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+- This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
++ Constructs a circle packing using a Hybrid Quake-VortexSettle Simulated Annealing.
++ This version enhances the 'Settle' phase with a tangential 'vortex' force to
++ break symmetrical grid-lock and explore denser, amorphous configurations.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+- N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
++ N_TOTAL_ITERATIONS = 140000 # Increased iterations
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+- # Two-stage exponential annealing for temperature
+- T_INITIAL = 0.015
+- T_MID = 1e-4
+- T_FINAL = 1e-8
+- # Two-stage exponential annealing for perturbation scale
+- PERTURB_SCALE_INITIAL = 0.08
+- PERTURB_SCALE_MID = 0.001
+- PERTURB_SCALE_FINAL = 1e-6
+- # Force parameters for Quake Phase (guiding single circle perturbation direction)
++ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
++ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_REPULSION_QUAKE = 0.002
+ FD_BETA_BOUND_REPULSION_QUAKE = 0.005
+- FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+- # Adaptive precision for radii calculation in Quake phase
++ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+- # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+- N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+- SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+- SETTLE_STEPS_PER_CALL = 60 # Number of force-directed steps within each settle call
+- # Adaptive Settle Phase force parameters (start strong, decay)
++ # --- Settle Phase Parameters (Periodic Vortex Compaction) ---
++ N_SETTLE_PERIODS = 30 # More frequent settling
++ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
++ SETTLE_STEPS_PER_CALL = 70 # More steps per settle call
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+- SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+- # Adaptive precision for radii calculation in Settle phase
++ SETTLE_ANNEALING_DECAY_COEFF = 4.0
++ VORTEX_STRENGTH_INITIAL = 0.25 # Strength of the tangential force
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+- SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during periodic settle calls
+- FINAL_POLISH_RADII_UPDATE_FREQ = 2 # Update radii every 2 steps during final polish
+-
++ SETTLE_RADII_UPDATE_FREQ = 5
++ FINAL_POLISH_RADII_UPDATE_FREQ = 2
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+- # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+- if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Faster decay for broad exploration
+- progress_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+- current_T = T_INITIAL * (T_MID / T_INITIAL)**progress_stage
+- current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress_stage
+- else: # Stage 2: Slower decay for fine-tuning
+- progress_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+- current_T = T_MID * (T_FINAL / T_MID)**progress_stage
+- current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress_stage
+-
+- # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ progress_total = i / N_TOTAL_ITERATIONS
++ # Two-stage annealing for Quake parameters
++ if i < N_TOTAL_ITERATIONS * 0.3:
++ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
++ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
++ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
++ else:
++ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
++ current_T = T_MID * (T_FINAL / T_MID)**p_stage
++ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
++
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+- # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
++ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+-
+- # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+- # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+-
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+- else: # Handle coincident centers with a random direction
++ else:
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ force_magnitude = FD_ALPHA_REPULSION_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+- # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+
+- # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+- if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
+- circle_idx = rng.integers(0, n)
+- displacement = rng.normal(0, current_perturb_scale, 2)
+- else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+- probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
++ if np.all(force_magnitudes < FORCE_THRESHOLD):
++ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
++ else:
++ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+-
+- direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
++ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+- # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+- # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+- current_centers = new_centers_proposal
+- current_radii = new_radii_proposal
+- current_sum_radii = new_sum_radii_proposal
+-
+- # Update overall best solution found so far
++ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+- # --- Settle Phase: Periodic Force-Directed Compaction ---
+- # Run the settle phase periodically to aggressively compact the current best configuration
++ # --- Settle Phase: Periodic Vortex Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+- # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+- current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+- current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+- # Ensure forces don't drop to zero too early
+- current_alpha_settle = max(1e-7, current_alpha_settle)
+- current_beta_settle = max(1e-7, current_beta_settle)
+-
+- # Adaptive precision for radii calculation in Settle phase
++ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++ current_vortex_strength = max(0, VORTEX_STRENGTH_INITIAL * settle_anneal_factor)
++
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+- radii_update_frequency=SETTLE_RADII_UPDATE_FREQ # Pass the new parameter
++ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
++ vortex_strength=current_vortex_strength
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+- # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+- best_sum_radii = settled_sum_radii
+- best_centers = np.copy(settled_centers)
+- best_radii = np.copy(settled_radii)
+- # Update current state for subsequent quake phases to continue from this improved configuration
+- current_centers = np.copy(settled_centers)
+- current_radii = np.copy(settled_radii)
+- current_sum_radii = settled_sum_radii
++ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
++ current_centers, current_radii, current_sum_radii = np.copy(settled_centers), np.copy(settled_radii), settled_sum_radii
+ else:
+- # If settle didn't improve (or made it worse), revert current_centers to best_centers
+- # to prevent propagating a suboptimal result into the quake phase.
+- current_centers = np.copy(best_centers)
+- current_radii = np.copy(best_radii)
+- current_sum_radii = best_sum_radii
++ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+- # Apply a final, aggressive force-directed settle to the best found configuration for maximum compaction.
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+- num_steps=100, # Increased steps for thorough final compaction
+- alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7, # Slightly adjusted final force strengths
+- beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+- n_sub_iterations_radii=600, # Very high precision for final radii calculation
++ num_steps=120, # More thorough final polish
++ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.5, # Gentler force
++ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.5,
++ n_sub_iterations_radii=600,
+ rng=rng,
+- radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ # Pass the new parameter
++ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ,
++ vortex_strength=0.0 # No vortex in final polish for pure compaction
+ )
+
+- final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+- # One last highly precise radii calculation
++ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..b771683ccaffe865b4689337c578bfca70e5e1d0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/main.py
@@ -0,0 +1,267 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, vortex_strength=0.0):
+ """
+ Applies force-directed refinement, including an optional tangential "vortex" force
+ to help break grid-lock and explore non-symmetrical packings.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle forces (repulsion + vortex)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+
+ # Radial force component (standard repulsion)
+ radial_force = direction * force_magnitude
+
+ # Tangential force component (vortex)
+ tangential_force = np.zeros(2)
+ if vortex_strength > 0 and dist > 1e-9:
+ # Rotate direction vector by 90 degrees for tangential force
+ tangential_dir = np.array([-direction[1], direction[0]])
+ tangential_force = tangential_dir * force_magnitude * vortex_strength
+
+ # Apply forces ensuring F_ij = -F_ji
+ total_force_on_i = radial_force + tangential_force
+ forces[i] += total_force_on_i
+ forces[j] -= total_force_on_i
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Periodically re-calculate radii
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-VortexSettle Simulated Annealing.
+ This version enhances the 'Settle' phase with a tangential 'vortex' force to
+ break symmetrical grid-lock and explore denser, amorphous configurations.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 140000 # Increased iterations
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_REPULSION_QUAKE = 0.002
+ FD_BETA_BOUND_REPULSION_QUAKE = 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Vortex Compaction) ---
+ N_SETTLE_PERIODS = 30 # More frequent settling
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70 # More steps per settle call
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ VORTEX_STRENGTH_INITIAL = 0.25 # Strength of the tangential force
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5
+ FINAL_POLISH_RADII_UPDATE_FREQ = 2
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage annealing for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ else:
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ force_magnitude = FD_ALPHA_REPULSION_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Vortex Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_vortex_strength = max(0, VORTEX_STRENGTH_INITIAL * settle_anneal_factor)
+
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
+ vortex_strength=current_vortex_strength
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(settled_centers), np.copy(settled_radii), settled_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=120, # More thorough final polish
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.5, # Gentler force
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.5,
+ n_sub_iterations_radii=600,
+ rng=rng,
+ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ,
+ vortex_strength=0.0 # No vortex in final polish for pure compaction
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..6d423a07a5aeceeaa958e3b483c71cd0d71cd729
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/original.py
@@ -0,0 +1,296 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries.
+ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use current local_radii for force calculation
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ # Use current local_radii for boundary check and force calculation
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii periodically or on the last step
+ if (step % radii_update_frequency == 0 and step > 0) or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ # Two-stage exponential annealing for temperature
+ T_INITIAL = 0.015
+ T_MID = 1e-4
+ T_FINAL = 1e-8
+ # Two-stage exponential annealing for perturbation scale
+ PERTURB_SCALE_INITIAL = 0.08
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+ # Force parameters for Quake Phase (guiding single circle perturbation direction)
+ FD_ALPHA_REPULSION_QUAKE = 0.002
+ FD_BETA_BOUND_REPULSION_QUAKE = 0.005
+ FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+ # Adaptive precision for radii calculation in Quake phase
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+ SETTLE_STEPS_PER_CALL = 60 # Number of force-directed steps within each settle call
+ # Adaptive Settle Phase force parameters (start strong, decay)
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+ # Adaptive precision for radii calculation in Settle phase
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during periodic settle calls
+ FINAL_POLISH_RADII_UPDATE_FREQ = 2 # Update radii every 2 steps during final polish
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+ if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Faster decay for broad exploration
+ progress_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**progress_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress_stage
+ else: # Stage 2: Slower decay for fine-tuning
+ progress_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**progress_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress_stage
+
+ # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ progress_total = i / N_TOTAL_ITERATIONS
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+
+ # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ else: # Handle coincident centers with a random direction
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ force_magnitude = FD_ALPHA_REPULSION_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+ # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+
+ # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+ probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers = new_centers_proposal
+ current_radii = new_radii_proposal
+ current_sum_radii = new_sum_radii_proposal
+
+ # Update overall best solution found so far
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ # Ensure forces don't drop to zero too early
+ current_alpha_settle = max(1e-7, current_alpha_settle)
+ current_beta_settle = max(1e-7, current_beta_settle)
+
+ # Adaptive precision for radii calculation in Settle phase
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ # Pass the new parameter
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Update current state for subsequent quake phases to continue from this improved configuration
+ current_centers = np.copy(settled_centers)
+ current_radii = np.copy(settled_radii)
+ current_sum_radii = settled_sum_radii
+ else:
+ # If settle didn't improve (or made it worse), revert current_centers to best_centers
+ # to prevent propagating a suboptimal result into the quake phase.
+ current_centers = np.copy(best_centers)
+ current_radii = np.copy(best_radii)
+ current_sum_radii = best_sum_radii
+
+ # --- Final Polish ---
+ # Apply a final, aggressive force-directed settle to the best found configuration for maximum compaction.
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=100, # Increased steps for thorough final compaction
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7, # Slightly adjusted final force strengths
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+ n_sub_iterations_radii=600, # Very high precision for final radii calculation
+ rng=rng,
+ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ # Pass the new parameter
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+ # One last highly precise radii calculation
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b533480dc5ea73842b9e988b33cb0f5ed760d484
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_156/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_156/results
+Run 1/1 completed in 804.58 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_156/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_156/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_156/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_156/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.521094668001152
+ public: {'centers_str': ' centers[0] = (0.5423, 0.2197)\n centers[1] = (0.0825, 0.0825)\n centers[2] = (0.3079, 0.5808)\n centers[3] = (0.1049, 0.7935)\n centers[4] = (0.6817, 0.2409)\n centers[5] = (0.0548, 0.9452)\n centers[6] = (0.4499, 0.0895)\n centers[7] = (0.3931, 0.6849)\n centers[8] = (0.8836, 0.6290)\n centers[9] = (0.5342, 0.7778)\n centers[10] = (0.2514, 0.6989)\n centers[11] = (0.1242, 0.5528)\n centers[12] = (0.2998, 0.4366)\n centers[13] = (0.6369, 0.0902)\n centers[14] = (0.3730, 0.2658)\n centers[15] = (0.1665, 0.9431)\n centers[16] = (0.7128, 0.7392)\n centers[17] = (0.5142, 0.9362)\n centers[18] = (0.2624, 0.0981)\n centers[19] = (0.8823, 0.3950)\n centers[20] = (0.1352, 0.2936)\n centers[21] = (0.8609, 0.1391)\n centers[22] = (0.6659, 0.9099)\n centers[23] = (0.8763, 0.8720)\n centers[24] = (0.3354, 0.8747)\n centers[25] = (0.5791, 0.4864)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.521094668001152}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_156/results/packing_viz.png
+ execution_time_mean: 804.5823506200686
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b8aefce1516bddd698da97cb8c13583ff0946e1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.521094668001152,
+ "public": {
+ "centers_str": " centers[0] = (0.5423, 0.2197)\n centers[1] = (0.0825, 0.0825)\n centers[2] = (0.3079, 0.5808)\n centers[3] = (0.1049, 0.7935)\n centers[4] = (0.6817, 0.2409)\n centers[5] = (0.0548, 0.9452)\n centers[6] = (0.4499, 0.0895)\n centers[7] = (0.3931, 0.6849)\n centers[8] = (0.8836, 0.6290)\n centers[9] = (0.5342, 0.7778)\n centers[10] = (0.2514, 0.6989)\n centers[11] = (0.1242, 0.5528)\n centers[12] = (0.2998, 0.4366)\n centers[13] = (0.6369, 0.0902)\n centers[14] = (0.3730, 0.2658)\n centers[15] = (0.1665, 0.9431)\n centers[16] = (0.7128, 0.7392)\n centers[17] = (0.5142, 0.9362)\n centers[18] = (0.2624, 0.0981)\n centers[19] = (0.8823, 0.3950)\n centers[20] = (0.1352, 0.2936)\n centers[21] = (0.8609, 0.1391)\n centers[22] = (0.6659, 0.9099)\n centers[23] = (0.8763, 0.8720)\n centers[24] = (0.3354, 0.8747)\n centers[25] = (0.5791, 0.4864)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.521094668001152
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_156/results/packing_viz.png",
+ "execution_time_mean": 804.5823506200686,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..98ea8e2f846eaea4af5e4477a30d35846807a2cb
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_156/rewrite.txt
@@ -0,0 +1,258 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, vortex_strength=0.0):
+ """
+ Applies force-directed refinement, including an optional tangential "vortex" force
+ to help break grid-lock and explore non-symmetrical packings.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle forces (repulsion + vortex)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+
+ # Radial force component (standard repulsion)
+ radial_force = direction * force_magnitude
+
+ # Tangential force component (vortex)
+ tangential_force = np.zeros(2)
+ if vortex_strength > 0 and dist > 1e-9:
+ # Rotate direction vector by 90 degrees for tangential force
+ tangential_dir = np.array([-direction[1], direction[0]])
+ tangential_force = tangential_dir * force_magnitude * vortex_strength
+
+ # Apply forces ensuring F_ij = -F_ji
+ total_force_on_i = radial_force + tangential_force
+ forces[i] += total_force_on_i
+ forces[j] -= total_force_on_i
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Periodically re-calculate radii
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-VortexSettle Simulated Annealing.
+ This version enhances the 'Settle' phase with a tangential 'vortex' force to
+ break symmetrical grid-lock and explore denser, amorphous configurations.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 140000 # Increased iterations
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_REPULSION_QUAKE = 0.002
+ FD_BETA_BOUND_REPULSION_QUAKE = 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Vortex Compaction) ---
+ N_SETTLE_PERIODS = 30 # More frequent settling
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70 # More steps per settle call
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ VORTEX_STRENGTH_INITIAL = 0.25 # Strength of the tangential force
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5
+ FINAL_POLISH_RADII_UPDATE_FREQ = 2
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage annealing for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ else:
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ force_magnitude = FD_ALPHA_REPULSION_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Vortex Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_vortex_strength = max(0, VORTEX_STRENGTH_INITIAL * settle_anneal_factor)
+
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
+ vortex_strength=current_vortex_strength
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(settled_centers), np.copy(settled_radii), settled_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=120, # More thorough final polish
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.5, # Gentler force
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.5,
+ n_sub_iterations_radii=600,
+ rng=rng,
+ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ,
+ vortex_strength=0.0 # No vortex in final polish for pure compaction
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ad96955d4b6241bf839294e796a557efe102ccbb
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7a570de7d8c9f1a33f44208f3ee3562cce0ac4f8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_157/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_157/results
+Run 1/1 completed in 710.56 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_157/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_157/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_157/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_157/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_157/results/packing_viz.png
+ execution_time_mean: 710.5646785879508
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..78d7833c4555af402cb5aab5f800d707924d6d5e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_157/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_157/results/packing_viz.png",
+ "execution_time_mean": 710.5646785879508,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f8780bc5bd39556fbc60f0e946d76fe323bd9765
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..2b8458e76de440eb68dbb2c1683d9d4b8a9c7efc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_158/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_158/results
+Run 1/1 completed in 710.14 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_158/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_158/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_158/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_158/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_158/results/packing_viz.png
+ execution_time_mean: 710.1442544087768
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f171ebd6b796a4af6b5aa1e6f457d4b3e58a76f0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_158/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_158/results/packing_viz.png",
+ "execution_time_mean": 710.1442544087768,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3fb114fb3153cbf110ef2a8f0597dcfba7f3cea9
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..f5a89a8a529dc692a8d5eb089ba4d1121420fab2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_159/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_159/results
+Run 1/1 completed in 724.27 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_159/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_159/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_159/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_159/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_159/results/packing_viz.png
+ execution_time_mean: 724.273856760934
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..59f42fd978ab055ae4ec265f9a959b6ecd343dfb
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_159/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_159/results/packing_viz.png",
+ "execution_time_mean": 724.273856760934,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..afe9b8d80306d9b2eceef8ff184a815d1faba220
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..067d7a55ccb04d4dc303070b10d718106cbfdb2d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_16/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_16/results
+Run 1/1 completed in 40.44 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_16/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_16/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_16/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_16/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.147399677754727
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0738, 0.2576)\n centers[2] = (0.0526, 0.4496)\n centers[3] = (0.0832, 0.5942)\n centers[4] = (0.0325, 0.7458)\n centers[5] = (0.0718, 0.9482)\n centers[6] = (0.2693, 0.0688)\n centers[7] = (0.2233, 0.2123)\n centers[8] = (0.1898, 0.3868)\n centers[9] = (0.2645, 0.5579)\n centers[10] = (0.2149, 0.7970)\n centers[11] = (0.2746, 0.9718)\n centers[12] = (0.4263, 0.0519)\n centers[13] = (0.4048, 0.2044)\n centers[14] = (0.3898, 0.4087)\n centers[15] = (0.4495, 0.6013)\n centers[16] = (0.4355, 0.7648)\n centers[17] = (0.4254, 0.9165)\n centers[18] = (0.5674, 0.0826)\n centers[19] = (0.5662, 0.2585)\n centers[20] = (0.6138, 0.4448)\n centers[21] = (0.5760, 0.5817)\n centers[22] = (0.7315, 0.7759)\n centers[23] = (0.5403, 0.9622)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8180, 0.2136)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.147399677754727}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_16/results/packing_viz.png
+ execution_time_mean: 40.44293907098472
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..981e46e63dd5b52fb919ced05151d37ba1d65b83
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_16/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.147399677754727,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0738, 0.2576)\n centers[2] = (0.0526, 0.4496)\n centers[3] = (0.0832, 0.5942)\n centers[4] = (0.0325, 0.7458)\n centers[5] = (0.0718, 0.9482)\n centers[6] = (0.2693, 0.0688)\n centers[7] = (0.2233, 0.2123)\n centers[8] = (0.1898, 0.3868)\n centers[9] = (0.2645, 0.5579)\n centers[10] = (0.2149, 0.7970)\n centers[11] = (0.2746, 0.9718)\n centers[12] = (0.4263, 0.0519)\n centers[13] = (0.4048, 0.2044)\n centers[14] = (0.3898, 0.4087)\n centers[15] = (0.4495, 0.6013)\n centers[16] = (0.4355, 0.7648)\n centers[17] = (0.4254, 0.9165)\n centers[18] = (0.5674, 0.0826)\n centers[19] = (0.5662, 0.2585)\n centers[20] = (0.6138, 0.4448)\n centers[21] = (0.5760, 0.5817)\n centers[22] = (0.7315, 0.7759)\n centers[23] = (0.5403, 0.9622)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8180, 0.2136)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.147399677754727
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_16/results/packing_viz.png",
+ "execution_time_mean": 40.44293907098472,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..985adca71bdbd77ed645538dfc3d73f39b14687a
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7c02e4b7b5f451f7f8c15e6a514412424ed81147
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_160/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_160/results
+Run 1/1 completed in 705.92 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_160/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_160/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_160/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_160/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_160/results/packing_viz.png
+ execution_time_mean: 705.9221395556815
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e6b453d1632eed728275941a5f1a0223f2985782
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_160/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_160/results/packing_viz.png",
+ "execution_time_mean": 705.9221395556815,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..67417b14661086a542e46478b9396aebd02020f6
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a882091613b5c658f59305f1ab654ae7ad0d2cab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_161/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_161/results
+Run 1/1 completed in 721.31 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_161/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_161/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_161/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_161/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5377608863368017
+ public: {'centers_str': ' centers[0] = (0.3627, 0.4458)\n centers[1] = (0.0596, 0.0596)\n centers[2] = (0.2365, 0.3341)\n centers[3] = (0.6300, 0.8883)\n centers[4] = (0.2635, 0.7677)\n centers[5] = (0.0969, 0.8671)\n centers[6] = (0.0987, 0.2170)\n centers[7] = (0.0951, 0.6751)\n centers[8] = (0.4004, 0.2687)\n centers[9] = (0.6241, 0.2926)\n centers[10] = (0.8705, 0.8705)\n centers[11] = (0.1034, 0.4631)\n centers[12] = (0.2613, 0.1877)\n centers[13] = (0.1895, 0.0708)\n centers[14] = (0.8822, 0.1179)\n centers[15] = (0.2535, 0.5825)\n centers[16] = (0.2485, 0.9320)\n centers[17] = (0.7218, 0.7065)\n centers[18] = (0.3303, 0.0700)\n centers[19] = (0.4976, 0.1001)\n centers[20] = (0.6980, 0.5135)\n centers[21] = (0.4840, 0.6515)\n centers[22] = (0.8912, 0.5989)\n centers[23] = (0.4157, 0.8972)\n centers[24] = (0.8723, 0.3632)\n centers[25] = (0.6820, 0.0851)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5377608863368017}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_161/results/packing_viz.png
+ execution_time_mean: 721.3149223192595
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ecb6eb91c41b016a2d83059d588d216a3e56c87
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_161/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5377608863368017,
+ "public": {
+ "centers_str": " centers[0] = (0.3627, 0.4458)\n centers[1] = (0.0596, 0.0596)\n centers[2] = (0.2365, 0.3341)\n centers[3] = (0.6300, 0.8883)\n centers[4] = (0.2635, 0.7677)\n centers[5] = (0.0969, 0.8671)\n centers[6] = (0.0987, 0.2170)\n centers[7] = (0.0951, 0.6751)\n centers[8] = (0.4004, 0.2687)\n centers[9] = (0.6241, 0.2926)\n centers[10] = (0.8705, 0.8705)\n centers[11] = (0.1034, 0.4631)\n centers[12] = (0.2613, 0.1877)\n centers[13] = (0.1895, 0.0708)\n centers[14] = (0.8822, 0.1179)\n centers[15] = (0.2535, 0.5825)\n centers[16] = (0.2485, 0.9320)\n centers[17] = (0.7218, 0.7065)\n centers[18] = (0.3303, 0.0700)\n centers[19] = (0.4976, 0.1001)\n centers[20] = (0.6980, 0.5135)\n centers[21] = (0.4840, 0.6515)\n centers[22] = (0.8912, 0.5989)\n centers[23] = (0.4157, 0.8972)\n centers[24] = (0.8723, 0.3632)\n centers[25] = (0.6820, 0.0851)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5377608863368017
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_161/results/packing_viz.png",
+ "execution_time_mean": 721.3149223192595,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3e622da42d9234a66666c1fb9dc367797baad95a
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c638203e9ac11d25a8c960fdf4c51591c6bf0987
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_162/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_162/results
+Run 1/1 completed in 803.99 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_162/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_162/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_162/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_162/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5926391928425665
+ public: {'centers_str': ' centers[0] = (0.1071, 0.1094)\n centers[1] = (0.1007, 0.3171)\n centers[2] = (0.0958, 0.5135)\n centers[3] = (0.2453, 0.7827)\n centers[4] = (0.3776, 0.7101)\n centers[5] = (0.1026, 0.8972)\n centers[6] = (0.2711, 0.0633)\n centers[7] = (0.2771, 0.2248)\n centers[8] = (0.8783, 0.8783)\n centers[9] = (0.6268, 0.5264)\n centers[10] = (0.0925, 0.7019)\n centers[11] = (0.5335, 0.6961)\n centers[12] = (0.7248, 0.3406)\n centers[13] = (0.9123, 0.3095)\n centers[14] = (0.2508, 0.6136)\n centers[15] = (0.4245, 0.5502)\n centers[16] = (0.2717, 0.9303)\n centers[17] = (0.4522, 0.8823)\n centers[18] = (0.2719, 0.4246)\n centers[19] = (0.8884, 0.1116)\n centers[20] = (0.4295, 0.0991)\n centers[21] = (0.7225, 0.7151)\n centers[22] = (0.4874, 0.3267)\n centers[23] = (0.6632, 0.9050)\n centers[24] = (0.6521, 0.1251)\n centers[25] = (0.8672, 0.5278)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5926391928425665}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_162/results/packing_viz.png
+ execution_time_mean: 803.9892815835774
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b190509c410efef7ea9a605658bc612aab88bf1d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_162/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5926391928425665,
+ "public": {
+ "centers_str": " centers[0] = (0.1071, 0.1094)\n centers[1] = (0.1007, 0.3171)\n centers[2] = (0.0958, 0.5135)\n centers[3] = (0.2453, 0.7827)\n centers[4] = (0.3776, 0.7101)\n centers[5] = (0.1026, 0.8972)\n centers[6] = (0.2711, 0.0633)\n centers[7] = (0.2771, 0.2248)\n centers[8] = (0.8783, 0.8783)\n centers[9] = (0.6268, 0.5264)\n centers[10] = (0.0925, 0.7019)\n centers[11] = (0.5335, 0.6961)\n centers[12] = (0.7248, 0.3406)\n centers[13] = (0.9123, 0.3095)\n centers[14] = (0.2508, 0.6136)\n centers[15] = (0.4245, 0.5502)\n centers[16] = (0.2717, 0.9303)\n centers[17] = (0.4522, 0.8823)\n centers[18] = (0.2719, 0.4246)\n centers[19] = (0.8884, 0.1116)\n centers[20] = (0.4295, 0.0991)\n centers[21] = (0.7225, 0.7151)\n centers[22] = (0.4874, 0.3267)\n centers[23] = (0.6632, 0.9050)\n centers[24] = (0.6521, 0.1251)\n centers[25] = (0.8672, 0.5278)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5926391928425665
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_162/results/packing_viz.png",
+ "execution_time_mean": 803.9892815835774,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..315c9929f5d0d11a83b3a015d4c2cdf86cdef109
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..0408cc0ebcad86d53c1cec95f97e1d499f278b38
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_163/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_163/results
+Run 1/1 completed in 701.76 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_163/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_163/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_163/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_163/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_163/results/packing_viz.png
+ execution_time_mean: 701.7572991070338
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..39f83e1b83a023adf619f2610f6e47f2fabcf03b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_163/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_163/results/packing_viz.png",
+ "execution_time_mean": 701.7572991070338,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..87dd2719040b53b5c925255ee4e87ca3427f818e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..630dfafbff31ae644ce0f49398b84929d3801bf5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_164/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_164/results
+Run 1/1 completed in 736.77 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_164/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_164/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_164/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_164/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_164/results/packing_viz.png
+ execution_time_mean: 736.7700744369067
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7477fc2f1a06f6512e9c47d268f4a72ac1032f77
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_164/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_164/results/packing_viz.png",
+ "execution_time_mean": 736.7700744369067,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1559008affdac732dfa05e52ef05cd826f9972e7
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6661909a2664599062dc58aaaa70621f54aa8ed9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_165/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_165/results
+Run 1/1 completed in 670.29 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_165/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_165/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_165/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_165/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.274372763295705
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.9251, 0.0773)\n centers[5] = (0.1370, 0.9205)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.7780, 0.6949)\n centers[8] = (0.8938, 0.5203)\n centers[9] = (0.2134, 0.3686)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.0691, 0.7883)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8980, 0.8620)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.2566, 0.5269)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7384, 0.4914)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.6142, 0.5918)\n centers[24] = (0.7315, 0.9090)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.274372763295705}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_165/results/packing_viz.png
+ execution_time_mean: 670.2850783327594
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5bf94e6e0b699e5c03ce1872243fc4f5cfd49874
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_165/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.274372763295705,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.9251, 0.0773)\n centers[5] = (0.1370, 0.9205)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.7780, 0.6949)\n centers[8] = (0.8938, 0.5203)\n centers[9] = (0.2134, 0.3686)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.0691, 0.7883)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8980, 0.8620)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.2566, 0.5269)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7384, 0.4914)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.6142, 0.5918)\n centers[24] = (0.7315, 0.9090)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.274372763295705
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_165/results/packing_viz.png",
+ "execution_time_mean": 670.2850783327594,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..544a50859105b6cabff6dda30190f65e93387513
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..989d3129a68f860cd70238bc845e030bdd0ab091
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_166/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_166/results
+Run 1/1 completed in 465.34 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_166/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_166/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_166/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_166/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5786408993117735
+ public: {'centers_str': ' centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5786408993117735}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_166/results/packing_viz.png
+ execution_time_mean: 465.338541273959
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..342b279e04f49417aa4d1e0b983672a8b380c665
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_166/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5786408993117735,
+ "public": {
+ "centers_str": " centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5786408993117735
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_166/results/packing_viz.png",
+ "execution_time_mean": 465.338541273959,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6e7aac4ded85410f733320a926582ccf6bd68bd9
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..0213c6b88a14c50aac3e734979bb34fd16ffc80b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_167/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_167/results
+Run 1/1 completed in 670.32 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_167/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_167/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_167/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_167/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.274372763295705
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.9251, 0.0773)\n centers[5] = (0.1370, 0.9205)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.7780, 0.6949)\n centers[8] = (0.8938, 0.5203)\n centers[9] = (0.2134, 0.3686)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.0691, 0.7883)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8980, 0.8620)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.2566, 0.5269)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7384, 0.4914)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.6142, 0.5918)\n centers[24] = (0.7315, 0.9090)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.274372763295705}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_167/results/packing_viz.png
+ execution_time_mean: 670.3224360533059
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..d040103af9078161576988a8c342948557c37cc0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_167/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.274372763295705,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.9251, 0.0773)\n centers[5] = (0.1370, 0.9205)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.7780, 0.6949)\n centers[8] = (0.8938, 0.5203)\n centers[9] = (0.2134, 0.3686)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.0691, 0.7883)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8980, 0.8620)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.2566, 0.5269)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7384, 0.4914)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.6142, 0.5918)\n centers[24] = (0.7315, 0.9090)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.274372763295705
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_167/results/packing_viz.png",
+ "execution_time_mean": 670.3224360533059,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c6f26ab704832781e2db81ed9c10f3ec9bd784c8
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..68ebe9b4c3a746e3600ebb9e47ea759ac4317746
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/edit.diff
@@ -0,0 +1,361 @@
+--- a/original.py
++++ b/original.py
+@@ -1,297 +1,257 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+ def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries.
+ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use current local_radii for force calculation
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ # Use current local_radii for boundary check and force calculation
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii periodically or on the last step
+ if (step % radii_update_frequency == 0 and step > 0) or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+ def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
++ This version introduces annealed Quake forces and displacement jitter.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+- perturbation_initial_grid = spacing * 0.1
++ # Increased initial perturbation for more chaotic start
++ perturbation_initial_grid = spacing * 0.4
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+- N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
++ N_TOTAL_ITERATIONS = 120000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+- # Two-stage exponential annealing for temperature
+- T_INITIAL = 0.015
+- T_MID = 1e-4
+- T_FINAL = 1e-8
+- # Two-stage exponential annealing for perturbation scale
+- PERTURB_SCALE_INITIAL = 0.08
+- PERTURB_SCALE_MID = 0.001
+- PERTURB_SCALE_FINAL = 1e-6
+- # Force parameters for Quake Phase (guiding single circle perturbation direction)
+- FD_ALPHA_REPULSION_QUAKE = 0.002
+- FD_BETA_BOUND_REPULSION_QUAKE = 0.005
+- FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+- # Adaptive precision for radii calculation in Quake phase
++ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
++ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
++ # Annealed Quake Force Parameters
++ FD_ALPHA_QUAKE_INITIAL, FD_ALPHA_QUAKE_MID, FD_ALPHA_QUAKE_FINAL = 0.004, 0.001, 1e-5
++ FD_BETA_QUAKE_INITIAL, FD_BETA_QUAKE_MID, FD_BETA_QUAKE_FINAL = 0.01, 0.002, 2e-5
++ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+- N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+- SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+- SETTLE_STEPS_PER_CALL = 60 # Number of force-directed steps within each settle call
+- # Adaptive Settle Phase force parameters (start strong, decay)
+- ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+- BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+- SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+- # Adaptive precision for radii calculation in Settle phase
++ N_SETTLE_PERIODS = 25
++ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
++ SETTLE_STEPS_PER_CALL = 60
++ ALPHA_REPULSION_SETTLE_INITIAL, BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.015, 0.03
++ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+- SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during periodic settle calls
+- FINAL_POLISH_RADII_UPDATE_FREQ = 2 # Update radii every 2 steps during final polish
++ # More frequent radii updates in Settle phase for accuracy
++ SETTLE_RADII_UPDATE_FREQ = 3
++ FINAL_POLISH_RADII_UPDATE_FREQ = 2
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+- # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+- if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Faster decay for broad exploration
+- progress_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+- current_T = T_INITIAL * (T_MID / T_INITIAL)**progress_stage
+- current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress_stage
+- else: # Stage 2: Slower decay for fine-tuning
+- progress_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+- current_T = T_MID * (T_FINAL / T_MID)**progress_stage
+- current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress_stage
+-
+- # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ progress_total = i / N_TOTAL_ITERATIONS
++ # Determine current annealing parameters (two-stage exponential decay)
++ if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Broad exploration
++ p = i / (N_TOTAL_ITERATIONS * 0.3)
++ current_T = T_INITIAL * (T_MID / T_INITIAL)**p
++ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p
++ current_alpha_quake = FD_ALPHA_QUAKE_INITIAL * (FD_ALPHA_QUAKE_MID / FD_ALPHA_QUAKE_INITIAL)**p
++ current_beta_quake = FD_BETA_QUAKE_INITIAL * (FD_BETA_QUAKE_MID / FD_BETA_QUAKE_INITIAL)**p
++ else: # Stage 2: Fine-tuning
++ p = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
++ current_T = T_MID * (T_FINAL / T_MID)**p
++ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p
++ current_alpha_quake = FD_ALPHA_QUAKE_MID * (FD_ALPHA_QUAKE_FINAL / FD_ALPHA_QUAKE_MID)**p
++ current_beta_quake = FD_BETA_QUAKE_MID * (FD_BETA_QUAKE_FINAL / FD_BETA_QUAKE_MID)**p
++
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+- new_centers_proposal = np.copy(current_centers)
+-
+- # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+- # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+-
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+- if dist > 1e-9:
+- direction = dist_vec / dist
+- else: # Handle coincident centers with a random direction
+- direction = rng.uniform(-1, 1, 2)
+- direction /= np.linalg.norm(direction + 1e-9)
+- force_magnitude = FD_ALPHA_REPULSION_QUAKE * overlap
++ direction = dist_vec / (dist + 1e-9)
++ force_magnitude = current_alpha_quake * overlap # Use annealed alpha
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+-
+- # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+- if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+- if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+- if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+- if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+-
+- # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
++ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x) # Use annealed beta
++ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
++ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
++ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
++
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+- if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
++ new_centers_proposal = np.copy(current_centers)
++ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+- else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+- probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
++ else:
++ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+-
+- direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
+- displacement = direction_vector * current_perturb_scale
++ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
++ # Add jitter to force-guided displacement for better exploration
++ main_displacement = direction_vector * current_perturb_scale
++ jitter = rng.normal(0, current_perturb_scale * 0.2, 2)
++ displacement = main_displacement + jitter
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+- current_centers = new_centers_proposal
+- current_radii = new_radii_proposal
+- current_sum_radii = new_sum_radii_proposal
+-
+- # Update overall best solution found so far
++ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+- best_sum_radii = current_sum_radii
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(current_radii)
++ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+- # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+- # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+- current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+- current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+- # Ensure forces don't drop to zero too early
+- current_alpha_settle = max(1e-7, current_alpha_settle)
+- current_beta_settle = max(1e-7, current_beta_settle)
+-
+- # Adaptive precision for radii calculation in Settle phase
++ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+- radii_update_frequency=SETTLE_RADII_UPDATE_FREQ # Pass the new parameter
++ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+- # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+- best_sum_radii = settled_sum_radii
+- best_centers = np.copy(settled_centers)
+- best_radii = np.copy(settled_radii)
+- # Update current state for subsequent quake phases to continue from this improved configuration
+- current_centers = np.copy(settled_centers)
+- current_radii = np.copy(settled_radii)
+- current_sum_radii = settled_sum_radii
++ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
++ current_centers, current_radii, current_sum_radii = np.copy(settled_centers), np.copy(settled_radii), settled_sum_radii
+ else:
+- # If settle didn't improve (or made it worse), revert current_centers to best_centers
+- # to prevent propagating a suboptimal result into the quake phase.
+- current_centers = np.copy(best_centers)
+- current_radii = np.copy(best_radii)
+- current_sum_radii = best_sum_radii
++ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+- # Apply a final, aggressive force-directed settle to the best found configuration for maximum compaction.
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+- num_steps=100, # Increased steps for thorough final compaction
+- alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7, # Slightly adjusted final force strengths
++ num_steps=100,
++ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7,
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+- n_sub_iterations_radii=600, # Very high precision for final radii calculation
++ n_sub_iterations_radii=600,
+ rng=rng,
+- radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ # Pass the new parameter
++ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ
+ )
+-
+- final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+- # One last highly precise radii calculation
++ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+-
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..c5149deba360b22be526fc4fe16af0832c0dcf78
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/main.py
@@ -0,0 +1,257 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries.
+ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use current local_radii for force calculation
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ # Use current local_radii for boundary check and force calculation
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii periodically or on the last step
+ if (step % radii_update_frequency == 0 and step > 0) or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ This version introduces annealed Quake forces and displacement jitter.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ # Increased initial perturbation for more chaotic start
+ perturbation_initial_grid = spacing * 0.4
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ # Annealed Quake Force Parameters
+ FD_ALPHA_QUAKE_INITIAL, FD_ALPHA_QUAKE_MID, FD_ALPHA_QUAKE_FINAL = 0.004, 0.001, 1e-5
+ FD_BETA_QUAKE_INITIAL, FD_BETA_QUAKE_MID, FD_BETA_QUAKE_FINAL = 0.01, 0.002, 2e-5
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 60
+ ALPHA_REPULSION_SETTLE_INITIAL, BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.015, 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ # More frequent radii updates in Settle phase for accuracy
+ SETTLE_RADII_UPDATE_FREQ = 3
+ FINAL_POLISH_RADII_UPDATE_FREQ = 2
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Determine current annealing parameters (two-stage exponential decay)
+ if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Broad exploration
+ p = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p
+ current_alpha_quake = FD_ALPHA_QUAKE_INITIAL * (FD_ALPHA_QUAKE_MID / FD_ALPHA_QUAKE_INITIAL)**p
+ current_beta_quake = FD_BETA_QUAKE_INITIAL * (FD_BETA_QUAKE_MID / FD_BETA_QUAKE_INITIAL)**p
+ else: # Stage 2: Fine-tuning
+ p = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p
+ current_alpha_quake = FD_ALPHA_QUAKE_MID * (FD_ALPHA_QUAKE_FINAL / FD_ALPHA_QUAKE_MID)**p
+ current_beta_quake = FD_BETA_QUAKE_MID * (FD_BETA_QUAKE_FINAL / FD_BETA_QUAKE_MID)**p
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_quake * overlap # Use annealed alpha
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x) # Use annealed beta
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ new_centers_proposal = np.copy(current_centers)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else:
+ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ # Add jitter to force-guided displacement for better exploration
+ main_displacement = direction_vector * current_perturb_scale
+ jitter = rng.normal(0, current_perturb_scale * 0.2, 2)
+ displacement = main_displacement + jitter
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(settled_centers), np.copy(settled_radii), settled_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=100,
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7,
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+ n_sub_iterations_radii=600,
+ rng=rng,
+ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ
+ )
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..ae42b0d5bb349cca7392caa7760bf97c8d8fd947
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/original.py
@@ -0,0 +1,297 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries.
+ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use current local_radii for force calculation
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ # Use current local_radii for boundary check and force calculation
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii periodically or on the last step
+ if (step % radii_update_frequency == 0 and step > 0) or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ # Two-stage exponential annealing for temperature
+ T_INITIAL = 0.015
+ T_MID = 1e-4
+ T_FINAL = 1e-8
+ # Two-stage exponential annealing for perturbation scale
+ PERTURB_SCALE_INITIAL = 0.08
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+ # Force parameters for Quake Phase (guiding single circle perturbation direction)
+ FD_ALPHA_REPULSION_QUAKE = 0.002
+ FD_BETA_BOUND_REPULSION_QUAKE = 0.005
+ FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+ # Adaptive precision for radii calculation in Quake phase
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+ SETTLE_STEPS_PER_CALL = 60 # Number of force-directed steps within each settle call
+ # Adaptive Settle Phase force parameters (start strong, decay)
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+ # Adaptive precision for radii calculation in Settle phase
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during periodic settle calls
+ FINAL_POLISH_RADII_UPDATE_FREQ = 2 # Update radii every 2 steps during final polish
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+ if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Faster decay for broad exploration
+ progress_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**progress_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress_stage
+ else: # Stage 2: Slower decay for fine-tuning
+ progress_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**progress_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress_stage
+
+ # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ progress_total = i / N_TOTAL_ITERATIONS
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+
+ # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ else: # Handle coincident centers with a random direction
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ force_magnitude = FD_ALPHA_REPULSION_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+ # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+
+ # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+ probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers = new_centers_proposal
+ current_radii = new_radii_proposal
+ current_sum_radii = new_sum_radii_proposal
+
+ # Update overall best solution found so far
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ # Ensure forces don't drop to zero too early
+ current_alpha_settle = max(1e-7, current_alpha_settle)
+ current_beta_settle = max(1e-7, current_beta_settle)
+
+ # Adaptive precision for radii calculation in Settle phase
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ # Pass the new parameter
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Update current state for subsequent quake phases to continue from this improved configuration
+ current_centers = np.copy(settled_centers)
+ current_radii = np.copy(settled_radii)
+ current_sum_radii = settled_sum_radii
+ else:
+ # If settle didn't improve (or made it worse), revert current_centers to best_centers
+ # to prevent propagating a suboptimal result into the quake phase.
+ current_centers = np.copy(best_centers)
+ current_radii = np.copy(best_radii)
+ current_sum_radii = best_sum_radii
+
+ # --- Final Polish ---
+ # Apply a final, aggressive force-directed settle to the best found configuration for maximum compaction.
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=100, # Increased steps for thorough final compaction
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7, # Slightly adjusted final force strengths
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+ n_sub_iterations_radii=600, # Very high precision for final radii calculation
+ rng=rng,
+ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ # Pass the new parameter
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+ # One last highly precise radii calculation
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..9c0773dcd204c0e17c7a917b45988d083df36fb2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_168/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_168/results
+Run 1/1 completed in 687.08 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_168/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_168/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_168/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_168/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5442522611371183
+ public: {'centers_str': ' centers[0] = (0.0869, 0.2075)\n centers[1] = (0.0482, 0.0979)\n centers[2] = (0.0883, 0.3638)\n centers[3] = (0.0707, 0.5218)\n centers[4] = (0.2985, 0.8331)\n centers[5] = (0.0577, 0.8950)\n centers[6] = (0.7027, 0.2847)\n centers[7] = (0.2461, 0.2593)\n centers[8] = (0.4749, 0.5376)\n centers[9] = (0.3776, 0.6902)\n centers[10] = (0.1886, 0.9236)\n centers[11] = (0.3151, 0.9476)\n centers[12] = (0.3680, 0.1007)\n centers[13] = (0.4706, 0.8846)\n centers[14] = (0.6636, 0.4852)\n centers[15] = (0.1360, 0.7179)\n centers[16] = (0.2688, 0.4871)\n centers[17] = (0.9061, 0.9061)\n centers[18] = (0.6210, 0.1092)\n centers[19] = (0.4793, 0.3156)\n centers[20] = (0.5884, 0.6918)\n centers[21] = (0.8490, 0.6678)\n centers[22] = (0.6995, 0.8865)\n centers[23] = (0.8774, 0.3957)\n centers[24] = (0.1818, 0.0860)\n centers[25] = (0.8644, 0.1356)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5442522611371183}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_168/results/packing_viz.png
+ execution_time_mean: 687.0790077322163
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..012a9a6131d46a67736459c55390a31224cfda8c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5442522611371183,
+ "public": {
+ "centers_str": " centers[0] = (0.0869, 0.2075)\n centers[1] = (0.0482, 0.0979)\n centers[2] = (0.0883, 0.3638)\n centers[3] = (0.0707, 0.5218)\n centers[4] = (0.2985, 0.8331)\n centers[5] = (0.0577, 0.8950)\n centers[6] = (0.7027, 0.2847)\n centers[7] = (0.2461, 0.2593)\n centers[8] = (0.4749, 0.5376)\n centers[9] = (0.3776, 0.6902)\n centers[10] = (0.1886, 0.9236)\n centers[11] = (0.3151, 0.9476)\n centers[12] = (0.3680, 0.1007)\n centers[13] = (0.4706, 0.8846)\n centers[14] = (0.6636, 0.4852)\n centers[15] = (0.1360, 0.7179)\n centers[16] = (0.2688, 0.4871)\n centers[17] = (0.9061, 0.9061)\n centers[18] = (0.6210, 0.1092)\n centers[19] = (0.4793, 0.3156)\n centers[20] = (0.5884, 0.6918)\n centers[21] = (0.8490, 0.6678)\n centers[22] = (0.6995, 0.8865)\n centers[23] = (0.8774, 0.3957)\n centers[24] = (0.1818, 0.0860)\n centers[25] = (0.8644, 0.1356)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5442522611371183
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_168/results/packing_viz.png",
+ "execution_time_mean": 687.0790077322163,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9730c5969ad4bb7fb018e4204ce3cea851b3bbdd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_168/rewrite.txt
@@ -0,0 +1,248 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ # If no current_radii, make a good initial guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ max_r = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ max_r = min(max_r, max(0.0, dist - radii[j])) # Ensure non-negative
+
+ # Update radius for circle i
+ radii[i] = max(0.0, max_r) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries.
+ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use current local_radii for force calculation
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ # Use current local_radii for boundary check and force calculation
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii periodically or on the last step
+ if (step % radii_update_frequency == 0 and step > 0) or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ This version introduces annealed Quake forces and displacement jitter.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ # Increased initial perturbation for more chaotic start
+ perturbation_initial_grid = spacing * 0.4
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ # Annealed Quake Force Parameters
+ FD_ALPHA_QUAKE_INITIAL, FD_ALPHA_QUAKE_MID, FD_ALPHA_QUAKE_FINAL = 0.004, 0.001, 1e-5
+ FD_BETA_QUAKE_INITIAL, FD_BETA_QUAKE_MID, FD_BETA_QUAKE_FINAL = 0.01, 0.002, 2e-5
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 60
+ ALPHA_REPULSION_SETTLE_INITIAL, BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.015, 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ # More frequent radii updates in Settle phase for accuracy
+ SETTLE_RADII_UPDATE_FREQ = 3
+ FINAL_POLISH_RADII_UPDATE_FREQ = 2
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Determine current annealing parameters (two-stage exponential decay)
+ if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Broad exploration
+ p = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p
+ current_alpha_quake = FD_ALPHA_QUAKE_INITIAL * (FD_ALPHA_QUAKE_MID / FD_ALPHA_QUAKE_INITIAL)**p
+ current_beta_quake = FD_BETA_QUAKE_INITIAL * (FD_BETA_QUAKE_MID / FD_BETA_QUAKE_INITIAL)**p
+ else: # Stage 2: Fine-tuning
+ p = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p
+ current_alpha_quake = FD_ALPHA_QUAKE_MID * (FD_ALPHA_QUAKE_FINAL / FD_ALPHA_QUAKE_MID)**p
+ current_beta_quake = FD_BETA_QUAKE_MID * (FD_BETA_QUAKE_FINAL / FD_BETA_QUAKE_MID)**p
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_quake * overlap # Use annealed alpha
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x) # Use annealed beta
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ new_centers_proposal = np.copy(current_centers)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else:
+ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ # Add jitter to force-guided displacement for better exploration
+ main_displacement = direction_vector * current_perturb_scale
+ jitter = rng.normal(0, current_perturb_scale * 0.2, 2)
+ displacement = main_displacement + jitter
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(settled_centers), np.copy(settled_radii), settled_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=100,
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.7,
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+ n_sub_iterations_radii=600,
+ rng=rng,
+ radii_update_frequency=FINAL_POLISH_RADII_UPDATE_FREQ
+ )
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..510838b332e66ad78737a79852420edcb07b8c09
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..5481bfb7efdf8701c4fc0686df25ae7bd381591e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_169/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_169/results
+Run 1/1 completed in 768.94 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_169/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_169/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_169/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_169/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.56227847481264
+ public: {'centers_str': ' centers[0] = (0.0812, 0.0812)\n centers[1] = (0.0893, 0.2515)\n centers[2] = (0.0830, 0.4400)\n centers[3] = (0.0615, 0.6113)\n centers[4] = (0.0920, 0.7617)\n centers[5] = (0.1680, 0.9181)\n centers[6] = (0.4923, 0.0784)\n centers[7] = (0.2883, 0.1320)\n centers[8] = (0.3951, 0.4562)\n centers[9] = (0.2324, 0.5690)\n centers[10] = (0.2834, 0.7774)\n centers[11] = (0.3109, 0.9376)\n centers[12] = (0.6932, 0.1265)\n centers[13] = (0.4970, 0.2783)\n centers[14] = (0.5740, 0.4829)\n centers[15] = (0.4436, 0.6426)\n centers[16] = (0.8827, 0.8827)\n centers[17] = (0.4884, 0.8738)\n centers[18] = (0.9122, 0.0877)\n centers[19] = (0.2435, 0.3573)\n centers[20] = (0.7008, 0.3439)\n centers[21] = (0.9195, 0.6884)\n centers[22] = (0.6932, 0.6946)\n centers[23] = (0.6892, 0.9202)\n centers[24] = (0.8656, 0.2622)\n centers[25] = (0.8707, 0.4843)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.56227847481264}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_169/results/packing_viz.png
+ execution_time_mean: 768.9447792563587
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf7db0fa8945973959ea09cbb971a95bd6fcdf27
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_169/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.56227847481264,
+ "public": {
+ "centers_str": " centers[0] = (0.0812, 0.0812)\n centers[1] = (0.0893, 0.2515)\n centers[2] = (0.0830, 0.4400)\n centers[3] = (0.0615, 0.6113)\n centers[4] = (0.0920, 0.7617)\n centers[5] = (0.1680, 0.9181)\n centers[6] = (0.4923, 0.0784)\n centers[7] = (0.2883, 0.1320)\n centers[8] = (0.3951, 0.4562)\n centers[9] = (0.2324, 0.5690)\n centers[10] = (0.2834, 0.7774)\n centers[11] = (0.3109, 0.9376)\n centers[12] = (0.6932, 0.1265)\n centers[13] = (0.4970, 0.2783)\n centers[14] = (0.5740, 0.4829)\n centers[15] = (0.4436, 0.6426)\n centers[16] = (0.8827, 0.8827)\n centers[17] = (0.4884, 0.8738)\n centers[18] = (0.9122, 0.0877)\n centers[19] = (0.2435, 0.3573)\n centers[20] = (0.7008, 0.3439)\n centers[21] = (0.9195, 0.6884)\n centers[22] = (0.6932, 0.6946)\n centers[23] = (0.6892, 0.9202)\n centers[24] = (0.8656, 0.2622)\n centers[25] = (0.8707, 0.4843)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.56227847481264
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_169/results/packing_viz.png",
+ "execution_time_mean": 768.9447792563587,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..00a589eb987d2339e41a37f739db03977e1e0481
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..690943a77868ed1eab8bfa1155b23218435c1e1c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_17/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_17/results
+Run 1/1 completed in 16.68 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_17/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_17/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_17/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_17/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.0
+ public: {'centers_str': ' centers[0] = (0.0879, 0.0823)\n centers[1] = (0.0893, 0.2533)\n centers[2] = (0.0766, 0.4246)\n centers[3] = (0.0877, 0.5881)\n centers[4] = (0.0771, 0.7492)\n centers[5] = (0.0812, 0.9238)\n centers[6] = (0.2524, 0.0887)\n centers[7] = (0.2491, 0.2455)\n centers[8] = (0.2509, 0.4094)\n centers[9] = (0.2555, 0.5855)\n centers[10] = (0.2543, 0.7476)\n centers[11] = (0.2578, 0.9232)\n centers[12] = (0.4213, 0.0782)\n centers[13] = (0.4161, 0.2424)\n centers[14] = (0.4109, 0.4197)\n centers[15] = (0.4207, 0.5911)\n centers[16] = (0.4138, 0.7478)\n centers[17] = (0.4162, 0.9115)\n centers[18] = (0.5772, 0.0829)\n centers[19] = (0.5788, 0.2528)\n centers[20] = (0.5823, 0.4222)\n centers[21] = (0.5867, 0.5802)\n centers[22] = (0.5889, 0.7551)\n centers[23] = (0.5815, 0.9131)\n centers[24] = (0.7530, 0.0773)\n centers[25] = (0.7450, 0.2418)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.0}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_17/results/packing_viz.png
+ execution_time_mean: 16.67897185590118
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b8b70669e8de8f4f75e79a23a17b568b4ce05c5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.0,
+ "public": {
+ "centers_str": " centers[0] = (0.0879, 0.0823)\n centers[1] = (0.0893, 0.2533)\n centers[2] = (0.0766, 0.4246)\n centers[3] = (0.0877, 0.5881)\n centers[4] = (0.0771, 0.7492)\n centers[5] = (0.0812, 0.9238)\n centers[6] = (0.2524, 0.0887)\n centers[7] = (0.2491, 0.2455)\n centers[8] = (0.2509, 0.4094)\n centers[9] = (0.2555, 0.5855)\n centers[10] = (0.2543, 0.7476)\n centers[11] = (0.2578, 0.9232)\n centers[12] = (0.4213, 0.0782)\n centers[13] = (0.4161, 0.2424)\n centers[14] = (0.4109, 0.4197)\n centers[15] = (0.4207, 0.5911)\n centers[16] = (0.4138, 0.7478)\n centers[17] = (0.4162, 0.9115)\n centers[18] = (0.5772, 0.0829)\n centers[19] = (0.5788, 0.2528)\n centers[20] = (0.5823, 0.4222)\n centers[21] = (0.5867, 0.5802)\n centers[22] = (0.5889, 0.7551)\n centers[23] = (0.5815, 0.9131)\n centers[24] = (0.7530, 0.0773)\n centers[25] = (0.7450, 0.2418)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.0
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_17/results/packing_viz.png",
+ "execution_time_mean": 16.67897185590118,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/packing_viz.png b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/packing_viz.png
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index 0000000000000000000000000000000000000000..2db7b5847071f4cf3c3c571e662cad6dfbf9fec2
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_17/results/packing_viz.png differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..27eef50a2f85c9ce6daccb7e527c0ee454de4ca4
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diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..1a55cfb709dde7edb55fdd832c837465237e9a00
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_170/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_170/results
+Run 1/1 completed in 697.86 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_170/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_170/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_170/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_170/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_170/results/packing_viz.png
+ execution_time_mean: 697.8551459419541
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c203718700f2161fc7c904fac84135af845dea45
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_170/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_170/results/packing_viz.png",
+ "execution_time_mean": 697.8551459419541,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c0772d4fc163d31b5b88b7b21a30f734fca37935
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..7a499e235c991bd3b4562bc58cee584376949198
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/edit.diff
@@ -0,0 +1,259 @@
+--- a/original.py
++++ b/original.py
+@@ -1,236 +1,252 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ if current_radii is None or np.all(radii <= 1e-9):
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, r_i_limit)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+-def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, internal_annealing=False):
++def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, internal_annealing=False, alpha_tangential_repulsion=0.0):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries for compaction.
+ Radii are recalculated periodically for a more accurate settle process.
++ Introduces a tangential repulsion component to help break gridlock.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ # Anneal forces within the settle phase itself if enabled
+ alpha_step = alpha_repulsion
+ beta_step = beta_bound_repulsion
++ alpha_tangential_step = alpha_tangential_repulsion # Initialize tangential step force
+ if internal_annealing:
+ # Linear decay from initial value down to 10%
+ decay_factor = 1.0 - (step / num_steps) * 0.9
+ alpha_step *= decay_factor
+ beta_step *= decay_factor
++ alpha_tangential_step *= decay_factor # Apply decay to tangential force
+
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9:
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
++ # Radial repulsion force
+ force_magnitude = alpha_step * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
++
++ # Tangential repulsion force
++ if alpha_tangential_step > 0:
++ # Perpendicular direction to the line connecting centers
++ tangent_direction = np.array([-direction[1], direction[0]])
++ tangential_force_magnitude = alpha_tangential_step * overlap
++ forces[i] += tangent_direction * tangential_force_magnitude
++ forces[j] -= tangent_direction * tangential_force_magnitude
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_step * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_step * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_step * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_step * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Re-calculate radii periodically for accuracy, but not every single step for performance
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+ def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 130000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_QUAKE, FD_BETA_QUAKE = 0.002, 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70
+ ALPHA_SETTLE_INITIAL, BETA_SETTLE_INITIAL = 0.015, 0.03
++ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.005 # Initial strength for tangential force in settle
+ SETTLE_ANNEAL_DECAY = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during settle
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_mag = FD_ALPHA_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_mag
+ provisional_forces[other_c_idx] -= direction * force_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_magnitudes + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = rng.choice(n, p=probs)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+- settle_anneal_factor = np.exp(-SETTLE_ANNEAL_DECAY * progress_total)
++ settle_anneal_factor = np.exp(-SETTLE_ANNENAL_DECAY * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_SETTLE_INITIAL * settle_anneal_factor)
++ current_alpha_tangential_settle = max(1e-7, ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor) # Anneal tangential force
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
+- internal_annealing=True
++ internal_annealing=True,
++ alpha_tangential_repulsion=current_alpha_tangential_settle # Pass annealed tangential force
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=150,
+ alpha_repulsion=ALPHA_SETTLE_INITIAL * 0.6,
+ beta_bound_repulsion=BETA_SETTLE_INITIAL * 0.6,
+ n_sub_iterations_radii=600, rng=rng,
+ radii_update_frequency=2, # More frequent updates for final polish
+- internal_annealing=True
++ internal_annealing=True,
++ alpha_tangential_repulsion=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.2 # Use a gentler tangential force for final polish
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..d22aeb67b2e677c8ebd5a0525d7f9058a048466a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/main.py
@@ -0,0 +1,252 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ if current_radii is None or np.all(radii <= 1e-9):
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, r_i_limit)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, internal_annealing=False, alpha_tangential_repulsion=0.0):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries for compaction.
+ Radii are recalculated periodically for a more accurate settle process.
+ Introduces a tangential repulsion component to help break gridlock.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ # Anneal forces within the settle phase itself if enabled
+ alpha_step = alpha_repulsion
+ beta_step = beta_bound_repulsion
+ alpha_tangential_step = alpha_tangential_repulsion # Initialize tangential step force
+ if internal_annealing:
+ # Linear decay from initial value down to 10%
+ decay_factor = 1.0 - (step / num_steps) * 0.9
+ alpha_step *= decay_factor
+ beta_step *= decay_factor
+ alpha_tangential_step *= decay_factor # Apply decay to tangential force
+
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9:
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ # Radial repulsion force
+ force_magnitude = alpha_step * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Tangential repulsion force
+ if alpha_tangential_step > 0:
+ # Perpendicular direction to the line connecting centers
+ tangent_direction = np.array([-direction[1], direction[0]])
+ tangential_force_magnitude = alpha_tangential_step * overlap
+ forces[i] += tangent_direction * tangential_force_magnitude
+ forces[j] -= tangent_direction * tangential_force_magnitude
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_step * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_step * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_step * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_step * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Re-calculate radii periodically for accuracy, but not every single step for performance
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 130000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_QUAKE, FD_BETA_QUAKE = 0.002, 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70
+ ALPHA_SETTLE_INITIAL, BETA_SETTLE_INITIAL = 0.015, 0.03
+ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.005 # Initial strength for tangential force in settle
+ SETTLE_ANNEAL_DECAY = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during settle
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_mag = FD_ALPHA_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_mag
+ provisional_forces[other_c_idx] -= direction * force_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_magnitudes + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = rng.choice(n, p=probs)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNENAL_DECAY * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_SETTLE_INITIAL * settle_anneal_factor)
+ current_alpha_tangential_settle = max(1e-7, ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor) # Anneal tangential force
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
+ internal_annealing=True,
+ alpha_tangential_repulsion=current_alpha_tangential_settle # Pass annealed tangential force
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=150,
+ alpha_repulsion=ALPHA_SETTLE_INITIAL * 0.6,
+ beta_bound_repulsion=BETA_SETTLE_INITIAL * 0.6,
+ n_sub_iterations_radii=600, rng=rng,
+ radii_update_frequency=2, # More frequent updates for final polish
+ internal_annealing=True,
+ alpha_tangential_repulsion=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.2 # Use a gentler tangential force for final polish
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..f2e595c0bb7a38f82ea292bcb1946c268a150502
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/original.py
@@ -0,0 +1,236 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ if current_radii is None or np.all(radii <= 1e-9):
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, r_i_limit)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, internal_annealing=False):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries for compaction.
+ Radii are recalculated periodically for a more accurate settle process.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ # Anneal forces within the settle phase itself if enabled
+ alpha_step = alpha_repulsion
+ beta_step = beta_bound_repulsion
+ if internal_annealing:
+ # Linear decay from initial value down to 10%
+ decay_factor = 1.0 - (step / num_steps) * 0.9
+ alpha_step *= decay_factor
+ beta_step *= decay_factor
+
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9:
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_step * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_step * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_step * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_step * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_step * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Re-calculate radii periodically for accuracy, but not every single step for performance
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 130000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_QUAKE, FD_BETA_QUAKE = 0.002, 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70
+ ALPHA_SETTLE_INITIAL, BETA_SETTLE_INITIAL = 0.015, 0.03
+ SETTLE_ANNEAL_DECAY = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during settle
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_mag = FD_ALPHA_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_mag
+ provisional_forces[other_c_idx] -= direction * force_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_magnitudes + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = rng.choice(n, p=probs)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEAL_DECAY * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
+ internal_annealing=True
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=150,
+ alpha_repulsion=ALPHA_SETTLE_INITIAL * 0.6,
+ beta_bound_repulsion=BETA_SETTLE_INITIAL * 0.6,
+ n_sub_iterations_radii=600, rng=rng,
+ radii_update_frequency=2, # More frequent updates for final polish
+ internal_annealing=True
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..699bd98de887d8a063b5d15ca4dd7579c28abcba
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "name 'SETTLE_ANNENAL_DECAY' is not defined"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ef321a2671036db87f426d36b03fd44580f1db64
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_171/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_171/results
+Evaluation error: name 'SETTLE_ANNENAL_DECAY' is not defined
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_171/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_171/results/metrics.json
+Evaluation or Validation failed: name 'SETTLE_ANNENAL_DECAY' is not defined
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7cc4b9c9d1ddb156dac168112411712823f53a18
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_171/search_replace.txt
@@ -0,0 +1,414 @@
+introducetangentialforce
+Introduce a tangential repulsion force during the `_run_force_directed_settle` phase. This force acts perpendicular to the line connecting circle centers, helping circles "slide" past each other and break symmetric grid-like configurations. This can lead to denser packing arrangements by exploring non-radial movements. The tangential force's strength is annealed along with other forces to allow for strong exploration early and gentle refinement later.
+
+
+<<<<<<< SEARCH
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, internal_annealing=False):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries for compaction.
+ Radii are recalculated periodically for a more accurate settle process.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ # Anneal forces within the settle phase itself if enabled
+ alpha_step = alpha_repulsion
+ beta_step = beta_bound_repulsion
+ if internal_annealing:
+ # Linear decay from initial value down to 10%
+ decay_factor = 1.0 - (step / num_steps) * 0.9
+ alpha_step *= decay_factor
+ beta_step *= decay_factor
+
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9:
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_step * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_step * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_step * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_step * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_step * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Re-calculate radii periodically for accuracy, but not every single step for performance
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 130000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_QUAKE, FD_BETA_QUAKE = 0.002, 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70
+ ALPHA_SETTLE_INITIAL, BETA_SETTLE_INITIAL = 0.015, 0.03
+ SETTLE_ANNEAL_DECAY = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during settle
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_mag = FD_ALPHA_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_mag
+ provisional_forces[other_c_idx] -= direction * force_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_magnitudes + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = rng.choice(n, p=probs)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEAL_DECAY * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
+ internal_annealing=True
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=150,
+ alpha_repulsion=ALPHA_SETTLE_INITIAL * 0.6,
+ beta_bound_repulsion=BETA_SETTLE_INITIAL * 0.6,
+ n_sub_iterations_radii=600, rng=rng,
+ radii_update_frequency=2, # More frequent updates for final polish
+ internal_annealing=True
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+=======
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1, internal_annealing=False, alpha_tangential_repulsion=0.0):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries for compaction.
+ Radii are recalculated periodically for a more accurate settle process.
+ Introduces a tangential repulsion component to help break gridlock.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for step in range(num_steps):
+ # Anneal forces within the settle phase itself if enabled
+ alpha_step = alpha_repulsion
+ beta_step = beta_bound_repulsion
+ alpha_tangential_step = alpha_tangential_repulsion # Initialize tangential step force
+ if internal_annealing:
+ # Linear decay from initial value down to 10%
+ decay_factor = 1.0 - (step / num_steps) * 0.9
+ alpha_step *= decay_factor
+ beta_step *= decay_factor
+ alpha_tangential_step *= decay_factor # Apply decay to tangential force
+
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9:
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ # Radial repulsion force
+ force_magnitude = alpha_step * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Tangential repulsion force
+ if alpha_tangential_step > 0:
+ # Perpendicular direction to the line connecting centers
+ tangent_direction = np.array([-direction[1], direction[0]])
+ tangential_force_magnitude = alpha_tangential_step * overlap
+ forces[i] += tangent_direction * tangential_force_magnitude
+ forces[j] -= tangent_direction * tangential_force_magnitude
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_step * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_step * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_step * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_step * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Re-calculate radii periodically for accuracy, but not every single step for performance
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 130000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_QUAKE, FD_BETA_QUAKE = 0.002, 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70
+ ALPHA_SETTLE_INITIAL, BETA_SETTLE_INITIAL = 0.015, 0.03
+ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.005 # Initial strength for tangential force in settle
+ SETTLE_ANNEAL_DECAY = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during settle
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_mag = FD_ALPHA_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_mag
+ provisional_forces[other_c_idx] -= direction * force_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_magnitudes + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = rng.choice(n, p=probs)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNENAL_DECAY * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_SETTLE_INITIAL * settle_anneal_factor)
+ current_alpha_tangential_settle = max(1e-7, ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor) # Anneal tangential force
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ,
+ internal_annealing=True,
+ alpha_tangential_repulsion=current_alpha_tangential_settle # Pass annealed tangential force
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=150,
+ alpha_repulsion=ALPHA_SETTLE_INITIAL * 0.6,
+ beta_bound_repulsion=BETA_SETTLE_INITIAL * 0.6,
+ n_sub_iterations_radii=600, rng=rng,
+ radii_update_frequency=2, # More frequent updates for final polish
+ internal_annealing=True,
+ alpha_tangential_repulsion=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.2 # Use a gentler tangential force for final polish
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cf9f32974008f5ce4ad5f02e7c5a436e70b85206
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..91779eb097a9d864113e993a7a4dbcfbc0b38daf
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_172/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_172/results
+Run 1/1 completed in 710.01 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_172/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_172/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_172/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_172/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.3136154882732507
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0714, 0.4361)\n centers[3] = (0.1487, 0.5833)\n centers[4] = (0.4386, 0.4219)\n centers[5] = (0.0868, 0.9180)\n centers[6] = (0.5575, 0.2886)\n centers[7] = (0.2678, 0.0846)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.0731, 0.7366)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2483, 0.9236)\n centers[12] = (0.8798, 0.3498)\n centers[13] = (0.3702, 0.2210)\n centers[14] = (0.9192, 0.5587)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8133, 0.8778)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.7395, 0.5196)\n centers[20] = (0.5586, 0.5066)\n centers[21] = (0.8422, 0.6832)\n centers[22] = (0.5673, 0.7271)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.8919, 0.1103)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.3136154882732507}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_172/results/packing_viz.png
+ execution_time_mean: 710.0123893958516
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..95ad284479958b70d7498f35a9cfdf4067c3613d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_172/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.3136154882732507,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0714, 0.4361)\n centers[3] = (0.1487, 0.5833)\n centers[4] = (0.4386, 0.4219)\n centers[5] = (0.0868, 0.9180)\n centers[6] = (0.5575, 0.2886)\n centers[7] = (0.2678, 0.0846)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.0731, 0.7366)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2483, 0.9236)\n centers[12] = (0.8798, 0.3498)\n centers[13] = (0.3702, 0.2210)\n centers[14] = (0.9192, 0.5587)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8133, 0.8778)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.7395, 0.5196)\n centers[20] = (0.5586, 0.5066)\n centers[21] = (0.8422, 0.6832)\n centers[22] = (0.5673, 0.7271)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.8919, 0.1103)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.3136154882732507
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_172/results/packing_viz.png",
+ "execution_time_mean": 710.0123893958516,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e82cbf939f3b16ba037012c5edeac12af68d11a6
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..06ec04e53d01afac2e7381db773c92e70f497f57
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_173/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_173/results
+Run 1/1 completed in 695.63 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_173/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_173/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_173/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_173/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_173/results/packing_viz.png
+ execution_time_mean: 695.6280227177776
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e6c7936064036248dbe915c475742bd7c247c30
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_173/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_173/results/packing_viz.png",
+ "execution_time_mean": 695.6280227177776,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fe3a2fc5e5eb05f2544a80e241d065bf8a92b91f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..d94939c333ddc216b0bdc08137842ad784341322
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_174/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_174/results
+Run 1/1 completed in 704.46 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_174/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_174/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_174/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_174/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.274372763295705
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.9251, 0.0773)\n centers[5] = (0.1370, 0.9205)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.7780, 0.6949)\n centers[8] = (0.8938, 0.5203)\n centers[9] = (0.2134, 0.3686)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.0691, 0.7883)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8980, 0.8620)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.2566, 0.5269)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7384, 0.4914)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.6142, 0.5918)\n centers[24] = (0.7315, 0.9090)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.274372763295705}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_174/results/packing_viz.png
+ execution_time_mean: 704.4636969263665
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f38e86a853e30991e75b5c5be279641f5932f6da
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_174/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.274372763295705,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.9251, 0.0773)\n centers[5] = (0.1370, 0.9205)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.7780, 0.6949)\n centers[8] = (0.8938, 0.5203)\n centers[9] = (0.2134, 0.3686)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.0691, 0.7883)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.8980, 0.8620)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.2566, 0.5269)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7384, 0.4914)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.6142, 0.5918)\n centers[24] = (0.7315, 0.9090)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.274372763295705
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_174/results/packing_viz.png",
+ "execution_time_mean": 704.4636969263665,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..08585958421fcf060d957cb7097c47043caf206b
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c7745d8abe837757fa8c32ffe90225b6b1092c74
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_175/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_175/results
+Run 1/1 completed in 865.70 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_175/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_175/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_175/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_175/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.547564567896288
+ public: {'centers_str': ' centers[0] = (0.7463, 0.3129)\n centers[1] = (0.0747, 0.3162)\n centers[2] = (0.2544, 0.6030)\n centers[3] = (0.0993, 0.5084)\n centers[4] = (0.1035, 0.7113)\n centers[5] = (0.0928, 0.9072)\n centers[6] = (0.1232, 0.1242)\n centers[7] = (0.7214, 0.1316)\n centers[8] = (0.9156, 0.9156)\n centers[9] = (0.5944, 0.0370)\n centers[10] = (0.5489, 0.4692)\n centers[11] = (0.3192, 0.8346)\n centers[12] = (0.5927, 0.3022)\n centers[13] = (0.3272, 0.0846)\n centers[14] = (0.4420, 0.6156)\n centers[15] = (0.5022, 0.1352)\n centers[16] = (0.6902, 0.4325)\n centers[17] = (0.5336, 0.7745)\n centers[18] = (0.3259, 0.3477)\n centers[19] = (0.9183, 0.0817)\n centers[20] = (0.6723, 0.6270)\n centers[21] = (0.5181, 0.9261)\n centers[22] = (0.8890, 0.7200)\n centers[23] = (0.7102, 0.8742)\n centers[24] = (0.8766, 0.4859)\n centers[25] = (0.8999, 0.2626)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.547564567896288}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_175/results/packing_viz.png
+ execution_time_mean: 865.70331567619
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6dc9c900cebb18b85e6722ce0c24d51feef1f406
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_175/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.547564567896288,
+ "public": {
+ "centers_str": " centers[0] = (0.7463, 0.3129)\n centers[1] = (0.0747, 0.3162)\n centers[2] = (0.2544, 0.6030)\n centers[3] = (0.0993, 0.5084)\n centers[4] = (0.1035, 0.7113)\n centers[5] = (0.0928, 0.9072)\n centers[6] = (0.1232, 0.1242)\n centers[7] = (0.7214, 0.1316)\n centers[8] = (0.9156, 0.9156)\n centers[9] = (0.5944, 0.0370)\n centers[10] = (0.5489, 0.4692)\n centers[11] = (0.3192, 0.8346)\n centers[12] = (0.5927, 0.3022)\n centers[13] = (0.3272, 0.0846)\n centers[14] = (0.4420, 0.6156)\n centers[15] = (0.5022, 0.1352)\n centers[16] = (0.6902, 0.4325)\n centers[17] = (0.5336, 0.7745)\n centers[18] = (0.3259, 0.3477)\n centers[19] = (0.9183, 0.0817)\n centers[20] = (0.6723, 0.6270)\n centers[21] = (0.5181, 0.9261)\n centers[22] = (0.8890, 0.7200)\n centers[23] = (0.7102, 0.8742)\n centers[24] = (0.8766, 0.4859)\n centers[25] = (0.8999, 0.2626)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.547564567896288
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_175/results/packing_viz.png",
+ "execution_time_mean": 865.70331567619,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f486abb09ae601a49a2da5dea02fae28d954af7f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..d18238222bdf7c5ff51f7972a0426fbca087c76f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/main.py
@@ -0,0 +1,243 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ max_r = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+
+class CircleOptimizer:
+ """
+ An object-oriented framework for solving the circle packing problem using a
+ Hybrid Quake-Settle Simulated Annealing algorithm.
+ """
+ def __init__(self, n_circles, seed):
+ self.n = n_circles
+ self.rng = np.random.default_rng(seed)
+
+ # State variables
+ self.current_centers = None
+ self.current_radii = None
+ self.current_sum_radii = 0.0
+ self.best_centers = None
+ self.best_radii = None
+ self.best_sum_radii = 0.0
+
+ # Hyperparameters
+ self._init_params()
+ self._initialize_state()
+
+ def _init_params(self):
+ """Initialize optimization hyperparameters."""
+ self.N_TOTAL_ITERATIONS = 120000
+ # Quake Phase (Force-Guided SA)
+ self.T_INITIAL, self.T_MID, self.T_FINAL = 0.015, 1e-4, 1e-8
+ self.PERTURB_SCALE_INITIAL, self.PERTURB_SCALE_MID, self.PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ self.ALPHA_QUAKE_INITIAL, self.ALPHA_QUAKE_MID, self.ALPHA_QUAKE_FINAL = 0.002, 0.0005, 0.0001
+ self.BETA_QUAKE_INITIAL, self.BETA_QUAKE_MID, self.BETA_QUAKE_FINAL = 0.005, 0.001, 0.0002
+ self.FORCE_THRESHOLD = 1e-6
+ self.N_SUB_ITERS_QUAKE_MIN, self.N_SUB_ITERS_QUAKE_MAX = 30, 200
+ # Settle Phase (Periodic Force-Directed Compaction)
+ self.N_SETTLE_PERIODS = 25
+ self.SETTLE_FREQUENCY = self.N_TOTAL_ITERATIONS // self.N_SETTLE_PERIODS
+ self.SETTLE_STEPS_PER_CALL = 60
+ self.ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ self.BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ self.SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ self.N_SUB_ITERS_SETTLE_MIN, self.N_SUB_ITERS_SETTLE_MAX = 50, 400
+
+ def _initialize_state(self):
+ """Set up the initial random arrangement of circles."""
+ grid_size = int(np.ceil(np.sqrt(self.n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ perturb = spacing * 0.1
+ self.current_centers = grid_points[:self.n] + self.rng.uniform(-perturb, perturb, size=(self.n, 2))
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0)
+
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, n_sub_iterations=50)
+ self.current_sum_radii = np.sum(self.current_radii)
+
+ self.best_centers = np.copy(self.current_centers)
+ self.best_radii = np.copy(self.current_radii)
+ self.best_sum_radii = self.current_sum_radii
+
+ def _run_quake_phase(self, i):
+ """Performs one step of the force-guided simulated annealing."""
+ progress_total = i / self.N_TOTAL_ITERATIONS
+
+ # Anneal parameters using a two-stage schedule
+ if i < self.N_TOTAL_ITERATIONS * 0.3:
+ p = i / (self.N_TOTAL_ITERATIONS * 0.3)
+ current_T = self.T_INITIAL * (self.T_MID / self.T_INITIAL)**p
+ current_perturb_scale = self.PERTURB_SCALE_INITIAL * (self.PERTURB_SCALE_MID / self.PERTURB_SCALE_INITIAL)**p
+ current_alpha_quake = self.ALPHA_QUAKE_INITIAL * (self.ALPHA_QUAKE_MID / self.ALPHA_QUAKE_INITIAL)**p
+ current_beta_quake = self.BETA_QUAKE_INITIAL * (self.BETA_QUAKE_MID / self.BETA_QUAKE_INITIAL)**p
+ else:
+ p = (i - self.N_TOTAL_ITERATIONS * 0.3) / (self.N_TOTAL_ITERATIONS * 0.7)
+ current_T = self.T_MID * (self.T_FINAL / self.T_MID)**p
+ current_perturb_scale = self.PERTURB_SCALE_MID * (self.PERTURB_SCALE_FINAL / self.PERTURB_SCALE_MID)**p
+ current_alpha_quake = self.ALPHA_QUAKE_MID * (self.ALPHA_QUAKE_FINAL / self.ALPHA_QUAKE_MID)**p
+ current_beta_quake = self.BETA_QUAKE_MID * (self.BETA_QUAKE_FINAL / self.BETA_QUAKE_MID)**p
+
+ n_sub_iters_quake = int(self.N_SUB_ITERS_QUAKE_MIN + (self.N_SUB_ITERS_QUAKE_MAX - self.N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # Calculate forces to guide perturbation
+ forces = np.zeros_like(self.current_centers)
+ for c_idx in range(self.n):
+ for o_idx in range(c_idx + 1, self.n):
+ d_vec = self.current_centers[c_idx] - self.current_centers[o_idx]
+ dist = np.linalg.norm(d_vec)
+ min_dist = self.current_radii[c_idx] + self.current_radii[o_idx]
+ if dist < min_dist:
+ f_mag = current_alpha_quake * (min_dist - dist)
+ forces[c_idx] += (d_vec / (dist + 1e-9)) * f_mag
+ forces[o_idx] -= (d_vec / (dist + 1e-9)) * f_mag
+ x, y, r = self.current_centers[c_idx, 0], self.current_centers[c_idx, 1], self.current_radii[c_idx]
+ if x - r < 0: forces[c_idx, 0] += current_beta_quake * (r - x)
+ if x + r > 1: forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ # Probabilistically select a circle to move based on force magnitude
+ force_mags = np.linalg.norm(forces, axis=1)
+ if np.all(force_mags < self.FORCE_THRESHOLD):
+ circle_idx, displacement = self.rng.integers(0, self.n), self.rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_mags + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = self.rng.choice(self.n, p=probs)
+ direction = forces[circle_idx] / (force_mags[circle_idx] + 1e-9)
+ displacement = direction * current_perturb_scale
+
+ # Propose and evaluate new state
+ proposal_centers = np.copy(self.current_centers)
+ proposal_centers[circle_idx] += displacement
+ proposal_centers[circle_idx] = np.clip(proposal_centers[circle_idx], 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, self.current_radii, n_sub_iterations=n_sub_iters_quake)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - self.current_sum_radii
+ if delta_E > 0 or self.rng.random() < np.exp(delta_E / current_T):
+ self.current_centers, self.current_radii, self.current_sum_radii = proposal_centers, proposal_radii, proposal_sum_radii
+ if self.current_sum_radii > self.best_sum_radii:
+ self.best_sum_radii = self.current_sum_radii
+ self.best_centers = np.copy(self.current_centers)
+ self.best_radii = np.copy(self.current_radii)
+
+ def _run_settle_phase(self, i):
+ """Runs an aggressive force-directed compaction on the best known state."""
+ progress_total = i / self.N_TOTAL_ITERATIONS
+
+ # Anneal settle parameters
+ anneal_factor = np.exp(-self.SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ alpha_settle = max(1e-7, self.ALPHA_REPULSION_SETTLE_INITIAL * anneal_factor)
+ beta_settle = max(1e-7, self.BETA_BOUND_REPULSION_SETTLE_INITIAL * anneal_factor)
+ n_sub_iters_settle = int(self.N_SUB_ITERS_SETTLE_MIN + (self.N_SUB_ITERS_SETTLE_MAX - self.N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ # Run refinement on the best solution found so far
+ settled_centers, settled_radii = self._refine_packing(
+ self.best_centers, self.best_radii, self.SETTLE_STEPS_PER_CALL,
+ alpha_settle, beta_settle, n_sub_iters_settle)
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If settle phase improves the best solution, update both best and current states
+ if settled_sum_radii > self.best_sum_radii:
+ self.best_sum_radii, self.best_centers, self.best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ # Re-seed the SA search from this new, superior position
+ self.current_centers, self.current_radii, self.current_sum_radii = np.copy(self.best_centers), np.copy(self.best_radii), self.best_sum_radii
+ else:
+ # If settle didn't find an improvement, reset the SA search back to the best known state
+ self.current_centers, self.current_radii, self.current_sum_radii = np.copy(self.best_centers), np.copy(self.best_radii), self.best_sum_radii
+
+ def _refine_packing(self, centers, radii, num_steps, alpha, beta, n_sub_iters):
+ """Helper for force-directed refinement."""
+ local_centers, local_radii = np.copy(centers), np.copy(radii)
+ for _ in range(num_steps):
+ forces = np.zeros_like(local_centers)
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ d_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(d_vec)
+ min_dist = local_radii[i] + local_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = d_vec / (dist + 1e-9)
+ forces[i] += direction * alpha * overlap
+ forces[j] -= direction * alpha * overlap
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta * (r - x)
+ if x + r > 1: forces[i, 0] -= beta * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta * (r - y)
+ if y + r > 1: forces[i, 1] -= beta * (y + r - 1)
+
+ local_centers += forces * 0.1 # Use a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iters)
+ return local_centers, local_radii
+
+ def run(self):
+ """Executes the main optimization loop."""
+ for i in range(self.N_TOTAL_ITERATIONS):
+ self._run_quake_phase(i)
+ if (i + 1) % self.SETTLE_FREQUENCY == 0 and i > 0:
+ self._run_settle_phase(i)
+
+ # Final polish on the best result
+ final_centers, final_radii = self._refine_packing(
+ self.best_centers, self.best_radii, num_steps=100,
+ alpha=self.ALPHA_REPULSION_SETTLE_INITIAL * 0.7,
+ beta=self.BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+ n_sub_iters=600)
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+
+def construct_packing():
+ """
+ Main function to construct the circle packing. It instantiates the
+ CircleOptimizer class and runs the optimization process.
+ """
+ optimizer = CircleOptimizer(n_circles=26, seed=42)
+ final_centers, final_radii = optimizer.run()
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..7d93144574559aa72826dceb78e07cdab677809d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/original.py
@@ -0,0 +1,239 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+
+ if current_radii is None:
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ else:
+ radii = np.copy(current_radii)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ max_r = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ max_r = min(max_r, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, max_r)
+
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+
+class CircleOptimizer:
+ """
+ An object-oriented framework for solving the circle packing problem using a
+ Hybrid Quake-Settle Simulated Annealing algorithm.
+ """
+ def __init__(self, n_circles, seed):
+ self.n = n_circles
+ self.rng = np.random.default_rng(seed)
+
+ # State variables
+ self.current_centers = None
+ self.current_radii = None
+ self.current_sum_radii = 0.0
+ self.best_centers = None
+ self.best_radii = None
+ self.best_sum_radii = 0.0
+
+ # Hyperparameters
+ self._init_params()
+ self._initialize_state()
+
+ def _init_params(self):
+ """Initialize optimization hyperparameters."""
+ self.N_TOTAL_ITERATIONS = 120000
+ # Quake Phase (Force-Guided SA)
+ self.T_INITIAL, self.T_MID, self.T_FINAL = 0.015, 1e-4, 1e-8
+ self.PERTURB_SCALE_INITIAL, self.PERTURB_SCALE_MID, self.PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ self.ALPHA_QUAKE_INITIAL, self.ALPHA_QUAKE_MID, self.ALPHA_QUAKE_FINAL = 0.002, 0.0005, 0.0001
+ self.BETA_QUAKE_INITIAL, self.BETA_QUAKE_MID, self.BETA_QUAKE_FINAL = 0.005, 0.001, 0.0002
+ self.FORCE_THRESHOLD = 1e-6
+ self.N_SUB_ITERS_QUAKE_MIN, self.N_SUB_ITERS_QUAKE_MAX = 30, 200
+ # Settle Phase (Periodic Force-Directed Compaction)
+ self.N_SETTLE_PERIODS = 25
+ self.SETTLE_FREQUENCY = self.N_TOTAL_ITERATIONS // self.N_SETTLE_PERIODS
+ self.SETTLE_STEPS_PER_CALL = 60
+ self.ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ self.BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ self.SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ self.N_SUB_ITERS_SETTLE_MIN, self.N_SUB_ITERS_SETTLE_MAX = 50, 400
+
+ def _initialize_state(self):
+ """Set up the initial random arrangement of circles."""
+ grid_size = int(np.ceil(np.sqrt(self.n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ perturb = spacing * 0.1
+ self.current_centers = grid_points[:self.n] + self.rng.uniform(-perturb, perturb, size=(self.n, 2))
+ self.current_centers = np.clip(self.current_centers, 0.0, 1.0)
+
+ self.current_radii = calculate_radii_for_fixed_centers(self.current_centers, n_sub_iterations=50)
+ self.current_sum_radii = np.sum(self.current_radii)
+
+ self.best_centers = np.copy(self.current_centers)
+ self.best_radii = np.copy(self.current_radii)
+ self.best_sum_radii = self.current_sum_radii
+
+ def _run_quake_phase(self, i):
+ """Performs one step of the force-guided simulated annealing."""
+ progress_total = i / self.N_TOTAL_ITERATIONS
+
+ # Anneal parameters using a two-stage schedule
+ if i < self.N_TOTAL_ITERATIONS * 0.3:
+ p = i / (self.N_TOTAL_ITERATIONS * 0.3)
+ current_T = self.T_INITIAL * (self.T_MID / self.T_INITIAL)**p
+ current_perturb_scale = self.PERTURB_SCALE_INITIAL * (self.PERTURB_SCALE_MID / self.PERTURB_SCALE_INITIAL)**p
+ else:
+ p = (i - self.N_TOTAL_ITERATIONS * 0.3) / (self.N_TOTAL_ITERATIONS * 0.7)
+ current_T = self.T_MID * (self.T_FINAL / self.T_MID)**p
+ current_perturb_scale = self.PERTURB_SCALE_MID * (self.PERTURB_SCALE_FINAL / self.PERTURB_SCALE_MID)**p
+
+ n_sub_iters_quake = int(self.N_SUB_ITERS_QUAKE_MIN + (self.N_SUB_ITERS_QUAKE_MAX - self.N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # Calculate forces to guide perturbation
+ forces = np.zeros_like(self.current_centers)
+ for c_idx in range(self.n):
+ for o_idx in range(c_idx + 1, self.n):
+ d_vec = self.current_centers[c_idx] - self.current_centers[o_idx]
+ dist = np.linalg.norm(d_vec)
+ min_dist = self.current_radii[c_idx] + self.current_radii[o_idx]
+ if dist < min_dist:
+ f_mag = self.FD_ALPHA_REPULSION_QUAKE * (min_dist - dist)
+ forces[c_idx] += (d_vec / (dist + 1e-9)) * f_mag
+ forces[o_idx] -= (d_vec / (dist + 1e-9)) * f_mag
+ x, y, r = self.current_centers[c_idx, 0], self.current_centers[c_idx, 1], self.current_radii[c_idx]
+ if x - r < 0: forces[c_idx, 0] += self.FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+ if x + r > 1: forces[c_idx, 0] -= self.FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+ if y - r < 0: forces[c_idx, 1] += self.FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+ if y + r > 1: forces[c_idx, 1] -= self.FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+
+ # Probabilistically select a circle to move based on force magnitude
+ force_mags = np.linalg.norm(forces, axis=1)
+ if np.all(force_mags < self.FORCE_THRESHOLD):
+ circle_idx, displacement = self.rng.integers(0, self.n), self.rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_mags + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = self.rng.choice(self.n, p=probs)
+ direction = forces[circle_idx] / (force_mags[circle_idx] + 1e-9)
+ displacement = direction * current_perturb_scale
+
+ # Propose and evaluate new state
+ proposal_centers = np.copy(self.current_centers)
+ proposal_centers[circle_idx] += displacement
+ proposal_centers[circle_idx] = np.clip(proposal_centers[circle_idx], 0.0, 1.0)
+
+ proposal_radii = calculate_radii_for_fixed_centers(proposal_centers, self.current_radii, n_sub_iterations=n_sub_iters_quake)
+ proposal_sum_radii = np.sum(proposal_radii)
+
+ delta_E = proposal_sum_radii - self.current_sum_radii
+ if delta_E > 0 or self.rng.random() < np.exp(delta_E / current_T):
+ self.current_centers, self.current_radii, self.current_sum_radii = proposal_centers, proposal_radii, proposal_sum_radii
+ if self.current_sum_radii > self.best_sum_radii:
+ self.best_sum_radii = self.current_sum_radii
+ self.best_centers = np.copy(self.current_centers)
+ self.best_radii = np.copy(self.current_radii)
+
+ def _run_settle_phase(self, i):
+ """Runs an aggressive force-directed compaction on the best known state."""
+ progress_total = i / self.N_TOTAL_ITERATIONS
+
+ # Anneal settle parameters
+ anneal_factor = np.exp(-self.SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ alpha_settle = max(1e-7, self.ALPHA_REPULSION_SETTLE_INITIAL * anneal_factor)
+ beta_settle = max(1e-7, self.BETA_BOUND_REPULSION_SETTLE_INITIAL * anneal_factor)
+ n_sub_iters_settle = int(self.N_SUB_ITERS_SETTLE_MIN + (self.N_SUB_ITERS_SETTLE_MAX - self.N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ # Run refinement on the best solution found so far
+ settled_centers, settled_radii = self._refine_packing(
+ self.best_centers, self.best_radii, self.SETTLE_STEPS_PER_CALL,
+ alpha_settle, beta_settle, n_sub_iters_settle)
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If settle phase improves the best solution, update both best and current states
+ if settled_sum_radii > self.best_sum_radii:
+ self.best_sum_radii, self.best_centers, self.best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ # Re-seed the SA search from this new, superior position
+ self.current_centers, self.current_radii, self.current_sum_radii = np.copy(self.best_centers), np.copy(self.best_radii), self.best_sum_radii
+ else:
+ # If settle didn't find an improvement, reset the SA search back to the best known state
+ self.current_centers, self.current_radii, self.current_sum_radii = np.copy(self.best_centers), np.copy(self.best_radii), self.best_sum_radii
+
+ def _refine_packing(self, centers, radii, num_steps, alpha, beta, n_sub_iters):
+ """Helper for force-directed refinement."""
+ local_centers, local_radii = np.copy(centers), np.copy(radii)
+ for _ in range(num_steps):
+ forces = np.zeros_like(local_centers)
+ for i in range(self.n):
+ for j in range(i + 1, self.n):
+ d_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(d_vec)
+ min_dist = local_radii[i] + local_radii[j]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = d_vec / (dist + 1e-9)
+ forces[i] += direction * alpha * overlap
+ forces[j] -= direction * alpha * overlap
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta * (r - x)
+ if x + r > 1: forces[i, 0] -= beta * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta * (r - y)
+ if y + r > 1: forces[i, 1] -= beta * (y + r - 1)
+
+ local_centers += forces * 0.1 # Use a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iters)
+ return local_centers, local_radii
+
+ def run(self):
+ """Executes the main optimization loop."""
+ for i in range(self.N_TOTAL_ITERATIONS):
+ self._run_quake_phase(i)
+ if (i + 1) % self.SETTLE_FREQUENCY == 0 and i > 0:
+ self._run_settle_phase(i)
+
+ # Final polish on the best result
+ final_centers, final_radii = self._refine_packing(
+ self.best_centers, self.best_radii, num_steps=100,
+ alpha=self.ALPHA_REPULSION_SETTLE_INITIAL * 0.7,
+ beta=self.BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.7,
+ n_sub_iters=600)
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+
+def construct_packing():
+ """
+ Main function to construct the circle packing. It instantiates the
+ CircleOptimizer class and runs the optimization process.
+ """
+ optimizer = CircleOptimizer(n_circles=26, seed=42)
+ final_centers, final_radii = optimizer.run()
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..43226a503222db9f3aaf0b985fb525186a584f88
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_176/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_176/results
+Run 1/1 completed in 734.11 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_176/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_176/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_176/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_176/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_176/results/packing_viz.png
+ execution_time_mean: 734.1078018001281
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..30c36fe3401a33c9e545161070509e210114fcd7
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_176/results/packing_viz.png",
+ "execution_time_mean": 734.1078018001281,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..81828514ce87ba5e307617a194482f7a24ba06d9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_176/search_replace.txt
@@ -0,0 +1,75 @@
+
+anneal_quake_forces
+
+
+
+The current algorithm utilizes a sophisticated two-stage annealing schedule for temperature and perturbation scale in the "Quake" (SA) phase, and it also anneals the forces in the "Settle" (compaction) phase. However, the guiding forces within the Quake phase itself are static. In fact, the code references `self.FD_ALPHA_REPULSION_QUAKE` and `self.FD_BETA_BOUND_REPULSION_QUAKE` without defining them, which is a latent bug.
+
+This change activates a two-stage annealing schedule for the Quake phase's guiding forces, leveraging the `ALPHA_QUAKE_INITIAL/MID/FINAL` and `BETA_QUAKE_INITIAL/MID/FINAL` parameters that are already defined but were not being used. By annealing these forces, the algorithm will employ stronger guidance early in the optimization to rapidly resolve gross overlaps and escape poor configurations, transitioning to weaker, gentler guidance in later stages for fine-tuning the packing. This dynamic adjustment of force strength mirrors the successful strategy already used for temperature and perturbation scale, creating a more holistic and adaptive optimization process. This change both fixes the bug and implements a logical enhancement to the algorithm's exploratory capabilities.
+
+
+
+<<<<<<< SEARCH
+ # Anneal parameters using a two-stage schedule
+ if i < self.N_TOTAL_ITERATIONS * 0.3:
+ p = i / (self.N_TOTAL_ITERATIONS * 0.3)
+ current_T = self.T_INITIAL * (self.T_MID / self.T_INITIAL)**p
+ current_perturb_scale = self.PERTURB_SCALE_INITIAL * (self.PERTURB_SCALE_MID / self.PERTURB_SCALE_INITIAL)**p
+ else:
+ p = (i - self.N_TOTAL_ITERATIONS * 0.3) / (self.N_TOTAL_ITERATIONS * 0.7)
+ current_T = self.T_MID * (self.T_FINAL / self.T_MID)**p
+ current_perturb_scale = self.PERTURB_SCALE_MID * (self.PERTURB_SCALE_FINAL / self.PERTURB_SCALE_MID)**p
+
+ n_sub_iters_quake = int(self.N_SUB_ITERS_QUAKE_MIN + (self.N_SUB_ITERS_QUAKE_MAX - self.N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # Calculate forces to guide perturbation
+ forces = np.zeros_like(self.current_centers)
+ for c_idx in range(self.n):
+ for o_idx in range(c_idx + 1, self.n):
+ d_vec = self.current_centers[c_idx] - self.current_centers[o_idx]
+ dist = np.linalg.norm(d_vec)
+ min_dist = self.current_radii[c_idx] + self.current_radii[o_idx]
+ if dist < min_dist:
+ f_mag = self.FD_ALPHA_REPULSION_QUAKE * (min_dist - dist)
+ forces[c_idx] += (d_vec / (dist + 1e-9)) * f_mag
+ forces[o_idx] -= (d_vec / (dist + 1e-9)) * f_mag
+ x, y, r = self.current_centers[c_idx, 0], self.current_centers[c_idx, 1], self.current_radii[c_idx]
+ if x - r < 0: forces[c_idx, 0] += self.FD_BETA_BOUND_REPULSION_QUAKE * (r - x)
+ if x + r > 1: forces[c_idx, 0] -= self.FD_BETA_BOUND_REPULSION_QUAKE * (x + r - 1)
+ if y - r < 0: forces[c_idx, 1] += self.FD_BETA_BOUND_REPULSION_QUAKE * (r - y)
+ if y + r > 1: forces[c_idx, 1] -= self.FD_BETA_BOUND_REPULSION_QUAKE * (y + r - 1)
+=======
+ # Anneal parameters using a two-stage schedule
+ if i < self.N_TOTAL_ITERATIONS * 0.3:
+ p = i / (self.N_TOTAL_ITERATIONS * 0.3)
+ current_T = self.T_INITIAL * (self.T_MID / self.T_INITIAL)**p
+ current_perturb_scale = self.PERTURB_SCALE_INITIAL * (self.PERTURB_SCALE_MID / self.PERTURB_SCALE_INITIAL)**p
+ current_alpha_quake = self.ALPHA_QUAKE_INITIAL * (self.ALPHA_QUAKE_MID / self.ALPHA_QUAKE_INITIAL)**p
+ current_beta_quake = self.BETA_QUAKE_INITIAL * (self.BETA_QUAKE_MID / self.BETA_QUAKE_INITIAL)**p
+ else:
+ p = (i - self.N_TOTAL_ITERATIONS * 0.3) / (self.N_TOTAL_ITERATIONS * 0.7)
+ current_T = self.T_MID * (self.T_FINAL / self.T_MID)**p
+ current_perturb_scale = self.PERTURB_SCALE_MID * (self.PERTURB_SCALE_FINAL / self.PERTURB_SCALE_MID)**p
+ current_alpha_quake = self.ALPHA_QUAKE_MID * (self.ALPHA_QUAKE_FINAL / self.ALPHA_QUAKE_MID)**p
+ current_beta_quake = self.BETA_QUAKE_MID * (self.BETA_QUAKE_FINAL / self.BETA_QUAKE_MID)**p
+
+ n_sub_iters_quake = int(self.N_SUB_ITERS_QUAKE_MIN + (self.N_SUB_ITERS_QUAKE_MAX - self.N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # Calculate forces to guide perturbation
+ forces = np.zeros_like(self.current_centers)
+ for c_idx in range(self.n):
+ for o_idx in range(c_idx + 1, self.n):
+ d_vec = self.current_centers[c_idx] - self.current_centers[o_idx]
+ dist = np.linalg.norm(d_vec)
+ min_dist = self.current_radii[c_idx] + self.current_radii[o_idx]
+ if dist < min_dist:
+ f_mag = current_alpha_quake * (min_dist - dist)
+ forces[c_idx] += (d_vec / (dist + 1e-9)) * f_mag
+ forces[o_idx] -= (d_vec / (dist + 1e-9)) * f_mag
+ x, y, r = self.current_centers[c_idx, 0], self.current_centers[c_idx, 1], self.current_radii[c_idx]
+ if x - r < 0: forces[c_idx, 0] += current_beta_quake * (r - x)
+ if x + r > 1: forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..189adb86cfa54113561feb01e66aa62ee52947c5
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..fa5b8bf92543d761f6f94d905dd73b25cc133b7c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_177/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_177/results
+Run 1/1 completed in 690.59 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_177/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_177/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_177/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_177/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.3345175429567444
+ public: {'centers_str': ' centers[0] = (0.1135, 0.0811)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0819, 0.4470)\n centers[3] = (0.1696, 0.5608)\n centers[4] = (0.7589, 0.8725)\n centers[5] = (0.9110, 0.0794)\n centers[6] = (0.9237, 0.9237)\n centers[7] = (0.9218, 0.3743)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.0855, 0.6764)\n centers[10] = (0.2499, 0.7130)\n centers[11] = (0.4539, 0.6968)\n centers[12] = (0.3260, 0.1103)\n centers[13] = (0.8878, 0.7653)\n centers[14] = (0.4141, 0.4151)\n centers[15] = (0.5015, 0.2583)\n centers[16] = (0.3100, 0.5535)\n centers[17] = (0.3875, 0.9076)\n centers[18] = (0.5462, 0.0796)\n centers[19] = (0.1328, 0.8819)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7008, 0.5333)\n centers[22] = (0.6590, 0.6970)\n centers[23] = (0.5989, 0.9140)\n centers[24] = (0.8848, 0.5640)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.3345175429567444}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_177/results/packing_viz.png
+ execution_time_mean: 690.5878845751286
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..88df2b5e25c0b6b6e597c35ecaa98e4ada2134ff
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_177/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.3345175429567444,
+ "public": {
+ "centers_str": " centers[0] = (0.1135, 0.0811)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0819, 0.4470)\n centers[3] = (0.1696, 0.5608)\n centers[4] = (0.7589, 0.8725)\n centers[5] = (0.9110, 0.0794)\n centers[6] = (0.9237, 0.9237)\n centers[7] = (0.9218, 0.3743)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.0855, 0.6764)\n centers[10] = (0.2499, 0.7130)\n centers[11] = (0.4539, 0.6968)\n centers[12] = (0.3260, 0.1103)\n centers[13] = (0.8878, 0.7653)\n centers[14] = (0.4141, 0.4151)\n centers[15] = (0.5015, 0.2583)\n centers[16] = (0.3100, 0.5535)\n centers[17] = (0.3875, 0.9076)\n centers[18] = (0.5462, 0.0796)\n centers[19] = (0.1328, 0.8819)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7008, 0.5333)\n centers[22] = (0.6590, 0.6970)\n centers[23] = (0.5989, 0.9140)\n centers[24] = (0.8848, 0.5640)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.3345175429567444
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_177/results/packing_viz.png",
+ "execution_time_mean": 690.5878845751286,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..810940d438c0d70d2be2aaff870ff8e92ed53ccd
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4996699c45983fd068f88b61ea7933c27cfe9002
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_178/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_178/results
+Run 1/1 completed in 712.38 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_178/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_178/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_178/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_178/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_178/results/packing_viz.png
+ execution_time_mean: 712.3767684367485
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bab84891335d77f88d3c0beecc31ea6745d9ccd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_178/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_178/results/packing_viz.png",
+ "execution_time_mean": 712.3767684367485,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..0d48a75a355b5251f84b167da5a22d9f213af475
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..8a6b433d5501881cb34d2f3562745191d91cb9a8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_179/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_179/results
+Run 1/1 completed in 697.49 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_179/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_179/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_179/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_179/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.3306332537209182
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0965, 0.7597)\n centers[5] = (0.9281, 0.2558)\n centers[6] = (0.8557, 0.4373)\n centers[7] = (0.8893, 0.6713)\n centers[8] = (0.2504, 0.3765)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2444, 0.9126)\n centers[12] = (0.5550, 0.2381)\n centers[13] = (0.4324, 0.1588)\n centers[14] = (0.4341, 0.3019)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.0924, 0.9204)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5793, 0.0888)\n centers[19] = (0.2597, 0.1752)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7177, 0.5775)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.8709, 0.8950)\n centers[24] = (0.8797, 0.0866)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.3306332537209182}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_179/results/packing_viz.png
+ execution_time_mean: 697.4864912135527
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..917bd65216dc95b3f5c5e99f71a0b4b5167ead2c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_179/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.3306332537209182,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0965, 0.7597)\n centers[5] = (0.9281, 0.2558)\n centers[6] = (0.8557, 0.4373)\n centers[7] = (0.8893, 0.6713)\n centers[8] = (0.2504, 0.3765)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2444, 0.9126)\n centers[12] = (0.5550, 0.2381)\n centers[13] = (0.4324, 0.1588)\n centers[14] = (0.4341, 0.3019)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.0924, 0.9204)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5793, 0.0888)\n centers[19] = (0.2597, 0.1752)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.7177, 0.5775)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.8709, 0.8950)\n centers[24] = (0.8797, 0.0866)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.3306332537209182
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_179/results/packing_viz.png",
+ "execution_time_mean": 697.4864912135527,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..12512385b1d99928818646c95769d7e712bb5b6f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7c86033a3becd96d6d47c946f8d2cf30c19e38f4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_18/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_18/results
+Run 1/1 completed in 23.40 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_18/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_18/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_18/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_18/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.8332644375077487
+ public: {'centers_str': ' centers[0] = (0.1016, 0.0793)\n centers[1] = (0.1106, 0.3280)\n centers[2] = (0.0819, 0.4453)\n centers[3] = (0.1007, 0.6024)\n centers[4] = (0.0617, 0.7729)\n centers[5] = (0.0716, 0.9226)\n centers[6] = (0.2596, 0.1049)\n centers[7] = (0.1637, 0.2074)\n centers[8] = (0.2536, 0.3876)\n centers[9] = (0.2840, 0.6001)\n centers[10] = (0.2672, 0.7403)\n centers[11] = (0.2814, 0.9429)\n centers[12] = (0.4352, 0.0630)\n centers[13] = (0.4144, 0.2196)\n centers[14] = (0.3936, 0.4289)\n centers[15] = (0.4745, 0.5882)\n centers[16] = (0.4051, 0.7414)\n centers[17] = (0.3778, 0.9844)\n centers[18] = (0.5587, 0.0817)\n centers[19] = (0.5651, 0.2613)\n centers[20] = (0.5791, 0.4388)\n centers[21] = (0.3238, 0.5593)\n centers[22] = (0.6055, 0.7703)\n centers[23] = (0.4289, 0.9056)\n centers[24] = (0.7622, 0.0593)\n centers[25] = (0.7300, 0.2172)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.8332644375077487}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_18/results/packing_viz.png
+ execution_time_mean: 23.40258255880326
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..1909d97075008233a5105f1c3a115bba381dcbe5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_18/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.8332644375077487,
+ "public": {
+ "centers_str": " centers[0] = (0.1016, 0.0793)\n centers[1] = (0.1106, 0.3280)\n centers[2] = (0.0819, 0.4453)\n centers[3] = (0.1007, 0.6024)\n centers[4] = (0.0617, 0.7729)\n centers[5] = (0.0716, 0.9226)\n centers[6] = (0.2596, 0.1049)\n centers[7] = (0.1637, 0.2074)\n centers[8] = (0.2536, 0.3876)\n centers[9] = (0.2840, 0.6001)\n centers[10] = (0.2672, 0.7403)\n centers[11] = (0.2814, 0.9429)\n centers[12] = (0.4352, 0.0630)\n centers[13] = (0.4144, 0.2196)\n centers[14] = (0.3936, 0.4289)\n centers[15] = (0.4745, 0.5882)\n centers[16] = (0.4051, 0.7414)\n centers[17] = (0.3778, 0.9844)\n centers[18] = (0.5587, 0.0817)\n centers[19] = (0.5651, 0.2613)\n centers[20] = (0.5791, 0.4388)\n centers[21] = (0.3238, 0.5593)\n centers[22] = (0.6055, 0.7703)\n centers[23] = (0.4289, 0.9056)\n centers[24] = (0.7622, 0.0593)\n centers[25] = (0.7300, 0.2172)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.8332644375077487
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_18/results/packing_viz.png",
+ "execution_time_mean": 23.40258255880326,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..46f3d7995de61893ad3f393ba4dff6b6e15e4678
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..7de3588967f31f6669ff9eaf5da3cc6833bfad3d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/edit.diff
@@ -0,0 +1,404 @@
+--- a/original.py
++++ b/original.py
+@@ -1,200 +1,324 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ if current_radii is None or np.all(radii <= 1e-9):
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, r_i_limit)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+-def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng):
++def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, alpha_tangential_force, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+- This acts as a compaction/settling phase.
++ Pushes circles away from each other and towards boundaries. Includes a tangential force component.
++ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+- local_radii = np.copy(radii)
+-
+- for _ in range(num_steps):
++ local_radii = np.copy(radii) # Start with provided radii for warm start
++
++ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+- # Inter-circle repulsion
++
++ # Inter-circle repulsion and tangential forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
++
+ if dist < required_dist:
+ overlap = required_dist - dist
+- direction = dist_vec / (dist + 1e-9)
+- force_magnitude = alpha_repulsion * overlap
+- forces[i] += direction * force_magnitude
+- forces[j] -= direction * force_magnitude
+- # Boundary repulsion
++ if dist < 1e-9: # Avoid division by zero if centers are coincident
++ direction = rng.random(2) - 0.5
++ direction /= np.linalg.norm(direction + 1e-9)
++ else:
++ direction = dist_vec / dist
++
++ # Repulsion force
++ force_magnitude_repulsion = alpha_repulsion * overlap
++ forces[i] += direction * force_magnitude_repulsion
++ forces[j] -= direction * force_magnitude_repulsion
++
++ # Tangential force (perpendicular to repulsion)
++ # This helps circles slide past each other, breaking gridlock
++ tangential_direction = np.array([-direction[1], direction[0]]) # Rotate 90 degrees
++ force_magnitude_tangential = alpha_tangential_force * overlap
++ forces[i] += tangential_direction * force_magnitude_tangential
++ forces[j] += tangential_direction * force_magnitude_tangential # Apply in same direction to both for sliding
++
++ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+- local_centers += forces * 0.1
+- local_centers = np.clip(local_centers, 0.0, 1.0)
+- local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
++ local_centers += forces * 0.1 # Apply forces with a small step size
++ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
++
++ # Re-calculate radii periodically or on the last step to ensure the final state is valid.
++ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
++ # Need to pass the current atol, but _run_force_directed_settle doesn't have it.
++ # For simplicity, during settle, we'll use a fixed (but adaptive within construct_packing) atol.
++ # This requires current_atol_settle to be passed down, or a reasonable default here.
++ # For now, let's keep it simple and just use the N_SUB_ITERS_radii
++ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
++
+
+ def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+- x_coords, y_coords = np.linspace(spacing / 2, 1 - spacing / 2, grid_size), np.linspace(spacing / 2, 1 - spacing / 2, grid_size)
++ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
++ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+- current_centers = grid_points[:n] + rng.uniform(-spacing * 0.1, spacing * 0.1, size=(n, 2))
++ perturbation_initial_grid = spacing * 0.1
++ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+- current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
++ # Initial radii calculation with a base ATOL
++ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50, atol=1e-6)
+ current_sum_radii = np.sum(current_radii)
+
+- best_centers, best_radii, best_sum_radii = np.copy(current_centers), np.copy(current_radii), current_sum_radii
++ best_centers = np.copy(current_centers)
++ best_radii = np.copy(current_radii)
++ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+- N_TOTAL_ITERATIONS = 120000
+- # Quake Phase Parameters (Force-Guided SA)
+- T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+- PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+- FD_ALPHA_QUAKE, FD_BETA_QUAKE = 0.002, 0.005
+- FORCE_THRESHOLD = 1e-6
++ N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
++
++ # --- Quake Phase Parameters (Force-Guided SA) ---
++ # Two-stage exponential annealing for temperature
++ T_INITIAL = 0.015
++ T_MID = 1e-4
++ T_FINAL = 1e-8
++ # Two-stage exponential annealing for perturbation scale
++ PERTURB_SCALE_INITIAL = 0.08
++ PERTURB_SCALE_MID = 0.001
++ PERTURB_SCALE_FINAL = 1e-6
++ # Two-stage exponential annealing for Quake force parameters
++ ALPHA_REPULSION_QUAKE_INITIAL = 0.002
++ ALPHA_REPULSION_QUAKE_MID = 0.0005
++ ALPHA_REPULSION_QUAKE_FINAL = 0.0001
++ BETA_BOUND_REPULSION_QUAKE_INITIAL = 0.005
++ BETA_BOUND_REPULSION_QUAKE_MID = 0.001
++ BETA_BOUND_REPULSION_QUAKE_FINAL = 0.0002
++
++ FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
++ # Adaptive precision for radii calculation in Quake phase
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+-
+- # Settle Phase Parameters (Periodic Force-Directed Compaction)
+- N_SETTLE_PERIODS = 25
+- SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+- SETTLE_STEPS_PER_CALL = 60
+- ALPHA_SETTLE_INITIAL, BETA_SETTLE_INITIAL = 0.015, 0.03
+- SETTLE_ANNEAL_DECAY = 4.0
++ ATOL_QUAKE_INITIAL = 1e-6 # Looser ATOL for early quake phase
++ ATOL_QUAKE_FINAL = 1e-8 # Tighter ATOL for later quake phase
++
++
++ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
++ N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
++ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
++ SETTLE_STEPS_PER_CALL = 75 # Increased steps for more thorough compaction
++ # Adaptive Settle Phase force parameters (start strong, decay)
++ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
++ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
++ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.0005 # New tangential force
++ SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
++ # Adaptive precision for radii calculation in Settle phase
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
++ ATOL_SETTLE_INITIAL = 1e-6 # Looser ATOL for early settle phase
++ ATOL_SETTLE_FINAL = 1e-9 # Tighter ATOL for later settle phase
++ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during periodic settle calls
++
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
++ # Determine current annealing parameters for Quake phase (two-stage exponential decay)
++ # progress_total is used for overall annealing
+ progress_total = i / N_TOTAL_ITERATIONS
+- # Two-stage exponential decay for Quake parameters
++
++ # Stage 1: Faster decay for broad exploration (first 30%)
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+- else:
++ # Annealed Quake force parameters
++ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
++ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
++ else: # Stage 2: Slower decay for fine-tuning (remaining 70%)
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+-
++ # Annealed Quake force parameters
++ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
++ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
++
++ # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+-
+- # --- Quake Phase: Force-Guided SA Proposal ---
++ current_atol_quake = ATOL_QUAKE_INITIAL * (ATOL_QUAKE_FINAL / ATOL_QUAKE_INITIAL)**progress_total # Exponential decay for atol
++
++ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
++
++ # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
++ # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+- min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+- if dist < min_dist:
+- overlap = min_dist - dist
+- direction = dist_vec / (dist + 1e-9)
+- force_mag = FD_ALPHA_QUAKE * overlap
+- provisional_forces[c_idx] += direction * force_mag
+- provisional_forces[other_c_idx] -= direction * force_mag
++ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
++
++ if dist < min_dist_tangent:
++ overlap = min_dist_tangent - dist
++ if dist > 1e-9:
++ direction = dist_vec / dist
++ else: # Handle coincident centers with a random direction
++ direction = rng.uniform(-1, 1, 2)
++ direction /= np.linalg.norm(direction + 1e-9)
++ # Use annealed Quake force parameters
++ force_magnitude = current_alpha_quake * overlap
++ provisional_forces[c_idx] += direction * force_magnitude
++ provisional_forces[other_c_idx] -= direction * force_magnitude
++
++ # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+- if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_QUAKE * (r - x)
+- if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_QUAKE * (x + r - 1)
+- if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_QUAKE * (r - y)
+- if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_QUAKE * (y + r - 1)
+-
++ # Use annealed Quake force parameters
++ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x)
++ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
++ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
++ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
++
++ # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+- if np.all(force_magnitudes < FORCE_THRESHOLD):
+- circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+- else:
+- probs = force_magnitudes + 1e-8
+- probs /= np.sum(probs)
+- circle_idx = rng.choice(n, p=probs)
+- direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
++ if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
++ circle_idx = rng.integers(0, n)
++ displacement = rng.normal(0, current_perturb_scale, 2)
++ else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
++ probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
++ probabilities /= np.sum(probabilities)
++ circle_idx = rng.choice(n, p=probabilities)
++
++ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
+ displacement = direction_vector * current_perturb_scale
+-
++
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+-
+- new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
++
++ # Evaluate proposed state
++ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake, atol=current_atol_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+-
++
++ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+- current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
++ current_centers = new_centers_proposal
++ current_radii = new_radii_proposal
++ current_sum_radii = new_sum_radii_proposal
++
++ # Update overall best solution found so far
+ if current_sum_radii > best_sum_radii:
+- best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
++ best_sum_radii = current_sum_radii
++ best_centers = np.copy(current_centers)
++ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
++ # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+- settle_anneal_factor = np.exp(-SETTLE_ANNEAL_DECAY * progress_total)
+- current_alpha_settle = max(1e-7, ALPHA_SETTLE_INITIAL * settle_anneal_factor)
+- current_beta_settle = max(1e-7, BETA_SETTLE_INITIAL * settle_anneal_factor)
++ # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
++ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
++ current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
++ current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
++ current_alpha_tangential_settle = ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor # Anneal tangential force
++
++ # Ensure forces don't drop to zero too early
++ current_alpha_settle = max(1e-7, current_alpha_settle)
++ current_beta_settle = max(1e-7, current_beta_settle)
++ current_alpha_tangential_settle = max(1e-8, current_alpha_tangential_settle) # Ensure tangential force stays active
++
++ # Adaptive precision for radii calculation in Settle phase
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+-
+- settled_centers, settled_radii = _run_force_directed_settle(best_centers, best_radii, SETTLE_STEPS_PER_CALL, current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng)
++ # current_atol_settle = ATOL_SETTLE_INITIAL * (ATOL_SETTLE_FINAL / ATOL_SETTLE_INITIAL)**progress_total # Exponential decay for atol
++
++ settled_centers, settled_radii = _run_force_directed_settle(
++ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
++ current_alpha_settle, current_beta_settle, current_alpha_tangential_settle, # Pass tangential force
++ n_sub_iters_settle, rng,
++ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
++ )
+ settled_sum_radii = np.sum(settled_radii)
+
++ # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+- best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+- current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+- else: # Revert current state to best state if settle phase fails to improve
+- current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
++ best_sum_radii = settled_sum_radii
++ best_centers = np.copy(settled_centers)
++ best_radii = np.copy(settled_radii)
++ # Update current state for subsequent quake phases to continue from this improved configuration
++ current_centers = np.copy(settled_centers)
++ current_radii = np.copy(settled_radii)
++ current_sum_radii = settled_sum_radii
++ else:
++ # If settle didn't improve (or made it worse), revert current_centers to best_centers
++ # to prevent propagating a suboptimal result into the quake phase.
++ current_centers = np.copy(best_centers)
++ current_radii = np.copy(best_radii)
++ current_sum_radii = best_sum_radii
+
+ # --- Final Polish ---
++ # Apply a final, more intensive and gentle force-directed settle for maximum compaction.
++ # Set high precision for radii and low forces for gentle refinement.
+ final_centers, final_radii = _run_force_directed_settle(
+- best_centers, best_radii, num_steps=100,
+- alpha_repulsion=ALPHA_SETTLE_INITIAL * 0.7,
+- beta_bound_repulsion=BETA_SETTLE_INITIAL * 0.7,
+- n_sub_iterations_radii=600, rng=rng)
+-
+- final_centers = np.clip(final_centers, 0.0, 1.0)
+- final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
++ best_centers, best_radii,
++ num_steps=150, # Increased steps for a more thorough final compaction
++ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.4, # Gentler final repulsion
++ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.4, # Gentler final boundary repulsion
++ alpha_tangential_force=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.1, # Gentler final tangential force
++ n_sub_iterations_radii=700, # Very high precision for radii calculation during polish
++ rng=rng,
++ radii_update_frequency=2 # More frequent updates for final polish
++ )
++
++ final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
++ # One last highly precise radii calculation with very tight atol
++ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1000, atol=1e-10)
+
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..ab20d4ed1bc061b005b5101184fc01d5a0abc790
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/main.py
@@ -0,0 +1,324 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ if current_radii is None or np.all(radii <= 1e-9):
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, r_i_limit)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, alpha_tangential_force, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries. Includes a tangential force component.
+ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion and tangential forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ # Repulsion force
+ force_magnitude_repulsion = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude_repulsion
+ forces[j] -= direction * force_magnitude_repulsion
+
+ # Tangential force (perpendicular to repulsion)
+ # This helps circles slide past each other, breaking gridlock
+ tangential_direction = np.array([-direction[1], direction[0]]) # Rotate 90 degrees
+ force_magnitude_tangential = alpha_tangential_force * overlap
+ forces[i] += tangential_direction * force_magnitude_tangential
+ forces[j] += tangential_direction * force_magnitude_tangential # Apply in same direction to both for sliding
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii periodically or on the last step to ensure the final state is valid.
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ # Need to pass the current atol, but _run_force_directed_settle doesn't have it.
+ # For simplicity, during settle, we'll use a fixed (but adaptive within construct_packing) atol.
+ # This requires current_atol_settle to be passed down, or a reasonable default here.
+ # For now, let's keep it simple and just use the N_SUB_ITERS_radii
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ # Initial radii calculation with a base ATOL
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50, atol=1e-6)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ # Two-stage exponential annealing for temperature
+ T_INITIAL = 0.015
+ T_MID = 1e-4
+ T_FINAL = 1e-8
+ # Two-stage exponential annealing for perturbation scale
+ PERTURB_SCALE_INITIAL = 0.08
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+ # Two-stage exponential annealing for Quake force parameters
+ ALPHA_REPULSION_QUAKE_INITIAL = 0.002
+ ALPHA_REPULSION_QUAKE_MID = 0.0005
+ ALPHA_REPULSION_QUAKE_FINAL = 0.0001
+ BETA_BOUND_REPULSION_QUAKE_INITIAL = 0.005
+ BETA_BOUND_REPULSION_QUAKE_MID = 0.001
+ BETA_BOUND_REPULSION_QUAKE_FINAL = 0.0002
+
+ FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+ # Adaptive precision for radii calculation in Quake phase
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+ ATOL_QUAKE_INITIAL = 1e-6 # Looser ATOL for early quake phase
+ ATOL_QUAKE_FINAL = 1e-8 # Tighter ATOL for later quake phase
+
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+ SETTLE_STEPS_PER_CALL = 75 # Increased steps for more thorough compaction
+ # Adaptive Settle Phase force parameters (start strong, decay)
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.0005 # New tangential force
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+ # Adaptive precision for radii calculation in Settle phase
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ ATOL_SETTLE_INITIAL = 1e-6 # Looser ATOL for early settle phase
+ ATOL_SETTLE_FINAL = 1e-9 # Tighter ATOL for later settle phase
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during periodic settle calls
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+ # progress_total is used for overall annealing
+ progress_total = i / N_TOTAL_ITERATIONS
+
+ # Stage 1: Faster decay for broad exploration (first 30%)
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ # Annealed Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
+ else: # Stage 2: Slower decay for fine-tuning (remaining 70%)
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+ # Annealed Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
+
+ # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+ current_atol_quake = ATOL_QUAKE_INITIAL * (ATOL_QUAKE_FINAL / ATOL_QUAKE_INITIAL)**progress_total # Exponential decay for atol
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+
+ # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ else: # Handle coincident centers with a random direction
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ # Use annealed Quake force parameters
+ force_magnitude = current_alpha_quake * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+ # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ # Use annealed Quake force parameters
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+ probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake, atol=current_atol_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers = new_centers_proposal
+ current_radii = new_radii_proposal
+ current_sum_radii = new_sum_radii_proposal
+
+ # Update overall best solution found so far
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ current_alpha_tangential_settle = ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor # Anneal tangential force
+
+ # Ensure forces don't drop to zero too early
+ current_alpha_settle = max(1e-7, current_alpha_settle)
+ current_beta_settle = max(1e-7, current_beta_settle)
+ current_alpha_tangential_settle = max(1e-8, current_alpha_tangential_settle) # Ensure tangential force stays active
+
+ # Adaptive precision for radii calculation in Settle phase
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+ # current_atol_settle = ATOL_SETTLE_INITIAL * (ATOL_SETTLE_FINAL / ATOL_SETTLE_INITIAL)**progress_total # Exponential decay for atol
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, current_alpha_tangential_settle, # Pass tangential force
+ n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Update current state for subsequent quake phases to continue from this improved configuration
+ current_centers = np.copy(settled_centers)
+ current_radii = np.copy(settled_radii)
+ current_sum_radii = settled_sum_radii
+ else:
+ # If settle didn't improve (or made it worse), revert current_centers to best_centers
+ # to prevent propagating a suboptimal result into the quake phase.
+ current_centers = np.copy(best_centers)
+ current_radii = np.copy(best_radii)
+ current_sum_radii = best_sum_radii
+
+ # --- Final Polish ---
+ # Apply a final, more intensive and gentle force-directed settle for maximum compaction.
+ # Set high precision for radii and low forces for gentle refinement.
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=150, # Increased steps for a more thorough final compaction
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.4, # Gentler final repulsion
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.4, # Gentler final boundary repulsion
+ alpha_tangential_force=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.1, # Gentler final tangential force
+ n_sub_iterations_radii=700, # Very high precision for radii calculation during polish
+ rng=rng,
+ radii_update_frequency=2 # More frequent updates for final polish
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+ # One last highly precise radii calculation with very tight atol
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1000, atol=1e-10)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..37b8344285344749a43e428d8e4a9dcd6ecbae4e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/original.py
@@ -0,0 +1,200 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ if current_radii is None or np.all(radii <= 1e-9):
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, r_i_limit)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ This acts as a compaction/settling phase.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii)
+
+ for _ in range(num_steps):
+ forces = np.zeros_like(local_centers)
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+ if dist < required_dist:
+ overlap = required_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords, y_coords = np.linspace(spacing / 2, 1 - spacing / 2, grid_size), np.linspace(spacing / 2, 1 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ current_centers = grid_points[:n] + rng.uniform(-spacing * 0.1, spacing * 0.1, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers, best_radii, best_sum_radii = np.copy(current_centers), np.copy(current_radii), current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000
+ # Quake Phase Parameters (Force-Guided SA)
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ FD_ALPHA_QUAKE, FD_BETA_QUAKE = 0.002, 0.005
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # Settle Phase Parameters (Periodic Force-Directed Compaction)
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 60
+ ALPHA_SETTLE_INITIAL, BETA_SETTLE_INITIAL = 0.015, 0.03
+ SETTLE_ANNEAL_DECAY = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist:
+ overlap = min_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_mag = FD_ALPHA_QUAKE * overlap
+ provisional_forces[c_idx] += direction * force_mag
+ provisional_forces[other_c_idx] -= direction * force_mag
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += FD_BETA_QUAKE * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= FD_BETA_QUAKE * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += FD_BETA_QUAKE * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= FD_BETA_QUAKE * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx, displacement = rng.integers(0, n), rng.normal(0, current_perturb_scale, 2)
+ else:
+ probs = force_magnitudes + 1e-8
+ probs /= np.sum(probs)
+ circle_idx = rng.choice(n, p=probs)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEAL_DECAY * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(best_centers, best_radii, SETTLE_STEPS_PER_CALL, current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng)
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else: # Revert current state to best state if settle phase fails to improve
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=100,
+ alpha_repulsion=ALPHA_SETTLE_INITIAL * 0.7,
+ beta_bound_repulsion=BETA_SETTLE_INITIAL * 0.7,
+ n_sub_iterations_radii=600, rng=rng)
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..479aa020033f8d8d8ef9a4ee1836e9c9976d0be8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_180/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_180/results
+Run 1/1 completed in 698.37 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_180/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_180/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_180/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_180/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_180/results/packing_viz.png
+ execution_time_mean: 698.3664630800486
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..06e1c55a805a9b58fa1d4859225d80977355e84c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_180/results/packing_viz.png",
+ "execution_time_mean": 698.3664630800486,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0ca10d454112a2882b73c74192e3ce6fe046e065
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_180/rewrite.txt
@@ -0,0 +1,315 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ if current_radii is None or np.all(radii <= 1e-9):
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+ for i in range(n):
+ x, y = centers[i]
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+ for j in range(n):
+ if i == j: continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+ radii[i] = max(0.0, r_i_limit)
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, alpha_tangential_force, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a short, local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries. Includes a tangential force component.
+ `radii_update_frequency`: How often (in steps) to recalculate radii during the force application.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion and tangential forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ # Repulsion force
+ force_magnitude_repulsion = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude_repulsion
+ forces[j] -= direction * force_magnitude_repulsion
+
+ # Tangential force (perpendicular to repulsion)
+ # This helps circles slide past each other, breaking gridlock
+ tangential_direction = np.array([-direction[1], direction[0]]) # Rotate 90 degrees
+ force_magnitude_tangential = alpha_tangential_force * overlap
+ forces[i] += tangential_direction * force_magnitude_tangential
+ forces[j] += tangential_direction * force_magnitude_tangential # Apply in same direction to both for sliding
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0) # Keep centers within bounds
+
+ # Re-calculate radii periodically or on the last step to ensure the final state is valid.
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ # Need to pass the current atol, but _run_force_directed_settle doesn't have it.
+ # For simplicity, during settle, we'll use a fixed (but adaptive within construct_packing) atol.
+ # This requires current_atol_settle to be passed down, or a reasonable default here.
+ # For now, let's keep it simple and just use the N_SUB_ITERS_radii
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ # Initial radii calculation with a base ATOL
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50, atol=1e-6)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ # Two-stage exponential annealing for temperature
+ T_INITIAL = 0.015
+ T_MID = 1e-4
+ T_FINAL = 1e-8
+ # Two-stage exponential annealing for perturbation scale
+ PERTURB_SCALE_INITIAL = 0.08
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+ # Two-stage exponential annealing for Quake force parameters
+ ALPHA_REPULSION_QUAKE_INITIAL = 0.002
+ ALPHA_REPULSION_QUAKE_MID = 0.0005
+ ALPHA_REPULSION_QUAKE_FINAL = 0.0001
+ BETA_BOUND_REPULSION_QUAKE_INITIAL = 0.005
+ BETA_BOUND_REPULSION_QUAKE_MID = 0.001
+ BETA_BOUND_REPULSION_QUAKE_FINAL = 0.0002
+
+ FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+ # Adaptive precision for radii calculation in Quake phase
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+ ATOL_QUAKE_INITIAL = 1e-6 # Looser ATOL for early quake phase
+ ATOL_QUAKE_FINAL = 1e-8 # Tighter ATOL for later quake phase
+
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+ SETTLE_STEPS_PER_CALL = 75 # Increased steps for more thorough compaction
+ # Adaptive Settle Phase force parameters (start strong, decay)
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.0005 # New tangential force
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+ # Adaptive precision for radii calculation in Settle phase
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ ATOL_SETTLE_INITIAL = 1e-6 # Looser ATOL for early settle phase
+ ATOL_SETTLE_FINAL = 1e-9 # Tighter ATOL for later settle phase
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during periodic settle calls
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+ # progress_total is used for overall annealing
+ progress_total = i / N_TOTAL_ITERATIONS
+
+ # Stage 1: Faster decay for broad exploration (first 30%)
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ # Annealed Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
+ else: # Stage 2: Slower decay for fine-tuning (remaining 70%)
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+ # Annealed Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
+
+ # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+ current_atol_quake = ATOL_QUAKE_INITIAL * (ATOL_QUAKE_FINAL / ATOL_QUAKE_INITIAL)**progress_total # Exponential decay for atol
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+
+ # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ else: # Handle coincident centers with a random direction
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ # Use annealed Quake force parameters
+ force_magnitude = current_alpha_quake * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+ # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ # Use annealed Quake force parameters
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+ probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake, atol=current_atol_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers = new_centers_proposal
+ current_radii = new_radii_proposal
+ current_sum_radii = new_sum_radii_proposal
+
+ # Update overall best solution found so far
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ current_alpha_tangential_settle = ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor # Anneal tangential force
+
+ # Ensure forces don't drop to zero too early
+ current_alpha_settle = max(1e-7, current_alpha_settle)
+ current_beta_settle = max(1e-7, current_beta_settle)
+ current_alpha_tangential_settle = max(1e-8, current_alpha_tangential_settle) # Ensure tangential force stays active
+
+ # Adaptive precision for radii calculation in Settle phase
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+ # current_atol_settle = ATOL_SETTLE_INITIAL * (ATOL_SETTLE_FINAL / ATOL_SETTLE_INITIAL)**progress_total # Exponential decay for atol
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, current_alpha_tangential_settle, # Pass tangential force
+ n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Update current state for subsequent quake phases to continue from this improved configuration
+ current_centers = np.copy(settled_centers)
+ current_radii = np.copy(settled_radii)
+ current_sum_radii = settled_sum_radii
+ else:
+ # If settle didn't improve (or made it worse), revert current_centers to best_centers
+ # to prevent propagating a suboptimal result into the quake phase.
+ current_centers = np.copy(best_centers)
+ current_radii = np.copy(best_radii)
+ current_sum_radii = best_sum_radii
+
+ # --- Final Polish ---
+ # Apply a final, more intensive and gentle force-directed settle for maximum compaction.
+ # Set high precision for radii and low forces for gentle refinement.
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii,
+ num_steps=150, # Increased steps for a more thorough final compaction
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.4, # Gentler final repulsion
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.4, # Gentler final boundary repulsion
+ alpha_tangential_force=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.1, # Gentler final tangential force
+ n_sub_iterations_radii=700, # Very high precision for radii calculation during polish
+ rng=rng,
+ radii_update_frequency=2 # More frequent updates for final polish
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+ # One last highly precise radii calculation with very tight atol
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1000, atol=1e-10)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4b199283b8f0d47ea00fd0107c95b5db562c9b49
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a5ea17f8a3a2cc9bb70b7df3c126cefcad18e986
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_181/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_181/results
+Run 1/1 completed in 308.21 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_181/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_181/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_181/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_181/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.3300590839378295
+ public: {'centers_str': ' centers[0] = (0.0962, 0.0959)\n centers[1] = (0.0597, 0.2473)\n centers[2] = (0.0961, 0.3939)\n centers[3] = (0.0968, 0.5808)\n centers[4] = (0.0844, 0.7581)\n centers[5] = (0.0884, 0.9202)\n centers[6] = (0.2608, 0.0681)\n centers[7] = (0.2578, 0.2497)\n centers[8] = (0.2501, 0.4292)\n centers[9] = (0.2774, 0.5775)\n centers[10] = (0.2529, 0.7469)\n centers[11] = (0.2517, 0.9167)\n centers[12] = (0.4155, 0.0842)\n centers[13] = (0.4578, 0.2395)\n centers[14] = (0.4001, 0.3937)\n centers[15] = (0.4514, 0.5923)\n centers[16] = (0.4111, 0.7409)\n centers[17] = (0.4188, 0.8908)\n centers[18] = (0.5886, 0.0890)\n centers[19] = (0.6172, 0.2594)\n centers[20] = (0.5881, 0.4492)\n centers[21] = (0.7418, 0.6042)\n centers[22] = (0.5774, 0.7366)\n centers[23] = (0.5834, 0.9189)\n centers[24] = (0.7838, 0.1070)\n centers[25] = (0.8455, 0.3611)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.3300590839378295}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_181/results/packing_viz.png
+ execution_time_mean: 308.20885129086673
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..86fe04cefe7396612ab4a340cb991191b49d4f73
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_181/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.3300590839378295,
+ "public": {
+ "centers_str": " centers[0] = (0.0962, 0.0959)\n centers[1] = (0.0597, 0.2473)\n centers[2] = (0.0961, 0.3939)\n centers[3] = (0.0968, 0.5808)\n centers[4] = (0.0844, 0.7581)\n centers[5] = (0.0884, 0.9202)\n centers[6] = (0.2608, 0.0681)\n centers[7] = (0.2578, 0.2497)\n centers[8] = (0.2501, 0.4292)\n centers[9] = (0.2774, 0.5775)\n centers[10] = (0.2529, 0.7469)\n centers[11] = (0.2517, 0.9167)\n centers[12] = (0.4155, 0.0842)\n centers[13] = (0.4578, 0.2395)\n centers[14] = (0.4001, 0.3937)\n centers[15] = (0.4514, 0.5923)\n centers[16] = (0.4111, 0.7409)\n centers[17] = (0.4188, 0.8908)\n centers[18] = (0.5886, 0.0890)\n centers[19] = (0.6172, 0.2594)\n centers[20] = (0.5881, 0.4492)\n centers[21] = (0.7418, 0.6042)\n centers[22] = (0.5774, 0.7366)\n centers[23] = (0.5834, 0.9189)\n centers[24] = (0.7838, 0.1070)\n centers[25] = (0.8455, 0.3611)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.3300590839378295
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_181/results/packing_viz.png",
+ "execution_time_mean": 308.20885129086673,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b78e9005e94333abb86e4b8c6e978736c9c23656
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..54170730d0d0f34ef6c54d49a7991428d8cac8c1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_182/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_182/results
+Run 1/1 completed in 769.75 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_182/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_182/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_182/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_182/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_182/results/packing_viz.png
+ execution_time_mean: 769.7484865700826
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a10d13d88404263e546056497ed642de431242b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_182/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_182/results/packing_viz.png",
+ "execution_time_mean": 769.7484865700826,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..680cb861cb7cfdaae33f40d2112b4c6489c6480b
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b151dc21ee4405cd6c099fa3e5b88f76538fdd21
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_183/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_183/results
+Run 1/1 completed in 837.59 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_183/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_183/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_183/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_183/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0686158783969346
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0709, 0.7483)\n centers[5] = (0.0790, 0.9309)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.2481, 0.2409)\n centers[8] = (0.2024, 0.4751)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2657, 0.9298)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.5742, 0.2557)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.5900, 0.5771)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7561, 0.0713)\n centers[25] = (0.8167, 0.3333)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0686158783969346}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_183/results/packing_viz.png
+ execution_time_mean: 837.5946533749811
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd367d09e072755f2ed25d6358b5eab2c41145c2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_183/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0686158783969346,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0709, 0.7483)\n centers[5] = (0.0790, 0.9309)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.2481, 0.2409)\n centers[8] = (0.2024, 0.4751)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.2657, 0.9298)\n centers[12] = (0.4259, 0.0732)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4051, 0.4228)\n centers[15] = (0.4248, 0.5989)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.5742, 0.2557)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.5900, 0.5771)\n centers[22] = (0.5944, 0.7602)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7561, 0.0713)\n centers[25] = (0.8167, 0.3333)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0686158783969346
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_183/results/packing_viz.png",
+ "execution_time_mean": 837.5946533749811,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9d376542706ed9f87473d73290762459cead2b5c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..131003ba4de9637786feae581c4ca49da8107a17
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_184/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_184/results
+Run 1/1 completed in 735.44 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_184/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_184/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_184/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_184/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5492732202866284
+ public: {'centers_str': ' centers[0] = (0.0756, 0.0756)\n centers[1] = (0.0904, 0.2446)\n centers[2] = (0.0882, 0.4233)\n centers[3] = (0.2153, 0.5004)\n centers[4] = (0.4696, 0.5496)\n centers[5] = (0.1252, 0.8748)\n centers[6] = (0.2442, 0.1297)\n centers[7] = (0.2658, 0.3386)\n centers[8] = (0.6643, 0.3169)\n centers[9] = (0.2431, 0.7266)\n centers[10] = (0.1060, 0.6258)\n centers[11] = (0.3844, 0.8659)\n centers[12] = (0.4043, 0.2124)\n centers[13] = (0.4005, 0.0669)\n centers[14] = (0.6333, 0.5179)\n centers[15] = (0.3459, 0.5002)\n centers[16] = (0.3663, 0.6499)\n centers[17] = (0.5380, 0.6940)\n centers[18] = (0.5792, 0.1194)\n centers[19] = (0.8483, 0.1517)\n centers[20] = (0.8622, 0.4408)\n centers[21] = (0.7337, 0.6944)\n centers[22] = (0.6334, 0.8844)\n centers[23] = (0.8743, 0.8699)\n centers[24] = (0.4747, 0.3818)\n centers[25] = (0.9146, 0.6577)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5492732202866284}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_184/results/packing_viz.png
+ execution_time_mean: 735.4391763010062
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..797077a391012eb403ea466f556a7bdee38e462a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_184/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5492732202866284,
+ "public": {
+ "centers_str": " centers[0] = (0.0756, 0.0756)\n centers[1] = (0.0904, 0.2446)\n centers[2] = (0.0882, 0.4233)\n centers[3] = (0.2153, 0.5004)\n centers[4] = (0.4696, 0.5496)\n centers[5] = (0.1252, 0.8748)\n centers[6] = (0.2442, 0.1297)\n centers[7] = (0.2658, 0.3386)\n centers[8] = (0.6643, 0.3169)\n centers[9] = (0.2431, 0.7266)\n centers[10] = (0.1060, 0.6258)\n centers[11] = (0.3844, 0.8659)\n centers[12] = (0.4043, 0.2124)\n centers[13] = (0.4005, 0.0669)\n centers[14] = (0.6333, 0.5179)\n centers[15] = (0.3459, 0.5002)\n centers[16] = (0.3663, 0.6499)\n centers[17] = (0.5380, 0.6940)\n centers[18] = (0.5792, 0.1194)\n centers[19] = (0.8483, 0.1517)\n centers[20] = (0.8622, 0.4408)\n centers[21] = (0.7337, 0.6944)\n centers[22] = (0.6334, 0.8844)\n centers[23] = (0.8743, 0.8699)\n centers[24] = (0.4747, 0.3818)\n centers[25] = (0.9146, 0.6577)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5492732202866284
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_184/results/packing_viz.png",
+ "execution_time_mean": 735.4391763010062,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ce7fb0950533fab053c9013e49e82f593b6e7567
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c6c4507d1134ab3144dd34a8acecc0ca2034357c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_186/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_186/results
+Run 1/1 completed in 766.09 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_186/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_186/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_186/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_186/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5926391928425665
+ public: {'centers_str': ' centers[0] = (0.1071, 0.1094)\n centers[1] = (0.1007, 0.3171)\n centers[2] = (0.0958, 0.5135)\n centers[3] = (0.2453, 0.7827)\n centers[4] = (0.3776, 0.7101)\n centers[5] = (0.1026, 0.8972)\n centers[6] = (0.2711, 0.0633)\n centers[7] = (0.2771, 0.2248)\n centers[8] = (0.8783, 0.8783)\n centers[9] = (0.6268, 0.5264)\n centers[10] = (0.0925, 0.7019)\n centers[11] = (0.5335, 0.6961)\n centers[12] = (0.7248, 0.3406)\n centers[13] = (0.9123, 0.3095)\n centers[14] = (0.2508, 0.6136)\n centers[15] = (0.4245, 0.5502)\n centers[16] = (0.2717, 0.9303)\n centers[17] = (0.4522, 0.8823)\n centers[18] = (0.2719, 0.4246)\n centers[19] = (0.8884, 0.1116)\n centers[20] = (0.4295, 0.0991)\n centers[21] = (0.7225, 0.7151)\n centers[22] = (0.4874, 0.3267)\n centers[23] = (0.6632, 0.9050)\n centers[24] = (0.6521, 0.1251)\n centers[25] = (0.8672, 0.5278)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5926391928425665}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_186/results/packing_viz.png
+ execution_time_mean: 766.0943675949238
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..906944431cbe0e0c65cbd8c95c928224225c9745
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_186/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5926391928425665,
+ "public": {
+ "centers_str": " centers[0] = (0.1071, 0.1094)\n centers[1] = (0.1007, 0.3171)\n centers[2] = (0.0958, 0.5135)\n centers[3] = (0.2453, 0.7827)\n centers[4] = (0.3776, 0.7101)\n centers[5] = (0.1026, 0.8972)\n centers[6] = (0.2711, 0.0633)\n centers[7] = (0.2771, 0.2248)\n centers[8] = (0.8783, 0.8783)\n centers[9] = (0.6268, 0.5264)\n centers[10] = (0.0925, 0.7019)\n centers[11] = (0.5335, 0.6961)\n centers[12] = (0.7248, 0.3406)\n centers[13] = (0.9123, 0.3095)\n centers[14] = (0.2508, 0.6136)\n centers[15] = (0.4245, 0.5502)\n centers[16] = (0.2717, 0.9303)\n centers[17] = (0.4522, 0.8823)\n centers[18] = (0.2719, 0.4246)\n centers[19] = (0.8884, 0.1116)\n centers[20] = (0.4295, 0.0991)\n centers[21] = (0.7225, 0.7151)\n centers[22] = (0.4874, 0.3267)\n centers[23] = (0.6632, 0.9050)\n centers[24] = (0.6521, 0.1251)\n centers[25] = (0.8672, 0.5278)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5926391928425665
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_186/results/packing_viz.png",
+ "execution_time_mean": 766.0943675949238,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..38ef12d684df623eaa91f3668fed5bf394c139c6
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..0ae44971718d3ab342522407364b0a4c90de7579
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_188/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_188/results
+Run 1/1 completed in 658.67 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_188/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_188/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_188/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_188/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.2374387291624775
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.4378, 0.0598)\n centers[2] = (0.9317, 0.1024)\n centers[3] = (0.0869, 0.5172)\n centers[4] = (0.1247, 0.6981)\n centers[5] = (0.0666, 0.8955)\n centers[6] = (0.1221, 0.2725)\n centers[7] = (0.8460, 0.6831)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2495, 0.7903)\n centers[11] = (0.2657, 0.9298)\n centers[12] = (0.2883, 0.0670)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4114, 0.4240)\n centers[15] = (0.9167, 0.8997)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.9251, 0.4007)\n centers[20] = (0.5586, 0.3813)\n centers[21] = (0.5432, 0.5402)\n centers[22] = (0.6138, 0.7185)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7344, 0.4893)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.2374387291624775}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_188/results/packing_viz.png
+ execution_time_mean: 658.673475867603
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f07f0458e9ca52c7af1127685af7b54e1fd2caf7
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_188/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.2374387291624775,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.4378, 0.0598)\n centers[2] = (0.9317, 0.1024)\n centers[3] = (0.0869, 0.5172)\n centers[4] = (0.1247, 0.6981)\n centers[5] = (0.0666, 0.8955)\n centers[6] = (0.1221, 0.2725)\n centers[7] = (0.8460, 0.6831)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2495, 0.7903)\n centers[11] = (0.2657, 0.9298)\n centers[12] = (0.2883, 0.0670)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.4114, 0.4240)\n centers[15] = (0.9167, 0.8997)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.9251, 0.4007)\n centers[20] = (0.5586, 0.3813)\n centers[21] = (0.5432, 0.5402)\n centers[22] = (0.6138, 0.7185)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7344, 0.4893)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.2374387291624775
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_188/results/packing_viz.png",
+ "execution_time_mean": 658.673475867603,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b206b4dd2dd1e86c52e817b799a4b59199ff1727
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a377026ebcec22dd1394e0fe93e12cc58ca055a3
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_19/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_19/results
+Run 1/1 completed in 0.01 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_19/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_19/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_19/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_19/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.7078668460124165
+ public: {'centers_str': ' centers[0] = (0.5000, 0.5000)\n centers[1] = (0.7500, 0.5000)\n centers[2] = (0.6768, 0.6768)\n centers[3] = (0.5000, 0.7500)\n centers[4] = (0.3232, 0.6768)\n centers[5] = (0.2500, 0.5000)\n centers[6] = (0.3232, 0.3232)\n centers[7] = (0.5000, 0.2500)\n centers[8] = (0.6768, 0.3232)\n centers[9] = (0.9500, 0.5000)\n centers[10] = (0.9196, 0.6626)\n centers[11] = (0.8326, 0.8032)\n centers[12] = (0.7006, 0.9028)\n centers[13] = (0.5415, 0.9481)\n centers[14] = (0.3769, 0.9328)\n centers[15] = (0.2288, 0.8591)\n centers[16] = (0.1174, 0.7369)\n centers[17] = (0.0577, 0.5827)\n centers[18] = (0.0577, 0.4173)\n centers[19] = (0.1174, 0.2631)\n centers[20] = (0.2288, 0.1409)\n centers[21] = (0.3769, 0.0672)\n centers[22] = (0.5415, 0.0519)\n centers[23] = (0.7006, 0.0972)\n centers[24] = (0.8326, 0.1968)\n centers[25] = (0.9196, 0.3374)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.7078668460124165}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_19/results/packing_viz.png
+ execution_time_mean: 0.011133649852126837
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2b43f79a82ac878584f498b043998efc8828577
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_19/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.7078668460124165,
+ "public": {
+ "centers_str": " centers[0] = (0.5000, 0.5000)\n centers[1] = (0.7500, 0.5000)\n centers[2] = (0.6768, 0.6768)\n centers[3] = (0.5000, 0.7500)\n centers[4] = (0.3232, 0.6768)\n centers[5] = (0.2500, 0.5000)\n centers[6] = (0.3232, 0.3232)\n centers[7] = (0.5000, 0.2500)\n centers[8] = (0.6768, 0.3232)\n centers[9] = (0.9500, 0.5000)\n centers[10] = (0.9196, 0.6626)\n centers[11] = (0.8326, 0.8032)\n centers[12] = (0.7006, 0.9028)\n centers[13] = (0.5415, 0.9481)\n centers[14] = (0.3769, 0.9328)\n centers[15] = (0.2288, 0.8591)\n centers[16] = (0.1174, 0.7369)\n centers[17] = (0.0577, 0.5827)\n centers[18] = (0.0577, 0.4173)\n centers[19] = (0.1174, 0.2631)\n centers[20] = (0.2288, 0.1409)\n centers[21] = (0.3769, 0.0672)\n centers[22] = (0.5415, 0.0519)\n centers[23] = (0.7006, 0.0972)\n centers[24] = (0.8326, 0.1968)\n centers[25] = (0.9196, 0.3374)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.7078668460124165
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_19/results/packing_viz.png",
+ "execution_time_mean": 0.011133649852126837,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4440bfd7b6242d41c6d09713f3290b58287fbd65
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..254d5926cb4a5432d94ff5f69cb775138d314348
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_190/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_190/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_190/results
+Run 1/1 completed in 696.94 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_190/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_190/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_190/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_190/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_190/results/packing_viz.png
+ execution_time_mean: 696.9400353301316
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ca72ca8c81b5ce2fcec24d9a75b1b0a917aca301
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4a42d9aa1c010c5709fe5efddef5b054179d1812
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_191/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_191/results
+Run 1/1 completed in 653.77 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_191/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_191/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_191/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_191/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.283756390837715
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.9329, 0.4312)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0709, 0.7483)\n centers[5] = (0.7640, 0.4976)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.9246, 0.0974)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.5733, 0.0920)\n centers[12] = (0.9338, 0.2988)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.5739, 0.3640)\n centers[15] = (0.4038, 0.4441)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.8238, 0.7829)\n centers[19] = (0.9336, 0.5639)\n centers[20] = (0.5652, 0.5174)\n centers[21] = (0.4191, 0.5927)\n centers[22] = (0.5538, 0.6795)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.1676, 0.8908)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.283756390837715}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_191/results/packing_viz.png
+ execution_time_mean: 653.768726662267
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e43ac2ab2876c8f6094a22866ee12e0c3057c40
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_191/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.283756390837715,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.9329, 0.4312)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.0709, 0.7483)\n centers[5] = (0.7640, 0.4976)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.9246, 0.0974)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.2609, 0.5877)\n centers[10] = (0.2586, 0.7452)\n centers[11] = (0.5733, 0.0920)\n centers[12] = (0.9338, 0.2988)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.5739, 0.3640)\n centers[15] = (0.4038, 0.4441)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.8238, 0.7829)\n centers[19] = (0.9336, 0.5639)\n centers[20] = (0.5652, 0.5174)\n centers[21] = (0.4191, 0.5927)\n centers[22] = (0.5538, 0.6795)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.1676, 0.8908)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.283756390837715
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_191/results/packing_viz.png",
+ "execution_time_mean": 653.768726662267,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2775b9e88e668b3f7d8bab84385f9d9eae1d405c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..fdde141cae6d6720d04225996895226b66b8ac26
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_192/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_192/results
+Run 1/1 completed in 743.59 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_192/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_192/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_192/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_192/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_192/results/packing_viz.png
+ execution_time_mean: 743.5887294909917
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..840869138f280efa0a4a75768130d0979959bde4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_192/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_192/results/packing_viz.png",
+ "execution_time_mean": 743.5887294909917,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..7110b0d334567077cc48b3c12015932421808eec
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..40270eb7583f8e353be8a0ea73f98687b7045158
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_193/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_193/results
+Run 1/1 completed in 761.43 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_193/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_193/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_193/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_193/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.317039969200659
+ public: {'centers_str': ' centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.7212, 0.8732)\n centers[5] = (0.5362, 0.6218)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.9248, 0.0991)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.9353, 0.2601)\n centers[10] = (0.2693, 0.6557)\n centers[11] = (0.2415, 0.8106)\n centers[12] = (0.5754, 0.7618)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.9276, 0.3976)\n centers[15] = (0.7838, 0.4384)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.8908, 0.8934)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.4005, 0.5319)\n centers[22] = (0.1046, 0.9040)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7869, 0.6649)\n centers[25] = (0.7400, 0.2336)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.317039969200659}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_193/results/packing_viz.png
+ execution_time_mean: 761.4285842329264
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1ba0f72989b517b3ad10eabe20b24ba6d91e421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_193/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.317039969200659,
+ "public": {
+ "centers_str": " centers[0] = (0.0925, 0.0813)\n centers[1] = (0.0953, 0.2566)\n centers[2] = (0.0698, 0.4325)\n centers[3] = (0.0920, 0.5929)\n centers[4] = (0.7212, 0.8732)\n centers[5] = (0.5362, 0.6218)\n centers[6] = (0.2548, 0.0941)\n centers[7] = (0.9248, 0.0991)\n centers[8] = (0.2518, 0.4021)\n centers[9] = (0.9353, 0.2601)\n centers[10] = (0.2693, 0.6557)\n centers[11] = (0.2415, 0.8106)\n centers[12] = (0.5754, 0.7618)\n centers[13] = (0.4156, 0.2348)\n centers[14] = (0.9276, 0.3976)\n centers[15] = (0.7838, 0.4384)\n centers[16] = (0.4109, 0.7457)\n centers[17] = (0.4157, 0.9063)\n centers[18] = (0.5710, 0.0825)\n centers[19] = (0.8908, 0.8934)\n centers[20] = (0.5812, 0.4278)\n centers[21] = (0.4005, 0.5319)\n centers[22] = (0.1046, 0.9040)\n centers[23] = (0.5796, 0.9096)\n centers[24] = (0.7869, 0.6649)\n centers[25] = (0.7400, 0.2336)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.317039969200659
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_193/results/packing_viz.png",
+ "execution_time_mean": 761.4285842329264,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f26ef89111507bf4bf60600c26d146b780fcd70d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..bd2c6a96c2e332933834bf999d3df678cc2592fd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_194/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_194/results
+Run 1/1 completed in 682.91 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_194/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_194/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_194/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_194/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.60080527859162
+ public: {'centers_str': ' centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.60080527859162}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_194/results/packing_viz.png
+ execution_time_mean: 682.9125783620402
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c8a5775bce7b1d0fcdf4e62d521b7e7bd7fb691
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_194/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.60080527859162,
+ "public": {
+ "centers_str": " centers[0] = (0.2625, 0.0641)\n centers[1] = (0.4267, 0.1052)\n centers[2] = (0.2795, 0.4214)\n centers[3] = (0.1025, 0.7363)\n centers[4] = (0.4699, 0.9301)\n centers[5] = (0.2828, 0.8749)\n centers[6] = (0.4350, 0.3026)\n centers[7] = (0.2649, 0.2234)\n centers[8] = (0.8910, 0.6413)\n centers[9] = (0.1025, 0.1105)\n centers[10] = (0.6820, 0.6855)\n centers[11] = (0.0812, 0.9188)\n centers[12] = (0.1036, 0.5303)\n centers[13] = (0.0997, 0.3270)\n centers[14] = (0.2937, 0.6372)\n centers[15] = (0.5066, 0.5153)\n centers[16] = (0.6227, 0.3191)\n centers[17] = (0.4809, 0.7532)\n centers[18] = (0.8081, 0.0601)\n centers[19] = (0.9341, 0.0659)\n centers[20] = (0.7442, 0.4824)\n centers[21] = (0.8738, 0.8747)\n centers[22] = (0.9256, 0.4614)\n centers[23] = (0.6426, 0.8933)\n centers[24] = (0.6439, 0.1121)\n centers[25] = (0.8527, 0.2574)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.60080527859162
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_194/results/packing_viz.png",
+ "execution_time_mean": 682.9125783620402,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..05c93b8b6f49e084f053c26e063779f660ecccad
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..1e3d5bb2af085ca4795fb328818eb052044b5562
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_195/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_195/results
+Run 1/1 completed in 887.03 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_195/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_195/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_195/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_195/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5352652967330265
+ public: {'centers_str': ' centers[0] = (0.9296, 0.0704)\n centers[1] = (0.0995, 0.3393)\n centers[2] = (0.2318, 0.2303)\n centers[3] = (0.2728, 0.7633)\n centers[4] = (0.2443, 0.9214)\n centers[5] = (0.2888, 0.3880)\n centers[6] = (0.4595, 0.0774)\n centers[7] = (0.0996, 0.8175)\n centers[8] = (0.8941, 0.2430)\n centers[9] = (0.1436, 0.5784)\n centers[10] = (0.9222, 0.6837)\n centers[11] = (0.5749, 0.7746)\n centers[12] = (0.1056, 0.1056)\n centers[13] = (0.2963, 0.0861)\n centers[14] = (0.8780, 0.8783)\n centers[15] = (0.3952, 0.2337)\n centers[16] = (0.4372, 0.3725)\n centers[17] = (0.4389, 0.8796)\n centers[18] = (0.8648, 0.4805)\n centers[19] = (0.6710, 0.5175)\n centers[20] = (0.6086, 0.0718)\n centers[21] = (0.7246, 0.6915)\n centers[22] = (0.6579, 0.9005)\n centers[23] = (0.4542, 0.5924)\n centers[24] = (0.7700, 0.0906)\n centers[25] = (0.6359, 0.3001)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5352652967330265}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_195/results/packing_viz.png
+ execution_time_mean: 887.0251254066825
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c64f2e51971a918e8bb7f63eb8bb9a9306ca5583
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_195/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5352652967330265,
+ "public": {
+ "centers_str": " centers[0] = (0.9296, 0.0704)\n centers[1] = (0.0995, 0.3393)\n centers[2] = (0.2318, 0.2303)\n centers[3] = (0.2728, 0.7633)\n centers[4] = (0.2443, 0.9214)\n centers[5] = (0.2888, 0.3880)\n centers[6] = (0.4595, 0.0774)\n centers[7] = (0.0996, 0.8175)\n centers[8] = (0.8941, 0.2430)\n centers[9] = (0.1436, 0.5784)\n centers[10] = (0.9222, 0.6837)\n centers[11] = (0.5749, 0.7746)\n centers[12] = (0.1056, 0.1056)\n centers[13] = (0.2963, 0.0861)\n centers[14] = (0.8780, 0.8783)\n centers[15] = (0.3952, 0.2337)\n centers[16] = (0.4372, 0.3725)\n centers[17] = (0.4389, 0.8796)\n centers[18] = (0.8648, 0.4805)\n centers[19] = (0.6710, 0.5175)\n centers[20] = (0.6086, 0.0718)\n centers[21] = (0.7246, 0.6915)\n centers[22] = (0.6579, 0.9005)\n centers[23] = (0.4542, 0.5924)\n centers[24] = (0.7700, 0.0906)\n centers[25] = (0.6359, 0.3001)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5352652967330265
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_195/results/packing_viz.png",
+ "execution_time_mean": 887.0251254066825,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cda030e29ab246878cc6c2b2f42ae8eee7fa6c5d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..82e1e72ed3a17fe615fa04ee879d7a26d6f33d27
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/edit.diff
@@ -0,0 +1,383 @@
+--- a/original.py
++++ b/original.py
+@@ -1,301 +1,259 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+-def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
++def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, alpha_tangential, n_sub_iterations_radii, rng, atol, radii_update_frequency=1):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+- Pushes circles away from each other and towards boundaries for compaction.
+- Radii are recalculated periodically for a more accurate settle process.
++ Includes repulsion, boundary, and tangential forces to compact and rearrange the packing.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+- # Inter-circle repulsion
++ # Inter-circle forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+-
+- force_magnitude = alpha_repulsion * overlap
+- forces[i] += direction * force_magnitude
+- forces[j] -= direction * force_magnitude
+-
+- # Boundary repulsion/attraction
++
++ # Repulsion force
++ force_magnitude_repulsion = alpha_repulsion * overlap
++ forces[i] += direction * force_magnitude_repulsion
++ forces[j] -= direction * force_magnitude_repulsion
++
++ # Tangential force (promotes sliding to break jams)
++ tangential_direction = np.array([-direction[1], direction[0]]) # Rotate 90 degrees
++ force_magnitude_tangential = alpha_tangential * overlap
++ forces[i] += tangential_direction * force_magnitude_tangential
++ forces[j] += tangential_direction * force_magnitude_tangential # Apply in same direction
++
++ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+- # Re-calculate radii periodically for accuracy, but not every single step for performance
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+- local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
++ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii, atol=atol)
+
+ return local_centers, local_radii
+
+
+ def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+- This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
++ This integrates periodic force-directed compaction (Settle) with tangential forces
++ within a force-guided SA (Quake) framework, all using adaptive precision.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+- N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
++ N_TOTAL_ITERATIONS = 120000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+- # Two-stage exponential annealing for temperature
+- T_INITIAL = 0.015
+- T_MID = 1e-4
+- T_FINAL = 1e-8
+- # Two-stage exponential annealing for perturbation scale
+- PERTURB_SCALE_INITIAL = 0.08
+- PERTURB_SCALE_MID = 0.001
+- PERTURB_SCALE_FINAL = 1e-6
+- # Annealed force parameters for Quake phase
+- ALPHA_REPULSION_QUAKE_INITIAL = 0.002
+- ALPHA_REPULSION_QUAKE_MID = 0.0005
+- ALPHA_REPULSION_QUAKE_FINAL = 0.0001
+-
+- BETA_BOUND_REPULSION_QUAKE_INITIAL = 0.005
+- BETA_BOUND_REPULSION_QUAKE_MID = 0.001
+- BETA_BOUND_REPULSION_QUAKE_FINAL = 0.0002
+- FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+- # Adaptive precision for radii calculation in Quake phase
++ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
++ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
++ ALPHA_REPULSION_QUAKE_INITIAL, ALPHA_REPULSION_QUAKE_MID, ALPHA_REPULSION_QUAKE_FINAL = 0.002, 0.0005, 0.0001
++ BETA_BOUND_REPULSION_QUAKE_INITIAL, BETA_BOUND_REPULSION_QUAKE_MID, BETA_BOUND_REPULSION_QUAKE_FINAL = 0.005, 0.001, 0.0002
++ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
++ ATOL_QUAKE_INITIAL, ATOL_QUAKE_FINAL = 1e-5, 1e-8
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+- N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+- SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+- SETTLE_STEPS_PER_CALL = 60 # Number of force-directed steps within each settle call
+- # Adaptive Settle Phase force parameters (start strong, decay)
++ N_SETTLE_PERIODS = 25
++ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
++ SETTLE_STEPS_PER_CALL = 70 # Increased steps
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+- SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+- # Adaptive precision for radii calculation in Settle phase
++ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.001 # New tangential force parameter
++ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+- SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during settle
+-
++ ATOL_SETTLE_INITIAL, ATOL_SETTLE_FINAL = 1e-5, 1e-9
++ SETTLE_RADII_UPDATE_FREQ = 4 # More frequent updates
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+- # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+- if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Faster decay for broad exploration
+- progress_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+- current_T = T_INITIAL * (T_MID / T_INITIAL)**progress_stage
+- current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress_stage
+- # Anneal Quake force parameters
+- current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**progress_stage
+- current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**progress_stage
+- else: # Stage 2: Slower decay for fine-tuning
+- progress_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+- current_T = T_MID * (T_FINAL / T_MID)**progress_stage
+- current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress_stage
+- # Anneal Quake force parameters
+- current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**progress_stage
+- current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**progress_stage
+-
+- # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ progress_total = i / N_TOTAL_ITERATIONS
++ # Two-stage exponential decay for Quake parameters
++ if i < N_TOTAL_ITERATIONS * 0.3:
++ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
++ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
++ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
++ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
++ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
++ else:
++ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
++ current_T = T_MID * (T_FINAL / T_MID)**p_stage
++ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
++ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
++ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
++
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
++ current_atol_quake = ATOL_QUAKE_INITIAL * (ATOL_QUAKE_FINAL / ATOL_QUAKE_INITIAL)**progress_total
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+-
+- # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+- # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+-
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+- if dist > 1e-9:
+- direction = dist_vec / dist
+- else: # Handle coincident centers with a random direction
+- direction = rng.uniform(-1, 1, 2)
+- direction /= np.linalg.norm(direction + 1e-9)
+- force_magnitude = current_alpha_quake * overlap # Use annealed alpha
++ direction = dist_vec / (dist + 1e-9)
++ force_magnitude = current_alpha_quake * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+-
+- # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+- if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x) # Use annealed beta
++ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+- # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+- if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
++ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+- else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+- probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
++ else:
++ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+-
+- direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
++ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+-
++
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+-
+- # Evaluate proposed state
+- new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
++
++ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake, atol=current_atol_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+-
+- # Metropolis-Hastings acceptance criterion
++
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+- current_centers = new_centers_proposal
+- current_radii = new_radii_proposal
+- current_sum_radii = new_sum_radii_proposal
+-
+- # Update overall best solution found so far
++ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+- best_sum_radii = current_sum_radii
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(current_radii)
++ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+- # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+- # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+- current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+- current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+- # Ensure forces don't drop to zero too early
+- current_alpha_settle = max(1e-7, current_alpha_settle)
+- current_beta_settle = max(1e-7, current_beta_settle)
+-
+- # Adaptive precision for radii calculation in Settle phase
++ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
++ current_alpha_tangential = max(1e-8, ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
++ current_atol_settle = ATOL_SETTLE_INITIAL * (ATOL_SETTLE_FINAL / ATOL_SETTLE_INITIAL)**progress_total
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+- current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
++ current_alpha_settle, current_beta_settle, current_alpha_tangential,
++ n_sub_iters_settle, rng, atol=current_atol_settle,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+- # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+- best_sum_radii = settled_sum_radii
+- best_centers = np.copy(settled_centers)
+- best_radii = np.copy(settled_radii)
+- # Update current state for subsequent quake phases to continue from this improved configuration
+- current_centers = np.copy(settled_centers)
+- current_radii = np.copy(settled_radii)
+- current_sum_radii = settled_sum_radii
++ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
++ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+- # If settle didn't improve (or made it worse), revert current_centers to best_centers
+- # to prevent propagating a suboptimal result into the quake phase.
+- current_centers = np.copy(best_centers)
+- current_radii = np.copy(best_radii)
+- current_sum_radii = best_sum_radii
++ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+- best_centers, best_radii, num_steps=100,
+- alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.5,
+- beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.5,
+- n_sub_iterations_radii=600, rng=rng,
+- radii_update_frequency=2 # More frequent updates for final polish
++ best_centers, best_radii, num_steps=150,
++ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.4,
++ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.4,
++ alpha_tangential=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.2,
++ n_sub_iterations_radii=800, rng=rng,
++ atol=1e-9,
++ radii_update_frequency=3
+ )
+
+- final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+- # One last highly precise radii calculation
+- final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
++ final_centers = np.clip(final_centers, 0.0, 1.0)
++ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1200, atol=1e-11)
+
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..d01595d5a7b070b51510770ed8244bd8bef89ba8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/main.py
@@ -0,0 +1,259 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, alpha_tangential, n_sub_iterations_radii, rng, atol, radii_update_frequency=1):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Includes repulsion, boundary, and tangential forces to compact and rearrange the packing.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ # Repulsion force
+ force_magnitude_repulsion = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude_repulsion
+ forces[j] -= direction * force_magnitude_repulsion
+
+ # Tangential force (promotes sliding to break jams)
+ tangential_direction = np.array([-direction[1], direction[0]]) # Rotate 90 degrees
+ force_magnitude_tangential = alpha_tangential * overlap
+ forces[i] += tangential_direction * force_magnitude_tangential
+ forces[j] += tangential_direction * force_magnitude_tangential # Apply in same direction
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii, atol=atol)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) with tangential forces
+ within a force-guided SA (Quake) framework, all using adaptive precision.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ ALPHA_REPULSION_QUAKE_INITIAL, ALPHA_REPULSION_QUAKE_MID, ALPHA_REPULSION_QUAKE_FINAL = 0.002, 0.0005, 0.0001
+ BETA_BOUND_REPULSION_QUAKE_INITIAL, BETA_BOUND_REPULSION_QUAKE_MID, BETA_BOUND_REPULSION_QUAKE_FINAL = 0.005, 0.001, 0.0002
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+ ATOL_QUAKE_INITIAL, ATOL_QUAKE_FINAL = 1e-5, 1e-8
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70 # Increased steps
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.001 # New tangential force parameter
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ ATOL_SETTLE_INITIAL, ATOL_SETTLE_FINAL = 1e-5, 1e-9
+ SETTLE_RADII_UPDATE_FREQ = 4 # More frequent updates
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+ current_atol_quake = ATOL_QUAKE_INITIAL * (ATOL_QUAKE_FINAL / ATOL_QUAKE_INITIAL)**progress_total
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_quake * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else:
+ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake, atol=current_atol_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_alpha_tangential = max(1e-8, ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+ current_atol_settle = ATOL_SETTLE_INITIAL * (ATOL_SETTLE_FINAL / ATOL_SETTLE_INITIAL)**progress_total
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, current_alpha_tangential,
+ n_sub_iters_settle, rng, atol=current_atol_settle,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=150,
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.4,
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.4,
+ alpha_tangential=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.2,
+ n_sub_iterations_radii=800, rng=rng,
+ atol=1e-9,
+ radii_update_frequency=3
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1200, atol=1e-11)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..464e202af7f610c36690147ef2f6cae7a1df19ed
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/original.py
@@ -0,0 +1,301 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, n_sub_iterations_radii, rng, radii_update_frequency=1):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Pushes circles away from each other and towards boundaries for compaction.
+ Radii are recalculated periodically for a more accurate settle process.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle repulsion
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ force_magnitude = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary repulsion/attraction
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ # Re-calculate radii periodically for accuracy, but not every single step for performance
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) within a force-guided SA (Quake) framework.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000 # Total iterations for the main loop
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ # Two-stage exponential annealing for temperature
+ T_INITIAL = 0.015
+ T_MID = 1e-4
+ T_FINAL = 1e-8
+ # Two-stage exponential annealing for perturbation scale
+ PERTURB_SCALE_INITIAL = 0.08
+ PERTURB_SCALE_MID = 0.001
+ PERTURB_SCALE_FINAL = 1e-6
+ # Annealed force parameters for Quake phase
+ ALPHA_REPULSION_QUAKE_INITIAL = 0.002
+ ALPHA_REPULSION_QUAKE_MID = 0.0005
+ ALPHA_REPULSION_QUAKE_FINAL = 0.0001
+
+ BETA_BOUND_REPULSION_QUAKE_INITIAL = 0.005
+ BETA_BOUND_REPULSION_QUAKE_MID = 0.001
+ BETA_BOUND_REPULSION_QUAKE_FINAL = 0.0002
+ FORCE_THRESHOLD = 1e-6 # Threshold to revert to random perturbation if forces are too small
+ # Adaptive precision for radii calculation in Quake phase
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25 # Number of times to run a full settle phase
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS # How many quake steps between settle phases
+ SETTLE_STEPS_PER_CALL = 60 # Number of force-directed steps within each settle call
+ # Adaptive Settle Phase force parameters (start strong, decay)
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0 # For exponential decay of settle forces
+ # Adaptive precision for radii calculation in Settle phase
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ SETTLE_RADII_UPDATE_FREQ = 5 # Update radii every 5 steps during settle
+
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ # Determine current annealing parameters for Quake phase (two-stage exponential decay)
+ if i < N_TOTAL_ITERATIONS * 0.3: # Stage 1: Faster decay for broad exploration
+ progress_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**progress_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**progress_stage
+ # Anneal Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**progress_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**progress_stage
+ else: # Stage 2: Slower decay for fine-tuning
+ progress_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**progress_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**progress_stage
+ # Anneal Quake force parameters
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**progress_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**progress_stage
+
+ # Adaptive precision for radii calculation in Quake phase (increases with overall progress)
+ progress_total = i / N_TOTAL_ITERATIONS
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+
+ # Calculate provisional forces for all circles to guide perturbation
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ # Inter-circle repulsion for guidance
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ else: # Handle coincident centers with a random direction
+ direction = rng.uniform(-1, 1, 2)
+ direction /= np.linalg.norm(direction + 1e-9)
+ force_magnitude = current_alpha_quake * overlap # Use annealed alpha
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+
+ # Boundary repulsion for guidance
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x) # Use annealed beta
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ # Select circle to perturb based on force magnitudes (prioritizing constrained/overlapping circles)
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD): # If configuration is very stable, choose a random circle and random direction
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else: # Otherwise, select a circle with probability proportional to its force magnitude and move in force direction
+ probabilities = force_magnitudes + 1e-8 # Add small constant to prevent zero probability
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9) # Avoid division by exact zero
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ # Evaluate proposed state
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ # Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers = new_centers_proposal
+ current_radii = new_radii_proposal
+ current_sum_radii = new_sum_radii_proposal
+
+ # Update overall best solution found so far
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii = current_sum_radii
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ # Run the settle phase periodically to aggressively compact the current best configuration
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ # Anneal settle phase forces based on overall progress (starts stronger, becomes gentler)
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ current_beta_settle = BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor
+ # Ensure forces don't drop to zero too early
+ current_alpha_settle = max(1e-7, current_alpha_settle)
+ current_beta_settle = max(1e-7, current_beta_settle)
+
+ # Adaptive precision for radii calculation in Settle phase
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, n_sub_iters_settle, rng,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ # If the settle phase improved the packing, update the best and current states
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii = settled_sum_radii
+ best_centers = np.copy(settled_centers)
+ best_radii = np.copy(settled_radii)
+ # Update current state for subsequent quake phases to continue from this improved configuration
+ current_centers = np.copy(settled_centers)
+ current_radii = np.copy(settled_radii)
+ current_sum_radii = settled_sum_radii
+ else:
+ # If settle didn't improve (or made it worse), revert current_centers to best_centers
+ # to prevent propagating a suboptimal result into the quake phase.
+ current_centers = np.copy(best_centers)
+ current_radii = np.copy(best_radii)
+ current_sum_radii = best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=100,
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.5,
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.5,
+ n_sub_iterations_radii=600, rng=rng,
+ radii_update_frequency=2 # More frequent updates for final polish
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0) # Ensure final centers are within bounds
+ # One last highly precise radii calculation
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=800, atol=1e-9)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..80c540db40eb554430580432e807e8f8bad9bf8c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_196/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_196/results
+Run 1/1 completed in 711.68 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_196/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.6011320270027234
+ public: {'centers_str': ' centers[0] = (0.2641, 0.0644)\n centers[1] = (0.4328, 0.1107)\n centers[2] = (0.2802, 0.4254)\n centers[3] = (0.1019, 0.7371)\n centers[4] = (0.4664, 0.9307)\n centers[5] = (0.2814, 0.8746)\n centers[6] = (0.4252, 0.3070)\n centers[7] = (0.2595, 0.2269)\n centers[8] = (0.8945, 0.6339)\n centers[9] = (0.1021, 0.1031)\n centers[10] = (0.6866, 0.6888)\n centers[11] = (0.0811, 0.9189)\n centers[12] = (0.1040, 0.5311)\n centers[13] = (0.0959, 0.3314)\n centers[14] = (0.2920, 0.6387)\n centers[15] = (0.5044, 0.5130)\n centers[16] = (0.6202, 0.2984)\n centers[17] = (0.4793, 0.7540)\n centers[18] = (0.7973, 0.0672)\n centers[19] = (0.9323, 0.0677)\n centers[20] = (0.7463, 0.4776)\n centers[21] = (0.8692, 0.8688)\n centers[22] = (0.9277, 0.4592)\n centers[23] = (0.6361, 0.8961)\n centers[24] = (0.6376, 0.0949)\n centers[25] = (0.8632, 0.2603)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.6011320270027234}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_196/results/packing_viz.png
+ execution_time_mean: 711.6847974462435
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff59d3984e2170077876b17e98c2fbf4c99382f0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.6011320270027234,
+ "public": {
+ "centers_str": " centers[0] = (0.2641, 0.0644)\n centers[1] = (0.4328, 0.1107)\n centers[2] = (0.2802, 0.4254)\n centers[3] = (0.1019, 0.7371)\n centers[4] = (0.4664, 0.9307)\n centers[5] = (0.2814, 0.8746)\n centers[6] = (0.4252, 0.3070)\n centers[7] = (0.2595, 0.2269)\n centers[8] = (0.8945, 0.6339)\n centers[9] = (0.1021, 0.1031)\n centers[10] = (0.6866, 0.6888)\n centers[11] = (0.0811, 0.9189)\n centers[12] = (0.1040, 0.5311)\n centers[13] = (0.0959, 0.3314)\n centers[14] = (0.2920, 0.6387)\n centers[15] = (0.5044, 0.5130)\n centers[16] = (0.6202, 0.2984)\n centers[17] = (0.4793, 0.7540)\n centers[18] = (0.7973, 0.0672)\n centers[19] = (0.9323, 0.0677)\n centers[20] = (0.7463, 0.4776)\n centers[21] = (0.8692, 0.8688)\n centers[22] = (0.9277, 0.4592)\n centers[23] = (0.6361, 0.8961)\n centers[24] = (0.6376, 0.0949)\n centers[25] = (0.8632, 0.2603)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.6011320270027234
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_196/results/packing_viz.png",
+ "execution_time_mean": 711.6847974462435,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1cc664f948e4cb077b8ec5d525eba86952872573
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_196/rewrite.txt
@@ -0,0 +1,250 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii=None, n_sub_iterations=200, atol=1e-7):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ # If initial radii are zero or non-existent, make a quick guess based on boundary distance.
+ # Otherwise, use the provided radii for a warm start.
+ if current_radii is None or np.all(radii <= 1e-9): # Check for nearly zero radii too
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+ radii = np.maximum(radii, 1e-9) # Ensure positive radii to avoid issues
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence
+ if np.allclose(radii, previous_radii, atol=atol):
+ break
+ return radii
+
+def _run_force_directed_settle(centers, radii, num_steps, alpha_repulsion, beta_bound_repulsion, alpha_tangential, n_sub_iterations_radii, rng, atol, radii_update_frequency=1):
+ """
+ Applies a local force-directed refinement to centers, moving all circles simultaneously.
+ Includes repulsion, boundary, and tangential forces to compact and rearrange the packing.
+ """
+ n = centers.shape[0]
+ local_centers = np.copy(centers)
+ local_radii = np.copy(radii) # Start with provided radii for warm start
+
+ for step in range(num_steps):
+ forces = np.zeros_like(local_centers)
+
+ # Inter-circle forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = local_centers[i] - local_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = local_radii[i] + local_radii[j]
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ if dist < 1e-9: # Avoid division by zero if centers are coincident
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction + 1e-9)
+ else:
+ direction = dist_vec / dist
+
+ # Repulsion force
+ force_magnitude_repulsion = alpha_repulsion * overlap
+ forces[i] += direction * force_magnitude_repulsion
+ forces[j] -= direction * force_magnitude_repulsion
+
+ # Tangential force (promotes sliding to break jams)
+ tangential_direction = np.array([-direction[1], direction[0]]) # Rotate 90 degrees
+ force_magnitude_tangential = alpha_tangential * overlap
+ forces[i] += tangential_direction * force_magnitude_tangential
+ forces[j] += tangential_direction * force_magnitude_tangential # Apply in same direction
+
+ # Boundary repulsion
+ for i in range(n):
+ x, y, r = local_centers[i, 0], local_centers[i, 1], local_radii[i]
+ if x - r < 0: forces[i, 0] += beta_bound_repulsion * (r - x)
+ if x + r > 1: forces[i, 0] -= beta_bound_repulsion * (x + r - 1)
+ if y - r < 0: forces[i, 1] += beta_bound_repulsion * (r - y)
+ if y + r > 1: forces[i, 1] -= beta_bound_repulsion * (y + r - 1)
+
+ local_centers += forces * 0.1 # Apply forces with a small step size
+ local_centers = np.clip(local_centers, 0.0, 1.0)
+
+ if (step + 1) % radii_update_frequency == 0 or step == num_steps - 1:
+ local_radii = calculate_radii_for_fixed_centers(local_centers, local_radii, n_sub_iterations=n_sub_iterations_radii, atol=atol)
+
+ return local_centers, local_radii
+
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Hybrid Quake-Settle Simulated Annealing approach.
+ This integrates periodic force-directed compaction (Settle) with tangential forces
+ within a force-guided SA (Quake) framework, all using adaptive precision.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturbation_initial_grid = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_initial_grid, perturbation_initial_grid, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=50)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- Hybrid Optimization Parameters ---
+ N_TOTAL_ITERATIONS = 120000
+
+ # --- Quake Phase Parameters (Force-Guided SA) ---
+ T_INITIAL, T_MID, T_FINAL = 0.015, 1e-4, 1e-8
+ PERTURB_SCALE_INITIAL, PERTURB_SCALE_MID, PERTURB_SCALE_FINAL = 0.08, 0.001, 1e-6
+ ALPHA_REPULSION_QUAKE_INITIAL, ALPHA_REPULSION_QUAKE_MID, ALPHA_REPULSION_QUAKE_FINAL = 0.002, 0.0005, 0.0001
+ BETA_BOUND_REPULSION_QUAKE_INITIAL, BETA_BOUND_REPULSION_QUAKE_MID, BETA_BOUND_REPULSION_QUAKE_FINAL = 0.005, 0.001, 0.0002
+ FORCE_THRESHOLD = 1e-6
+ N_SUB_ITERS_QUAKE_MIN, N_SUB_ITERS_QUAKE_MAX = 30, 200
+ ATOL_QUAKE_INITIAL, ATOL_QUAKE_FINAL = 1e-5, 1e-8
+
+ # --- Settle Phase Parameters (Periodic Force-Directed Compaction) ---
+ N_SETTLE_PERIODS = 25
+ SETTLE_FREQUENCY = N_TOTAL_ITERATIONS // N_SETTLE_PERIODS
+ SETTLE_STEPS_PER_CALL = 70 # Increased steps
+ ALPHA_REPULSION_SETTLE_INITIAL = 0.015
+ BETA_BOUND_REPULSION_SETTLE_INITIAL = 0.03
+ ALPHA_TANGENTIAL_SETTLE_INITIAL = 0.001 # New tangential force parameter
+ SETTLE_ANNEALING_DECAY_COEFF = 4.0
+ N_SUB_ITERS_SETTLE_MIN, N_SUB_ITERS_SETTLE_MAX = 50, 400
+ ATOL_SETTLE_INITIAL, ATOL_SETTLE_FINAL = 1e-5, 1e-9
+ SETTLE_RADII_UPDATE_FREQ = 4 # More frequent updates
+
+ # --- Main Hybrid Optimization Loop ---
+ for i in range(N_TOTAL_ITERATIONS):
+ progress_total = i / N_TOTAL_ITERATIONS
+ # Two-stage exponential decay for Quake parameters
+ if i < N_TOTAL_ITERATIONS * 0.3:
+ p_stage = i / (N_TOTAL_ITERATIONS * 0.3)
+ current_T = T_INITIAL * (T_MID / T_INITIAL)**p_stage
+ current_perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_MID / PERTURB_SCALE_INITIAL)**p_stage
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_INITIAL * (ALPHA_REPULSION_QUAKE_MID / ALPHA_REPULSION_QUAKE_INITIAL)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_INITIAL * (BETA_BOUND_REPULSION_QUAKE_MID / BETA_BOUND_REPULSION_QUAKE_INITIAL)**p_stage
+ else:
+ p_stage = (i - N_TOTAL_ITERATIONS * 0.3) / (N_TOTAL_ITERATIONS * 0.7)
+ current_T = T_MID * (T_FINAL / T_MID)**p_stage
+ current_perturb_scale = PERTURB_SCALE_MID * (PERTURB_SCALE_FINAL / PERTURB_SCALE_MID)**p_stage
+ current_alpha_quake = ALPHA_REPULSION_QUAKE_MID * (ALPHA_REPULSION_QUAKE_FINAL / ALPHA_REPULSION_QUAKE_MID)**p_stage
+ current_beta_quake = BETA_BOUND_REPULSION_QUAKE_MID * (BETA_BOUND_REPULSION_QUAKE_FINAL / BETA_BOUND_REPULSION_QUAKE_MID)**p_stage
+
+ n_sub_iters_quake = int(N_SUB_ITERS_QUAKE_MIN + (N_SUB_ITERS_QUAKE_MAX - N_SUB_ITERS_QUAKE_MIN) * progress_total)
+ current_atol_quake = ATOL_QUAKE_INITIAL * (ATOL_QUAKE_FINAL / ATOL_QUAKE_INITIAL)**progress_total
+
+ # --- Quake Phase: Force-Guided SA Proposal for a single circle ---
+ new_centers_proposal = np.copy(current_centers)
+ provisional_forces = np.zeros_like(current_centers)
+ for c_idx in range(n):
+ for other_c_idx in range(c_idx + 1, n):
+ dist_vec = current_centers[c_idx] - current_centers[other_c_idx]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = current_radii[c_idx] + current_radii[other_c_idx]
+ if dist < min_dist_tangent:
+ overlap = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_quake * overlap
+ provisional_forces[c_idx] += direction * force_magnitude
+ provisional_forces[other_c_idx] -= direction * force_magnitude
+ x, y, r = current_centers[c_idx, 0], current_centers[c_idx, 1], current_radii[c_idx]
+ if x - r < 0: provisional_forces[c_idx, 0] += current_beta_quake * (r - x)
+ if x + r > 1: provisional_forces[c_idx, 0] -= current_beta_quake * (x + r - 1)
+ if y - r < 0: provisional_forces[c_idx, 1] += current_beta_quake * (r - y)
+ if y + r > 1: provisional_forces[c_idx, 1] -= current_beta_quake * (y + r - 1)
+
+ force_magnitudes = np.linalg.norm(provisional_forces, axis=1)
+ if np.all(force_magnitudes < FORCE_THRESHOLD):
+ circle_idx = rng.integers(0, n)
+ displacement = rng.normal(0, current_perturb_scale, 2)
+ else:
+ probabilities = force_magnitudes + 1e-8
+ probabilities /= np.sum(probabilities)
+ circle_idx = rng.choice(n, p=probabilities)
+ direction_vector = provisional_forces[circle_idx] / (force_magnitudes[circle_idx] + 1e-9)
+ displacement = direction_vector * current_perturb_scale
+
+ new_centers_proposal[circle_idx] += displacement
+ new_centers_proposal[circle_idx] = np.clip(new_centers_proposal[circle_idx], 0.0, 1.0)
+
+ new_radii_proposal = calculate_radii_for_fixed_centers(new_centers_proposal, current_radii, n_sub_iterations=n_sub_iters_quake, atol=current_atol_quake)
+ new_sum_radii_proposal = np.sum(new_radii_proposal)
+
+ delta_E = new_sum_radii_proposal - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / current_T):
+ current_centers, current_radii, current_sum_radii = new_centers_proposal, new_radii_proposal, new_sum_radii_proposal
+ if current_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = current_sum_radii, np.copy(current_centers), np.copy(current_radii)
+
+ # --- Settle Phase: Periodic Force-Directed Compaction ---
+ if (i + 1) % SETTLE_FREQUENCY == 0 and i > 0:
+ settle_anneal_factor = np.exp(-SETTLE_ANNEALING_DECAY_COEFF * progress_total)
+ current_alpha_settle = max(1e-7, ALPHA_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_beta_settle = max(1e-7, BETA_BOUND_REPULSION_SETTLE_INITIAL * settle_anneal_factor)
+ current_alpha_tangential = max(1e-8, ALPHA_TANGENTIAL_SETTLE_INITIAL * settle_anneal_factor)
+ n_sub_iters_settle = int(N_SUB_ITERS_SETTLE_MIN + (N_SUB_ITERS_SETTLE_MAX - N_SUB_ITERS_SETTLE_MIN) * progress_total)
+ current_atol_settle = ATOL_SETTLE_INITIAL * (ATOL_SETTLE_FINAL / ATOL_SETTLE_INITIAL)**progress_total
+
+ settled_centers, settled_radii = _run_force_directed_settle(
+ best_centers, best_radii, SETTLE_STEPS_PER_CALL,
+ current_alpha_settle, current_beta_settle, current_alpha_tangential,
+ n_sub_iters_settle, rng, atol=current_atol_settle,
+ radii_update_frequency=SETTLE_RADII_UPDATE_FREQ
+ )
+ settled_sum_radii = np.sum(settled_radii)
+
+ if settled_sum_radii > best_sum_radii:
+ best_sum_radii, best_centers, best_radii = settled_sum_radii, np.copy(settled_centers), np.copy(settled_radii)
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+ else:
+ current_centers, current_radii, current_sum_radii = np.copy(best_centers), np.copy(best_radii), best_sum_radii
+
+ # --- Final Polish ---
+ final_centers, final_radii = _run_force_directed_settle(
+ best_centers, best_radii, num_steps=150,
+ alpha_repulsion=ALPHA_REPULSION_SETTLE_INITIAL * 0.4,
+ beta_bound_repulsion=BETA_BOUND_REPULSION_SETTLE_INITIAL * 0.4,
+ alpha_tangential=ALPHA_TANGENTIAL_SETTLE_INITIAL * 0.2,
+ n_sub_iterations_radii=800, rng=rng,
+ atol=1e-9,
+ radii_update_frequency=3
+ )
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=1200, atol=1e-11)
+
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a372e9e8ba1e85d2d00bd4c25cabebdd4369c4e1
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..df15d8575260bc3b7030427821db897b34253c69
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_197/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_197/results
+Run 1/1 completed in 882.75 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_197/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_197/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_197/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_197/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4103557584366992
+ public: {'centers_str': ' centers[0] = (0.0839, 0.0839)\n centers[1] = (0.1435, 0.2532)\n centers[2] = (0.0826, 0.4206)\n centers[3] = (0.0707, 0.5729)\n centers[4] = (0.1094, 0.7256)\n centers[5] = (0.1192, 0.9063)\n centers[6] = (0.2678, 0.1009)\n centers[7] = (0.3240, 0.2714)\n centers[8] = (0.2356, 0.3945)\n centers[9] = (0.2557, 0.5809)\n centers[10] = (0.2924, 0.7774)\n centers[11] = (0.2828, 0.9312)\n centers[12] = (0.4438, 0.0622)\n centers[13] = (0.4043, 0.1689)\n centers[14] = (0.4016, 0.4283)\n centers[15] = (0.5232, 0.5777)\n centers[16] = (0.4460, 0.7307)\n centers[17] = (0.4463, 0.9029)\n centers[18] = (0.6176, 0.1229)\n centers[19] = (0.4836, 0.2729)\n centers[20] = (0.6156, 0.4001)\n centers[21] = (0.8080, 0.6252)\n centers[22] = (0.5911, 0.7950)\n centers[23] = (0.7342, 0.9038)\n centers[24] = (0.7960, 0.0656)\n centers[25] = (0.8452, 0.2804)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4103557584366992}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_197/results/packing_viz.png
+ execution_time_mean: 882.7532718651928
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..01dcb8329b75d59e6e10b8c4bf2468ada9c43a0c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_197/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4103557584366992,
+ "public": {
+ "centers_str": " centers[0] = (0.0839, 0.0839)\n centers[1] = (0.1435, 0.2532)\n centers[2] = (0.0826, 0.4206)\n centers[3] = (0.0707, 0.5729)\n centers[4] = (0.1094, 0.7256)\n centers[5] = (0.1192, 0.9063)\n centers[6] = (0.2678, 0.1009)\n centers[7] = (0.3240, 0.2714)\n centers[8] = (0.2356, 0.3945)\n centers[9] = (0.2557, 0.5809)\n centers[10] = (0.2924, 0.7774)\n centers[11] = (0.2828, 0.9312)\n centers[12] = (0.4438, 0.0622)\n centers[13] = (0.4043, 0.1689)\n centers[14] = (0.4016, 0.4283)\n centers[15] = (0.5232, 0.5777)\n centers[16] = (0.4460, 0.7307)\n centers[17] = (0.4463, 0.9029)\n centers[18] = (0.6176, 0.1229)\n centers[19] = (0.4836, 0.2729)\n centers[20] = (0.6156, 0.4001)\n centers[21] = (0.8080, 0.6252)\n centers[22] = (0.5911, 0.7950)\n centers[23] = (0.7342, 0.9038)\n centers[24] = (0.7960, 0.0656)\n centers[25] = (0.8452, 0.2804)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4103557584366992
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_197/results/packing_viz.png",
+ "execution_time_mean": 882.7532718651928,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_198/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_198/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_198/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b03af5cff9356819b39e0661ad49ad8317ba63f9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_199/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_199/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_199/results
+Run 1/1 completed in 863.76 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_199/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_199/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_199/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_199/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5326883293702784
+ public: {'centers_str': ' centers[0] = (0.7807, 0.2725)\n centers[1] = (0.0603, 0.0603)\n centers[2] = (0.0888, 0.3930)\n centers[3] = (0.0936, 0.2106)\n centers[4] = (0.1140, 0.5943)\n centers[5] = (0.1469, 0.8531)\n centers[6] = (0.1954, 0.0755)\n centers[7] = (0.9311, 0.0689)\n centers[8] = (0.7581, 0.9040)\n centers[9] = (0.6056, 0.0639)\n centers[10] = (0.2546, 0.4511)\n centers[11] = (0.3797, 0.9078)\n centers[12] = (0.7653, 0.1001)\n centers[13] = (0.3239, 0.0547)\n centers[14] = (0.4199, 0.4257)\n centers[15] = (0.4592, 0.0845)\n centers[16] = (0.5779, 0.5119)\n centers[17] = (0.3801, 0.6592)\n centers[18] = (0.3150, 0.2428)\n centers[19] = (0.9081, 0.2281)\n centers[20] = (0.6598, 0.7086)\n centers[21] = (0.5667, 0.9052)\n centers[22] = (0.8904, 0.7466)\n centers[23] = (0.9263, 0.9263)\n centers[24] = (0.5905, 0.2748)\n centers[25] = (0.8329, 0.4760)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5326883293702784}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_199/results/packing_viz.png
+ execution_time_mean: 863.7634269343689
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..02c92e71bc383ae62fc22c4da1bfd58ceac805a7
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..e2c9cedf41738676b65a5bb2889c3abf5ba31b3e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_2/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_2/results
+Run 1/1 completed in 15.74 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_2/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_2/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_2/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_2/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.1347845396022869
+ public: {'centers_str': ' centers[0] = (0.4384, 0.6561)\n centers[1] = (0.2999, 0.5791)\n centers[2] = (0.0154, 0.3739)\n centers[3] = (0.9031, 0.5370)\n centers[4] = (0.5255, 0.5436)\n centers[5] = (0.8821, 0.8645)\n centers[6] = (0.0627, 0.4803)\n centers[7] = (0.5247, 0.8424)\n centers[8] = (0.2568, 0.1638)\n centers[9] = (0.9862, 0.5122)\n centers[10] = (0.8072, 0.4143)\n centers[11] = (0.0139, 0.1719)\n centers[12] = (0.3149, 0.7671)\n centers[13] = (0.2504, 0.0947)\n centers[14] = (0.9916, 0.5867)\n centers[15] = (0.2942, 0.3687)\n centers[16] = (0.0171, 0.6529)\n centers[17] = (0.1086, 0.7382)\n centers[18] = (0.2879, 0.8216)\n centers[19] = (0.9283, 0.5286)\n centers[20] = (0.4442, 0.3552)\n centers[21] = (0.2296, 0.4961)\n centers[22] = (0.9721, 0.0740)\n centers[23] = (0.5132, 0.0404)\n centers[24] = (0.5260, 0.6621)\n centers[25] = (0.7954, 0.3888)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.1347845396022869}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_2/results/packing_viz.png
+ execution_time_mean: 15.737116936128587
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..4b4f4e12954f1fce3b3285f10083a449b3b302ed
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_2/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.1347845396022869,
+ "public": {
+ "centers_str": " centers[0] = (0.4384, 0.6561)\n centers[1] = (0.2999, 0.5791)\n centers[2] = (0.0154, 0.3739)\n centers[3] = (0.9031, 0.5370)\n centers[4] = (0.5255, 0.5436)\n centers[5] = (0.8821, 0.8645)\n centers[6] = (0.0627, 0.4803)\n centers[7] = (0.5247, 0.8424)\n centers[8] = (0.2568, 0.1638)\n centers[9] = (0.9862, 0.5122)\n centers[10] = (0.8072, 0.4143)\n centers[11] = (0.0139, 0.1719)\n centers[12] = (0.3149, 0.7671)\n centers[13] = (0.2504, 0.0947)\n centers[14] = (0.9916, 0.5867)\n centers[15] = (0.2942, 0.3687)\n centers[16] = (0.0171, 0.6529)\n centers[17] = (0.1086, 0.7382)\n centers[18] = (0.2879, 0.8216)\n centers[19] = (0.9283, 0.5286)\n centers[20] = (0.4442, 0.3552)\n centers[21] = (0.2296, 0.4961)\n centers[22] = (0.9721, 0.0740)\n centers[23] = (0.5132, 0.0404)\n centers[24] = (0.5260, 0.6621)\n centers[25] = (0.7954, 0.3888)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.1347845396022869
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_2/results/packing_viz.png",
+ "execution_time_mean": 15.737116936128587,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..936274f96261f31abe76d0183034a018b60ec7d9
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..8de6090c9ffedcbc1f9ddc14044d8716846b185f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/edit.diff
@@ -0,0 +1,196 @@
+--- a/original.py
++++ b/original.py
+@@ -1,187 +1,182 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+ def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.15 # 15% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+- N_ITERATIONS = 5000 # Number of main simulation steps
+- ALPHA_REPULSION = 0.005 # Base learning rate for center movement due to inter-circle overlap
+- BETA_BOUND_REPULSION = 0.02 # Base learning rate for center movement due to boundary overlap
++ N_ITERATIONS = 7500 # Increased iterations for more settling after removing central pull
++ ALPHA_REPULSION = 0.007 # Slightly increased base learning rate for inter-circle repulsion
++ BETA_BOUND_REPULSION = 0.03 # Slightly increased base learning rate for boundary repulsion
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Annealing: gradually reduce learning rates over iterations for stability
+ progress_ratio = iter_step / N_ITERATIONS
+ current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * (1.0 - progress_ratio)
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+ if current_beta_bound_repulsion < 1e-6: current_beta_bound_repulsion = 1e-6
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+- # Desired minimum distance, with a small buffer to encourage expansion
+- min_dist_tangent = (radii[i] + radii[j]) * 1.02
++ # Desired minimum distance (circles should be tangent)
++ min_dist_tangent = (radii[i] + radii[j])
+
+- if dist < min_dist_tangent: # Overlap or within buffer
++ if dist < min_dist_tangent: # Overlap detected
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+-
+- # Add a gentle pull towards the center to encourage a more compact packing.
+- center_of_square = np.array([0.5, 0.5])
+- pull_strength = 0.0002 # A small constant force to compact the structure
+- forces += (center_of_square - centers) * pull_strength
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ # A few final iterations to push centers slightly if their maximized radii
+ # cause them to spill over boundaries.
+ for _ in range(10):
+ for i in range(n):
+ x, y = centers[i]
+ r = radii[i]
+ # Adjust center if circle boundary exceeds square boundary
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+ # The original compute_max_radii function is replaced by the more robust
+ # calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+ # The external interface (run_packing) only calls construct_packing.
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..7d4d62a51f38c886ca442994cb39b5499a82e001
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/main.py
@@ -0,0 +1,182 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.15 # 15% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 7500 # Increased iterations for more settling after removing central pull
+ ALPHA_REPULSION = 0.007 # Slightly increased base learning rate for inter-circle repulsion
+ BETA_BOUND_REPULSION = 0.03 # Slightly increased base learning rate for boundary repulsion
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Annealing: gradually reduce learning rates over iterations for stability
+ progress_ratio = iter_step / N_ITERATIONS
+ current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * (1.0 - progress_ratio)
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+ if current_beta_bound_repulsion < 1e-6: current_beta_bound_repulsion = 1e-6
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance (circles should be tangent)
+ min_dist_tangent = (radii[i] + radii[j])
+
+ if dist < min_dist_tangent: # Overlap detected
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ # A few final iterations to push centers slightly if their maximized radii
+ # cause them to spill over boundaries.
+ for _ in range(10):
+ for i in range(n):
+ x, y = centers[i]
+ r = radii[i]
+ # Adjust center if circle boundary exceeds square boundary
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# The original compute_max_radii function is replaced by the more robust
+# calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+# The external interface (run_packing) only calls construct_packing.
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..b38ade1926b854df3a27082258ec8a476b40e873
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/original.py
@@ -0,0 +1,187 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.15 # 15% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 5000 # Number of main simulation steps
+ ALPHA_REPULSION = 0.005 # Base learning rate for center movement due to inter-circle overlap
+ BETA_BOUND_REPULSION = 0.02 # Base learning rate for center movement due to boundary overlap
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Annealing: gradually reduce learning rates over iterations for stability
+ progress_ratio = iter_step / N_ITERATIONS
+ current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * (1.0 - progress_ratio)
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+ if current_beta_bound_repulsion < 1e-6: current_beta_bound_repulsion = 1e-6
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance, with a small buffer to encourage expansion
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+ # Add a gentle pull towards the center to encourage a more compact packing.
+ center_of_square = np.array([0.5, 0.5])
+ pull_strength = 0.0002 # A small constant force to compact the structure
+ forces += (center_of_square - centers) * pull_strength
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ # A few final iterations to push centers slightly if their maximized radii
+ # cause them to spill over boundaries.
+ for _ in range(10):
+ for i in range(n):
+ x, y = centers[i]
+ r = radii[i]
+ # Adjust center if circle boundary exceeds square boundary
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# The original compute_max_radii function is replaced by the more robust
+# calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+# The external interface (run_packing) only calls construct_packing.
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ccedab75994a0d10277164aa0f133755227525ed
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_20/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_20/results
+Run 1/1 completed in 23.77 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_20/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_20/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_20/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_20/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9128786163575386
+ public: {'centers_str': ' centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2472, 0.2364)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.3994, 0.4258)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4080, 0.7435)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5648, 0.0821)\n centers[19] = (0.5697, 0.2585)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5933, 0.5740)\n centers[22] = (0.5999, 0.7652)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7591, 0.0653)\n centers[25] = (0.7350, 0.2254)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9128786163575386}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_20/results/packing_viz.png
+ execution_time_mean: 23.774842554703355
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e31effd0ee4a876a0e601a7f566684968abdae5c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9128786163575386,
+ "public": {
+ "centers_str": " centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2472, 0.2364)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.3994, 0.4258)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4080, 0.7435)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5648, 0.0821)\n centers[19] = (0.5697, 0.2585)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5933, 0.5740)\n centers[22] = (0.5999, 0.7652)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7591, 0.0653)\n centers[25] = (0.7350, 0.2254)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9128786163575386
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_20/results/packing_viz.png",
+ "execution_time_mean": 23.774842554703355,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c00615695aea505c6b6800ba2776fbbf665bddd8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_20/search_replace.txt
@@ -0,0 +1,43 @@
+remove_central_pull_and_fix_tangency
+Removing the attractive force towards the center and setting the desired separation between circles to be exactly tangent (instead of slightly buffered). The visualization clearly shows circles clumped in the middle, indicating the central attractive force is detrimental. By removing it, circles will be free to spread out under repulsion. Adjusting the tangent buffer to 1.0 ensures optimal packing without artificial gaps. Also, increased iterations to allow more time for the forces to settle.
+
+
+<<<<<<< SEARCH
+ # Desired minimum distance, with a small buffer to encourage expansion
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+=======
+ # Desired minimum distance (circles should be tangent)
+ min_dist_tangent = (radii[i] + radii[j])
+
+ if dist < min_dist_tangent: # Overlap detected
+ overlap_amount = min_dist_tangent - dist
+>>>>>>> REPLACE
+
+
+<<<<<<< SEARCH
+ # Add a gentle pull towards the center to encourage a more compact packing.
+ center_of_square = np.array([0.5, 0.5])
+ pull_strength = 0.0002 # A small constant force to compact the structure
+ forces += (center_of_square - centers) * pull_strength
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+=======
+ # 2. Apply calculated forces to update centers
+ centers += forces
+>>>>>>> REPLACE
+
+
+<<<<<<< SEARCH
+ N_ITERATIONS = 5000 # Number of main simulation steps
+ ALPHA_REPULSION = 0.005 # Base learning rate for center movement due to inter-circle overlap
+ BETA_BOUND_REPULSION = 0.02 # Base learning rate for center movement due to boundary overlap
+=======
+ N_ITERATIONS = 7500 # Increased iterations for more settling after removing central pull
+ ALPHA_REPULSION = 0.007 # Slightly increased base learning rate for inter-circle repulsion
+ BETA_BOUND_REPULSION = 0.03 # Slightly increased base learning rate for boundary repulsion
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3226a606f0d89100c8810405814584353c1fd4f7
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..d23e70ca01d1c988cb98a5b31f593edea4d5ed09
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_21/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_21/results
+Run 1/1 completed in 46.97 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_21/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_21/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_21/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_21/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.1510353181115414
+ public: {'centers_str': ' centers[0] = (0.0824, 0.0824)\n centers[1] = (0.0600, 0.2512)\n centers[2] = (0.0752, 0.4165)\n centers[3] = (0.0806, 0.5834)\n centers[4] = (0.0595, 0.7486)\n centers[5] = (0.0824, 0.9176)\n centers[6] = (0.2512, 0.0595)\n centers[7] = (0.2318, 0.2310)\n centers[8] = (0.2300, 0.4203)\n centers[9] = (0.2479, 0.5800)\n centers[10] = (0.2272, 0.7711)\n centers[11] = (0.2514, 0.9397)\n centers[12] = (0.4166, 0.0747)\n centers[13] = (0.4181, 0.2260)\n centers[14] = (0.4129, 0.4061)\n centers[15] = (0.4165, 0.5946)\n centers[16] = (0.4252, 0.7677)\n centers[17] = (0.4166, 0.9294)\n centers[18] = (0.5838, 0.0725)\n centers[19] = (0.5763, 0.2310)\n centers[20] = (0.6112, 0.4072)\n centers[21] = (0.5851, 0.5817)\n centers[22] = (0.6250, 0.7707)\n centers[23] = (0.5817, 0.9383)\n centers[24] = (0.7484, 0.0644)\n centers[25] = (0.8031, 0.2678)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.1510353181115414}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_21/results/packing_viz.png
+ execution_time_mean: 46.972813880071044
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6533a4ec1e558c6cb5b57b5d06350367aa22d75
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_21/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.1510353181115414,
+ "public": {
+ "centers_str": " centers[0] = (0.0824, 0.0824)\n centers[1] = (0.0600, 0.2512)\n centers[2] = (0.0752, 0.4165)\n centers[3] = (0.0806, 0.5834)\n centers[4] = (0.0595, 0.7486)\n centers[5] = (0.0824, 0.9176)\n centers[6] = (0.2512, 0.0595)\n centers[7] = (0.2318, 0.2310)\n centers[8] = (0.2300, 0.4203)\n centers[9] = (0.2479, 0.5800)\n centers[10] = (0.2272, 0.7711)\n centers[11] = (0.2514, 0.9397)\n centers[12] = (0.4166, 0.0747)\n centers[13] = (0.4181, 0.2260)\n centers[14] = (0.4129, 0.4061)\n centers[15] = (0.4165, 0.5946)\n centers[16] = (0.4252, 0.7677)\n centers[17] = (0.4166, 0.9294)\n centers[18] = (0.5838, 0.0725)\n centers[19] = (0.5763, 0.2310)\n centers[20] = (0.6112, 0.4072)\n centers[21] = (0.5851, 0.5817)\n centers[22] = (0.6250, 0.7707)\n centers[23] = (0.5817, 0.9383)\n centers[24] = (0.7484, 0.0644)\n centers[25] = (0.8031, 0.2678)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.1510353181115414
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_21/results/packing_viz.png",
+ "execution_time_mean": 46.972813880071044,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..702ef8d34e6519519a11b0d1e5b2aba01831eabe
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..9a4eb9499cb8a58254308a171d2b2375659efecf
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_22/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_22/results
+Run 1/1 completed in 60.07 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_22/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_22/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_22/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_22/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.6360514927768223
+ public: {'centers_str': ' centers[0] = (0.3708, 0.3618)\n centers[1] = (0.4131, 0.4526)\n centers[2] = (0.3816, 0.4902)\n centers[3] = (0.4141, 0.5222)\n centers[4] = (0.3964, 0.5454)\n centers[5] = (0.3786, 0.6351)\n centers[6] = (0.4527, 0.4150)\n centers[7] = (0.4438, 0.4411)\n centers[8] = (0.4328, 0.4763)\n centers[9] = (0.4426, 0.5161)\n centers[10] = (0.4309, 0.5648)\n centers[11] = (0.4537, 0.5964)\n centers[12] = (0.4862, 0.3917)\n centers[13] = (0.4734, 0.4405)\n centers[14] = (0.4762, 0.4793)\n centers[15] = (0.4933, 0.5136)\n centers[16] = (0.4818, 0.5567)\n centers[17] = (0.4836, 0.6074)\n centers[18] = (0.5279, 0.3989)\n centers[19] = (0.5062, 0.4401)\n centers[20] = (0.5202, 0.4905)\n centers[21] = (0.5149, 0.5195)\n centers[22] = (0.5686, 0.5709)\n centers[23] = (0.5145, 0.6109)\n centers[24] = (0.5582, 0.3710)\n centers[25] = (0.6107, 0.4458)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.6360514927768223}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_22/results/packing_viz.png
+ execution_time_mean: 60.066498924046755
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fba8b46f97c3617f941e9bf152268040b4af3209
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_22/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.6360514927768223,
+ "public": {
+ "centers_str": " centers[0] = (0.3708, 0.3618)\n centers[1] = (0.4131, 0.4526)\n centers[2] = (0.3816, 0.4902)\n centers[3] = (0.4141, 0.5222)\n centers[4] = (0.3964, 0.5454)\n centers[5] = (0.3786, 0.6351)\n centers[6] = (0.4527, 0.4150)\n centers[7] = (0.4438, 0.4411)\n centers[8] = (0.4328, 0.4763)\n centers[9] = (0.4426, 0.5161)\n centers[10] = (0.4309, 0.5648)\n centers[11] = (0.4537, 0.5964)\n centers[12] = (0.4862, 0.3917)\n centers[13] = (0.4734, 0.4405)\n centers[14] = (0.4762, 0.4793)\n centers[15] = (0.4933, 0.5136)\n centers[16] = (0.4818, 0.5567)\n centers[17] = (0.4836, 0.6074)\n centers[18] = (0.5279, 0.3989)\n centers[19] = (0.5062, 0.4401)\n centers[20] = (0.5202, 0.4905)\n centers[21] = (0.5149, 0.5195)\n centers[22] = (0.5686, 0.5709)\n centers[23] = (0.5145, 0.6109)\n centers[24] = (0.5582, 0.3710)\n centers[25] = (0.6107, 0.4458)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.6360514927768223
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_22/results/packing_viz.png",
+ "execution_time_mean": 60.066498924046755,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c4637f9902acadd6bd781b6231dde4aa1cd86def
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..d8a9b8f0d79a6093f6817a3fbf74c2499b3a8f96
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_24/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_24/results
+Run 1/1 completed in 57.35 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_24/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_24/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_24/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_24/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.42304922422664026
+ public: {'centers_str': ' centers[0] = (0.4101, 0.4064)\n centers[1] = (0.4110, 0.4464)\n centers[2] = (0.4025, 0.4867)\n centers[3] = (0.4100, 0.5218)\n centers[4] = (0.4029, 0.5552)\n centers[5] = (0.4056, 0.5977)\n centers[6] = (0.4458, 0.4106)\n centers[7] = (0.4436, 0.4412)\n centers[8] = (0.4448, 0.4765)\n centers[9] = (0.4479, 0.5201)\n centers[10] = (0.4471, 0.5542)\n centers[11] = (0.4495, 0.5973)\n centers[12] = (0.4845, 0.4036)\n centers[13] = (0.4810, 0.4391)\n centers[14] = (0.4776, 0.4835)\n centers[15] = (0.4841, 0.5238)\n centers[16] = (0.4795, 0.5543)\n centers[17] = (0.4811, 0.5895)\n centers[18] = (0.5145, 0.4068)\n centers[19] = (0.5155, 0.4461)\n centers[20] = (0.5179, 0.4851)\n centers[21] = (0.5208, 0.5165)\n centers[22] = (0.5223, 0.5592)\n centers[23] = (0.5173, 0.5906)\n centers[24] = (0.5578, 0.4030)\n centers[25] = (0.5524, 0.4387)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.42304922422664026}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_24/results/packing_viz.png
+ execution_time_mean: 57.34832565765828
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..9dc88dcf81fa26601d27424d883ef9aaaf4f1d96
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_24/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.42304922422664026,
+ "public": {
+ "centers_str": " centers[0] = (0.4101, 0.4064)\n centers[1] = (0.4110, 0.4464)\n centers[2] = (0.4025, 0.4867)\n centers[3] = (0.4100, 0.5218)\n centers[4] = (0.4029, 0.5552)\n centers[5] = (0.4056, 0.5977)\n centers[6] = (0.4458, 0.4106)\n centers[7] = (0.4436, 0.4412)\n centers[8] = (0.4448, 0.4765)\n centers[9] = (0.4479, 0.5201)\n centers[10] = (0.4471, 0.5542)\n centers[11] = (0.4495, 0.5973)\n centers[12] = (0.4845, 0.4036)\n centers[13] = (0.4810, 0.4391)\n centers[14] = (0.4776, 0.4835)\n centers[15] = (0.4841, 0.5238)\n centers[16] = (0.4795, 0.5543)\n centers[17] = (0.4811, 0.5895)\n centers[18] = (0.5145, 0.4068)\n centers[19] = (0.5155, 0.4461)\n centers[20] = (0.5179, 0.4851)\n centers[21] = (0.5208, 0.5165)\n centers[22] = (0.5223, 0.5592)\n centers[23] = (0.5173, 0.5906)\n centers[24] = (0.5578, 0.4030)\n centers[25] = (0.5524, 0.4387)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.42304922422664026
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_24/results/packing_viz.png",
+ "execution_time_mean": 57.34832565765828,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b3e6049b90015a760d6dfdab99f2aef86e442c58
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..5a195df5063d0e7b3d8a0bf5de6511c9a25c4f3e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_25/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_25/results
+Run 1/1 completed in 31.84 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_25/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_25/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_25/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_25/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.8403523400947381
+ public: {'centers_str': ' centers[0] = (0.1016, 0.0793)\n centers[1] = (0.1072, 0.2632)\n centers[2] = (0.0563, 0.4484)\n centers[3] = (0.1007, 0.6024)\n centers[4] = (0.0585, 0.7467)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2596, 0.1049)\n centers[7] = (0.2462, 0.2318)\n centers[8] = (0.2536, 0.3876)\n centers[9] = (0.2718, 0.5921)\n centers[10] = (0.2672, 0.7403)\n centers[11] = (0.2814, 0.9429)\n centers[12] = (0.4352, 0.0630)\n centers[13] = (0.4144, 0.2196)\n centers[14] = (0.3936, 0.4289)\n centers[15] = (0.4330, 0.6145)\n centers[16] = (0.4051, 0.7414)\n centers[17] = (0.4146, 0.8960)\n centers[18] = (0.5587, 0.0817)\n centers[19] = (0.5651, 0.2613)\n centers[20] = (0.5791, 0.4388)\n centers[21] = (0.5967, 0.5708)\n centers[22] = (0.6055, 0.7703)\n centers[23] = (0.5758, 0.9026)\n centers[24] = (0.7622, 0.0593)\n centers[25] = (0.7300, 0.2172)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.8403523400947381}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_25/results/packing_viz.png
+ execution_time_mean: 31.838461295235902
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c0cd9dd82f3ed62c54691a451dbfaac33f9f3b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_25/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.8403523400947381,
+ "public": {
+ "centers_str": " centers[0] = (0.1016, 0.0793)\n centers[1] = (0.1072, 0.2632)\n centers[2] = (0.0563, 0.4484)\n centers[3] = (0.1007, 0.6024)\n centers[4] = (0.0585, 0.7467)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2596, 0.1049)\n centers[7] = (0.2462, 0.2318)\n centers[8] = (0.2536, 0.3876)\n centers[9] = (0.2718, 0.5921)\n centers[10] = (0.2672, 0.7403)\n centers[11] = (0.2814, 0.9429)\n centers[12] = (0.4352, 0.0630)\n centers[13] = (0.4144, 0.2196)\n centers[14] = (0.3936, 0.4289)\n centers[15] = (0.4330, 0.6145)\n centers[16] = (0.4051, 0.7414)\n centers[17] = (0.4146, 0.8960)\n centers[18] = (0.5587, 0.0817)\n centers[19] = (0.5651, 0.2613)\n centers[20] = (0.5791, 0.4388)\n centers[21] = (0.5967, 0.5708)\n centers[22] = (0.6055, 0.7703)\n centers[23] = (0.5758, 0.9026)\n centers[24] = (0.7622, 0.0593)\n centers[25] = (0.7300, 0.2172)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.8403523400947381
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_25/results/packing_viz.png",
+ "execution_time_mean": 31.838461295235902,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_26/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_26/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e848a8a69c858cd6c8d9554a3e71fb03226c6b4d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_26/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_26/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_26/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..2d564a32fe79565c07fab56013ee52ac72d3b42c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_26/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_26/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_26/results
+Run 1/1 completed in 26.10 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_26/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_26/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_26/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_26/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9128786163575386
+ public: {'centers_str': ' centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2472, 0.2364)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.3994, 0.4258)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4080, 0.7435)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5648, 0.0821)\n centers[19] = (0.5697, 0.2585)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5933, 0.5740)\n centers[22] = (0.5999, 0.7652)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7591, 0.0653)\n centers[25] = (0.7350, 0.2254)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9128786163575386}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_26/results/packing_viz.png
+ execution_time_mean: 26.099498846102506
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..28ab0bc9c0c9e95f6c415e7c5b65933c8f145f8d
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..8a4c6aa964fff671df2dd12b3264472c938a1f1e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/edit.diff
@@ -0,0 +1,208 @@
+--- a/original.py
++++ b/original.py
+@@ -1,185 +1,163 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+-def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
++def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=250):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+ def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.2 # 20% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+- N_ITERATIONS = 7500 # Increased iterations for better convergence with adjusted forces
+- ALPHA_REPULSION = 0.009 # Slightly reduced inter-circle force
+- BETA_BOUND_REPULSION = 0.015 # Increased boundary repulsion to push circles outwards
++ N_ITERATIONS = 8000 # Increased iterations for new annealing schedule
++ ALPHA_REPULSION = 0.008 # Repulsion between circles
++ BETA_BOUND_REPULSION = 0.03 # Stronger boundary repulsion to force expansion
++ ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+- # Annealing: gradually reduce learning rates over iterations for stability
++ # Exponential Annealing: to keep forces strong for longer initially
+ progress_ratio = iter_step / N_ITERATIONS
+- current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+- current_beta_bound_repulsion = BETA_BOUND_REPULSION * (1.0 - progress_ratio)
++ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
++ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
++ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+ if current_beta_bound_repulsion < 1e-6: current_beta_bound_repulsion = 1e-6
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+- # Desired minimum distance, removing the 1.02 buffer for tighter packing
+- min_dist_tangent = (radii[i] + radii[j])
++ # Re-introduced buffer to encourage expansion and fill empty space
++ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+- if dist < min_dist_tangent: # Overlap detected, push circles apart
++ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+- direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
+- direction = direction / np.linalg.norm(direction)
++ direction = rng.random(2) - 0.5
++ direction /= np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+- # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+- overlap_x = -(centers[i, 0] - radii[i])
+- forces[i, 0] += current_beta_bound_repulsion * overlap_x
+-
+- # Right boundary (x=1)
++ forces[i, 0] += current_beta_bound_repulsion * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+- overlap_x = (centers[i, 0] + radii[i]) - 1
+- forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+-
+- # Bottom boundary (y=0)
++ forces[i, 0] -= current_beta_bound_repulsion * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+- overlap_y = -(centers[i, 1] - radii[i])
+- forces[i, 1] += current_beta_bound_repulsion * overlap_y
+-
+- # Top boundary (y=1)
++ forces[i, 1] += current_beta_bound_repulsion * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+- overlap_y = (centers[i, 1] + radii[i]) - 1
+- forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+-
+- # This central pull was counterproductive, preventing expansion to the boundaries.
+- # It has been removed to allow the packing to fill the entire square.
++ forces[i, 1] -= current_beta_bound_repulsion * ((centers[i, 1] + radii[i]) - 1)
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+- # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+- # A few final iterations to push centers slightly if their maximized radii
+- # cause them to spill over boundaries.
+- for _ in range(10):
++ for _ in range(20): # Increased refinement steps
+ for i in range(n):
+- x, y = centers[i]
+- r = radii[i]
+- # Adjust center if circle boundary exceeds square boundary
++ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+- # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+-
+-# The original compute_max_radii function is replaced by the more robust
+-# calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+-# The external interface (run_packing) only calls construct_packing.
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..58c38317327974c15ca6c63b9c864c7e92eddd62
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/main.py
@@ -0,0 +1,163 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=250):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.2 # 20% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 8000 # Increased iterations for new annealing schedule
+ ALPHA_REPULSION = 0.008 # Repulsion between circles
+ BETA_BOUND_REPULSION = 0.03 # Stronger boundary repulsion to force expansion
+ ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential Annealing: to keep forces strong for longer initially
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+ if current_beta_bound_repulsion < 1e-6: current_beta_bound_repulsion = 1e-6
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Re-introduced buffer to encourage expansion and fill empty space
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += current_beta_bound_repulsion * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= current_beta_bound_repulsion * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += current_beta_bound_repulsion * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= current_beta_bound_repulsion * ((centers[i, 1] + radii[i]) - 1)
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ for _ in range(20): # Increased refinement steps
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..b5c47c6acedb70e2308f2b96db1cab22e916b882
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/original.py
@@ -0,0 +1,185 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.2 # 20% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 7500 # Increased iterations for better convergence with adjusted forces
+ ALPHA_REPULSION = 0.009 # Slightly reduced inter-circle force
+ BETA_BOUND_REPULSION = 0.015 # Increased boundary repulsion to push circles outwards
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Annealing: gradually reduce learning rates over iterations for stability
+ progress_ratio = iter_step / N_ITERATIONS
+ current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * (1.0 - progress_ratio)
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+ if current_beta_bound_repulsion < 1e-6: current_beta_bound_repulsion = 1e-6
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance, removing the 1.02 buffer for tighter packing
+ min_dist_tangent = (radii[i] + radii[j])
+
+ if dist < min_dist_tangent: # Overlap detected, push circles apart
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+ # This central pull was counterproductive, preventing expansion to the boundaries.
+ # It has been removed to allow the packing to fill the entire square.
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ # A few final iterations to push centers slightly if their maximized radii
+ # cause them to spill over boundaries.
+ for _ in range(10):
+ for i in range(n):
+ x, y = centers[i]
+ r = radii[i]
+ # Adjust center if circle boundary exceeds square boundary
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# The original compute_max_radii function is replaced by the more robust
+# calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+# The external interface (run_packing) only calls construct_packing.
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a9f70479f0497e5488cede8b4a2c859c7bd49508
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_28/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_28/results
+Run 1/1 completed in 44.00 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_28/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_28/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_28/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_28/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.132848617121999
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0791, 0.2578)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0865, 0.5991)\n centers[4] = (0.0412, 0.7480)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2679, 0.0737)\n centers[7] = (0.2296, 0.2185)\n centers[8] = (0.2018, 0.3882)\n centers[9] = (0.2608, 0.5617)\n centers[10] = (0.2222, 0.7887)\n centers[11] = (0.2719, 0.9631)\n centers[12] = (0.4256, 0.0571)\n centers[13] = (0.4037, 0.2138)\n centers[14] = (0.3951, 0.4105)\n centers[15] = (0.4433, 0.5988)\n centers[16] = (0.4266, 0.7589)\n centers[17] = (0.4212, 0.9123)\n centers[18] = (0.5674, 0.0826)\n centers[19] = (0.5593, 0.2579)\n centers[20] = (0.6046, 0.4472)\n centers[21] = (0.5801, 0.5766)\n centers[22] = (0.7162, 0.7771)\n centers[23] = (0.5485, 0.9529)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8114, 0.2191)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.132848617121999}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_28/results/packing_viz.png
+ execution_time_mean: 44.00413834769279
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa1398bd6658b56107418171684623eafd4bc367
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.132848617121999,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0791, 0.2578)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0865, 0.5991)\n centers[4] = (0.0412, 0.7480)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2679, 0.0737)\n centers[7] = (0.2296, 0.2185)\n centers[8] = (0.2018, 0.3882)\n centers[9] = (0.2608, 0.5617)\n centers[10] = (0.2222, 0.7887)\n centers[11] = (0.2719, 0.9631)\n centers[12] = (0.4256, 0.0571)\n centers[13] = (0.4037, 0.2138)\n centers[14] = (0.3951, 0.4105)\n centers[15] = (0.4433, 0.5988)\n centers[16] = (0.4266, 0.7589)\n centers[17] = (0.4212, 0.9123)\n centers[18] = (0.5674, 0.0826)\n centers[19] = (0.5593, 0.2579)\n centers[20] = (0.6046, 0.4472)\n centers[21] = (0.5801, 0.5766)\n centers[22] = (0.7162, 0.7771)\n centers[23] = (0.5485, 0.9529)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8114, 0.2191)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.132848617121999
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_28/results/packing_viz.png",
+ "execution_time_mean": 44.00413834769279,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9d323a7c43cc8e617e76ff4cf00eea94a9a6a1f9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_28/rewrite.txt
@@ -0,0 +1,154 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=250):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.2 # 20% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 8000 # Increased iterations for new annealing schedule
+ ALPHA_REPULSION = 0.008 # Repulsion between circles
+ BETA_BOUND_REPULSION = 0.03 # Stronger boundary repulsion to force expansion
+ ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential Annealing: to keep forces strong for longer initially
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+ if current_beta_bound_repulsion < 1e-6: current_beta_bound_repulsion = 1e-6
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Re-introduced buffer to encourage expansion and fill empty space
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = rng.random(2) - 0.5
+ direction /= np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += current_beta_bound_repulsion * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= current_beta_bound_repulsion * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += current_beta_bound_repulsion * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= current_beta_bound_repulsion * ((centers[i, 1] + radii[i]) - 1)
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ for _ in range(20): # Increased refinement steps
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c59416c3efeba42c7dc9619ed87687842b341257
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..44fb83b4b59c3b0b8332b05a15a9383628d59460
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_29/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_29/results
+Run 1/1 completed in 51.99 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_29/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_29/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_29/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_29/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.8314528247691773
+ public: {'centers_str': ' centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2552, 0.2412)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.4073, 0.4219)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4002, 0.7599)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5663, 0.0896)\n centers[19] = (0.5430, 0.2622)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5782, 0.5619)\n centers[22] = (0.5861, 0.7957)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7488, 0.0605)\n centers[25] = (0.7350, 0.2254)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.8314528247691773}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_29/results/packing_viz.png
+ execution_time_mean: 51.989394075237215
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..73fd4df4da544c8e0bb9f996dbe008c3fc304106
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_29/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.8314528247691773,
+ "public": {
+ "centers_str": " centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2552, 0.2412)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.4073, 0.4219)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4002, 0.7599)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5663, 0.0896)\n centers[19] = (0.5430, 0.2622)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5782, 0.5619)\n centers[22] = (0.5861, 0.7957)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7488, 0.0605)\n centers[25] = (0.7350, 0.2254)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.8314528247691773
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_29/results/packing_viz.png",
+ "execution_time_mean": 51.989394075237215,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f0f85c26b55fbd2cb5104d16c0470b199dd0c5f6
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..3a707a20283146d79b3d5964838f0484db15876b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_3/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_3/results
+Run 1/1 completed in 0.00 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_3/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_3/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_3/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_3/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.4965693991597033
+ public: {'centers_str': ' centers[0] = (0.5000, 0.5000)\n centers[1] = (0.8000, 0.5000)\n centers[2] = (0.7121, 0.7121)\n centers[3] = (0.5000, 0.8000)\n centers[4] = (0.2879, 0.7121)\n centers[5] = (0.2000, 0.5000)\n centers[6] = (0.2879, 0.2879)\n centers[7] = (0.5000, 0.2000)\n centers[8] = (0.7121, 0.2879)\n centers[9] = (0.9000, 0.5000)\n centers[10] = (0.8730, 0.6445)\n centers[11] = (0.7956, 0.7695)\n centers[12] = (0.6783, 0.8581)\n centers[13] = (0.5369, 0.8983)\n centers[14] = (0.3905, 0.8847)\n centers[15] = (0.2589, 0.8192)\n centers[16] = (0.1599, 0.7106)\n centers[17] = (0.1068, 0.5735)\n centers[18] = (0.1068, 0.4265)\n centers[19] = (0.1599, 0.2894)\n centers[20] = (0.2589, 0.1808)\n centers[21] = (0.3905, 0.1153)\n centers[22] = (0.5369, 0.1017)\n centers[23] = (0.6783, 0.1419)\n centers[24] = (0.7956, 0.2305)\n centers[25] = (0.8730, 0.3555)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.4965693991597033}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_3/results/packing_viz.png
+ execution_time_mean: 0.0019453447312116623
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..769202c6c88be3178503d0cdb762250424d77a91
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_3/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.4965693991597033,
+ "public": {
+ "centers_str": " centers[0] = (0.5000, 0.5000)\n centers[1] = (0.8000, 0.5000)\n centers[2] = (0.7121, 0.7121)\n centers[3] = (0.5000, 0.8000)\n centers[4] = (0.2879, 0.7121)\n centers[5] = (0.2000, 0.5000)\n centers[6] = (0.2879, 0.2879)\n centers[7] = (0.5000, 0.2000)\n centers[8] = (0.7121, 0.2879)\n centers[9] = (0.9000, 0.5000)\n centers[10] = (0.8730, 0.6445)\n centers[11] = (0.7956, 0.7695)\n centers[12] = (0.6783, 0.8581)\n centers[13] = (0.5369, 0.8983)\n centers[14] = (0.3905, 0.8847)\n centers[15] = (0.2589, 0.8192)\n centers[16] = (0.1599, 0.7106)\n centers[17] = (0.1068, 0.5735)\n centers[18] = (0.1068, 0.4265)\n centers[19] = (0.1599, 0.2894)\n centers[20] = (0.2589, 0.1808)\n centers[21] = (0.3905, 0.1153)\n centers[22] = (0.5369, 0.1017)\n centers[23] = (0.6783, 0.1419)\n centers[24] = (0.7956, 0.2305)\n centers[25] = (0.8730, 0.3555)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.4965693991597033
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_3/results/packing_viz.png",
+ "execution_time_mean": 0.0019453447312116623,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..bc58c962ac9b7ce60d90e2ab18c3615adb436068
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..18686aec2124ff3cf2ba3b201ef2e58a34bcfe8d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_30/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_30/results
+Run 1/1 completed in 37.21 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_30/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_30/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_30/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_30/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9128786163575386
+ public: {'centers_str': ' centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2472, 0.2364)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.3994, 0.4258)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4080, 0.7435)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5648, 0.0821)\n centers[19] = (0.5697, 0.2585)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5933, 0.5740)\n centers[22] = (0.5999, 0.7652)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7591, 0.0653)\n centers[25] = (0.7350, 0.2254)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9128786163575386}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_30/results/packing_viz.png
+ execution_time_mean: 37.20973058231175
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..beb67d77dc8716a099d8ef7ff7ee433118c384da
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_30/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9128786163575386,
+ "public": {
+ "centers_str": " centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2472, 0.2364)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.3994, 0.4258)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4080, 0.7435)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5648, 0.0821)\n centers[19] = (0.5697, 0.2585)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5933, 0.5740)\n centers[22] = (0.5999, 0.7652)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7591, 0.0653)\n centers[25] = (0.7350, 0.2254)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9128786163575386
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_30/results/packing_viz.png",
+ "execution_time_mean": 37.20973058231175,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..472af2cf25abd6395c4bafda84a247dddba666e2
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..2966308cc4a25ec5245b9f77ac5c5d0a25262988
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_31/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_31/results
+Run 1/1 completed in 58.76 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_31/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_31/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_31/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_31/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0181356127426344
+ public: {'centers_str': ' centers[0] = (0.0690, 0.0567)\n centers[1] = (0.0329, 0.2683)\n centers[2] = (0.0584, 0.4346)\n centers[3] = (0.0309, 0.5978)\n centers[4] = (0.0616, 0.7513)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2741, 0.0329)\n centers[7] = (0.2127, 0.2120)\n centers[8] = (0.2267, 0.3976)\n centers[9] = (0.2123, 0.5786)\n centers[10] = (0.2040, 0.8282)\n centers[11] = (0.2733, 0.9541)\n centers[12] = (0.4253, 0.0579)\n centers[13] = (0.4481, 0.1956)\n centers[14] = (0.4223, 0.4002)\n centers[15] = (0.4592, 0.5830)\n centers[16] = (0.4137, 0.7607)\n centers[17] = (0.4154, 0.9412)\n centers[18] = (0.5598, 0.0742)\n centers[19] = (0.5752, 0.2724)\n centers[20] = (0.6099, 0.4254)\n centers[21] = (0.5868, 0.5540)\n centers[22] = (0.7432, 0.7937)\n centers[23] = (0.5663, 0.9741)\n centers[24] = (0.7558, 0.0258)\n centers[25] = (0.8223, 0.2372)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0181356127426344}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_31/results/packing_viz.png
+ execution_time_mean: 58.75808727694675
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f49f918ee01affa65697f5a1b3495c14fdea901
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_31/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0181356127426344,
+ "public": {
+ "centers_str": " centers[0] = (0.0690, 0.0567)\n centers[1] = (0.0329, 0.2683)\n centers[2] = (0.0584, 0.4346)\n centers[3] = (0.0309, 0.5978)\n centers[4] = (0.0616, 0.7513)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2741, 0.0329)\n centers[7] = (0.2127, 0.2120)\n centers[8] = (0.2267, 0.3976)\n centers[9] = (0.2123, 0.5786)\n centers[10] = (0.2040, 0.8282)\n centers[11] = (0.2733, 0.9541)\n centers[12] = (0.4253, 0.0579)\n centers[13] = (0.4481, 0.1956)\n centers[14] = (0.4223, 0.4002)\n centers[15] = (0.4592, 0.5830)\n centers[16] = (0.4137, 0.7607)\n centers[17] = (0.4154, 0.9412)\n centers[18] = (0.5598, 0.0742)\n centers[19] = (0.5752, 0.2724)\n centers[20] = (0.6099, 0.4254)\n centers[21] = (0.5868, 0.5540)\n centers[22] = (0.7432, 0.7937)\n centers[23] = (0.5663, 0.9741)\n centers[24] = (0.7558, 0.0258)\n centers[25] = (0.8223, 0.2372)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0181356127426344
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_31/results/packing_viz.png",
+ "execution_time_mean": 58.75808727694675,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b505c16798046b96a374360698849bd5918d36ca
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..73463b2ab0bd6e70fb2efc9e6b1d60a9da8a417e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_32/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_32/results
+Run 1/1 completed in 44.62 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_32/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_32/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_32/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_32/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.092955938873947
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0858, 0.2591)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0874, 0.6002)\n centers[4] = (0.0526, 0.7502)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2664, 0.0801)\n centers[7] = (0.2370, 0.2256)\n centers[8] = (0.2188, 0.3887)\n centers[9] = (0.2596, 0.5660)\n centers[10] = (0.2338, 0.7791)\n centers[11] = (0.2695, 0.9532)\n centers[12] = (0.4254, 0.0585)\n centers[13] = (0.4037, 0.2180)\n centers[14] = (0.3968, 0.4218)\n centers[15] = (0.4412, 0.5971)\n centers[16] = (0.4229, 0.7544)\n centers[17] = (0.4172, 0.9088)\n centers[18] = (0.5688, 0.0834)\n centers[19] = (0.5608, 0.2529)\n centers[20] = (0.6031, 0.4421)\n centers[21] = (0.5895, 0.5804)\n centers[22] = (0.6794, 0.7705)\n centers[23] = (0.5595, 0.9397)\n centers[24] = (0.7637, 0.0297)\n centers[25] = (0.7825, 0.2204)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.092955938873947}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_32/results/packing_viz.png
+ execution_time_mean: 44.62142116390169
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e98b9bca849c209723f2947aea511a26dfb62056
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_32/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.092955938873947,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0858, 0.2591)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0874, 0.6002)\n centers[4] = (0.0526, 0.7502)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2664, 0.0801)\n centers[7] = (0.2370, 0.2256)\n centers[8] = (0.2188, 0.3887)\n centers[9] = (0.2596, 0.5660)\n centers[10] = (0.2338, 0.7791)\n centers[11] = (0.2695, 0.9532)\n centers[12] = (0.4254, 0.0585)\n centers[13] = (0.4037, 0.2180)\n centers[14] = (0.3968, 0.4218)\n centers[15] = (0.4412, 0.5971)\n centers[16] = (0.4229, 0.7544)\n centers[17] = (0.4172, 0.9088)\n centers[18] = (0.5688, 0.0834)\n centers[19] = (0.5608, 0.2529)\n centers[20] = (0.6031, 0.4421)\n centers[21] = (0.5895, 0.5804)\n centers[22] = (0.6794, 0.7705)\n centers[23] = (0.5595, 0.9397)\n centers[24] = (0.7637, 0.0297)\n centers[25] = (0.7825, 0.2204)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.092955938873947
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_32/results/packing_viz.png",
+ "execution_time_mean": 44.62142116390169,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ea25da069b9b997ed9eee8d0e70bf1e1382897ee
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..08c998cc3e36e9705e1b1598a86c3ea9003682a8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_33/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_33/results
+Run 1/1 completed in 42.34 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_33/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_33/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_33/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_33/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0741851703803817
+ public: {'centers_str': ' centers[0] = (0.0839, 0.0683)\n centers[1] = (0.0581, 0.2635)\n centers[2] = (0.0410, 0.4529)\n centers[3] = (0.0706, 0.5985)\n centers[4] = (0.0263, 0.7515)\n centers[5] = (0.0773, 0.9697)\n centers[6] = (0.2752, 0.0521)\n centers[7] = (0.2041, 0.1915)\n centers[8] = (0.1619, 0.3851)\n centers[9] = (0.2461, 0.5674)\n centers[10] = (0.2000, 0.8256)\n centers[11] = (0.2612, 0.9867)\n centers[12] = (0.4251, 0.0309)\n centers[13] = (0.4116, 0.1680)\n centers[14] = (0.3881, 0.3922)\n centers[15] = (0.4485, 0.6024)\n centers[16] = (0.4424, 0.7838)\n centers[17] = (0.4165, 0.9329)\n centers[18] = (0.5683, 0.0734)\n centers[19] = (0.5910, 0.2307)\n centers[20] = (0.6553, 0.4561)\n centers[21] = (0.5788, 0.6246)\n centers[22] = (0.7406, 0.8009)\n centers[23] = (0.5357, 0.9592)\n centers[24] = (0.7596, 0.0061)\n centers[25] = (0.8381, 0.1955)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0741851703803817}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_33/results/packing_viz.png
+ execution_time_mean: 42.339584316127
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfe0062871af931e3265059dc0c73ba267bbd1e6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_33/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0741851703803817,
+ "public": {
+ "centers_str": " centers[0] = (0.0839, 0.0683)\n centers[1] = (0.0581, 0.2635)\n centers[2] = (0.0410, 0.4529)\n centers[3] = (0.0706, 0.5985)\n centers[4] = (0.0263, 0.7515)\n centers[5] = (0.0773, 0.9697)\n centers[6] = (0.2752, 0.0521)\n centers[7] = (0.2041, 0.1915)\n centers[8] = (0.1619, 0.3851)\n centers[9] = (0.2461, 0.5674)\n centers[10] = (0.2000, 0.8256)\n centers[11] = (0.2612, 0.9867)\n centers[12] = (0.4251, 0.0309)\n centers[13] = (0.4116, 0.1680)\n centers[14] = (0.3881, 0.3922)\n centers[15] = (0.4485, 0.6024)\n centers[16] = (0.4424, 0.7838)\n centers[17] = (0.4165, 0.9329)\n centers[18] = (0.5683, 0.0734)\n centers[19] = (0.5910, 0.2307)\n centers[20] = (0.6553, 0.4561)\n centers[21] = (0.5788, 0.6246)\n centers[22] = (0.7406, 0.8009)\n centers[23] = (0.5357, 0.9592)\n centers[24] = (0.7596, 0.0061)\n centers[25] = (0.8381, 0.1955)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0741851703803817
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_33/results/packing_viz.png",
+ "execution_time_mean": 42.339584316127,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9bef4d4d90d80fe1860233fa72cc5f2bbcd241c0
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..92624f8db99931b6d2e9eacd39ac354ebdadc109
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_34/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_34/results
+Run 1/1 completed in 40.44 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_34/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_34/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_34/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_34/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.1199302548841983
+ public: {'centers_str': ' centers[0] = (0.0882, 0.0727)\n centers[1] = (0.0620, 0.2630)\n centers[2] = (0.0446, 0.4511)\n centers[3] = (0.0799, 0.5931)\n centers[4] = (0.0296, 0.7478)\n centers[5] = (0.0620, 0.9581)\n centers[6] = (0.2739, 0.0551)\n centers[7] = (0.2089, 0.1955)\n centers[8] = (0.1707, 0.3872)\n centers[9] = (0.2532, 0.5607)\n centers[10] = (0.2108, 0.8162)\n centers[11] = (0.2771, 0.9836)\n centers[12] = (0.4270, 0.0356)\n centers[13] = (0.4106, 0.1741)\n centers[14] = (0.3879, 0.3945)\n centers[15] = (0.4515, 0.6121)\n centers[16] = (0.4387, 0.7860)\n centers[17] = (0.4244, 0.9258)\n centers[18] = (0.5669, 0.0787)\n centers[19] = (0.5831, 0.2371)\n centers[20] = (0.6412, 0.4495)\n centers[21] = (0.5828, 0.6021)\n centers[22] = (0.7397, 0.7885)\n centers[23] = (0.5406, 0.9616)\n centers[24] = (0.7617, 0.0167)\n centers[25] = (0.8309, 0.2034)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.1199302548841983}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_34/results/packing_viz.png
+ execution_time_mean: 40.43845641100779
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..acf0bce681b47662484845bee00c9619d28ba75f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_34/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.1199302548841983,
+ "public": {
+ "centers_str": " centers[0] = (0.0882, 0.0727)\n centers[1] = (0.0620, 0.2630)\n centers[2] = (0.0446, 0.4511)\n centers[3] = (0.0799, 0.5931)\n centers[4] = (0.0296, 0.7478)\n centers[5] = (0.0620, 0.9581)\n centers[6] = (0.2739, 0.0551)\n centers[7] = (0.2089, 0.1955)\n centers[8] = (0.1707, 0.3872)\n centers[9] = (0.2532, 0.5607)\n centers[10] = (0.2108, 0.8162)\n centers[11] = (0.2771, 0.9836)\n centers[12] = (0.4270, 0.0356)\n centers[13] = (0.4106, 0.1741)\n centers[14] = (0.3879, 0.3945)\n centers[15] = (0.4515, 0.6121)\n centers[16] = (0.4387, 0.7860)\n centers[17] = (0.4244, 0.9258)\n centers[18] = (0.5669, 0.0787)\n centers[19] = (0.5831, 0.2371)\n centers[20] = (0.6412, 0.4495)\n centers[21] = (0.5828, 0.6021)\n centers[22] = (0.7397, 0.7885)\n centers[23] = (0.5406, 0.9616)\n centers[24] = (0.7617, 0.0167)\n centers[25] = (0.8309, 0.2034)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.1199302548841983
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_34/results/packing_viz.png",
+ "execution_time_mean": 40.43845641100779,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6d0bfe0c7782fab24c9c3b7f0c7ae15fb75618dc
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..b09866755d9bb331cc027eb9e76fbeeabb719521
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/edit.diff
@@ -0,0 +1,154 @@
+--- a/original.py
++++ b/original.py
+@@ -1,134 +1,148 @@
+ # EVOLVE-BLOCK-START
+ """Constructor-based circle packing for n=26 circles"""
+
+ import numpy as np
+
+
+ def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative force-directed simulation. This approach dynamically optimizes
+ circle positions to find a dense packing, overcoming the limitations of
+ a fixed symmetric layout.
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Start with a perturbed grid, which is a good neutral starting point.
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ rng = np.random.default_rng(seed=42)
+ perturbation = spacing * 0.15
+ centers = grid_points[:n] + rng.uniform(-perturbation, perturbation, size=(n, 2))
+
+ # --- Optimization Parameters ---
+- N_ITERATIONS = 8000
++ N_ITERATIONS = 9000
+ ALPHA_REPULSION = 0.007
+ BETA_BOUND_REPULSION = 0.03
+- ANNEALING_POWER = 1.5
++ ANNEALING_DECAY_COEFF = 3.0 # Switched to exponential annealing
++ JIGGLE_PERIOD = 100
++ JIGGLE_STRENGTH = 0.015
++ N_JIGGLE = 4
++ JIGGLE_START_ITER = 1000
+
+ # --- Simulation Loop ---
+ radii = np.zeros(n)
+ for iter_step in range(N_ITERATIONS):
+ # 1. Update radii greedily based on current positions.
+ radii = compute_max_radii(centers)
+
+ # 2. Anneal learning rates.
+ progress = iter_step / N_ITERATIONS
+- annealing_factor = (1.0 - progress)**ANNEALING_POWER
++ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress)
+ current_alpha = max(1e-7, ALPHA_REPULSION * annealing_factor)
+ current_beta = max(1e-7, BETA_BOUND_REPULSION * annealing_factor)
+
+ # 3. Calculate and apply forces.
+ forces = np.zeros_like(centers)
+
+ # Inter-circle forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = (radii[i] + radii[j]) * 1.02
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_vec = direction * overlap * current_alpha
+ forces[i] += force_vec
+ forces[j] -= force_vec
+
+ # Boundary forces
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: forces[i, 0] += abs(x - r) * current_beta
+ if x + r > 1: forces[i, 0] -= abs(x + r - 1) * current_beta
+ if y - r < 0: forces[i, 1] += abs(y - r) * current_beta
+ if y + r > 1: forces[i, 1] -= abs(y + r - 1) * current_beta
+
+ # 4. Update centers and enforce hard boundaries.
+ centers += forces
++
++ # 5. Targeted Jiggle for smallest circles to escape local optima.
++ if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
++ current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
++ if current_jiggle_strength > 1e-5:
++ smallest_indices = np.argsort(radii)[:N_JIGGLE]
++ for idx in smallest_indices:
++ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
++ centers[idx] += displacement
++
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # Perform a final, high-precision radius calculation.
+ radii = compute_max_radii(centers)
+ return centers, radii
+
+
+ def compute_max_radii(centers):
+ """
+ Compute the maximum possible radii for each circle position using an
+ iterative relaxation method (Gauss-Seidel style). This is more robust
+ than single-pass scaling and typically converges quickly.
+
+ Args:
+ centers: np.array of shape (n, 2) with (x, y) coordinates
+
+ Returns:
+ np.array of shape (n) with radius of each circle
+ """
+ n = centers.shape[0]
+
+ # Initial guess: radii are limited by distance to boundaries.
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+
+ # Iteratively refine radii until they converge.
+ for _ in range(500): # High iteration count for convergence assurance.
+ previous_radii = np.copy(radii)
+
+ # Update each radius based on the current state of all others.
+ # This in-place update is a Gauss-Seidel style relaxation.
+ for i in range(n):
+ # 1. Boundary constraint
+ max_r = min(centers[i, 0], 1 - centers[i, 0], centers[i, 1], 1 - centers[i, 1])
+
+ # 2. Constraint from other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The max radius for i is dist(i,j) - radius(j).
+ # radii[j] might have been updated in this same loop if j < i.
+ max_r = min(max_r, dist - radii[j])
+
+ # Update radius for circle i, ensuring it's not negative.
+ radii[i] = max(0.0, max_r)
+
+ # Check for convergence after a full pass.
+ if np.allclose(radii, previous_radii, atol=1e-9):
+ break
+
+ return radii
+
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..c47f5beb3db469132865713a21e49fac51735449
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/main.py
@@ -0,0 +1,148 @@
+# EVOLVE-BLOCK-START
+"""Constructor-based circle packing for n=26 circles"""
+
+import numpy as np
+
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative force-directed simulation. This approach dynamically optimizes
+ circle positions to find a dense packing, overcoming the limitations of
+ a fixed symmetric layout.
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Start with a perturbed grid, which is a good neutral starting point.
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ rng = np.random.default_rng(seed=42)
+ perturbation = spacing * 0.15
+ centers = grid_points[:n] + rng.uniform(-perturbation, perturbation, size=(n, 2))
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 9000
+ ALPHA_REPULSION = 0.007
+ BETA_BOUND_REPULSION = 0.03
+ ANNEALING_DECAY_COEFF = 3.0 # Switched to exponential annealing
+ JIGGLE_PERIOD = 100
+ JIGGLE_STRENGTH = 0.015
+ N_JIGGLE = 4
+ JIGGLE_START_ITER = 1000
+
+ # --- Simulation Loop ---
+ radii = np.zeros(n)
+ for iter_step in range(N_ITERATIONS):
+ # 1. Update radii greedily based on current positions.
+ radii = compute_max_radii(centers)
+
+ # 2. Anneal learning rates.
+ progress = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress)
+ current_alpha = max(1e-7, ALPHA_REPULSION * annealing_factor)
+ current_beta = max(1e-7, BETA_BOUND_REPULSION * annealing_factor)
+
+ # 3. Calculate and apply forces.
+ forces = np.zeros_like(centers)
+
+ # Inter-circle forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = (radii[i] + radii[j]) * 1.02
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_vec = direction * overlap * current_alpha
+ forces[i] += force_vec
+ forces[j] -= force_vec
+
+ # Boundary forces
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: forces[i, 0] += abs(x - r) * current_beta
+ if x + r > 1: forces[i, 0] -= abs(x + r - 1) * current_beta
+ if y - r < 0: forces[i, 1] += abs(y - r) * current_beta
+ if y + r > 1: forces[i, 1] -= abs(y + r - 1) * current_beta
+
+ # 4. Update centers and enforce hard boundaries.
+ centers += forces
+
+ # 5. Targeted Jiggle for smallest circles to escape local optima.
+ if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
+ current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
+ if current_jiggle_strength > 1e-5:
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # Perform a final, high-precision radius calculation.
+ radii = compute_max_radii(centers)
+ return centers, radii
+
+
+def compute_max_radii(centers):
+ """
+ Compute the maximum possible radii for each circle position using an
+ iterative relaxation method (Gauss-Seidel style). This is more robust
+ than single-pass scaling and typically converges quickly.
+
+ Args:
+ centers: np.array of shape (n, 2) with (x, y) coordinates
+
+ Returns:
+ np.array of shape (n) with radius of each circle
+ """
+ n = centers.shape[0]
+
+ # Initial guess: radii are limited by distance to boundaries.
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+
+ # Iteratively refine radii until they converge.
+ for _ in range(500): # High iteration count for convergence assurance.
+ previous_radii = np.copy(radii)
+
+ # Update each radius based on the current state of all others.
+ # This in-place update is a Gauss-Seidel style relaxation.
+ for i in range(n):
+ # 1. Boundary constraint
+ max_r = min(centers[i, 0], 1 - centers[i, 0], centers[i, 1], 1 - centers[i, 1])
+
+ # 2. Constraint from other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The max radius for i is dist(i,j) - radius(j).
+ # radii[j] might have been updated in this same loop if j < i.
+ max_r = min(max_r, dist - radii[j])
+
+ # Update radius for circle i, ensuring it's not negative.
+ radii[i] = max(0.0, max_r)
+
+ # Check for convergence after a full pass.
+ if np.allclose(radii, previous_radii, atol=1e-9):
+ break
+
+ return radii
+
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..c947963af33c7d28cfc565f8ad4fdcb0f6330a4a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/original.py
@@ -0,0 +1,134 @@
+# EVOLVE-BLOCK-START
+"""Constructor-based circle packing for n=26 circles"""
+
+import numpy as np
+
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative force-directed simulation. This approach dynamically optimizes
+ circle positions to find a dense packing, overcoming the limitations of
+ a fixed symmetric layout.
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Start with a perturbed grid, which is a good neutral starting point.
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ rng = np.random.default_rng(seed=42)
+ perturbation = spacing * 0.15
+ centers = grid_points[:n] + rng.uniform(-perturbation, perturbation, size=(n, 2))
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 8000
+ ALPHA_REPULSION = 0.007
+ BETA_BOUND_REPULSION = 0.03
+ ANNEALING_POWER = 1.5
+
+ # --- Simulation Loop ---
+ radii = np.zeros(n)
+ for iter_step in range(N_ITERATIONS):
+ # 1. Update radii greedily based on current positions.
+ radii = compute_max_radii(centers)
+
+ # 2. Anneal learning rates.
+ progress = iter_step / N_ITERATIONS
+ annealing_factor = (1.0 - progress)**ANNEALING_POWER
+ current_alpha = max(1e-7, ALPHA_REPULSION * annealing_factor)
+ current_beta = max(1e-7, BETA_BOUND_REPULSION * annealing_factor)
+
+ # 3. Calculate and apply forces.
+ forces = np.zeros_like(centers)
+
+ # Inter-circle forces
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ required_dist = (radii[i] + radii[j]) * 1.02
+
+ if dist < required_dist:
+ overlap = required_dist - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_vec = direction * overlap * current_alpha
+ forces[i] += force_vec
+ forces[j] -= force_vec
+
+ # Boundary forces
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: forces[i, 0] += abs(x - r) * current_beta
+ if x + r > 1: forces[i, 0] -= abs(x + r - 1) * current_beta
+ if y - r < 0: forces[i, 1] += abs(y - r) * current_beta
+ if y + r > 1: forces[i, 1] -= abs(y + r - 1) * current_beta
+
+ # 4. Update centers and enforce hard boundaries.
+ centers += forces
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # Perform a final, high-precision radius calculation.
+ radii = compute_max_radii(centers)
+ return centers, radii
+
+
+def compute_max_radii(centers):
+ """
+ Compute the maximum possible radii for each circle position using an
+ iterative relaxation method (Gauss-Seidel style). This is more robust
+ than single-pass scaling and typically converges quickly.
+
+ Args:
+ centers: np.array of shape (n, 2) with (x, y) coordinates
+
+ Returns:
+ np.array of shape (n) with radius of each circle
+ """
+ n = centers.shape[0]
+
+ # Initial guess: radii are limited by distance to boundaries.
+ radii = np.min([centers[:, 0], 1 - centers[:, 0], centers[:, 1], 1 - centers[:, 1]], axis=0)
+
+ # Iteratively refine radii until they converge.
+ for _ in range(500): # High iteration count for convergence assurance.
+ previous_radii = np.copy(radii)
+
+ # Update each radius based on the current state of all others.
+ # This in-place update is a Gauss-Seidel style relaxation.
+ for i in range(n):
+ # 1. Boundary constraint
+ max_r = min(centers[i, 0], 1 - centers[i, 0], centers[i, 1], 1 - centers[i, 1])
+
+ # 2. Constraint from other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The max radius for i is dist(i,j) - radius(j).
+ # radii[j] might have been updated in this same loop if j < i.
+ max_r = min(max_r, dist - radii[j])
+
+ # Update radius for circle i, ensuring it's not negative.
+ radii[i] = max(0.0, max_r)
+
+ # Check for convergence after a full pass.
+ if np.allclose(radii, previous_radii, atol=1e-9):
+ break
+
+ return radii
+
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..05e9ed25568e3c17661650d9ff96b5c252d7fc63
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_35/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_35/results
+Run 1/1 completed in 65.27 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_35/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_35/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_35/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_35/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9985735002798828
+ public: {'centers_str': ' centers[0] = (0.0764, 0.0646)\n centers[1] = (0.0393, 0.2662)\n centers[2] = (0.0618, 0.4377)\n centers[3] = (0.0353, 0.6049)\n centers[4] = (0.0638, 0.7524)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2724, 0.0376)\n centers[7] = (0.2249, 0.2214)\n centers[8] = (0.2107, 0.4001)\n centers[9] = (0.2235, 0.5817)\n centers[10] = (0.2357, 0.8163)\n centers[11] = (0.2685, 0.9464)\n centers[12] = (0.3947, 0.0533)\n centers[13] = (0.4482, 0.2067)\n centers[14] = (0.4092, 0.3969)\n centers[15] = (0.4653, 0.5807)\n centers[16] = (0.3967, 0.7538)\n centers[17] = (0.4143, 0.9222)\n centers[18] = (0.5600, 0.0745)\n centers[19] = (0.5601, 0.2927)\n centers[20] = (0.6083, 0.4498)\n centers[21] = (0.5831, 0.5642)\n centers[22] = (0.7089, 0.7824)\n centers[23] = (0.5860, 0.9869)\n centers[24] = (0.7195, 0.0077)\n centers[25] = (0.8137, 0.2400)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9985735002798828}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_35/results/packing_viz.png
+ execution_time_mean: 65.2696948419325
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..983a4d6a77b066591c6f4eda8fe60f7e38bc7fc8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9985735002798828,
+ "public": {
+ "centers_str": " centers[0] = (0.0764, 0.0646)\n centers[1] = (0.0393, 0.2662)\n centers[2] = (0.0618, 0.4377)\n centers[3] = (0.0353, 0.6049)\n centers[4] = (0.0638, 0.7524)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2724, 0.0376)\n centers[7] = (0.2249, 0.2214)\n centers[8] = (0.2107, 0.4001)\n centers[9] = (0.2235, 0.5817)\n centers[10] = (0.2357, 0.8163)\n centers[11] = (0.2685, 0.9464)\n centers[12] = (0.3947, 0.0533)\n centers[13] = (0.4482, 0.2067)\n centers[14] = (0.4092, 0.3969)\n centers[15] = (0.4653, 0.5807)\n centers[16] = (0.3967, 0.7538)\n centers[17] = (0.4143, 0.9222)\n centers[18] = (0.5600, 0.0745)\n centers[19] = (0.5601, 0.2927)\n centers[20] = (0.6083, 0.4498)\n centers[21] = (0.5831, 0.5642)\n centers[22] = (0.7089, 0.7824)\n centers[23] = (0.5860, 0.9869)\n centers[24] = (0.7195, 0.0077)\n centers[25] = (0.8137, 0.2400)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9985735002798828
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_35/results/packing_viz.png",
+ "execution_time_mean": 65.2696948419325,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..90690d400e20b15b73bfcb82913677d4ad5a7ed2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_35/search_replace.txt
@@ -0,0 +1,76 @@
+Based on my analysis of the visualization and the current algorithm's structure, I propose the following improvements. The current packing shows several very small, "trapped" circles, suggesting the optimization has settled into a local minimum. To address this, I am re-introducing a targeted "jiggling" mechanism, which has proven effective in previous generations. This mechanism will periodically apply a small, random displacement to the smallest circles, helping them escape their traps and allowing the global configuration to reorganize more effectively.
+
+To support this change and refine the optimization dynamics, I am also switching the learning rate schedule from a power-law decay to an exponential decay. This provides a faster initial cooling, which can help the system quickly settle into a promising basin of attraction, leaving more time for fine-tuning. The jiggling strength itself is also annealed along with the main forces, ensuring that these perturbations become more gentle over time and don't destabilize the final configuration.
+
+
+exponential_anneal_with_jiggle
+
+
+
+This edit introduces two synergistic improvements:
+1. **Exponential Annealing**: The annealing function is changed from `(1-progress)**1.5` to an exponential decay `exp(-3.0 * progress)`. This alters the optimization dynamics, providing a faster initial "cooling" of forces to lock in macro-structures, followed by a longer period of fine-tuning.
+2. **Targeted Annealed Jiggling**: Based on the visual feedback showing small, trapped circles, a periodic "jiggling" force is applied to the 4 smallest circles. This helps them escape local optima. The jiggle strength is also annealed using the new exponential factor, making it strong in the mid-game to explore possibilities but gentle towards the end to allow for convergence. I have also increased the number of iterations to allow these new dynamics to fully play out.
+
+
+
+<<<<<<< SEARCH
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 8000
+ ALPHA_REPULSION = 0.007
+ BETA_BOUND_REPULSION = 0.03
+ ANNEALING_POWER = 1.5
+
+ # --- Simulation Loop ---
+ radii = np.zeros(n)
+ for iter_step in range(N_ITERATIONS):
+ # 1. Update radii greedily based on current positions.
+ radii = compute_max_radii(centers)
+
+ # 2. Anneal learning rates.
+ progress = iter_step / N_ITERATIONS
+ annealing_factor = (1.0 - progress)**ANNEALING_POWER
+ current_alpha = max(1e-7, ALPHA_REPULSION * annealing_factor)
+ current_beta = max(1e-7, BETA_BOUND_REPULSION * annealing_factor)
+=======
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 9000
+ ALPHA_REPULSION = 0.007
+ BETA_BOUND_REPULSION = 0.03
+ ANNEALING_DECAY_COEFF = 3.0 # Switched to exponential annealing
+ JIGGLE_PERIOD = 100
+ JIGGLE_STRENGTH = 0.015
+ N_JIGGLE = 4
+ JIGGLE_START_ITER = 1000
+
+ # --- Simulation Loop ---
+ radii = np.zeros(n)
+ for iter_step in range(N_ITERATIONS):
+ # 1. Update radii greedily based on current positions.
+ radii = compute_max_radii(centers)
+
+ # 2. Anneal learning rates.
+ progress = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress)
+ current_alpha = max(1e-7, ALPHA_REPULSION * annealing_factor)
+ current_beta = max(1e-7, BETA_BOUND_REPULSION * annealing_factor)
+>>>>>>> REPLACE
+<<<<<<< SEARCH
+ # 4. Update centers and enforce hard boundaries.
+ centers += forces
+ centers = np.clip(centers, 0.0, 1.0)
+=======
+ # 4. Update centers and enforce hard boundaries.
+ centers += forces
+
+ # 5. Targeted Jiggle for smallest circles to escape local optima.
+ if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
+ current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
+ if current_jiggle_strength > 1e-5:
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6fd815f5edf042bb45c31f2e0bfc2d0672e2c328
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..05aebe253a043946fcadb4957eb2cbc7146c8367
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_36/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_36/results
+Run 1/1 completed in 58.15 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_36/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_36/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_36/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_36/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.8473895922385135
+ public: {'centers_str': ' centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2475, 0.2342)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.4029, 0.4249)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4080, 0.7435)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5648, 0.0821)\n centers[19] = (0.5638, 0.2526)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5788, 0.5820)\n centers[22] = (0.5963, 0.7737)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7541, 0.0753)\n centers[25] = (0.7350, 0.2254)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.8473895922385135}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_36/results/packing_viz.png
+ execution_time_mean: 58.14517430542037
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c76bcee75ac098e7f1ac4f806089f40f89c44ab1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_36/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.8473895922385135,
+ "public": {
+ "centers_str": " centers[0] = (0.0970, 0.0803)\n centers[1] = (0.1013, 0.2599)\n centers[2] = (0.0630, 0.4404)\n centers[3] = (0.0964, 0.5976)\n centers[4] = (0.0647, 0.7475)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2572, 0.0995)\n centers[7] = (0.2475, 0.2342)\n centers[8] = (0.2527, 0.3949)\n centers[9] = (0.2664, 0.5899)\n centers[10] = (0.2629, 0.7427)\n centers[11] = (0.2735, 0.9363)\n centers[12] = (0.4306, 0.0681)\n centers[13] = (0.4150, 0.2272)\n centers[14] = (0.4029, 0.4249)\n centers[15] = (0.4289, 0.6067)\n centers[16] = (0.4080, 0.7435)\n centers[17] = (0.4151, 0.9011)\n centers[18] = (0.5648, 0.0821)\n centers[19] = (0.5638, 0.2526)\n centers[20] = (0.5802, 0.4333)\n centers[21] = (0.5788, 0.5820)\n centers[22] = (0.5963, 0.7737)\n centers[23] = (0.5777, 0.9061)\n centers[24] = (0.7541, 0.0753)\n centers[25] = (0.7350, 0.2254)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.8473895922385135
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_36/results/packing_viz.png",
+ "execution_time_mean": 58.14517430542037,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c290b42acd5f4a575cb8e67761d28df8ba677fbd
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb5557e5343f60428c98ccf8acff5166ff2ac083
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "operands could not be broadcast together with shapes (26,2) (26,) (26,2) "
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..0f27a31643ae2eb4f0201a9b99cae3c84f45522f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_37/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_37/results
+Evaluation error: operands could not be broadcast together with shapes (26,2) (26,) (26,2)
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_37/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_37/results/metrics.json
+Evaluation or Validation failed: operands could not be broadcast together with shapes (26,2) (26,) (26,2)
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_37/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..eb0b147d0219971c7fdcd44dcae5ed2eaa974a07
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a128aa109ec14e98071db45ff009404b17cd65ef
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_38/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_38/results
+Run 1/1 completed in 84.73 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_38/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_38/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_38/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_38/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9388215339293664
+ public: {'centers_str': ' centers[0] = (0.0591, 0.0447)\n centers[1] = (0.0300, 0.2820)\n centers[2] = (0.0584, 0.4380)\n centers[3] = (0.0396, 0.6144)\n centers[4] = (0.0402, 0.7397)\n centers[5] = (0.0483, 0.9604)\n centers[6] = (0.3010, 0.0374)\n centers[7] = (0.1896, 0.1863)\n centers[8] = (0.1951, 0.4125)\n centers[9] = (0.2268, 0.5952)\n centers[10] = (0.1935, 0.8454)\n centers[11] = (0.2766, 0.9796)\n centers[12] = (0.4222, 0.0138)\n centers[13] = (0.4751, 0.1728)\n centers[14] = (0.3890, 0.4107)\n centers[15] = (0.4126, 0.5800)\n centers[16] = (0.4538, 0.7602)\n centers[17] = (0.4102, 0.9419)\n centers[18] = (0.5775, 0.0397)\n centers[19] = (0.5630, 0.3335)\n centers[20] = (0.5960, 0.3874)\n centers[21] = (0.6316, 0.5386)\n centers[22] = (0.7437, 0.8389)\n centers[23] = (0.5186, 0.9602)\n centers[24] = (0.7423, 0.0397)\n centers[25] = (0.8222, 0.2467)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9388215339293664}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_38/results/packing_viz.png
+ execution_time_mean: 84.73431460000575
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..98b3eea03fb3e4ae5e6ce9d03700dca994f6cad1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_38/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9388215339293664,
+ "public": {
+ "centers_str": " centers[0] = (0.0591, 0.0447)\n centers[1] = (0.0300, 0.2820)\n centers[2] = (0.0584, 0.4380)\n centers[3] = (0.0396, 0.6144)\n centers[4] = (0.0402, 0.7397)\n centers[5] = (0.0483, 0.9604)\n centers[6] = (0.3010, 0.0374)\n centers[7] = (0.1896, 0.1863)\n centers[8] = (0.1951, 0.4125)\n centers[9] = (0.2268, 0.5952)\n centers[10] = (0.1935, 0.8454)\n centers[11] = (0.2766, 0.9796)\n centers[12] = (0.4222, 0.0138)\n centers[13] = (0.4751, 0.1728)\n centers[14] = (0.3890, 0.4107)\n centers[15] = (0.4126, 0.5800)\n centers[16] = (0.4538, 0.7602)\n centers[17] = (0.4102, 0.9419)\n centers[18] = (0.5775, 0.0397)\n centers[19] = (0.5630, 0.3335)\n centers[20] = (0.5960, 0.3874)\n centers[21] = (0.6316, 0.5386)\n centers[22] = (0.7437, 0.8389)\n centers[23] = (0.5186, 0.9602)\n centers[24] = (0.7423, 0.0397)\n centers[25] = (0.8222, 0.2467)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9388215339293664
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_38/results/packing_viz.png",
+ "execution_time_mean": 84.73431460000575,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..67a50bfacd6f61dd455c4b0c51e6b14b0fe2e388
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..72ee061cde07e867b12579c60bdc85ab8d8f0654
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_39/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_39/results
+Run 1/1 completed in 38.06 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_39/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_39/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_39/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_39/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.1430625693855734
+ public: {'centers_str': ' centers[0] = (0.0893, 0.0753)\n centers[1] = (0.0673, 0.2650)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0739, 0.6018)\n centers[4] = (0.0473, 0.7511)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2668, 0.0644)\n centers[7] = (0.1939, 0.1893)\n centers[8] = (0.2081, 0.3722)\n centers[9] = (0.2634, 0.5847)\n centers[10] = (0.2047, 0.8090)\n centers[11] = (0.2647, 0.9594)\n centers[12] = (0.4151, 0.0535)\n centers[13] = (0.3899, 0.2067)\n centers[14] = (0.4120, 0.4267)\n centers[15] = (0.4496, 0.5973)\n centers[16] = (0.4034, 0.7482)\n centers[17] = (0.4120, 0.9186)\n centers[18] = (0.5615, 0.0856)\n centers[19] = (0.5672, 0.2638)\n centers[20] = (0.6039, 0.4161)\n centers[21] = (0.5582, 0.5464)\n centers[22] = (0.7154, 0.7790)\n centers[23] = (0.5380, 0.9880)\n centers[24] = (0.6969, 0.0456)\n centers[25] = (0.8193, 0.2472)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.1430625693855734}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_39/results/packing_viz.png
+ execution_time_mean: 38.06298550032079
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..92655e586ad86d78953ef1af88c90ce408860b88
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_39/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.1430625693855734,
+ "public": {
+ "centers_str": " centers[0] = (0.0893, 0.0753)\n centers[1] = (0.0673, 0.2650)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0739, 0.6018)\n centers[4] = (0.0473, 0.7511)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2668, 0.0644)\n centers[7] = (0.1939, 0.1893)\n centers[8] = (0.2081, 0.3722)\n centers[9] = (0.2634, 0.5847)\n centers[10] = (0.2047, 0.8090)\n centers[11] = (0.2647, 0.9594)\n centers[12] = (0.4151, 0.0535)\n centers[13] = (0.3899, 0.2067)\n centers[14] = (0.4120, 0.4267)\n centers[15] = (0.4496, 0.5973)\n centers[16] = (0.4034, 0.7482)\n centers[17] = (0.4120, 0.9186)\n centers[18] = (0.5615, 0.0856)\n centers[19] = (0.5672, 0.2638)\n centers[20] = (0.6039, 0.4161)\n centers[21] = (0.5582, 0.5464)\n centers[22] = (0.7154, 0.7790)\n centers[23] = (0.5380, 0.9880)\n centers[24] = (0.6969, 0.0456)\n centers[25] = (0.8193, 0.2472)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.1430625693855734
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_39/results/packing_viz.png",
+ "execution_time_mean": 38.06298550032079,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..04e4383a9db8c563b78f7c1fe3930040eaf371d1
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..43dd7a5c5ade3455972768758dcf3b6e9b3362ec
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_4/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_4/results
+Run 1/1 completed in 35.96 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_4/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_4/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_4/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_4/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.12547675884948306
+ public: {'centers_str': ' centers[0] = (0.5264, 0.5366)\n centers[1] = (0.5026, 0.4753)\n centers[2] = (0.5219, 0.5097)\n centers[3] = (0.4832, 0.4995)\n centers[4] = (0.5324, 0.5319)\n centers[5] = (0.5086, 0.5080)\n centers[6] = (0.4908, 0.4731)\n centers[7] = (0.5392, 0.4650)\n centers[8] = (0.4715, 0.5275)\n centers[9] = (0.4990, 0.4929)\n centers[10] = (0.5029, 0.5002)\n centers[11] = (0.5059, 0.5299)\n centers[12] = (0.4879, 0.4902)\n centers[13] = (0.4623, 0.4632)\n centers[14] = (0.4933, 0.4728)\n centers[15] = (0.5207, 0.5345)\n centers[16] = (0.5248, 0.4929)\n centers[17] = (0.4933, 0.5052)\n centers[18] = (0.4837, 0.5100)\n centers[19] = (0.5348, 0.5266)\n centers[20] = (0.4987, 0.4804)\n centers[21] = (0.5252, 0.4655)\n centers[22] = (0.5037, 0.5220)\n centers[23] = (0.4778, 0.4695)\n centers[24] = (0.4811, 0.5235)\n centers[25] = (0.4676, 0.4898)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.12547675884948306}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_4/results/packing_viz.png
+ execution_time_mean: 35.9570341957733
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..196b8ccefb43fc06792e97e72b60a5c34338ac97
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.12547675884948306,
+ "public": {
+ "centers_str": " centers[0] = (0.5264, 0.5366)\n centers[1] = (0.5026, 0.4753)\n centers[2] = (0.5219, 0.5097)\n centers[3] = (0.4832, 0.4995)\n centers[4] = (0.5324, 0.5319)\n centers[5] = (0.5086, 0.5080)\n centers[6] = (0.4908, 0.4731)\n centers[7] = (0.5392, 0.4650)\n centers[8] = (0.4715, 0.5275)\n centers[9] = (0.4990, 0.4929)\n centers[10] = (0.5029, 0.5002)\n centers[11] = (0.5059, 0.5299)\n centers[12] = (0.4879, 0.4902)\n centers[13] = (0.4623, 0.4632)\n centers[14] = (0.4933, 0.4728)\n centers[15] = (0.5207, 0.5345)\n centers[16] = (0.5248, 0.4929)\n centers[17] = (0.4933, 0.5052)\n centers[18] = (0.4837, 0.5100)\n centers[19] = (0.5348, 0.5266)\n centers[20] = (0.4987, 0.4804)\n centers[21] = (0.5252, 0.4655)\n centers[22] = (0.5037, 0.5220)\n centers[23] = (0.4778, 0.4695)\n centers[24] = (0.4811, 0.5235)\n centers[25] = (0.4676, 0.4898)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.12547675884948306
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_4/results/packing_viz.png",
+ "execution_time_mean": 35.9570341957733,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/packing_viz.png b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/packing_viz.png
new file mode 100644
index 0000000000000000000000000000000000000000..e06f1fa0576d4f284bbb550377350532fb12fe26
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_4/results/packing_viz.png differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..992ec9c3ce8795ac6661915c5eb096d50009246c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..ed29a135661af049b89b7a8d321d69695abcf269
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/edit.diff
@@ -0,0 +1,173 @@
+--- a/original.py
++++ b/original.py
+@@ -1,152 +1,157 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+ def construct_packing():
+ """
+ Constructs a circle packing using a force-directed simulation with
+ adaptive boundary forces and targeted periodic jiggling to escape local optima.
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ rng = np.random.default_rng(seed=42)
+ perturbation_strength = spacing * 0.2
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+- N_ITERATIONS = 7000 # Increased iterations for new mechanics to settle
++ N_ITERATIONS = 9000 # More iterations for finer annealing
+ ALPHA_REPULSION = 0.01 # Base repulsion force between circles
+ BETA_BOUND_REPULSION_BASE = 0.02 # Base for adaptive boundary force
++ ANNEALING_DECAY_COEFF = 4.0 # Exponential annealing for controlled cooling
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+- JIGGLE_STRENGTH = 0.03 # How far to move the jiggled circles
+- N_JIGGLE = 3 # Number of smallest circles to jiggle
++ JIGGLE_STRENGTH = 0.03 # Initial strength, will be annealed
++ N_JIGGLE = 4 # Number of smallest circles to jiggle
++ JIGGLE_START_ITER = 1500 # Defer jiggling until basic structure forms
+
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop ---
+ for iter_step in range(N_ITERATIONS):
++ # Exponential annealing for all forces and jiggling
+ progress_ratio = iter_step / N_ITERATIONS
+- current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+- if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
++ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
++ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
++ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+
+ forces = np.zeros_like(centers)
+
+ # Determine max radius for adaptive force calculation. Add epsilon for stability.
+ max_r = np.max(radii) if np.max(radii) > 1e-6 else 1.0
+
+ for i in range(n):
+ # Inter-circle repulsion force
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # --- Adaptive Boundary Repulsion (Novel) ---
+ # Force is weaker for larger circles, allowing them to hug the edges.
+ radius_ratio = radii[i] / (max_r + 1e-9) # Add epsilon to avoid division by zero
+- annealing_factor = (1.0 - progress_ratio)
+ # The (1 - radius_ratio**2) term makes force weaker for large radii, encouraging them to stay near boundaries
+ adaptive_beta = BETA_BOUND_REPULSION_BASE * (1.0 - radius_ratio**2) * annealing_factor
+- if adaptive_beta < 1e-6: adaptive_beta = 1e-6
++ if adaptive_beta < 1e-7: adaptive_beta = 1e-7
+
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += adaptive_beta * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= adaptive_beta * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += adaptive_beta * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= adaptive_beta * ((centers[i, 1] + radii[i]) - 1)
+
+ centers += forces
+
+- # --- Targeted Jiggle (Novel) ---
++ # --- Targeted & Annealed Jiggle (Improved) ---
+ # Periodically jiggle the smallest circles to help them escape traps
+- if iter_step > 200 and iter_step % JIGGLE_PERIOD == 0:
+- smallest_indices = np.argsort(radii)[:N_JIGGLE]
+- for idx in smallest_indices:
+- displacement = rng.uniform(-JIGGLE_STRENGTH, JIGGLE_STRENGTH, 2)
+- centers[idx] += displacement
++ if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
++ current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
++ if current_jiggle_strength > 1e-5:
++ smallest_indices = np.argsort(radii)[:N_JIGGLE]
++ for idx in smallest_indices:
++ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
++ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement ---
+ for _ in range(10):
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..c2e96a6072717e9fd98c7fef0246e770ea663ff6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/main.py
@@ -0,0 +1,157 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a force-directed simulation with
+ adaptive boundary forces and targeted periodic jiggling to escape local optima.
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ rng = np.random.default_rng(seed=42)
+ perturbation_strength = spacing * 0.2
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 9000 # More iterations for finer annealing
+ ALPHA_REPULSION = 0.01 # Base repulsion force between circles
+ BETA_BOUND_REPULSION_BASE = 0.02 # Base for adaptive boundary force
+ ANNEALING_DECAY_COEFF = 4.0 # Exponential annealing for controlled cooling
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+ JIGGLE_STRENGTH = 0.03 # Initial strength, will be annealed
+ N_JIGGLE = 4 # Number of smallest circles to jiggle
+ JIGGLE_START_ITER = 1500 # Defer jiggling until basic structure forms
+
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential annealing for all forces and jiggling
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+
+ forces = np.zeros_like(centers)
+
+ # Determine max radius for adaptive force calculation. Add epsilon for stability.
+ max_r = np.max(radii) if np.max(radii) > 1e-6 else 1.0
+
+ for i in range(n):
+ # Inter-circle repulsion force
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # --- Adaptive Boundary Repulsion (Novel) ---
+ # Force is weaker for larger circles, allowing them to hug the edges.
+ radius_ratio = radii[i] / (max_r + 1e-9) # Add epsilon to avoid division by zero
+ # The (1 - radius_ratio**2) term makes force weaker for large radii, encouraging them to stay near boundaries
+ adaptive_beta = BETA_BOUND_REPULSION_BASE * (1.0 - radius_ratio**2) * annealing_factor
+ if adaptive_beta < 1e-7: adaptive_beta = 1e-7
+
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += adaptive_beta * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= adaptive_beta * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += adaptive_beta * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= adaptive_beta * ((centers[i, 1] + radii[i]) - 1)
+
+ centers += forces
+
+ # --- Targeted & Annealed Jiggle (Improved) ---
+ # Periodically jiggle the smallest circles to help them escape traps
+ if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
+ current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
+ if current_jiggle_strength > 1e-5:
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement ---
+ for _ in range(10):
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..3f05dd35e1a8db0d83b3b3d02917a7a24287b5d1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/original.py
@@ -0,0 +1,152 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a force-directed simulation with
+ adaptive boundary forces and targeted periodic jiggling to escape local optima.
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ rng = np.random.default_rng(seed=42)
+ perturbation_strength = spacing * 0.2
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 7000 # Increased iterations for new mechanics to settle
+ ALPHA_REPULSION = 0.01 # Base repulsion force between circles
+ BETA_BOUND_REPULSION_BASE = 0.02 # Base for adaptive boundary force
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+ JIGGLE_STRENGTH = 0.03 # How far to move the jiggled circles
+ N_JIGGLE = 3 # Number of smallest circles to jiggle
+
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop ---
+ for iter_step in range(N_ITERATIONS):
+ progress_ratio = iter_step / N_ITERATIONS
+ current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+
+ forces = np.zeros_like(centers)
+
+ # Determine max radius for adaptive force calculation. Add epsilon for stability.
+ max_r = np.max(radii) if np.max(radii) > 1e-6 else 1.0
+
+ for i in range(n):
+ # Inter-circle repulsion force
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # --- Adaptive Boundary Repulsion (Novel) ---
+ # Force is weaker for larger circles, allowing them to hug the edges.
+ radius_ratio = radii[i] / (max_r + 1e-9) # Add epsilon to avoid division by zero
+ annealing_factor = (1.0 - progress_ratio)
+ # The (1 - radius_ratio**2) term makes force weaker for large radii, encouraging them to stay near boundaries
+ adaptive_beta = BETA_BOUND_REPULSION_BASE * (1.0 - radius_ratio**2) * annealing_factor
+ if adaptive_beta < 1e-6: adaptive_beta = 1e-6
+
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += adaptive_beta * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= adaptive_beta * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += adaptive_beta * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= adaptive_beta * ((centers[i, 1] + radii[i]) - 1)
+
+ centers += forces
+
+ # --- Targeted Jiggle (Novel) ---
+ # Periodically jiggle the smallest circles to help them escape traps
+ if iter_step > 200 and iter_step % JIGGLE_PERIOD == 0:
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-JIGGLE_STRENGTH, JIGGLE_STRENGTH, 2)
+ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement ---
+ for _ in range(10):
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ac5e94f3401290325f81cd5ae45d80d242c97100
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_40/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_40/results
+Run 1/1 completed in 52.29 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_40/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_40/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_40/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_40/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.143133448331026
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0696, 0.2621)\n centers[2] = (0.0517, 0.4501)\n centers[3] = (0.0822, 0.6012)\n centers[4] = (0.0079, 0.8109)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2713, 0.0633)\n centers[7] = (0.2159, 0.2036)\n centers[8] = (0.1873, 0.3847)\n centers[9] = (0.2625, 0.5665)\n centers[10] = (0.2027, 0.7926)\n centers[11] = (0.2244, 0.9622)\n centers[12] = (0.4269, 0.0472)\n centers[13] = (0.4064, 0.1982)\n centers[14] = (0.3912, 0.4072)\n centers[15] = (0.4484, 0.5918)\n centers[16] = (0.4268, 0.7641)\n centers[17] = (0.4030, 0.9255)\n centers[18] = (0.5688, 0.0834)\n centers[19] = (0.5719, 0.2566)\n centers[20] = (0.6170, 0.4455)\n centers[21] = (0.5659, 0.5878)\n centers[22] = (0.7444, 0.7753)\n centers[23] = (0.5268, 0.9510)\n centers[24] = (0.7686, 0.0209)\n centers[25] = (0.8223, 0.2211)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.143133448331026}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_40/results/packing_viz.png
+ execution_time_mean: 52.28625040221959
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f9083c4a2cdcb99631e1bbf0d242deeaba82d32
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.143133448331026,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0696, 0.2621)\n centers[2] = (0.0517, 0.4501)\n centers[3] = (0.0822, 0.6012)\n centers[4] = (0.0079, 0.8109)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2713, 0.0633)\n centers[7] = (0.2159, 0.2036)\n centers[8] = (0.1873, 0.3847)\n centers[9] = (0.2625, 0.5665)\n centers[10] = (0.2027, 0.7926)\n centers[11] = (0.2244, 0.9622)\n centers[12] = (0.4269, 0.0472)\n centers[13] = (0.4064, 0.1982)\n centers[14] = (0.3912, 0.4072)\n centers[15] = (0.4484, 0.5918)\n centers[16] = (0.4268, 0.7641)\n centers[17] = (0.4030, 0.9255)\n centers[18] = (0.5688, 0.0834)\n centers[19] = (0.5719, 0.2566)\n centers[20] = (0.6170, 0.4455)\n centers[21] = (0.5659, 0.5878)\n centers[22] = (0.7444, 0.7753)\n centers[23] = (0.5268, 0.9510)\n centers[24] = (0.7686, 0.0209)\n centers[25] = (0.8223, 0.2211)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.143133448331026
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_40/results/packing_viz.png",
+ "execution_time_mean": 52.28625040221959,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3e068bdf94eadca9def8b1758900179da9d01254
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_40/search_replace.txt
@@ -0,0 +1,162 @@
+Excellent analysis. The current packing is suboptimal, with a large circle in the top-right corner creating inefficiencies and significant unused space in the bottom-right quadrant. The tiny circles indicate the system is trapped in local minima. My proposed changes aim to improve the optimization dynamics by implementing a more robust annealing schedule.
+
+
+exponential_annealing_and_jiggle
+
+
+
+This change introduces several improvements to the optimization process, focusing on better convergence and escaping local optima, inspired by simulated annealing best practices.
+
+1. **Exponential Annealing:** Replaces the current linear decay of forces with an exponential decay (`exp(-c*t)`). This allows for strong initial exploration to find a good basin of attraction, followed by a much longer and finer-grained "cooling" period for the system to settle into a high-quality local minimum. A decay coefficient `ANNEALING_DECAY_COEFF = 4.0` is introduced.
+
+2. **Annealed Jiggling:** The jiggling mechanism, which perturbs small circles, is improved by making its strength dependent on the main annealing schedule. The `JIGGLE_STRENGTH` now represents an *initial* strength that decays over time. This prevents large, destabilizing "kicks" late in the simulation while still allowing for aggressive exploration early on.
+
+3. **Parameter Tuning:**
+ * `N_ITERATIONS` is increased to 9000 to accommodate the longer settling phase of exponential annealing.
+ * `N_JIGGLE` is increased from 3 to 4 to slightly increase the exploratory power of the jiggle.
+ * `JIGGLE_START_ITER` is introduced to delay the start of jiggling to iteration 1500, allowing the system to establish a coarse structure before being perturbed. This prevents chaotic behavior at the very beginning.
+
+Visually, the current packing has a large circle pinning others and creating unused space. These changes are designed to give the system more time and a more intelligent "shake" to rearrange into a more globally efficient, lattice-like structure, thereby increasing the total sum of radii.
+
+
+
+<<<<<<< SEARCH
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 7000 # Increased iterations for new mechanics to settle
+ ALPHA_REPULSION = 0.01 # Base repulsion force between circles
+ BETA_BOUND_REPULSION_BASE = 0.02 # Base for adaptive boundary force
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+ JIGGLE_STRENGTH = 0.03 # How far to move the jiggled circles
+ N_JIGGLE = 3 # Number of smallest circles to jiggle
+=======
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 9000 # More iterations for finer annealing
+ ALPHA_REPULSION = 0.01 # Base repulsion force between circles
+ BETA_BOUND_REPULSION_BASE = 0.02 # Base for adaptive boundary force
+ ANNEALING_DECAY_COEFF = 4.0 # Exponential annealing for controlled cooling
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+ JIGGLE_STRENGTH = 0.03 # Initial strength, will be annealed
+ N_JIGGLE = 4 # Number of smallest circles to jiggle
+ JIGGLE_START_ITER = 1500 # Defer jiggling until basic structure forms
+>>>>>>> REPLACE
+
+
+<<<<<<< SEARCH
+ # --- Iterative Optimization Loop ---
+ for iter_step in range(N_ITERATIONS):
+ progress_ratio = iter_step / N_ITERATIONS
+ current_alpha_repulsion = ALPHA_REPULSION * (1.0 - progress_ratio)
+ if current_alpha_repulsion < 1e-6: current_alpha_repulsion = 1e-6
+
+ forces = np.zeros_like(centers)
+
+ # Determine max radius for adaptive force calculation. Add epsilon for stability.
+ max_r = np.max(radii) if np.max(radii) > 1e-6 else 1.0
+
+ for i in range(n):
+ # Inter-circle repulsion force
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # --- Adaptive Boundary Repulsion (Novel) ---
+ # Force is weaker for larger circles, allowing them to hug the edges.
+ radius_ratio = radii[i] / (max_r + 1e-9) # Add epsilon to avoid division by zero
+ annealing_factor = (1.0 - progress_ratio)
+ # The (1 - radius_ratio**2) term makes force weaker for large radii, encouraging them to stay near boundaries
+ adaptive_beta = BETA_BOUND_REPULSION_BASE * (1.0 - radius_ratio**2) * annealing_factor
+ if adaptive_beta < 1e-6: adaptive_beta = 1e-6
+
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += adaptive_beta * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= adaptive_beta * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += adaptive_beta * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= adaptive_beta * ((centers[i, 1] + radii[i]) - 1)
+
+ centers += forces
+
+ # --- Targeted Jiggle (Novel) ---
+ # Periodically jiggle the smallest circles to help them escape traps
+ if iter_step > 200 and iter_step % JIGGLE_PERIOD == 0:
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-JIGGLE_STRENGTH, JIGGLE_STRENGTH, 2)
+ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+=======
+ # --- Iterative Optimization Loop ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential annealing for all forces and jiggling
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+
+ forces = np.zeros_like(centers)
+
+ # Determine max radius for adaptive force calculation. Add epsilon for stability.
+ max_r = np.max(radii) if np.max(radii) > 1e-6 else 1.0
+
+ for i in range(n):
+ # Inter-circle repulsion force
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # --- Adaptive Boundary Repulsion (Novel) ---
+ # Force is weaker for larger circles, allowing them to hug the edges.
+ radius_ratio = radii[i] / (max_r + 1e-9) # Add epsilon to avoid division by zero
+ # The (1 - radius_ratio**2) term makes force weaker for large radii, encouraging them to stay near boundaries
+ adaptive_beta = BETA_BOUND_REPULSION_BASE * (1.0 - radius_ratio**2) * annealing_factor
+ if adaptive_beta < 1e-7: adaptive_beta = 1e-7
+
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += adaptive_beta * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= adaptive_beta * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += adaptive_beta * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= adaptive_beta * ((centers[i, 1] + radii[i]) - 1)
+
+ centers += forces
+
+ # --- Targeted & Annealed Jiggle (Improved) ---
+ # Periodically jiggle the smallest circles to help them escape traps
+ if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
+ current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
+ if current_jiggle_strength > 1e-5:
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..178852108a4d818a0586a8e81ae7154b7754811c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7a2cfa1d05f72ac45440b81838216e6e3a52c1cd
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_42/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_42/results
+Run 1/1 completed in 52.38 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_42/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_42/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_42/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_42/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.143133448331026
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0696, 0.2621)\n centers[2] = (0.0517, 0.4501)\n centers[3] = (0.0822, 0.6012)\n centers[4] = (0.0079, 0.8109)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2713, 0.0633)\n centers[7] = (0.2159, 0.2036)\n centers[8] = (0.1873, 0.3847)\n centers[9] = (0.2625, 0.5665)\n centers[10] = (0.2027, 0.7926)\n centers[11] = (0.2244, 0.9622)\n centers[12] = (0.4269, 0.0472)\n centers[13] = (0.4064, 0.1982)\n centers[14] = (0.3912, 0.4072)\n centers[15] = (0.4484, 0.5918)\n centers[16] = (0.4268, 0.7641)\n centers[17] = (0.4030, 0.9255)\n centers[18] = (0.5688, 0.0834)\n centers[19] = (0.5719, 0.2566)\n centers[20] = (0.6170, 0.4455)\n centers[21] = (0.5659, 0.5878)\n centers[22] = (0.7444, 0.7753)\n centers[23] = (0.5268, 0.9510)\n centers[24] = (0.7686, 0.0209)\n centers[25] = (0.8223, 0.2211)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.143133448331026}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_42/results/packing_viz.png
+ execution_time_mean: 52.37979131983593
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..141adc380025e81dc236a9089a8815af1b0c33fc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_42/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.143133448331026,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0696, 0.2621)\n centers[2] = (0.0517, 0.4501)\n centers[3] = (0.0822, 0.6012)\n centers[4] = (0.0079, 0.8109)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2713, 0.0633)\n centers[7] = (0.2159, 0.2036)\n centers[8] = (0.1873, 0.3847)\n centers[9] = (0.2625, 0.5665)\n centers[10] = (0.2027, 0.7926)\n centers[11] = (0.2244, 0.9622)\n centers[12] = (0.4269, 0.0472)\n centers[13] = (0.4064, 0.1982)\n centers[14] = (0.3912, 0.4072)\n centers[15] = (0.4484, 0.5918)\n centers[16] = (0.4268, 0.7641)\n centers[17] = (0.4030, 0.9255)\n centers[18] = (0.5688, 0.0834)\n centers[19] = (0.5719, 0.2566)\n centers[20] = (0.6170, 0.4455)\n centers[21] = (0.5659, 0.5878)\n centers[22] = (0.7444, 0.7753)\n centers[23] = (0.5268, 0.9510)\n centers[24] = (0.7686, 0.0209)\n centers[25] = (0.8223, 0.2211)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.143133448331026
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_42/results/packing_viz.png",
+ "execution_time_mean": 52.37979131983593,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..220008868bde4a201e89df26e1b93cd5b1040d29
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..f4c79bf92c8e82b4267a7012a26c5fca654edab9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_43/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_43/results
+Run 1/1 completed in 44.50 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_43/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_43/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_43/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_43/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9898678842404651
+ public: {'centers_str': ' centers[0] = (0.0623, 0.0469)\n centers[1] = (0.0485, 0.2719)\n centers[2] = (0.0347, 0.4567)\n centers[3] = (0.0417, 0.6040)\n centers[4] = (0.0353, 0.7551)\n centers[5] = (0.0572, 0.9940)\n centers[6] = (0.2860, 0.0348)\n centers[7] = (0.1897, 0.1654)\n centers[8] = (0.1438, 0.3835)\n centers[9] = (0.2324, 0.6121)\n centers[10] = (0.1624, 0.8763)\n centers[11] = (0.2330, 0.9986)\n centers[12] = (0.4438, 0.0073)\n centers[13] = (0.4109, 0.1137)\n centers[14] = (0.3889, 0.3603)\n centers[15] = (0.4726, 0.5844)\n centers[16] = (0.4387, 0.8148)\n centers[17] = (0.4008, 0.9774)\n centers[18] = (0.5668, 0.0491)\n centers[19] = (0.6031, 0.2089)\n centers[20] = (0.6953, 0.4651)\n centers[21] = (0.5951, 0.6387)\n centers[22] = (0.7721, 0.8079)\n centers[23] = (0.5429, 0.9646)\n centers[24] = (0.7326, 0.0034)\n centers[25] = (0.8590, 0.1988)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9898678842404651}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_43/results/packing_viz.png
+ execution_time_mean: 44.5032918532379
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..efb7b3000f54036137685c1881a7cca5ab9476f0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_43/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9898678842404651,
+ "public": {
+ "centers_str": " centers[0] = (0.0623, 0.0469)\n centers[1] = (0.0485, 0.2719)\n centers[2] = (0.0347, 0.4567)\n centers[3] = (0.0417, 0.6040)\n centers[4] = (0.0353, 0.7551)\n centers[5] = (0.0572, 0.9940)\n centers[6] = (0.2860, 0.0348)\n centers[7] = (0.1897, 0.1654)\n centers[8] = (0.1438, 0.3835)\n centers[9] = (0.2324, 0.6121)\n centers[10] = (0.1624, 0.8763)\n centers[11] = (0.2330, 0.9986)\n centers[12] = (0.4438, 0.0073)\n centers[13] = (0.4109, 0.1137)\n centers[14] = (0.3889, 0.3603)\n centers[15] = (0.4726, 0.5844)\n centers[16] = (0.4387, 0.8148)\n centers[17] = (0.4008, 0.9774)\n centers[18] = (0.5668, 0.0491)\n centers[19] = (0.6031, 0.2089)\n centers[20] = (0.6953, 0.4651)\n centers[21] = (0.5951, 0.6387)\n centers[22] = (0.7721, 0.8079)\n centers[23] = (0.5429, 0.9646)\n centers[24] = (0.7326, 0.0034)\n centers[25] = (0.8590, 0.1988)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9898678842404651
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_43/results/packing_viz.png",
+ "execution_time_mean": 44.5032918532379,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..86d99a9741b60a9dd88bbb9d6ab39a02c13ab0d1
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4006f0658bfeaf5215013e28764a9623d0b2f1b9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_45/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_45/results
+Run 1/1 completed in 44.71 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_45/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_45/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_45/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_45/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0995896963821314
+ public: {'centers_str': ' centers[0] = (0.0838, 0.0685)\n centers[1] = (0.0590, 0.2644)\n centers[2] = (0.0461, 0.4518)\n centers[3] = (0.0751, 0.5987)\n centers[4] = (0.0396, 0.7398)\n centers[5] = (0.0599, 0.9605)\n centers[6] = (0.2760, 0.0520)\n centers[7] = (0.2049, 0.1912)\n centers[8] = (0.1759, 0.3898)\n centers[9] = (0.2666, 0.5830)\n centers[10] = (0.2013, 0.8379)\n centers[11] = (0.3171, 0.9900)\n centers[12] = (0.4266, 0.0449)\n centers[13] = (0.4104, 0.1914)\n centers[14] = (0.3885, 0.3979)\n centers[15] = (0.4235, 0.5656)\n centers[16] = (0.4368, 0.7544)\n centers[17] = (0.4217, 0.9272)\n centers[18] = (0.5638, 0.0748)\n centers[19] = (0.5894, 0.2293)\n centers[20] = (0.6399, 0.4572)\n centers[21] = (0.4532, 0.6270)\n centers[22] = (0.7570, 0.7954)\n centers[23] = (0.5547, 0.9650)\n centers[24] = (0.6846, 0.0405)\n centers[25] = (0.8353, 0.2052)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0995896963821314}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_45/results/packing_viz.png
+ execution_time_mean: 44.71084874821827
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..31a74f569dc48d11e91b84aca8c242b4e2d40a60
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_45/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0995896963821314,
+ "public": {
+ "centers_str": " centers[0] = (0.0838, 0.0685)\n centers[1] = (0.0590, 0.2644)\n centers[2] = (0.0461, 0.4518)\n centers[3] = (0.0751, 0.5987)\n centers[4] = (0.0396, 0.7398)\n centers[5] = (0.0599, 0.9605)\n centers[6] = (0.2760, 0.0520)\n centers[7] = (0.2049, 0.1912)\n centers[8] = (0.1759, 0.3898)\n centers[9] = (0.2666, 0.5830)\n centers[10] = (0.2013, 0.8379)\n centers[11] = (0.3171, 0.9900)\n centers[12] = (0.4266, 0.0449)\n centers[13] = (0.4104, 0.1914)\n centers[14] = (0.3885, 0.3979)\n centers[15] = (0.4235, 0.5656)\n centers[16] = (0.4368, 0.7544)\n centers[17] = (0.4217, 0.9272)\n centers[18] = (0.5638, 0.0748)\n centers[19] = (0.5894, 0.2293)\n centers[20] = (0.6399, 0.4572)\n centers[21] = (0.4532, 0.6270)\n centers[22] = (0.7570, 0.7954)\n centers[23] = (0.5547, 0.9650)\n centers[24] = (0.6846, 0.0405)\n centers[25] = (0.8353, 0.2052)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0995896963821314
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_45/results/packing_viz.png",
+ "execution_time_mean": 44.71084874821827,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d82c26f6a18aa8ec1115dc86e984ad39ee5455fb
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..39ba357d3b2014f2300fd40df0461d8289bedfda
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_46/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_46/results
+Run 1/1 completed in 42.45 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_46/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_46/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_46/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_46/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.096739731398592
+ public: {'centers_str': ' centers[0] = (0.0859, 0.0723)\n centers[1] = (0.0647, 0.2639)\n centers[2] = (0.0559, 0.4482)\n centers[3] = (0.0768, 0.6015)\n centers[4] = (0.0432, 0.7667)\n centers[5] = (0.0653, 0.9535)\n centers[6] = (0.2675, 0.0625)\n centers[7] = (0.1898, 0.1855)\n centers[8] = (0.1997, 0.3708)\n centers[9] = (0.2631, 0.5751)\n centers[10] = (0.2149, 0.8279)\n centers[11] = (0.2659, 0.9881)\n centers[12] = (0.4282, 0.0417)\n centers[13] = (0.3914, 0.2023)\n centers[14] = (0.3947, 0.4181)\n centers[15] = (0.4727, 0.5962)\n centers[16] = (0.4275, 0.7643)\n centers[17] = (0.4167, 0.8840)\n centers[18] = (0.5645, 0.0843)\n centers[19] = (0.5745, 0.2513)\n centers[20] = (0.5987, 0.4264)\n centers[21] = (0.6170, 0.5785)\n centers[22] = (0.6951, 0.8071)\n centers[23] = (0.4577, 0.9473)\n centers[24] = (0.6938, 0.0470)\n centers[25] = (0.8232, 0.2428)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.096739731398592}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_46/results/packing_viz.png
+ execution_time_mean: 42.44826393900439
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7099797bd130d6d87f01063d0f2e8d4a2b689f7b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_46/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.096739731398592,
+ "public": {
+ "centers_str": " centers[0] = (0.0859, 0.0723)\n centers[1] = (0.0647, 0.2639)\n centers[2] = (0.0559, 0.4482)\n centers[3] = (0.0768, 0.6015)\n centers[4] = (0.0432, 0.7667)\n centers[5] = (0.0653, 0.9535)\n centers[6] = (0.2675, 0.0625)\n centers[7] = (0.1898, 0.1855)\n centers[8] = (0.1997, 0.3708)\n centers[9] = (0.2631, 0.5751)\n centers[10] = (0.2149, 0.8279)\n centers[11] = (0.2659, 0.9881)\n centers[12] = (0.4282, 0.0417)\n centers[13] = (0.3914, 0.2023)\n centers[14] = (0.3947, 0.4181)\n centers[15] = (0.4727, 0.5962)\n centers[16] = (0.4275, 0.7643)\n centers[17] = (0.4167, 0.8840)\n centers[18] = (0.5645, 0.0843)\n centers[19] = (0.5745, 0.2513)\n centers[20] = (0.5987, 0.4264)\n centers[21] = (0.6170, 0.5785)\n centers[22] = (0.6951, 0.8071)\n centers[23] = (0.4577, 0.9473)\n centers[24] = (0.6938, 0.0470)\n centers[25] = (0.8232, 0.2428)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.096739731398592
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_46/results/packing_viz.png",
+ "execution_time_mean": 42.44826393900439,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..99f7ff279f50188dc121b16a80e109b7fff6502b
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..60aa3bb0c89ea54c52578de5d15d190be987a5ee
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_47/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_47/results
+Run 1/1 completed in 52.97 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_47/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_47/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_47/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_47/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.8180342637101532
+ public: {'centers_str': ' centers[0] = (0.0400, 0.0289)\n centers[1] = (0.0222, 0.2583)\n centers[2] = (0.0260, 0.4862)\n centers[3] = (0.0000, 0.6054)\n centers[4] = (0.0029, 0.7115)\n centers[5] = (0.0300, 0.9675)\n centers[6] = (0.2929, 0.0205)\n centers[7] = (0.1667, 0.1217)\n centers[8] = (0.1000, 0.3586)\n centers[9] = (0.1664, 0.6296)\n centers[10] = (0.1986, 0.9010)\n centers[11] = (0.2773, 0.9941)\n centers[12] = (0.3448, 0.0103)\n centers[13] = (0.4327, 0.0727)\n centers[14] = (0.4010, 0.3426)\n centers[15] = (0.4542, 0.6512)\n centers[16] = (0.4759, 0.8720)\n centers[17] = (0.4039, 0.9778)\n centers[18] = (0.5735, 0.0102)\n centers[19] = (0.6736, 0.1389)\n centers[20] = (0.7899, 0.4958)\n centers[21] = (0.6229, 0.7205)\n centers[22] = (0.7516, 0.8698)\n centers[23] = (0.5281, 0.9823)\n centers[24] = (0.7997, 0.0107)\n centers[25] = (0.9105, 0.1335)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.8180342637101532}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_47/results/packing_viz.png
+ execution_time_mean: 52.97012551082298
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..09831691c445934fcc90ec166c99f5a4199034a6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_47/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.8180342637101532,
+ "public": {
+ "centers_str": " centers[0] = (0.0400, 0.0289)\n centers[1] = (0.0222, 0.2583)\n centers[2] = (0.0260, 0.4862)\n centers[3] = (0.0000, 0.6054)\n centers[4] = (0.0029, 0.7115)\n centers[5] = (0.0300, 0.9675)\n centers[6] = (0.2929, 0.0205)\n centers[7] = (0.1667, 0.1217)\n centers[8] = (0.1000, 0.3586)\n centers[9] = (0.1664, 0.6296)\n centers[10] = (0.1986, 0.9010)\n centers[11] = (0.2773, 0.9941)\n centers[12] = (0.3448, 0.0103)\n centers[13] = (0.4327, 0.0727)\n centers[14] = (0.4010, 0.3426)\n centers[15] = (0.4542, 0.6512)\n centers[16] = (0.4759, 0.8720)\n centers[17] = (0.4039, 0.9778)\n centers[18] = (0.5735, 0.0102)\n centers[19] = (0.6736, 0.1389)\n centers[20] = (0.7899, 0.4958)\n centers[21] = (0.6229, 0.7205)\n centers[22] = (0.7516, 0.8698)\n centers[23] = (0.5281, 0.9823)\n centers[24] = (0.7997, 0.0107)\n centers[25] = (0.9105, 0.1335)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.8180342637101532
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_47/results/packing_viz.png",
+ "execution_time_mean": 52.97012551082298,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fa2645775170d4dfa61f710a9b0d42a40cf6503f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ff4b58ecd465e3bec29f93ef22ef8dade17795cc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_48/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_48/results
+Run 1/1 completed in 41.35 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_48/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_48/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_48/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_48/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 0.5204203540827695
+ public: {'centers_str': ' centers[0] = (0.9850, 0.0072)\n centers[1] = (0.9815, 0.0057)\n centers[2] = (0.9975, 0.0035)\n centers[3] = (0.9870, 0.0026)\n centers[4] = (0.9854, 0.0150)\n centers[5] = (0.9824, 0.0020)\n centers[6] = (0.4835, 0.5139)\n centers[7] = (0.9913, 0.0037)\n centers[8] = (0.9936, 0.0016)\n centers[9] = (0.9991, 0.0014)\n centers[10] = (0.9988, 0.0069)\n centers[11] = (0.9938, 0.0102)\n centers[12] = (0.9929, 0.0047)\n centers[13] = (0.9966, 0.0141)\n centers[14] = (0.9988, 0.0212)\n centers[15] = (0.9918, 0.0223)\n centers[16] = (0.9917, 0.0018)\n centers[17] = (0.9951, 0.0038)\n centers[18] = (0.9953, 0.0190)\n centers[19] = (0.9964, 0.0076)\n centers[20] = (0.9972, 0.0016)\n centers[21] = (0.9990, 0.0102)\n centers[22] = (0.9910, 0.0064)\n centers[23] = (0.9962, 0.0013)\n centers[24] = (0.9918, 0.0015)\n centers[25] = (0.9856, 0.0025)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 0.5204203540827695}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_48/results/packing_viz.png
+ execution_time_mean: 41.345114038325846
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc52c09df4ae35c2f34dfe3a53fca46996223404
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_48/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 0.5204203540827695,
+ "public": {
+ "centers_str": " centers[0] = (0.9850, 0.0072)\n centers[1] = (0.9815, 0.0057)\n centers[2] = (0.9975, 0.0035)\n centers[3] = (0.9870, 0.0026)\n centers[4] = (0.9854, 0.0150)\n centers[5] = (0.9824, 0.0020)\n centers[6] = (0.4835, 0.5139)\n centers[7] = (0.9913, 0.0037)\n centers[8] = (0.9936, 0.0016)\n centers[9] = (0.9991, 0.0014)\n centers[10] = (0.9988, 0.0069)\n centers[11] = (0.9938, 0.0102)\n centers[12] = (0.9929, 0.0047)\n centers[13] = (0.9966, 0.0141)\n centers[14] = (0.9988, 0.0212)\n centers[15] = (0.9918, 0.0223)\n centers[16] = (0.9917, 0.0018)\n centers[17] = (0.9951, 0.0038)\n centers[18] = (0.9953, 0.0190)\n centers[19] = (0.9964, 0.0076)\n centers[20] = (0.9972, 0.0016)\n centers[21] = (0.9990, 0.0102)\n centers[22] = (0.9910, 0.0064)\n centers[23] = (0.9962, 0.0013)\n centers[24] = (0.9918, 0.0015)\n centers[25] = (0.9856, 0.0025)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 0.5204203540827695
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_48/results/packing_viz.png",
+ "execution_time_mean": 41.345114038325846,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..15b6ba546fc08bf82b843d028a2000c91c57fc2f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..f257cf80a44b2e6b1e56bacfd893d1d6e108e42f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_49/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_49/results
+Run 1/1 completed in 43.51 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_49/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_49/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_49/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_49/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9581173574639423
+ public: {'centers_str': ' centers[0] = (0.0895, 0.0764)\n centers[1] = (0.0902, 0.2604)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0796, 0.6013)\n centers[4] = (0.0574, 0.7509)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2545, 0.0856)\n centers[7] = (0.1753, 0.3258)\n centers[8] = (0.2380, 0.3810)\n centers[9] = (0.2674, 0.5695)\n centers[10] = (0.2322, 0.7870)\n centers[11] = (0.2724, 0.9478)\n centers[12] = (0.4256, 0.0578)\n centers[13] = (0.3942, 0.2249)\n centers[14] = (0.4064, 0.4269)\n centers[15] = (0.4558, 0.6082)\n centers[16] = (0.4199, 0.7368)\n centers[17] = (0.4132, 0.9108)\n centers[18] = (0.5689, 0.0834)\n centers[19] = (0.5593, 0.2698)\n centers[20] = (0.6040, 0.4335)\n centers[21] = (0.5133, 0.6009)\n centers[22] = (0.6411, 0.7467)\n centers[23] = (0.5331, 0.8798)\n centers[24] = (0.7642, 0.0374)\n centers[25] = (0.7706, 0.2297)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9581173574639423}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_49/results/packing_viz.png
+ execution_time_mean: 43.5055956360884
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8699398c9db3b307ff02241826e840d1a5727e70
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_49/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9581173574639423,
+ "public": {
+ "centers_str": " centers[0] = (0.0895, 0.0764)\n centers[1] = (0.0902, 0.2604)\n centers[2] = (0.0562, 0.4480)\n centers[3] = (0.0796, 0.6013)\n centers[4] = (0.0574, 0.7509)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2545, 0.0856)\n centers[7] = (0.1753, 0.3258)\n centers[8] = (0.2380, 0.3810)\n centers[9] = (0.2674, 0.5695)\n centers[10] = (0.2322, 0.7870)\n centers[11] = (0.2724, 0.9478)\n centers[12] = (0.4256, 0.0578)\n centers[13] = (0.3942, 0.2249)\n centers[14] = (0.4064, 0.4269)\n centers[15] = (0.4558, 0.6082)\n centers[16] = (0.4199, 0.7368)\n centers[17] = (0.4132, 0.9108)\n centers[18] = (0.5689, 0.0834)\n centers[19] = (0.5593, 0.2698)\n centers[20] = (0.6040, 0.4335)\n centers[21] = (0.5133, 0.6009)\n centers[22] = (0.6411, 0.7467)\n centers[23] = (0.5331, 0.8798)\n centers[24] = (0.7642, 0.0374)\n centers[25] = (0.7706, 0.2297)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9581173574639423
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_49/results/packing_viz.png",
+ "execution_time_mean": 43.5055956360884,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..64dd7ddb8d4d3d61d43e1a90c529b42c3c709795
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..0ec991aa3441260837282c5d7dba252ff4edc257
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_5/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_5/results
+Run 1/1 completed in 32.00 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_5/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_5/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_5/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_5/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.151012425583166
+ public: {'centers_str': ' centers[0] = (0.0824, 0.0824)\n centers[1] = (0.0587, 0.2513)\n centers[2] = (0.0747, 0.4165)\n centers[3] = (0.0806, 0.5834)\n centers[4] = (0.0580, 0.7484)\n centers[5] = (0.0824, 0.9176)\n centers[6] = (0.2513, 0.0583)\n centers[7] = (0.2306, 0.2300)\n centers[8] = (0.2285, 0.4206)\n centers[9] = (0.2479, 0.5795)\n centers[10] = (0.2258, 0.7723)\n centers[11] = (0.2516, 0.9411)\n centers[12] = (0.4166, 0.0739)\n centers[13] = (0.4186, 0.2245)\n centers[14] = (0.4120, 0.4057)\n centers[15] = (0.4164, 0.5954)\n centers[16] = (0.4258, 0.7686)\n centers[17] = (0.4166, 0.9300)\n centers[18] = (0.5838, 0.0722)\n centers[19] = (0.5769, 0.2307)\n centers[20] = (0.6116, 0.4071)\n centers[21] = (0.5848, 0.5815)\n centers[22] = (0.6278, 0.7719)\n centers[23] = (0.5813, 0.9395)\n centers[24] = (0.7481, 0.0633)\n centers[25] = (0.8071, 0.2675)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.151012425583166}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_5/results/packing_viz.png
+ execution_time_mean: 31.99641328305006
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c02195ad2d595c1f1fc542dd0583e8538bb1603
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_5/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.151012425583166,
+ "public": {
+ "centers_str": " centers[0] = (0.0824, 0.0824)\n centers[1] = (0.0587, 0.2513)\n centers[2] = (0.0747, 0.4165)\n centers[3] = (0.0806, 0.5834)\n centers[4] = (0.0580, 0.7484)\n centers[5] = (0.0824, 0.9176)\n centers[6] = (0.2513, 0.0583)\n centers[7] = (0.2306, 0.2300)\n centers[8] = (0.2285, 0.4206)\n centers[9] = (0.2479, 0.5795)\n centers[10] = (0.2258, 0.7723)\n centers[11] = (0.2516, 0.9411)\n centers[12] = (0.4166, 0.0739)\n centers[13] = (0.4186, 0.2245)\n centers[14] = (0.4120, 0.4057)\n centers[15] = (0.4164, 0.5954)\n centers[16] = (0.4258, 0.7686)\n centers[17] = (0.4166, 0.9300)\n centers[18] = (0.5838, 0.0722)\n centers[19] = (0.5769, 0.2307)\n centers[20] = (0.6116, 0.4071)\n centers[21] = (0.5848, 0.5815)\n centers[22] = (0.6278, 0.7719)\n centers[23] = (0.5813, 0.9395)\n centers[24] = (0.7481, 0.0633)\n centers[25] = (0.8071, 0.2675)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.151012425583166
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_5/results/packing_viz.png",
+ "execution_time_mean": 31.99641328305006,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..bbafec8e8d6273dd726dad943a835e2ff6dfed39
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..e08623daaacc3851b68ab04511a329ffa647773d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_51/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_51/results
+Run 1/1 completed in 58.92 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_51/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_51/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_51/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_51/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0181356127426344
+ public: {'centers_str': ' centers[0] = (0.0690, 0.0567)\n centers[1] = (0.0329, 0.2683)\n centers[2] = (0.0584, 0.4346)\n centers[3] = (0.0309, 0.5978)\n centers[4] = (0.0616, 0.7513)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2741, 0.0329)\n centers[7] = (0.2127, 0.2120)\n centers[8] = (0.2267, 0.3976)\n centers[9] = (0.2123, 0.5786)\n centers[10] = (0.2040, 0.8282)\n centers[11] = (0.2733, 0.9541)\n centers[12] = (0.4253, 0.0579)\n centers[13] = (0.4481, 0.1956)\n centers[14] = (0.4223, 0.4002)\n centers[15] = (0.4592, 0.5830)\n centers[16] = (0.4137, 0.7607)\n centers[17] = (0.4154, 0.9412)\n centers[18] = (0.5598, 0.0742)\n centers[19] = (0.5752, 0.2724)\n centers[20] = (0.6099, 0.4254)\n centers[21] = (0.5868, 0.5540)\n centers[22] = (0.7432, 0.7937)\n centers[23] = (0.5663, 0.9741)\n centers[24] = (0.7558, 0.0258)\n centers[25] = (0.8223, 0.2372)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0181356127426344}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_51/results/packing_viz.png
+ execution_time_mean: 58.921673650853336
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c0674d4d0c8a20caa7dd8ac8239f3ca126654701
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_51/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0181356127426344,
+ "public": {
+ "centers_str": " centers[0] = (0.0690, 0.0567)\n centers[1] = (0.0329, 0.2683)\n centers[2] = (0.0584, 0.4346)\n centers[3] = (0.0309, 0.5978)\n centers[4] = (0.0616, 0.7513)\n centers[5] = (0.0769, 0.9380)\n centers[6] = (0.2741, 0.0329)\n centers[7] = (0.2127, 0.2120)\n centers[8] = (0.2267, 0.3976)\n centers[9] = (0.2123, 0.5786)\n centers[10] = (0.2040, 0.8282)\n centers[11] = (0.2733, 0.9541)\n centers[12] = (0.4253, 0.0579)\n centers[13] = (0.4481, 0.1956)\n centers[14] = (0.4223, 0.4002)\n centers[15] = (0.4592, 0.5830)\n centers[16] = (0.4137, 0.7607)\n centers[17] = (0.4154, 0.9412)\n centers[18] = (0.5598, 0.0742)\n centers[19] = (0.5752, 0.2724)\n centers[20] = (0.6099, 0.4254)\n centers[21] = (0.5868, 0.5540)\n centers[22] = (0.7432, 0.7937)\n centers[23] = (0.5663, 0.9741)\n centers[24] = (0.7558, 0.0258)\n centers[25] = (0.8223, 0.2372)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0181356127426344
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_51/results/packing_viz.png",
+ "execution_time_mean": 58.921673650853336,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..303bc43b85fd1c10adfec3d32f781a6d52eece51
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..89cbcf31b95af8ccfb31fc68909454724ab7463a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/edit.diff
@@ -0,0 +1,224 @@
+--- a/original.py
++++ b/original.py
+@@ -1,199 +1,212 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+ def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.2 # 20% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+- N_ITERATIONS = 8000 # Increased iterations for more complex annealing
+- ALPHA_REPULSION = 0.012 # Increased base repulsion for more aggressive initial movement
+- BETA_BOUND_REPULSION = 0.012 # Increased base boundary repulsion
+- ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay of learning rates (higher for faster decay)
++ N_ITERATIONS = 10000 # Increased iterations for more complex annealing and slower decay
++ ALPHA_REPULSION = 0.010 # Slightly reduced base inter-circle repulsion to let boundary forces have more say
++ BETA_BOUND_REPULSION = 0.020 # Increased base boundary repulsion to strongly encourage utilization of edges/corners
++ ANNEALING_DECAY_COEFF = 3.0 # Reduced for slower, less aggressive decay of learning rates
++ # A value of 3.0 means forces decay to about 5% of their initial value by the end.
+
+ # Dynamic Buffer Parameters
+ INITIAL_BUFFER_FACTOR = 1.05 # Start with 5% extra distance to aggressively push apart
+ FINAL_BUFFER_FACTOR = 1.005 # End with 0.5% extra for tight packing
+- BUFFER_DECAY_COEFF = 5.0 # Coefficient for exponential decay of the buffer
++ BUFFER_DECAY_COEFF = 4.0 # Reduced for slower decay of the buffer, maintaining higher repulsion longer
++
++ # Jiggle parameters to escape local optima
++ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
++ JIGGLE_STRENGTH_BASE = 0.008 # Base strength for jiggling
++ N_JIGGLE = 3 # Number of smallest circles to jiggle
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential Annealing for learning rates
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
++ current_jiggle_strength = JIGGLE_STRENGTH_BASE * annealing_factor # Annealed jiggle strength
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+ if current_beta_bound_repulsion < 1e-7: current_beta_bound_repulsion = 1e-7
++ if current_jiggle_strength < 1e-7: current_jiggle_strength = 1e-7 # Minimum jiggle strength
+
+ # Exponential Annealing for buffer factor
+ buffer_annealing_factor = np.exp(-BUFFER_DECAY_COEFF * progress_ratio)
+ current_buffer = 1.0 + (INITIAL_BUFFER_FACTOR - 1.0) * buffer_annealing_factor
+ # Ensure buffer doesn't go below final target
+ if current_buffer < FINAL_BUFFER_FACTOR: current_buffer = FINAL_BUFFER_FACTOR
+
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance, with dynamically annealed buffer
+ min_dist_tangent = (radii[i] + radii[j]) * current_buffer
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+- direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
++ direction = np.array([rng.uniform(-0.5, 0.5), rng.uniform(-0.5, 0.5)]) # Use rng for random push
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+- # This central pull was counterproductive, preventing expansion to the boundaries.
+- # It has been removed to allow the packing to fill the entire square.
+-
+ # 2. Apply calculated forces to update centers
+ centers += forces
++
++ # --- Targeted Jiggle (Annealed) ---
++ # Periodically jiggle the smallest circles with annealed strength
++ if iter_step > 200 and iter_step % JIGGLE_PERIOD == 0: # Start jiggling after initial settling
++ smallest_indices = np.argsort(radii)[:N_JIGGLE]
++ for idx in smallest_indices:
++ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
++ centers[idx] += displacement
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ # A few final iterations to push centers slightly if their maximized radii
+ # cause them to spill over boundaries.
+ for _ in range(20): # Increased final refinement steps
+ for i in range(n):
+ x, y = centers[i]
+ r = radii[i]
+ # Adjust center if circle boundary exceeds square boundary
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+ # The original compute_max_radii function is replaced by the more robust
+ # calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+ # The external interface (run_packing) only calls construct_packing.
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..d5b431b4797dd3bc96f7d8dce11f6fe4b9897965
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/main.py
@@ -0,0 +1,212 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.2 # 20% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 10000 # Increased iterations for more complex annealing and slower decay
+ ALPHA_REPULSION = 0.010 # Slightly reduced base inter-circle repulsion to let boundary forces have more say
+ BETA_BOUND_REPULSION = 0.020 # Increased base boundary repulsion to strongly encourage utilization of edges/corners
+ ANNEALING_DECAY_COEFF = 3.0 # Reduced for slower, less aggressive decay of learning rates
+ # A value of 3.0 means forces decay to about 5% of their initial value by the end.
+
+ # Dynamic Buffer Parameters
+ INITIAL_BUFFER_FACTOR = 1.05 # Start with 5% extra distance to aggressively push apart
+ FINAL_BUFFER_FACTOR = 1.005 # End with 0.5% extra for tight packing
+ BUFFER_DECAY_COEFF = 4.0 # Reduced for slower decay of the buffer, maintaining higher repulsion longer
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+ JIGGLE_STRENGTH_BASE = 0.008 # Base strength for jiggling
+ N_JIGGLE = 3 # Number of smallest circles to jiggle
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential Annealing for learning rates
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
+ current_jiggle_strength = JIGGLE_STRENGTH_BASE * annealing_factor # Annealed jiggle strength
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+ if current_beta_bound_repulsion < 1e-7: current_beta_bound_repulsion = 1e-7
+ if current_jiggle_strength < 1e-7: current_jiggle_strength = 1e-7 # Minimum jiggle strength
+
+ # Exponential Annealing for buffer factor
+ buffer_annealing_factor = np.exp(-BUFFER_DECAY_COEFF * progress_ratio)
+ current_buffer = 1.0 + (INITIAL_BUFFER_FACTOR - 1.0) * buffer_annealing_factor
+ # Ensure buffer doesn't go below final target
+ if current_buffer < FINAL_BUFFER_FACTOR: current_buffer = FINAL_BUFFER_FACTOR
+
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance, with dynamically annealed buffer
+ min_dist_tangent = (radii[i] + radii[j]) * current_buffer
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([rng.uniform(-0.5, 0.5), rng.uniform(-0.5, 0.5)]) # Use rng for random push
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # --- Targeted Jiggle (Annealed) ---
+ # Periodically jiggle the smallest circles with annealed strength
+ if iter_step > 200 and iter_step % JIGGLE_PERIOD == 0: # Start jiggling after initial settling
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+ centers[idx] += displacement
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ # A few final iterations to push centers slightly if their maximized radii
+ # cause them to spill over boundaries.
+ for _ in range(20): # Increased final refinement steps
+ for i in range(n):
+ x, y = centers[i]
+ r = radii[i]
+ # Adjust center if circle boundary exceeds square boundary
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# The original compute_max_radii function is replaced by the more robust
+# calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+# The external interface (run_packing) only calls construct_packing.
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..a816357443f2f8ce84bda4a185311539d4943087
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/original.py
@@ -0,0 +1,199 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Construct an arrangement of 26 circles in a unit square using an
+ iterative relaxation optimization method to maximize the sum of their radii.
+
+ Returns:
+ Tuple of (centers, radii, sum_of_radii)
+ centers: np.array of shape (26, 2) with (x, y) coordinates
+ radii: np.array of shape (26) with radius of each circle
+ sum_of_radii: Sum of all radii
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ # Take the first n points from the grid and add a small random perturbation
+ # to break the initial symmetry and avoid getting stuck in a simple grid-like local optimum.
+ rng = np.random.default_rng(seed=42) # for reproducibility
+ perturbation_strength = spacing * 0.2 # 20% of grid spacing
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+
+ # Small initial radii to allow for movement and expansion
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 8000 # Increased iterations for more complex annealing
+ ALPHA_REPULSION = 0.012 # Increased base repulsion for more aggressive initial movement
+ BETA_BOUND_REPULSION = 0.012 # Increased base boundary repulsion
+ ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay of learning rates (higher for faster decay)
+
+ # Dynamic Buffer Parameters
+ INITIAL_BUFFER_FACTOR = 1.05 # Start with 5% extra distance to aggressively push apart
+ FINAL_BUFFER_FACTOR = 1.005 # End with 0.5% extra for tight packing
+ BUFFER_DECAY_COEFF = 5.0 # Coefficient for exponential decay of the buffer
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential Annealing for learning rates
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+ if current_beta_bound_repulsion < 1e-7: current_beta_bound_repulsion = 1e-7
+
+ # Exponential Annealing for buffer factor
+ buffer_annealing_factor = np.exp(-BUFFER_DECAY_COEFF * progress_ratio)
+ current_buffer = 1.0 + (INITIAL_BUFFER_FACTOR - 1.0) * buffer_annealing_factor
+ # Ensure buffer doesn't go below final target
+ if current_buffer < FINAL_BUFFER_FACTOR: current_buffer = FINAL_BUFFER_FACTOR
+
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance, with dynamically annealed buffer
+ min_dist_tangent = (radii[i] + radii[j]) * current_buffer
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+ # This central pull was counterproductive, preventing expansion to the boundaries.
+ # It has been removed to allow the packing to fill the entire square.
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+
+ # 3. Update radii based on the new center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Final Refinement (ensure all circles are inside and maximal) ---
+ # A few final iterations to push centers slightly if their maximized radii
+ # cause them to spill over boundaries.
+ for _ in range(20): # Increased final refinement steps
+ for i in range(n):
+ x, y = centers[i]
+ r = radii[i]
+ # Adjust center if circle boundary exceeds square boundary
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ # Recalculate radii after center adjustments
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # Final clipping of centers to ensure they are within [0,1]
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# The original compute_max_radii function is replaced by the more robust
+# calculate_radii_for_fixed_centers helper function within this EVOLVE-BLOCK.
+# The external interface (run_packing) only calls construct_packing.
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..d806867dc201d6bead9e10f1b14c524326409cc8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_52/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_52/results
+Run 1/1 completed in 54.71 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_52/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_52/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_52/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_52/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0629881034323763
+ public: {'centers_str': ' centers[0] = (0.0753, 0.0596)\n centers[1] = (0.0533, 0.2679)\n centers[2] = (0.0386, 0.4543)\n centers[3] = (0.0683, 0.5935)\n centers[4] = (0.0248, 0.7515)\n centers[5] = (0.0513, 0.9688)\n centers[6] = (0.2787, 0.0458)\n centers[7] = (0.1970, 0.1826)\n centers[8] = (0.1563, 0.3879)\n centers[9] = (0.2461, 0.5738)\n centers[10] = (0.1955, 0.8400)\n centers[11] = (0.2726, 0.9967)\n centers[12] = (0.4217, 0.0200)\n centers[13] = (0.4099, 0.1360)\n centers[14] = (0.3963, 0.3772)\n centers[15] = (0.4557, 0.6092)\n centers[16] = (0.4536, 0.8003)\n centers[17] = (0.4176, 0.9425)\n centers[18] = (0.5705, 0.0677)\n centers[19] = (0.5878, 0.2330)\n centers[20] = (0.6653, 0.4620)\n centers[21] = (0.5854, 0.6141)\n centers[22] = (0.7472, 0.7987)\n centers[23] = (0.5368, 0.9615)\n centers[24] = (0.7388, 0.0220)\n centers[25] = (0.8427, 0.2074)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0629881034323763}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_52/results/packing_viz.png
+ execution_time_mean: 54.713110661134124
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e79481f5a9ba36991fc393d04645762af59cb14
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0629881034323763,
+ "public": {
+ "centers_str": " centers[0] = (0.0753, 0.0596)\n centers[1] = (0.0533, 0.2679)\n centers[2] = (0.0386, 0.4543)\n centers[3] = (0.0683, 0.5935)\n centers[4] = (0.0248, 0.7515)\n centers[5] = (0.0513, 0.9688)\n centers[6] = (0.2787, 0.0458)\n centers[7] = (0.1970, 0.1826)\n centers[8] = (0.1563, 0.3879)\n centers[9] = (0.2461, 0.5738)\n centers[10] = (0.1955, 0.8400)\n centers[11] = (0.2726, 0.9967)\n centers[12] = (0.4217, 0.0200)\n centers[13] = (0.4099, 0.1360)\n centers[14] = (0.3963, 0.3772)\n centers[15] = (0.4557, 0.6092)\n centers[16] = (0.4536, 0.8003)\n centers[17] = (0.4176, 0.9425)\n centers[18] = (0.5705, 0.0677)\n centers[19] = (0.5878, 0.2330)\n centers[20] = (0.6653, 0.4620)\n centers[21] = (0.5854, 0.6141)\n centers[22] = (0.7472, 0.7987)\n centers[23] = (0.5368, 0.9615)\n centers[24] = (0.7388, 0.0220)\n centers[25] = (0.8427, 0.2074)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0629881034323763
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_52/results/packing_viz.png",
+ "execution_time_mean": 54.713110661134124,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e83216c76c275d5a042b06216211e9ce56747eee
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_52/search_replace.txt
@@ -0,0 +1,254 @@
+
+reintroduce_jiggling
+
+
+
+Reintroduce a targeted jiggling mechanism for the smallest circles. This helps the optimization escape local minima, especially for smaller circles that might be trapped in suboptimal positions. The jiggle strength is annealed to be stronger earlier and weaker later for refinement. This addresses the observation of very small, potentially "stuck" circles and aims to promote better rearrangement.
+
+
+
+<<<<<<< SEARCH
+ ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay of learning rates (higher for faster decay)
+
+ # Dynamic Buffer Parameters
+ INITIAL_BUFFER_FACTOR = 1.05 # Start with 5% extra distance to aggressively push apart
+ FINAL_BUFFER_FACTOR = 1.005 # End with 0.5% extra for tight packing
+ BUFFER_DECAY_COEFF = 5.0 # Coefficient for exponential decay of the buffer
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential Annealing for learning rates
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+ if current_beta_bound_repulsion < 1e-7: current_beta_bound_repulsion = 1e-7
+
+ # Exponential Annealing for buffer factor
+ buffer_annealing_factor = np.exp(-BUFFER_DECAY_COEFF * progress_ratio)
+ current_buffer = 1.0 + (INITIAL_BUFFER_FACTOR - 1.0) * buffer_annealing_factor
+ # Ensure buffer doesn't go below final target
+ if current_buffer < FINAL_BUFFER_FACTOR: current_buffer = FINAL_BUFFER_FACTOR
+
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance, with dynamically annealed buffer
+ min_dist_tangent = (radii[i] + radii[j]) * current_buffer
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([np.random.rand()-0.5, np.random.rand()-0.5])
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+ # This central pull was counterproductive, preventing expansion to the boundaries.
+ # It has been removed to allow the packing to fill the entire square.
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+=======
+ ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay of learning rates (higher for faster decay)
+
+ # Dynamic Buffer Parameters
+ INITIAL_BUFFER_FACTOR = 1.05 # Start with 5% extra distance to aggressively push apart
+ FINAL_BUFFER_FACTOR = 1.005 # End with 0.5% extra for tight packing
+ BUFFER_DECAY_COEFF = 5.0 # Coefficient for exponential decay of the buffer
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+ JIGGLE_STRENGTH_BASE = 0.008 # Base strength for jiggling
+ N_JIGGLE = 3 # Number of smallest circles to jiggle
+
+ # Calculate initial radii for the starting center positions
+ radii = calculate_radii_for_fixed_centers(centers, radii, n_sub_iterations=250) # Increased sub-iterations
+
+ # --- Iterative Optimization Loop (Force-Directed Simulation) ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential Annealing for learning rates
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ current_beta_bound_repulsion = BETA_BOUND_REPULSION * annealing_factor
+ current_jiggle_strength = JIGGLE_STRENGTH_BASE * annealing_factor # Annealed jiggle strength
+
+ # Ensure learning rates don't drop to zero too quickly
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+ if current_beta_bound_repulsion < 1e-7: current_beta_bound_repulsion = 1e-7
+ if current_jiggle_strength < 1e-7: current_jiggle_strength = 1e-7 # Minimum jiggle strength
+
+ # Exponential Annealing for buffer factor
+ buffer_annealing_factor = np.exp(-BUFFER_DECAY_COEFF * progress_ratio)
+ current_buffer = 1.0 + (INITIAL_BUFFER_FACTOR - 1.0) * buffer_annealing_factor
+ # Ensure buffer doesn't go below final target
+ if current_buffer < FINAL_BUFFER_FACTOR: current_buffer = FINAL_BUFFER_FACTOR
+
+
+ # 1. Calculate forces acting on each circle
+ forces = np.zeros_like(centers)
+
+ # Calculate forces from other circles (repulsion if overlapping)
+ for i in range(n):
+ for j in range(i + 1, n): # Only check each pair once
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+
+ # Desired minimum distance, with dynamically annealed buffer
+ min_dist_tangent = (radii[i] + radii[j]) * current_buffer
+
+ if dist < min_dist_tangent: # Overlap or within buffer
+ overlap_amount = min_dist_tangent - dist
+
+ # Determine repulsion direction
+ if dist < 1e-6: # Centers are too close, apply random push
+ direction = np.array([rng.uniform(-0.5, 0.5), rng.uniform(-0.5, 0.5)]) # Use rng for random push
+ direction = direction / np.linalg.norm(direction)
+ else:
+ direction = dist_vec / dist # Unit vector from j to i
+
+ # Apply repulsive force proportional to overlap
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude # Equal and opposite force
+
+ # Calculate forces from boundaries (repulsion if circle extends beyond)
+ # Left boundary (x=0)
+ if centers[i, 0] - radii[i] < 0:
+ overlap_x = -(centers[i, 0] - radii[i])
+ forces[i, 0] += current_beta_bound_repulsion * overlap_x
+
+ # Right boundary (x=1)
+ if centers[i, 0] + radii[i] > 1:
+ overlap_x = (centers[i, 0] + radii[i]) - 1
+ forces[i, 0] -= current_beta_bound_repulsion * overlap_x
+
+ # Bottom boundary (y=0)
+ if centers[i, 1] - radii[i] < 0:
+ overlap_y = -(centers[i, 1] - radii[i])
+ forces[i, 1] += current_beta_bound_repulsion * overlap_y
+
+ # Top boundary (y=1)
+ if centers[i, 1] + radii[i] > 1:
+ overlap_y = (centers[i, 1] + radii[i]) - 1
+ forces[i, 1] -= current_beta_bound_repulsion * overlap_y
+
+ # 2. Apply calculated forces to update centers
+ centers += forces
+
+ # --- Targeted Jiggle (Annealed) ---
+ # Periodically jiggle the smallest circles with annealed strength
+ if iter_step > 200 and iter_step % JIGGLE_PERIOD == 0: # Start jiggling after initial settling
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+ centers[idx] += displacement
+
+ # Clip centers to ensure they remain within the unit square.
+ # This acts as a robust safety net in addition to boundary forces.
+ centers = np.clip(centers, 0.0, 1.0)
+>>>>>>> REPLACE
+
+
+
+tune_annealing_decay_and_iterations
+
+
+
+Adjust the annealing decay coefficients for learning rates and the buffer factor to be less aggressive. This allows the system to explore the solution space for a longer duration with stronger forces, potentially escaping local optima and enabling the new jiggling mechanism to take effect. To compensate for the slower decay, the total number of iterations (N_ITERATIONS) is increased from 8000 to 10000.
+
+
+
+<<<<<<< SEARCH
+ N_ITERATIONS = 8000 # Increased iterations for more complex annealing
+ ALPHA_REPULSION = 0.012 # Increased base repulsion for more aggressive initial movement
+ BETA_BOUND_REPULSION = 0.012 # Increased base boundary repulsion
+ ANNEALING_DECAY_COEFF = 4.0 # Coefficient for exponential decay of learning rates (higher for faster decay)
+
+ # Dynamic Buffer Parameters
+ INITIAL_BUFFER_FACTOR = 1.05 # Start with 5% extra distance to aggressively push apart
+ FINAL_BUFFER_FACTOR = 1.005 # End with 0.5% extra for tight packing
+ BUFFER_DECAY_COEFF = 5.0 # Coefficient for exponential decay of the buffer
+=======
+ N_ITERATIONS = 10000 # Increased iterations for more complex annealing and slower decay
+ ALPHA_REPULSION = 0.012 # Increased base repulsion for more aggressive initial movement
+ BETA_BOUND_REPULSION = 0.012 # Increased base boundary repulsion
+ ANNEALING_DECAY_COEFF = 3.0 # Reduced for slower, less aggressive decay of learning rates
+ # A value of 3.0 means forces decay to about 5% of their initial value by the end.
+
+ # Dynamic Buffer Parameters
+ INITIAL_BUFFER_FACTOR = 1.05 # Start with 5% extra distance to aggressively push apart
+ FINAL_BUFFER_FACTOR = 1.005 # End with 0.5% extra for tight packing
+ BUFFER_DECAY_COEFF = 4.0 # Reduced for slower decay of the buffer, maintaining higher repulsion longer
+>>>>>>> REPLACE
+
+
+
+adjust_base_repulsion_forces
+
+
+
+Adjust the base repulsion forces to better balance inter-circle and boundary interactions. Slightly reduced `ALPHA_REPULSION` and significantly increased `BETA_BOUND_REPULSION` to encourage circles to spread and utilize the square's boundaries more effectively, especially in areas with unused space. This should help prevent clumping in the center and push circles towards the edges, improving overall packing density.
+
+
+
+<<<<<<< SEARCH
+ N_ITERATIONS = 10000 # Increased iterations for more complex annealing and slower decay
+ ALPHA_REPULSION = 0.012 # Increased base repulsion for more aggressive initial movement
+ BETA_BOUND_REPULSION = 0.012 # Increased base boundary repulsion
+ ANNEALING_DECAY_COEFF = 3.0 # Reduced for slower, less aggressive decay of learning rates
+ # A value of 3.0 means forces decay to about 5% of their initial value by the end.
+=======
+ N_ITERATIONS = 10000 # Increased iterations for more complex annealing and slower decay
+ ALPHA_REPULSION = 0.010 # Slightly reduced base inter-circle repulsion to let boundary forces have more say
+ BETA_BOUND_REPULSION = 0.020 # Increased base boundary repulsion to strongly encourage utilization of edges/corners
+ ANNEALING_DECAY_COEFF = 3.0 # Reduced for slower, less aggressive decay of learning rates
+ # A value of 3.0 means forces decay to about 5% of their initial value by the end.
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..89af892d4c2db2181a38419cd1ee61cbfc339632
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..8db71d96fb261228393218288718219af2abd94d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_53/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_53/results
+Run 1/1 completed in 24.27 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_53/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_53/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_53/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_53/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.1666666666666665
+ public: {'centers_str': ' centers[0] = (0.0833, 0.0833)\n centers[1] = (0.0833, 0.2500)\n centers[2] = (0.0833, 0.4167)\n centers[3] = (0.0833, 0.5833)\n centers[4] = (0.0833, 0.7500)\n centers[5] = (0.0833, 0.9167)\n centers[6] = (0.2500, 0.0833)\n centers[7] = (0.2500, 0.2500)\n centers[8] = (0.2500, 0.4167)\n centers[9] = (0.2500, 0.5833)\n centers[10] = (0.2500, 0.7500)\n centers[11] = (0.2500, 0.9167)\n centers[12] = (0.4167, 0.0833)\n centers[13] = (0.4167, 0.2500)\n centers[14] = (0.4167, 0.4167)\n centers[15] = (0.4167, 0.5833)\n centers[16] = (0.4167, 0.7500)\n centers[17] = (0.4167, 0.9167)\n centers[18] = (0.5833, 0.0833)\n centers[19] = (0.5833, 0.2500)\n centers[20] = (0.5833, 0.4167)\n centers[21] = (0.5833, 0.5833)\n centers[22] = (0.5833, 0.7500)\n centers[23] = (0.5833, 0.9167)\n centers[24] = (0.7500, 0.0833)\n centers[25] = (0.7500, 0.2500)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.1666666666666665}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_53/results/packing_viz.png
+ execution_time_mean: 24.271848664153367
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7d43b9a9c324dc0d90335bcd1ca74da115c3cdad
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_53/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.1666666666666665,
+ "public": {
+ "centers_str": " centers[0] = (0.0833, 0.0833)\n centers[1] = (0.0833, 0.2500)\n centers[2] = (0.0833, 0.4167)\n centers[3] = (0.0833, 0.5833)\n centers[4] = (0.0833, 0.7500)\n centers[5] = (0.0833, 0.9167)\n centers[6] = (0.2500, 0.0833)\n centers[7] = (0.2500, 0.2500)\n centers[8] = (0.2500, 0.4167)\n centers[9] = (0.2500, 0.5833)\n centers[10] = (0.2500, 0.7500)\n centers[11] = (0.2500, 0.9167)\n centers[12] = (0.4167, 0.0833)\n centers[13] = (0.4167, 0.2500)\n centers[14] = (0.4167, 0.4167)\n centers[15] = (0.4167, 0.5833)\n centers[16] = (0.4167, 0.7500)\n centers[17] = (0.4167, 0.9167)\n centers[18] = (0.5833, 0.0833)\n centers[19] = (0.5833, 0.2500)\n centers[20] = (0.5833, 0.4167)\n centers[21] = (0.5833, 0.5833)\n centers[22] = (0.5833, 0.7500)\n centers[23] = (0.5833, 0.9167)\n centers[24] = (0.7500, 0.0833)\n centers[25] = (0.7500, 0.2500)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.1666666666666665
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_53/results/packing_viz.png",
+ "execution_time_mean": 24.271848664153367,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..740f4f90d607f6f4e9dcda8d834b242610ccc0f1
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..54f5dee2d615839e6bbc62c011ac23cfbbdc1235
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_54/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_54/results
+Run 1/1 completed in 51.77 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_54/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_54/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_54/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_54/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0331304571108006
+ public: {'centers_str': ' centers[0] = (0.0930, 0.0769)\n centers[1] = (0.0801, 0.2488)\n centers[2] = (0.0683, 0.4433)\n centers[3] = (0.0595, 0.6259)\n centers[4] = (0.0586, 0.7466)\n centers[5] = (0.0685, 0.9234)\n centers[6] = (0.2508, 0.0737)\n centers[7] = (0.1955, 0.3280)\n centers[8] = (0.1390, 0.3781)\n centers[9] = (0.2435, 0.5674)\n centers[10] = (0.2135, 0.8173)\n centers[11] = (0.3348, 0.9699)\n centers[12] = (0.4941, 0.1341)\n centers[13] = (0.3583, 0.2299)\n centers[14] = (0.4120, 0.4211)\n centers[15] = (0.4574, 0.6193)\n centers[16] = (0.3871, 0.7585)\n centers[17] = (0.4049, 0.9168)\n centers[18] = (0.4484, 0.0001)\n centers[19] = (0.5680, 0.2331)\n centers[20] = (0.6593, 0.4755)\n centers[21] = (0.6926, 0.7427)\n centers[22] = (0.5252, 0.7491)\n centers[23] = (0.5834, 0.9076)\n centers[24] = (0.5942, 0.0701)\n centers[25] = (0.8317, 0.1848)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0331304571108006}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_54/results/packing_viz.png
+ execution_time_mean: 51.77472588093951
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..9123929de11173e933799d24aa9adf763e205e4d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_54/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0331304571108006,
+ "public": {
+ "centers_str": " centers[0] = (0.0930, 0.0769)\n centers[1] = (0.0801, 0.2488)\n centers[2] = (0.0683, 0.4433)\n centers[3] = (0.0595, 0.6259)\n centers[4] = (0.0586, 0.7466)\n centers[5] = (0.0685, 0.9234)\n centers[6] = (0.2508, 0.0737)\n centers[7] = (0.1955, 0.3280)\n centers[8] = (0.1390, 0.3781)\n centers[9] = (0.2435, 0.5674)\n centers[10] = (0.2135, 0.8173)\n centers[11] = (0.3348, 0.9699)\n centers[12] = (0.4941, 0.1341)\n centers[13] = (0.3583, 0.2299)\n centers[14] = (0.4120, 0.4211)\n centers[15] = (0.4574, 0.6193)\n centers[16] = (0.3871, 0.7585)\n centers[17] = (0.4049, 0.9168)\n centers[18] = (0.4484, 0.0001)\n centers[19] = (0.5680, 0.2331)\n centers[20] = (0.6593, 0.4755)\n centers[21] = (0.6926, 0.7427)\n centers[22] = (0.5252, 0.7491)\n centers[23] = (0.5834, 0.9076)\n centers[24] = (0.5942, 0.0701)\n centers[25] = (0.8317, 0.1848)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0331304571108006
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_54/results/packing_viz.png",
+ "execution_time_mean": 51.77472588093951,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b11d5d9b5c21df820af645559e6bc4b7319a5048
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a51aee8f318fe90fa4e34c654b667e42a8bc00a3
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_55/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_55/results
+Run 1/1 completed in 53.90 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_55/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_55/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_55/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_55/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.09180815719934
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0687, 0.2601)\n centers[2] = (0.0521, 0.4498)\n centers[3] = (0.0758, 0.6019)\n centers[4] = (0.0089, 0.8037)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2715, 0.0627)\n centers[7] = (0.2166, 0.2044)\n centers[8] = (0.1909, 0.3881)\n centers[9] = (0.2622, 0.5826)\n centers[10] = (0.2054, 0.7944)\n centers[11] = (0.1967, 0.9529)\n centers[12] = (0.4267, 0.0495)\n centers[13] = (0.4046, 0.1990)\n centers[14] = (0.4043, 0.4127)\n centers[15] = (0.4444, 0.5949)\n centers[16] = (0.4039, 0.7520)\n centers[17] = (0.4169, 0.9221)\n centers[18] = (0.5659, 0.0818)\n centers[19] = (0.5702, 0.2622)\n centers[20] = (0.6302, 0.4431)\n centers[21] = (0.5356, 0.5477)\n centers[22] = (0.7235, 0.7750)\n centers[23] = (0.6094, 0.9951)\n centers[24] = (0.6932, 0.0318)\n centers[25] = (0.8237, 0.2187)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.09180815719934}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_55/results/packing_viz.png
+ execution_time_mean: 53.89915277529508
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e09480949808247a4868c9457c8aaa4801fc8bfe
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_55/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.09180815719934,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0687, 0.2601)\n centers[2] = (0.0521, 0.4498)\n centers[3] = (0.0758, 0.6019)\n centers[4] = (0.0089, 0.8037)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2715, 0.0627)\n centers[7] = (0.2166, 0.2044)\n centers[8] = (0.1909, 0.3881)\n centers[9] = (0.2622, 0.5826)\n centers[10] = (0.2054, 0.7944)\n centers[11] = (0.1967, 0.9529)\n centers[12] = (0.4267, 0.0495)\n centers[13] = (0.4046, 0.1990)\n centers[14] = (0.4043, 0.4127)\n centers[15] = (0.4444, 0.5949)\n centers[16] = (0.4039, 0.7520)\n centers[17] = (0.4169, 0.9221)\n centers[18] = (0.5659, 0.0818)\n centers[19] = (0.5702, 0.2622)\n centers[20] = (0.6302, 0.4431)\n centers[21] = (0.5356, 0.5477)\n centers[22] = (0.7235, 0.7750)\n centers[23] = (0.6094, 0.9951)\n centers[24] = (0.6932, 0.0318)\n centers[25] = (0.8237, 0.2187)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.09180815719934
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_55/results/packing_viz.png",
+ "execution_time_mean": 53.89915277529508,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3df7d8ffcc26dd5925064ae31aebae59b03a690c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..4e1472c6580effd148fd14b1beb881135ecb53b9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_56/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_56/results
+Run 1/1 completed in 527.54 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_56/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_56/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_56/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_56/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4537632790006625
+ public: {'centers_str': ' centers[0] = (0.0694, 0.0694)\n centers[1] = (0.0977, 0.2340)\n centers[2] = (0.1254, 0.4514)\n centers[3] = (0.0578, 0.6175)\n centers[4] = (0.0550, 0.7302)\n centers[5] = (0.1125, 0.8875)\n centers[6] = (0.4053, 0.0788)\n centers[7] = (0.2320, 0.0953)\n centers[8] = (0.3017, 0.2936)\n centers[9] = (0.3467, 0.5112)\n centers[10] = (0.2126, 0.6820)\n centers[11] = (0.3511, 0.8735)\n centers[12] = (0.4677, 0.2133)\n centers[13] = (0.4947, 0.3747)\n centers[14] = (0.6724, 0.3829)\n centers[15] = (0.5881, 0.5781)\n centers[16] = (0.5020, 0.7572)\n centers[17] = (0.5733, 0.9024)\n centers[18] = (0.5764, 0.0928)\n centers[19] = (0.5450, 0.2113)\n centers[20] = (0.8556, 0.5176)\n centers[21] = (0.3918, 0.6820)\n centers[22] = (0.6195, 0.7585)\n centers[23] = (0.8305, 0.8305)\n centers[24] = (0.8276, 0.1777)\n centers[25] = (0.5993, 0.2514)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4537632790006625}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_56/results/packing_viz.png
+ execution_time_mean: 527.5375554827042
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..85edceac4b916ec9b4f2e256d200a92fc57b25ae
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_56/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4537632790006625,
+ "public": {
+ "centers_str": " centers[0] = (0.0694, 0.0694)\n centers[1] = (0.0977, 0.2340)\n centers[2] = (0.1254, 0.4514)\n centers[3] = (0.0578, 0.6175)\n centers[4] = (0.0550, 0.7302)\n centers[5] = (0.1125, 0.8875)\n centers[6] = (0.4053, 0.0788)\n centers[7] = (0.2320, 0.0953)\n centers[8] = (0.3017, 0.2936)\n centers[9] = (0.3467, 0.5112)\n centers[10] = (0.2126, 0.6820)\n centers[11] = (0.3511, 0.8735)\n centers[12] = (0.4677, 0.2133)\n centers[13] = (0.4947, 0.3747)\n centers[14] = (0.6724, 0.3829)\n centers[15] = (0.5881, 0.5781)\n centers[16] = (0.5020, 0.7572)\n centers[17] = (0.5733, 0.9024)\n centers[18] = (0.5764, 0.0928)\n centers[19] = (0.5450, 0.2113)\n centers[20] = (0.8556, 0.5176)\n centers[21] = (0.3918, 0.6820)\n centers[22] = (0.6195, 0.7585)\n centers[23] = (0.8305, 0.8305)\n centers[24] = (0.8276, 0.1777)\n centers[25] = (0.5993, 0.2514)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4537632790006625
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_56/results/packing_viz.png",
+ "execution_time_mean": 527.5375554827042,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a5ed35b3294e90b531fbbf827579607ebc2b33e2
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7bd5b2087492054044490bde7b2018763cc41dc6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_57/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_57/results
+Run 1/1 completed in 72.64 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_57/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_57/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_57/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_57/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.464694033904808
+ public: {'centers_str': ' centers[0] = (0.0848, 0.0847)\n centers[1] = (0.0719, 0.2408)\n centers[2] = (0.0978, 0.4353)\n centers[3] = (0.0883, 0.6262)\n centers[4] = (0.0793, 0.7950)\n centers[5] = (0.0632, 0.9367)\n centers[6] = (0.2627, 0.1007)\n centers[7] = (0.2208, 0.2969)\n centers[8] = (0.2298, 0.4237)\n centers[9] = (0.2474, 0.5477)\n centers[10] = (0.2346, 0.7278)\n centers[11] = (0.2149, 0.9084)\n centers[12] = (0.4185, 0.0658)\n centers[13] = (0.4019, 0.2394)\n centers[14] = (0.3416, 0.4097)\n centers[15] = (0.4231, 0.6498)\n centers[16] = (0.3410, 0.8299)\n centers[17] = (0.3554, 0.9457)\n centers[18] = (0.6005, 0.1262)\n centers[19] = (0.7146, 0.3216)\n centers[20] = (0.5285, 0.4171)\n centers[21] = (0.6391, 0.6028)\n centers[22] = (0.8228, 0.8197)\n centers[23] = (0.5219, 0.8714)\n centers[24] = (0.8631, 0.1370)\n centers[25] = (0.8631, 0.5063)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.464694033904808}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_57/results/packing_viz.png
+ execution_time_mean: 72.63513161428273
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..aadc19299acd4ee46fc113ccb51d89801311e307
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_57/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.464694033904808,
+ "public": {
+ "centers_str": " centers[0] = (0.0848, 0.0847)\n centers[1] = (0.0719, 0.2408)\n centers[2] = (0.0978, 0.4353)\n centers[3] = (0.0883, 0.6262)\n centers[4] = (0.0793, 0.7950)\n centers[5] = (0.0632, 0.9367)\n centers[6] = (0.2627, 0.1007)\n centers[7] = (0.2208, 0.2969)\n centers[8] = (0.2298, 0.4237)\n centers[9] = (0.2474, 0.5477)\n centers[10] = (0.2346, 0.7278)\n centers[11] = (0.2149, 0.9084)\n centers[12] = (0.4185, 0.0658)\n centers[13] = (0.4019, 0.2394)\n centers[14] = (0.3416, 0.4097)\n centers[15] = (0.4231, 0.6498)\n centers[16] = (0.3410, 0.8299)\n centers[17] = (0.3554, 0.9457)\n centers[18] = (0.6005, 0.1262)\n centers[19] = (0.7146, 0.3216)\n centers[20] = (0.5285, 0.4171)\n centers[21] = (0.6391, 0.6028)\n centers[22] = (0.8228, 0.8197)\n centers[23] = (0.5219, 0.8714)\n centers[24] = (0.8631, 0.1370)\n centers[25] = (0.8631, 0.5063)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.464694033904808
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_57/results/packing_viz.png",
+ "execution_time_mean": 72.63513161428273,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9e9bf9dae167e626c51cc3f4f6a60555ab5720fa
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..8843b4715269caeb2f09a2f1c89c77a159ab43dc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_58/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_58/results
+Run 1/1 completed in 43.79 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_58/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_58/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_58/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_58/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.9620342497292635
+ public: {'centers_str': ' centers[0] = (0.0873, 0.0804)\n centers[1] = (0.1066, 0.2581)\n centers[2] = (0.0234, 0.4482)\n centers[3] = (0.0901, 0.5898)\n centers[4] = (0.0499, 0.7262)\n centers[5] = (0.0632, 0.9659)\n centers[6] = (0.2564, 0.1026)\n centers[7] = (0.2340, 0.2356)\n centers[8] = (0.2406, 0.3862)\n centers[9] = (0.2696, 0.5767)\n centers[10] = (0.2725, 0.7634)\n centers[11] = (0.2725, 0.9315)\n centers[12] = (0.4147, 0.0766)\n centers[13] = (0.4078, 0.2330)\n centers[14] = (0.3989, 0.4386)\n centers[15] = (0.4445, 0.5946)\n centers[16] = (0.4327, 0.7404)\n centers[17] = (0.4250, 0.8880)\n centers[18] = (0.5606, 0.0904)\n centers[19] = (0.5566, 0.2273)\n centers[20] = (0.5862, 0.4316)\n centers[21] = (0.5851, 0.6034)\n centers[22] = (0.6112, 0.7639)\n centers[23] = (0.5609, 0.9229)\n centers[24] = (0.7695, 0.0467)\n centers[25] = (0.7385, 0.2227)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.9620342497292635}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_58/results/packing_viz.png
+ execution_time_mean: 43.7896894919686
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..56e98d6a7c28f1df3c4c853437c41cd2757e8353
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_58/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.9620342497292635,
+ "public": {
+ "centers_str": " centers[0] = (0.0873, 0.0804)\n centers[1] = (0.1066, 0.2581)\n centers[2] = (0.0234, 0.4482)\n centers[3] = (0.0901, 0.5898)\n centers[4] = (0.0499, 0.7262)\n centers[5] = (0.0632, 0.9659)\n centers[6] = (0.2564, 0.1026)\n centers[7] = (0.2340, 0.2356)\n centers[8] = (0.2406, 0.3862)\n centers[9] = (0.2696, 0.5767)\n centers[10] = (0.2725, 0.7634)\n centers[11] = (0.2725, 0.9315)\n centers[12] = (0.4147, 0.0766)\n centers[13] = (0.4078, 0.2330)\n centers[14] = (0.3989, 0.4386)\n centers[15] = (0.4445, 0.5946)\n centers[16] = (0.4327, 0.7404)\n centers[17] = (0.4250, 0.8880)\n centers[18] = (0.5606, 0.0904)\n centers[19] = (0.5566, 0.2273)\n centers[20] = (0.5862, 0.4316)\n centers[21] = (0.5851, 0.6034)\n centers[22] = (0.6112, 0.7639)\n centers[23] = (0.5609, 0.9229)\n centers[24] = (0.7695, 0.0467)\n centers[25] = (0.7385, 0.2227)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.9620342497292635
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_58/results/packing_viz.png",
+ "execution_time_mean": 43.7896894919686,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..10014223f35c91d074f021de0d9203265b14c520
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..0321c8885891625951544d4aa0cce2c4ed588454
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "name 'calculate_radii_for_fixed_centers' is not defined"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..34b815399994790faf269f21131f168c1031dffa
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_59/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_59/results
+Evaluation error: name 'calculate_radii_for_fixed_centers' is not defined
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_59/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_59/results/metrics.json
+Evaluation or Validation failed: name 'calculate_radii_for_fixed_centers' is not defined
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_59/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..15952e5cbbcbf263a7d5f2240a0b93796f1e1cd9
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..e84cc722f08970c6931d923090ef3e236e3429de
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_6/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_6/results
+Run 1/1 completed in 0.00 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_6/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_6/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_6/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_6/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.4791676462447876
+ public: {'centers_str': ' centers[0] = (0.5000, 0.5000)\n centers[1] = (0.7500, 0.5000)\n centers[2] = (0.6768, 0.6768)\n centers[3] = (0.5000, 0.7500)\n centers[4] = (0.3232, 0.6768)\n centers[5] = (0.2500, 0.5000)\n centers[6] = (0.3232, 0.3232)\n centers[7] = (0.5000, 0.2500)\n centers[8] = (0.6768, 0.3232)\n centers[9] = (0.9000, 0.5000)\n centers[10] = (0.8730, 0.6445)\n centers[11] = (0.7956, 0.7695)\n centers[12] = (0.6783, 0.8581)\n centers[13] = (0.5369, 0.8983)\n centers[14] = (0.3905, 0.8847)\n centers[15] = (0.2589, 0.8192)\n centers[16] = (0.1599, 0.7106)\n centers[17] = (0.1068, 0.5735)\n centers[18] = (0.1068, 0.4265)\n centers[19] = (0.1599, 0.2894)\n centers[20] = (0.2589, 0.1808)\n centers[21] = (0.3905, 0.1153)\n centers[22] = (0.5369, 0.1017)\n centers[23] = (0.6783, 0.1419)\n centers[24] = (0.7956, 0.2305)\n centers[25] = (0.8730, 0.3555)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.4791676462447876}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_6/results/packing_viz.png
+ execution_time_mean: 0.0021635452285408974
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..87529f1992f949909c24387ab2b6b06cf442d955
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_6/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.4791676462447876,
+ "public": {
+ "centers_str": " centers[0] = (0.5000, 0.5000)\n centers[1] = (0.7500, 0.5000)\n centers[2] = (0.6768, 0.6768)\n centers[3] = (0.5000, 0.7500)\n centers[4] = (0.3232, 0.6768)\n centers[5] = (0.2500, 0.5000)\n centers[6] = (0.3232, 0.3232)\n centers[7] = (0.5000, 0.2500)\n centers[8] = (0.6768, 0.3232)\n centers[9] = (0.9000, 0.5000)\n centers[10] = (0.8730, 0.6445)\n centers[11] = (0.7956, 0.7695)\n centers[12] = (0.6783, 0.8581)\n centers[13] = (0.5369, 0.8983)\n centers[14] = (0.3905, 0.8847)\n centers[15] = (0.2589, 0.8192)\n centers[16] = (0.1599, 0.7106)\n centers[17] = (0.1068, 0.5735)\n centers[18] = (0.1068, 0.4265)\n centers[19] = (0.1599, 0.2894)\n centers[20] = (0.2589, 0.1808)\n centers[21] = (0.3905, 0.1153)\n centers[22] = (0.5369, 0.1017)\n centers[23] = (0.6783, 0.1419)\n centers[24] = (0.7956, 0.2305)\n centers[25] = (0.8730, 0.3555)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.4791676462447876
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_6/results/packing_viz.png",
+ "execution_time_mean": 0.0021635452285408974,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b3751ff1e67f4480122d0ea102ecd27a1da56f64
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6872057be1b8eeb3145077e46910b2732b15c993
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_60/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_60/results
+Run 1/1 completed in 53.10 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_60/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_60/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_60/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_60/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.103644234482956
+ public: {'centers_str': ' centers[0] = (0.0920, 0.0767)\n centers[1] = (0.0857, 0.2590)\n centers[2] = (0.0562, 0.4481)\n centers[3] = (0.0882, 0.6001)\n centers[4] = (0.0524, 0.7500)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2665, 0.0798)\n centers[7] = (0.2356, 0.2243)\n centers[8] = (0.2164, 0.3880)\n centers[9] = (0.2615, 0.5661)\n centers[10] = (0.2331, 0.7815)\n centers[11] = (0.2701, 0.9543)\n centers[12] = (0.4257, 0.0588)\n centers[13] = (0.4033, 0.2171)\n centers[14] = (0.3963, 0.4203)\n centers[15] = (0.4435, 0.5971)\n centers[16] = (0.4238, 0.7552)\n centers[17] = (0.4164, 0.9087)\n centers[18] = (0.5686, 0.0834)\n centers[19] = (0.5606, 0.2541)\n centers[20] = (0.6027, 0.4429)\n centers[21] = (0.5888, 0.5803)\n centers[22] = (0.6780, 0.7688)\n centers[23] = (0.5585, 0.9416)\n centers[24] = (0.7635, 0.0279)\n centers[25] = (0.7857, 0.2206)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.103644234482956}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_60/results/packing_viz.png
+ execution_time_mean: 53.095981513150036
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad4ff91d49c088648769a39a18c712bf6854eaca
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_60/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.103644234482956,
+ "public": {
+ "centers_str": " centers[0] = (0.0920, 0.0767)\n centers[1] = (0.0857, 0.2590)\n centers[2] = (0.0562, 0.4481)\n centers[3] = (0.0882, 0.6001)\n centers[4] = (0.0524, 0.7500)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2665, 0.0798)\n centers[7] = (0.2356, 0.2243)\n centers[8] = (0.2164, 0.3880)\n centers[9] = (0.2615, 0.5661)\n centers[10] = (0.2331, 0.7815)\n centers[11] = (0.2701, 0.9543)\n centers[12] = (0.4257, 0.0588)\n centers[13] = (0.4033, 0.2171)\n centers[14] = (0.3963, 0.4203)\n centers[15] = (0.4435, 0.5971)\n centers[16] = (0.4238, 0.7552)\n centers[17] = (0.4164, 0.9087)\n centers[18] = (0.5686, 0.0834)\n centers[19] = (0.5606, 0.2541)\n centers[20] = (0.6027, 0.4429)\n centers[21] = (0.5888, 0.5803)\n centers[22] = (0.6780, 0.7688)\n centers[23] = (0.5585, 0.9416)\n centers[24] = (0.7635, 0.0279)\n centers[25] = (0.7857, 0.2206)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.103644234482956
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_60/results/packing_viz.png",
+ "execution_time_mean": 53.095981513150036,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fae8cb8579b1f19e81245f630898a298766b52a6
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b9decb28449a1922b661c46fe48c8bebac2ac4b1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_61/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_61/results
+Run 1/1 completed in 45.11 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_61/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_61/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_61/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_61/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.090029203653644
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0790, 0.2579)\n centers[2] = (0.0129, 0.4978)\n centers[3] = (0.0826, 0.6013)\n centers[4] = (0.0574, 0.7509)\n centers[5] = (0.0737, 0.9403)\n centers[6] = (0.2678, 0.0740)\n centers[7] = (0.2287, 0.2182)\n centers[8] = (0.2023, 0.3873)\n centers[9] = (0.2570, 0.5680)\n centers[10] = (0.2384, 0.7781)\n centers[11] = (0.2294, 0.9494)\n centers[12] = (0.4256, 0.0569)\n centers[13] = (0.4042, 0.2162)\n centers[14] = (0.3936, 0.4159)\n centers[15] = (0.4458, 0.6052)\n centers[16] = (0.4197, 0.7626)\n centers[17] = (0.4093, 0.9126)\n centers[18] = (0.5669, 0.0824)\n centers[19] = (0.5652, 0.2550)\n centers[20] = (0.6202, 0.4511)\n centers[21] = (0.5891, 0.6054)\n centers[22] = (0.6835, 0.7647)\n centers[23] = (0.5529, 0.9437)\n centers[24] = (0.7511, 0.0160)\n centers[25] = (0.8042, 0.2010)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.090029203653644}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_61/results/packing_viz.png
+ execution_time_mean: 45.110271346755326
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4c380c9ebb764186c14425e7ee3a9fda035d8e3
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_61/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.090029203653644,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0790, 0.2579)\n centers[2] = (0.0129, 0.4978)\n centers[3] = (0.0826, 0.6013)\n centers[4] = (0.0574, 0.7509)\n centers[5] = (0.0737, 0.9403)\n centers[6] = (0.2678, 0.0740)\n centers[7] = (0.2287, 0.2182)\n centers[8] = (0.2023, 0.3873)\n centers[9] = (0.2570, 0.5680)\n centers[10] = (0.2384, 0.7781)\n centers[11] = (0.2294, 0.9494)\n centers[12] = (0.4256, 0.0569)\n centers[13] = (0.4042, 0.2162)\n centers[14] = (0.3936, 0.4159)\n centers[15] = (0.4458, 0.6052)\n centers[16] = (0.4197, 0.7626)\n centers[17] = (0.4093, 0.9126)\n centers[18] = (0.5669, 0.0824)\n centers[19] = (0.5652, 0.2550)\n centers[20] = (0.6202, 0.4511)\n centers[21] = (0.5891, 0.6054)\n centers[22] = (0.6835, 0.7647)\n centers[23] = (0.5529, 0.9437)\n centers[24] = (0.7511, 0.0160)\n centers[25] = (0.8042, 0.2010)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.090029203653644
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_61/results/packing_viz.png",
+ "execution_time_mean": 45.110271346755326,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..36fb6e424ff231d6f7782caee1b60d45b0ba8223
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..45dc6a070b34818eecda58230340ece18ded1203
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_62/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_62/results
+Run 1/1 completed in 51.36 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_62/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_62/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_62/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_62/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.1490935613371174
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0810, 0.2581)\n centers[2] = (0.0561, 0.4478)\n centers[3] = (0.0870, 0.5979)\n centers[4] = (0.0413, 0.7485)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2674, 0.0752)\n centers[7] = (0.2324, 0.2206)\n centers[8] = (0.2062, 0.3891)\n centers[9] = (0.2606, 0.5623)\n centers[10] = (0.2230, 0.7879)\n centers[11] = (0.2590, 0.9645)\n centers[12] = (0.4254, 0.0583)\n centers[13] = (0.4030, 0.2153)\n centers[14] = (0.3959, 0.4105)\n centers[15] = (0.4425, 0.5979)\n centers[16] = (0.4284, 0.7592)\n centers[17] = (0.4207, 0.9122)\n centers[18] = (0.5662, 0.0818)\n centers[19] = (0.5557, 0.2590)\n centers[20] = (0.6015, 0.4478)\n centers[21] = (0.5645, 0.5815)\n centers[22] = (0.7180, 0.7776)\n centers[23] = (0.5315, 0.9487)\n centers[24] = (0.7598, 0.0166)\n centers[25] = (0.8077, 0.2199)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.1490935613371174}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_62/results/packing_viz.png
+ execution_time_mean: 51.35979967424646
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..43df9529b94c96cf357c1d3a25268dccd41b4624
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_62/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.1490935613371174,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0810, 0.2581)\n centers[2] = (0.0561, 0.4478)\n centers[3] = (0.0870, 0.5979)\n centers[4] = (0.0413, 0.7485)\n centers[5] = (0.0747, 0.9451)\n centers[6] = (0.2674, 0.0752)\n centers[7] = (0.2324, 0.2206)\n centers[8] = (0.2062, 0.3891)\n centers[9] = (0.2606, 0.5623)\n centers[10] = (0.2230, 0.7879)\n centers[11] = (0.2590, 0.9645)\n centers[12] = (0.4254, 0.0583)\n centers[13] = (0.4030, 0.2153)\n centers[14] = (0.3959, 0.4105)\n centers[15] = (0.4425, 0.5979)\n centers[16] = (0.4284, 0.7592)\n centers[17] = (0.4207, 0.9122)\n centers[18] = (0.5662, 0.0818)\n centers[19] = (0.5557, 0.2590)\n centers[20] = (0.6015, 0.4478)\n centers[21] = (0.5645, 0.5815)\n centers[22] = (0.7180, 0.7776)\n centers[23] = (0.5315, 0.9487)\n centers[24] = (0.7598, 0.0166)\n centers[25] = (0.8077, 0.2199)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.1490935613371174
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_62/results/packing_viz.png",
+ "execution_time_mean": 51.35979967424646,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c480d6254776c0d52548e0962625f50a3522d2d2
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c8a2baa0ba2a17c38c3e81868ea475adf82b4d3c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_63/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_63/results
+Run 1/1 completed in 55.90 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_63/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_63/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_63/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_63/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.1484408820317307
+ public: {'centers_str': ' centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0763, 0.2578)\n centers[2] = (0.0548, 0.4486)\n centers[3] = (0.0845, 0.5961)\n centers[4] = (0.0358, 0.7467)\n centers[5] = (0.0745, 0.9454)\n centers[6] = (0.2686, 0.0711)\n centers[7] = (0.2264, 0.2154)\n centers[8] = (0.1956, 0.3876)\n centers[9] = (0.2627, 0.5596)\n centers[10] = (0.2173, 0.7939)\n centers[11] = (0.2735, 0.9683)\n centers[12] = (0.4260, 0.0547)\n centers[13] = (0.4043, 0.2091)\n centers[14] = (0.3923, 0.4096)\n centers[15] = (0.4462, 0.6002)\n centers[16] = (0.4311, 0.7619)\n centers[17] = (0.4241, 0.9145)\n centers[18] = (0.5674, 0.0826)\n centers[19] = (0.5628, 0.2596)\n centers[20] = (0.6092, 0.4456)\n centers[21] = (0.5777, 0.5786)\n centers[22] = (0.7258, 0.7749)\n centers[23] = (0.5430, 0.9586)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8150, 0.2164)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.1484408820317307}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_63/results/packing_viz.png
+ execution_time_mean: 55.901528218295425
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6cd035e20b0857e71e86a17a08c1ec748b5ec909
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_63/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.1484408820317307,
+ "public": {
+ "centers_str": " centers[0] = (0.0919, 0.0767)\n centers[1] = (0.0763, 0.2578)\n centers[2] = (0.0548, 0.4486)\n centers[3] = (0.0845, 0.5961)\n centers[4] = (0.0358, 0.7467)\n centers[5] = (0.0745, 0.9454)\n centers[6] = (0.2686, 0.0711)\n centers[7] = (0.2264, 0.2154)\n centers[8] = (0.1956, 0.3876)\n centers[9] = (0.2627, 0.5596)\n centers[10] = (0.2173, 0.7939)\n centers[11] = (0.2735, 0.9683)\n centers[12] = (0.4260, 0.0547)\n centers[13] = (0.4043, 0.2091)\n centers[14] = (0.3923, 0.4096)\n centers[15] = (0.4462, 0.6002)\n centers[16] = (0.4311, 0.7619)\n centers[17] = (0.4241, 0.9145)\n centers[18] = (0.5674, 0.0826)\n centers[19] = (0.5628, 0.2596)\n centers[20] = (0.6092, 0.4456)\n centers[21] = (0.5777, 0.5786)\n centers[22] = (0.7258, 0.7749)\n centers[23] = (0.5430, 0.9586)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8150, 0.2164)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.1484408820317307
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_63/results/packing_viz.png",
+ "execution_time_mean": 55.901528218295425,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fb537414d1daff2b5bcc7771bb700f3f861ba831
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6e806957d1f8a59f0486c04797ff761b96584c35
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_65/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_65/results
+Run 1/1 completed in 42.98 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_65/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_65/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_65/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_65/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.0995896963821314
+ public: {'centers_str': ' centers[0] = (0.0838, 0.0685)\n centers[1] = (0.0590, 0.2644)\n centers[2] = (0.0461, 0.4518)\n centers[3] = (0.0751, 0.5987)\n centers[4] = (0.0396, 0.7398)\n centers[5] = (0.0599, 0.9605)\n centers[6] = (0.2760, 0.0520)\n centers[7] = (0.2049, 0.1912)\n centers[8] = (0.1759, 0.3898)\n centers[9] = (0.2666, 0.5830)\n centers[10] = (0.2013, 0.8379)\n centers[11] = (0.3171, 0.9900)\n centers[12] = (0.4266, 0.0449)\n centers[13] = (0.4104, 0.1914)\n centers[14] = (0.3885, 0.3979)\n centers[15] = (0.4235, 0.5656)\n centers[16] = (0.4368, 0.7544)\n centers[17] = (0.4217, 0.9272)\n centers[18] = (0.5638, 0.0748)\n centers[19] = (0.5894, 0.2293)\n centers[20] = (0.6399, 0.4572)\n centers[21] = (0.4532, 0.6270)\n centers[22] = (0.7570, 0.7954)\n centers[23] = (0.5547, 0.9650)\n centers[24] = (0.6846, 0.0405)\n centers[25] = (0.8353, 0.2052)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.0995896963821314}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_65/results/packing_viz.png
+ execution_time_mean: 42.97718556690961
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..165fdbe3b7fc9d5946648a6a768cbd5c5f19d837
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_65/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.0995896963821314,
+ "public": {
+ "centers_str": " centers[0] = (0.0838, 0.0685)\n centers[1] = (0.0590, 0.2644)\n centers[2] = (0.0461, 0.4518)\n centers[3] = (0.0751, 0.5987)\n centers[4] = (0.0396, 0.7398)\n centers[5] = (0.0599, 0.9605)\n centers[6] = (0.2760, 0.0520)\n centers[7] = (0.2049, 0.1912)\n centers[8] = (0.1759, 0.3898)\n centers[9] = (0.2666, 0.5830)\n centers[10] = (0.2013, 0.8379)\n centers[11] = (0.3171, 0.9900)\n centers[12] = (0.4266, 0.0449)\n centers[13] = (0.4104, 0.1914)\n centers[14] = (0.3885, 0.3979)\n centers[15] = (0.4235, 0.5656)\n centers[16] = (0.4368, 0.7544)\n centers[17] = (0.4217, 0.9272)\n centers[18] = (0.5638, 0.0748)\n centers[19] = (0.5894, 0.2293)\n centers[20] = (0.6399, 0.4572)\n centers[21] = (0.4532, 0.6270)\n centers[22] = (0.7570, 0.7954)\n centers[23] = (0.5547, 0.9650)\n centers[24] = (0.6846, 0.0405)\n centers[25] = (0.8353, 0.2052)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.0995896963821314
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_65/results/packing_viz.png",
+ "execution_time_mean": 42.97718556690961,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..7e72b280dd1e88c255ba6c5cb1be4e777c81d9f0
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..86a25af681ccde4771614a61d30d0dd1f6bb964d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_66/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_66/results
+Run 1/1 completed in 79.00 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_66/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_66/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_66/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_66/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4020190606304843
+ public: {'centers_str': ' centers[0] = (0.0790, 0.0773)\n centers[1] = (0.0844, 0.2389)\n centers[2] = (0.1025, 0.4137)\n centers[3] = (0.0895, 0.5931)\n centers[4] = (0.0792, 0.7596)\n centers[5] = (0.0807, 0.9185)\n centers[6] = (0.2394, 0.1189)\n centers[7] = (0.2307, 0.2729)\n centers[8] = (0.2575, 0.3999)\n centers[9] = (0.2376, 0.5336)\n centers[10] = (0.2580, 0.7106)\n centers[11] = (0.2492, 0.9058)\n centers[12] = (0.4236, 0.0971)\n centers[13] = (0.3676, 0.4772)\n centers[14] = (0.3945, 0.3074)\n centers[15] = (0.4355, 0.6076)\n centers[16] = (0.4186, 0.7388)\n centers[17] = (0.4409, 0.8966)\n centers[18] = (0.6177, 0.0792)\n centers[19] = (0.5479, 0.2181)\n centers[20] = (0.5813, 0.4535)\n centers[21] = (0.8471, 0.5662)\n centers[22] = (0.6092, 0.7279)\n centers[23] = (0.7898, 0.8913)\n centers[24] = (0.9211, 0.0789)\n centers[25] = (0.7710, 0.2457)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4020190606304843}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_66/results/packing_viz.png
+ execution_time_mean: 79.00469854008406
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b863f1895e1aabd86c636ed7da94e09a289bb915
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_66/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4020190606304843,
+ "public": {
+ "centers_str": " centers[0] = (0.0790, 0.0773)\n centers[1] = (0.0844, 0.2389)\n centers[2] = (0.1025, 0.4137)\n centers[3] = (0.0895, 0.5931)\n centers[4] = (0.0792, 0.7596)\n centers[5] = (0.0807, 0.9185)\n centers[6] = (0.2394, 0.1189)\n centers[7] = (0.2307, 0.2729)\n centers[8] = (0.2575, 0.3999)\n centers[9] = (0.2376, 0.5336)\n centers[10] = (0.2580, 0.7106)\n centers[11] = (0.2492, 0.9058)\n centers[12] = (0.4236, 0.0971)\n centers[13] = (0.3676, 0.4772)\n centers[14] = (0.3945, 0.3074)\n centers[15] = (0.4355, 0.6076)\n centers[16] = (0.4186, 0.7388)\n centers[17] = (0.4409, 0.8966)\n centers[18] = (0.6177, 0.0792)\n centers[19] = (0.5479, 0.2181)\n centers[20] = (0.5813, 0.4535)\n centers[21] = (0.8471, 0.5662)\n centers[22] = (0.6092, 0.7279)\n centers[23] = (0.7898, 0.8913)\n centers[24] = (0.9211, 0.0789)\n centers[25] = (0.7710, 0.2457)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4020190606304843
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_66/results/packing_viz.png",
+ "execution_time_mean": 79.00469854008406,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a1a90923cd2bd0fbe8d4e868ab3850a1fd2c45c1
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ae826eb134f92d82d2a0b91a2d22514f93a11af8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_67/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_67/results
+Run 1/1 completed in 396.41 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_67/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_67/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_67/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_67/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5326760412749545
+ public: {'centers_str': ' centers[0] = (0.0670, 0.0670)\n centers[1] = (0.1040, 0.2340)\n centers[2] = (0.0571, 0.3881)\n centers[3] = (0.0864, 0.5287)\n centers[4] = (0.1189, 0.7314)\n centers[5] = (0.0771, 0.9229)\n centers[6] = (0.2171, 0.0839)\n centers[7] = (0.3781, 0.0772)\n centers[8] = (0.3127, 0.2474)\n centers[9] = (0.1987, 0.3993)\n centers[10] = (0.2690, 0.5712)\n centers[11] = (0.2500, 0.9031)\n centers[12] = (0.4951, 0.1902)\n centers[13] = (0.4568, 0.3321)\n centers[14] = (0.3551, 0.4205)\n centers[15] = (0.3866, 0.7467)\n centers[16] = (0.8230, 0.6678)\n centers[17] = (0.4179, 0.9273)\n centers[18] = (0.5056, 0.0526)\n centers[19] = (0.6629, 0.2773)\n centers[20] = (0.5696, 0.5343)\n centers[21] = (0.8615, 0.4156)\n centers[22] = (0.8875, 0.8875)\n centers[23] = (0.6271, 0.8494)\n centers[24] = (0.6413, 0.0874)\n centers[25] = (0.8614, 0.1386)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5326760412749545}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_67/results/packing_viz.png
+ execution_time_mean: 396.4065679498017
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..913aed803b1bf327fb2db10b0bfc7dd43884e097
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_67/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5326760412749545,
+ "public": {
+ "centers_str": " centers[0] = (0.0670, 0.0670)\n centers[1] = (0.1040, 0.2340)\n centers[2] = (0.0571, 0.3881)\n centers[3] = (0.0864, 0.5287)\n centers[4] = (0.1189, 0.7314)\n centers[5] = (0.0771, 0.9229)\n centers[6] = (0.2171, 0.0839)\n centers[7] = (0.3781, 0.0772)\n centers[8] = (0.3127, 0.2474)\n centers[9] = (0.1987, 0.3993)\n centers[10] = (0.2690, 0.5712)\n centers[11] = (0.2500, 0.9031)\n centers[12] = (0.4951, 0.1902)\n centers[13] = (0.4568, 0.3321)\n centers[14] = (0.3551, 0.4205)\n centers[15] = (0.3866, 0.7467)\n centers[16] = (0.8230, 0.6678)\n centers[17] = (0.4179, 0.9273)\n centers[18] = (0.5056, 0.0526)\n centers[19] = (0.6629, 0.2773)\n centers[20] = (0.5696, 0.5343)\n centers[21] = (0.8615, 0.4156)\n centers[22] = (0.8875, 0.8875)\n centers[23] = (0.6271, 0.8494)\n centers[24] = (0.6413, 0.0874)\n centers[25] = (0.8614, 0.1386)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5326760412749545
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_67/results/packing_viz.png",
+ "execution_time_mean": 396.4065679498017,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..24618053050afc6e925d54fce2295362ecd89f37
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6a69e107a6094b8ed5206cbf2a625a053fa56f95
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_68/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_68/results
+Run 1/1 completed in 73.76 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_68/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_68/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_68/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_68/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.430572353455035
+ public: {'centers_str': ' centers[0] = (0.1398, 0.0740)\n centers[1] = (0.0573, 0.3447)\n centers[2] = (0.1086, 0.4951)\n centers[3] = (0.0638, 0.6544)\n centers[4] = (0.0723, 0.7902)\n centers[5] = (0.0693, 0.9312)\n centers[6] = (0.3061, 0.0931)\n centers[7] = (0.0772, 0.2117)\n centers[8] = (0.2357, 0.3155)\n centers[9] = (0.2767, 0.4949)\n centers[10] = (0.2305, 0.7016)\n centers[11] = (0.2379, 0.9053)\n centers[12] = (0.4904, 0.0906)\n centers[13] = (0.4018, 0.2305)\n centers[14] = (0.4334, 0.4155)\n centers[15] = (0.3798, 0.5927)\n centers[16] = (0.4281, 0.7502)\n centers[17] = (0.4352, 0.9195)\n centers[18] = (0.6733, 0.0923)\n centers[19] = (0.5708, 0.2606)\n centers[20] = (0.6483, 0.4523)\n centers[21] = (0.8919, 0.4837)\n centers[22] = (0.7867, 0.7871)\n centers[23] = (0.5409, 0.6155)\n centers[24] = (0.9099, 0.0899)\n centers[25] = (0.7958, 0.2715)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.430572353455035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_68/results/packing_viz.png
+ execution_time_mean: 73.76133177895099
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f64b0cb4d042941a02f51c4f508bcb976678d7b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_68/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.430572353455035,
+ "public": {
+ "centers_str": " centers[0] = (0.1398, 0.0740)\n centers[1] = (0.0573, 0.3447)\n centers[2] = (0.1086, 0.4951)\n centers[3] = (0.0638, 0.6544)\n centers[4] = (0.0723, 0.7902)\n centers[5] = (0.0693, 0.9312)\n centers[6] = (0.3061, 0.0931)\n centers[7] = (0.0772, 0.2117)\n centers[8] = (0.2357, 0.3155)\n centers[9] = (0.2767, 0.4949)\n centers[10] = (0.2305, 0.7016)\n centers[11] = (0.2379, 0.9053)\n centers[12] = (0.4904, 0.0906)\n centers[13] = (0.4018, 0.2305)\n centers[14] = (0.4334, 0.4155)\n centers[15] = (0.3798, 0.5927)\n centers[16] = (0.4281, 0.7502)\n centers[17] = (0.4352, 0.9195)\n centers[18] = (0.6733, 0.0923)\n centers[19] = (0.5708, 0.2606)\n centers[20] = (0.6483, 0.4523)\n centers[21] = (0.8919, 0.4837)\n centers[22] = (0.7867, 0.7871)\n centers[23] = (0.5409, 0.6155)\n centers[24] = (0.9099, 0.0899)\n centers[25] = (0.7958, 0.2715)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.430572353455035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_68/results/packing_viz.png",
+ "execution_time_mean": 73.76133177895099,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..21d2b2cdd139bb4a5b7451c5843aa95118759918
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a1e9369c9d186248e6d756b166d0198f023634d6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_69/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_69/results
+Run 1/1 completed in 642.63 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_69/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_69/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_69/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_69/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5292562385797437
+ public: {'centers_str': ' centers[0] = (0.0910, 0.1337)\n centers[1] = (0.0813, 0.3058)\n centers[2] = (0.0856, 0.5075)\n centers[3] = (0.2758, 0.5747)\n centers[4] = (0.0965, 0.6893)\n centers[5] = (0.1074, 0.8927)\n centers[6] = (0.3896, 0.0758)\n centers[7] = (0.2442, 0.2387)\n centers[8] = (0.2024, 0.4008)\n centers[9] = (0.3723, 0.3831)\n centers[10] = (0.2555, 0.7729)\n centers[11] = (0.3670, 0.9080)\n centers[12] = (0.2419, 0.0720)\n centers[13] = (0.4069, 0.2196)\n centers[14] = (0.5442, 0.3029)\n centers[15] = (0.5357, 0.5240)\n centers[16] = (0.4356, 0.7248)\n centers[17] = (0.5672, 0.8912)\n centers[18] = (0.7099, 0.2381)\n centers[19] = (0.6820, 0.3976)\n centers[20] = (0.5692, 0.1064)\n centers[21] = (0.7615, 0.5678)\n centers[22] = (0.6221, 0.7062)\n centers[23] = (0.8351, 0.8351)\n centers[24] = (0.8797, 0.1203)\n centers[25] = (0.8773, 0.3633)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5292562385797437}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_69/results/packing_viz.png
+ execution_time_mean: 642.627873333171
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e60a24bf84c7c79d0dc3219321607b09bc03eeb9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_69/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5292562385797437,
+ "public": {
+ "centers_str": " centers[0] = (0.0910, 0.1337)\n centers[1] = (0.0813, 0.3058)\n centers[2] = (0.0856, 0.5075)\n centers[3] = (0.2758, 0.5747)\n centers[4] = (0.0965, 0.6893)\n centers[5] = (0.1074, 0.8927)\n centers[6] = (0.3896, 0.0758)\n centers[7] = (0.2442, 0.2387)\n centers[8] = (0.2024, 0.4008)\n centers[9] = (0.3723, 0.3831)\n centers[10] = (0.2555, 0.7729)\n centers[11] = (0.3670, 0.9080)\n centers[12] = (0.2419, 0.0720)\n centers[13] = (0.4069, 0.2196)\n centers[14] = (0.5442, 0.3029)\n centers[15] = (0.5357, 0.5240)\n centers[16] = (0.4356, 0.7248)\n centers[17] = (0.5672, 0.8912)\n centers[18] = (0.7099, 0.2381)\n centers[19] = (0.6820, 0.3976)\n centers[20] = (0.5692, 0.1064)\n centers[21] = (0.7615, 0.5678)\n centers[22] = (0.6221, 0.7062)\n centers[23] = (0.8351, 0.8351)\n centers[24] = (0.8797, 0.1203)\n centers[25] = (0.8773, 0.3633)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5292562385797437
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_69/results/packing_viz.png",
+ "execution_time_mean": 642.627873333171,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9b50c1de229c6c2f568b34ead18c3bec96f43612
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..36f16ade722549abf66f32e03d8b37234b89c977
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_7/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_7/results
+Run 1/1 completed in 39.45 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_7/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_7/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_7/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_7/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.0660192013492598
+ public: {'centers_str': ' centers[0] = (0.2999, 0.2747)\n centers[1] = (0.3421, 0.4283)\n centers[2] = (0.3212, 0.4812)\n centers[3] = (0.3508, 0.5333)\n centers[4] = (0.3219, 0.5853)\n centers[5] = (0.3081, 0.7086)\n centers[6] = (0.4290, 0.3619)\n centers[7] = (0.4053, 0.4052)\n centers[8] = (0.3851, 0.4637)\n centers[9] = (0.4157, 0.5288)\n centers[10] = (0.3955, 0.6072)\n centers[11] = (0.4207, 0.6742)\n centers[12] = (0.4780, 0.3176)\n centers[13] = (0.4581, 0.3925)\n centers[14] = (0.4610, 0.4605)\n centers[15] = (0.4831, 0.5278)\n centers[16] = (0.4731, 0.5921)\n centers[17] = (0.4764, 0.6608)\n centers[18] = (0.5469, 0.3422)\n centers[19] = (0.5173, 0.4051)\n centers[20] = (0.5380, 0.4837)\n centers[21] = (0.5231, 0.5323)\n centers[22] = (0.6144, 0.6066)\n centers[23] = (0.5198, 0.6841)\n centers[24] = (0.5984, 0.2912)\n centers[25] = (0.6472, 0.4121)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.0660192013492598}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_7/results/packing_viz.png
+ execution_time_mean: 39.44874860299751
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b0581e4d1d2a4bb8dc65bfe265614ff4aa3babc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_7/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.0660192013492598,
+ "public": {
+ "centers_str": " centers[0] = (0.2999, 0.2747)\n centers[1] = (0.3421, 0.4283)\n centers[2] = (0.3212, 0.4812)\n centers[3] = (0.3508, 0.5333)\n centers[4] = (0.3219, 0.5853)\n centers[5] = (0.3081, 0.7086)\n centers[6] = (0.4290, 0.3619)\n centers[7] = (0.4053, 0.4052)\n centers[8] = (0.3851, 0.4637)\n centers[9] = (0.4157, 0.5288)\n centers[10] = (0.3955, 0.6072)\n centers[11] = (0.4207, 0.6742)\n centers[12] = (0.4780, 0.3176)\n centers[13] = (0.4581, 0.3925)\n centers[14] = (0.4610, 0.4605)\n centers[15] = (0.4831, 0.5278)\n centers[16] = (0.4731, 0.5921)\n centers[17] = (0.4764, 0.6608)\n centers[18] = (0.5469, 0.3422)\n centers[19] = (0.5173, 0.4051)\n centers[20] = (0.5380, 0.4837)\n centers[21] = (0.5231, 0.5323)\n centers[22] = (0.6144, 0.6066)\n centers[23] = (0.5198, 0.6841)\n centers[24] = (0.5984, 0.2912)\n centers[25] = (0.6472, 0.4121)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.0660192013492598
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_7/results/packing_viz.png",
+ "execution_time_mean": 39.44874860299751,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1eacc9177be5473c47538b3a3025aeeed2b7ff6c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6faaebc6acbf2722cca7fb7cac8c46c3315e9703
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_70/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_70/results
+Run 1/1 completed in 76.69 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_70/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_70/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_70/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_70/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.430572353455035
+ public: {'centers_str': ' centers[0] = (0.1398, 0.0740)\n centers[1] = (0.0573, 0.3447)\n centers[2] = (0.1086, 0.4951)\n centers[3] = (0.0638, 0.6544)\n centers[4] = (0.0723, 0.7902)\n centers[5] = (0.0693, 0.9312)\n centers[6] = (0.3061, 0.0931)\n centers[7] = (0.0772, 0.2117)\n centers[8] = (0.2357, 0.3155)\n centers[9] = (0.2767, 0.4949)\n centers[10] = (0.2305, 0.7016)\n centers[11] = (0.2379, 0.9053)\n centers[12] = (0.4904, 0.0906)\n centers[13] = (0.4018, 0.2305)\n centers[14] = (0.4334, 0.4155)\n centers[15] = (0.3798, 0.5927)\n centers[16] = (0.4281, 0.7502)\n centers[17] = (0.4352, 0.9195)\n centers[18] = (0.6733, 0.0923)\n centers[19] = (0.5708, 0.2606)\n centers[20] = (0.6483, 0.4523)\n centers[21] = (0.8919, 0.4837)\n centers[22] = (0.7867, 0.7871)\n centers[23] = (0.5409, 0.6155)\n centers[24] = (0.9099, 0.0899)\n centers[25] = (0.7958, 0.2715)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.430572353455035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_70/results/packing_viz.png
+ execution_time_mean: 76.68806310603395
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..922e95528848a9bb4ddf48b5d6df93f23b051416
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_70/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.430572353455035,
+ "public": {
+ "centers_str": " centers[0] = (0.1398, 0.0740)\n centers[1] = (0.0573, 0.3447)\n centers[2] = (0.1086, 0.4951)\n centers[3] = (0.0638, 0.6544)\n centers[4] = (0.0723, 0.7902)\n centers[5] = (0.0693, 0.9312)\n centers[6] = (0.3061, 0.0931)\n centers[7] = (0.0772, 0.2117)\n centers[8] = (0.2357, 0.3155)\n centers[9] = (0.2767, 0.4949)\n centers[10] = (0.2305, 0.7016)\n centers[11] = (0.2379, 0.9053)\n centers[12] = (0.4904, 0.0906)\n centers[13] = (0.4018, 0.2305)\n centers[14] = (0.4334, 0.4155)\n centers[15] = (0.3798, 0.5927)\n centers[16] = (0.4281, 0.7502)\n centers[17] = (0.4352, 0.9195)\n centers[18] = (0.6733, 0.0923)\n centers[19] = (0.5708, 0.2606)\n centers[20] = (0.6483, 0.4523)\n centers[21] = (0.8919, 0.4837)\n centers[22] = (0.7867, 0.7871)\n centers[23] = (0.5409, 0.6155)\n centers[24] = (0.9099, 0.0899)\n centers[25] = (0.7958, 0.2715)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.430572353455035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_70/results/packing_viz.png",
+ "execution_time_mean": 76.68806310603395,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3a04049a57dc15de74462f19b28bf1ce3975fea4
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..df0537a9dd6f1087728d4cc28f52404562ef9e2a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/edit.diff
@@ -0,0 +1,249 @@
+--- a/original.py
++++ b/original.py
+@@ -1,157 +1,147 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
++ This version includes vectorization for boundary checks for a minor speedup.
+ """
+ n = centers.shape[0]
+- # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
++ # Vectorized calculations for distances to boundaries (from hybrid SA parents)
++ x_coords = centers[:, 0]
++ y_coords = centers[:, 1]
++ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
++
+ for i in range(n):
+- x, y = centers[i]
++ # Start with the pre-calculated boundary limit
++ r_i_limit = r_limits_boundary[i]
+
+- # 1. Limit by square boundaries
+- r_i_limit = min(x, y, 1 - x, 1 - y)
+-
+- # 2. Limit by other circles
++ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+- # The maximum radius for circle i, given circle j's current radius,
+- # is the distance between them minus circle j's radius.
+- # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+- # Update radius for circle i
+- radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
++ radii[i] = max(0.0, r_i_limit)
+
+- # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+-
+ return radii
+
+ def construct_packing():
+ """
+- Constructs a circle packing using a force-directed simulation with
+- adaptive boundary forces and targeted periodic jiggling to escape local optima.
++ Constructs a circle packing using Simulated Annealing (SA) with a targeted
++ perturbation strategy to find an optimal arrangement of circle centers that
++ maximizes the sum of radii. This is a crossover of the best pure SA and hybrid SA approaches.
+ """
+ n = 26
++ rng = np.random.default_rng(seed=42)
+
+- # --- Initialization ---
+- # Grid-based initial placement for a more uniform starting distribution
+- grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
++ # --- Initialization (from SA parents) ---
++ # Start with a perturbed grid to break symmetry.
++ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
++ perturbation_strength = spacing * 0.1
++ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
++ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+- rng = np.random.default_rng(seed=42)
+- perturbation_strength = spacing * 0.2
+- centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+- radii = np.full(n, 0.01)
++ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
++ current_sum_radii = np.sum(current_radii)
+
+- # --- Optimization Parameters ---
+- N_ITERATIONS = 9000 # More iterations for finer annealing
+- ALPHA_REPULSION = 0.01 # Base repulsion force between circles
+- BETA_BOUND_REPULSION_BASE = 0.02 # Base for adaptive boundary force
+- ANNEALING_DECAY_COEFF = 4.0 # Exponential annealing for controlled cooling
++ best_centers = np.copy(current_centers)
++ best_radii = np.copy(current_radii)
++ best_sum_radii = current_sum_radii
+
+- # Jiggle parameters to escape local optima
+- JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+- JIGGLE_STRENGTH = 0.03 # Initial strength, will be annealed
+- N_JIGGLE = 4 # Number of smallest circles to jiggle
+- JIGGLE_START_ITER = 1500 # Defer jiggling until basic structure forms
++ # --- SA Parameters (from best SA parent) ---
++ N_ITERATIONS = 15000
++ T_INITIAL = 0.01
++ T_FINAL = 1e-6
++ PERTURB_SCALE_INITIAL = 0.05
++ PERTURB_SCALE_FINAL = 0.0001
+
+- radii = calculate_radii_for_fixed_centers(centers, radii)
++ # --- Crossover: Targeted Perturbation Parameters (from hybrid SA parents) ---
++ TARGETED_PERTURB_PROB = 0.8 # Probability to perturb one of the smallest circles
++ N_SMALLEST_TARGET = 5 # Number of smallest circles to choose from
+
+- # --- Iterative Optimization Loop ---
+- for iter_step in range(N_ITERATIONS):
+- # Exponential annealing for all forces and jiggling
+- progress_ratio = iter_step / N_ITERATIONS
+- annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+- current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+- if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
++ # --- SA Main Loop ---
++ for i in range(N_ITERATIONS):
++ # Exponential annealing for temperature and perturbation scale
++ progress = i / N_ITERATIONS
++ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
++ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+- forces = np.zeros_like(centers)
++ # 1. Propose a new state (Crossover of perturbation strategies)
++ new_centers = np.copy(current_centers)
+
+- # Determine max radius for adaptive force calculation. Add epsilon for stability.
+- max_r = np.max(radii) if np.max(radii) > 1e-6 else 1.0
++ # With high probability, perturb one of the smallest circles to help it escape.
++ # This focuses search on fixing inefficiently packed circles.
++ if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
++ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
++ circle_idx = rng.choice(smallest_indices)
++ else:
++ # Otherwise, pick any circle randomly for global exploration.
++ circle_idx = rng.integers(0, n)
+
++ perturbation = rng.normal(0, perturb_scale, 2)
++ new_centers[circle_idx] += perturbation
++ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
++
++ # 2. Evaluate the new state with adaptive precision
++ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200 # Faster early, precise later
++ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
++ new_sum_radii = np.sum(new_radii)
++
++ # 3. Metropolis-Hastings acceptance criterion
++ delta_E = new_sum_radii - current_sum_radii
++ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
++ # Accept the new state
++ current_centers = new_centers
++ current_radii = new_radii
++ current_sum_radii = new_sum_radii
++
++ # Update best-so-far if this is an improvement
++ if new_sum_radii > best_sum_radii:
++ best_sum_radii = new_sum_radii
++ best_centers = np.copy(new_centers)
++ best_radii = np.copy(new_radii)
++
++ # --- Final Refinement on the Best Configuration Found (from SA parents) ---
++ final_radii = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=500)
++ for _ in range(10): # Increased refinement steps for robustness
++ prev_radii = np.copy(final_radii)
+ for i in range(n):
+- # Inter-circle repulsion force
+- for j in range(i + 1, n):
+- dist_vec = centers[i] - centers[j]
+- dist = np.linalg.norm(dist_vec)
+- min_dist_tangent = (radii[i] + radii[j]) * 1.02
++ x, y, r = best_centers[i, 0], best_centers[i, 1], final_radii[i]
++ if x - r < 0: best_centers[i, 0] = r
++ if x + r > 1: best_centers[i, 0] = 1 - r
++ if y - r < 0: best_centers[i, 1] = r
++ if y + r > 1: best_centers[i, 1] = 1 - r
++ final_radii = calculate_radii_for_fixed_centers(best_centers, final_radii, n_sub_iterations=500)
++ # Convergence check for final refinement
++ if np.allclose(final_radii, prev_radii, atol=1e-8):
++ break
+
+- if dist < min_dist_tangent:
+- overlap_amount = min_dist_tangent - dist
+- direction = dist_vec / (dist + 1e-9)
+- force_magnitude = current_alpha_repulsion * overlap_amount
+- forces[i] += direction * force_magnitude
+- forces[j] -= direction * force_magnitude
+-
+- # --- Adaptive Boundary Repulsion (Novel) ---
+- # Force is weaker for larger circles, allowing them to hug the edges.
+- radius_ratio = radii[i] / (max_r + 1e-9) # Add epsilon to avoid division by zero
+- # The (1 - radius_ratio**2) term makes force weaker for large radii, encouraging them to stay near boundaries
+- adaptive_beta = BETA_BOUND_REPULSION_BASE * (1.0 - radius_ratio**2) * annealing_factor
+- if adaptive_beta < 1e-7: adaptive_beta = 1e-7
+-
+- if centers[i, 0] - radii[i] < 0:
+- forces[i, 0] += adaptive_beta * (-(centers[i, 0] - radii[i]))
+- if centers[i, 0] + radii[i] > 1:
+- forces[i, 0] -= adaptive_beta * ((centers[i, 0] + radii[i]) - 1)
+- if centers[i, 1] - radii[i] < 0:
+- forces[i, 1] += adaptive_beta * (-(centers[i, 1] - radii[i]))
+- if centers[i, 1] + radii[i] > 1:
+- forces[i, 1] -= adaptive_beta * ((centers[i, 1] + radii[i]) - 1)
+-
+- centers += forces
+-
+- # --- Targeted & Annealed Jiggle (Improved) ---
+- # Periodically jiggle the smallest circles to help them escape traps
+- if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
+- current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
+- if current_jiggle_strength > 1e-5:
+- smallest_indices = np.argsort(radii)[:N_JIGGLE]
+- for idx in smallest_indices:
+- displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+- centers[idx] += displacement
+-
+- centers = np.clip(centers, 0.0, 1.0)
+- radii = calculate_radii_for_fixed_centers(centers, radii)
+-
+- # --- Final Refinement ---
+- for _ in range(10):
+- for i in range(n):
+- x, y, r = centers[i, 0], centers[i, 1], radii[i]
+- if x - r < 0: centers[i, 0] = r
+- if x + r > 1: centers[i, 0] = 1 - r
+- if y - r < 0: centers[i, 1] = r
+- if y + r > 1: centers[i, 1] = 1 - r
+- radii = calculate_radii_for_fixed_centers(centers, radii)
+-
+- centers = np.clip(centers, 0.0, 1.0)
+-
+- return centers, radii
++ final_centers = np.clip(best_centers, 0.0, 1.0)
++
++ return final_centers, final_radii
+
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..f68b163b64e742244d01b8850a2cb2024e7bec9a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/main.py
@@ -0,0 +1,147 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes vectorization for boundary checks for a minor speedup.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries (from hybrid SA parents)
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with the pre-calculated boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using Simulated Annealing (SA) with a targeted
+ perturbation strategy to find an optimal arrangement of circle centers that
+ maximizes the sum of radii. This is a crossover of the best pure SA and hybrid SA approaches.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization (from SA parents) ---
+ # Start with a perturbed grid to break symmetry.
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters (from best SA parent) ---
+ N_ITERATIONS = 15000
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+
+ # --- Crossover: Targeted Perturbation Parameters (from hybrid SA parents) ---
+ TARGETED_PERTURB_PROB = 0.8 # Probability to perturb one of the smallest circles
+ N_SMALLEST_TARGET = 5 # Number of smallest circles to choose from
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ # Exponential annealing for temperature and perturbation scale
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ # 1. Propose a new state (Crossover of perturbation strategies)
+ new_centers = np.copy(current_centers)
+
+ # With high probability, perturb one of the smallest circles to help it escape.
+ # This focuses search on fixing inefficiently packed circles.
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ # Otherwise, pick any circle randomly for global exploration.
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # 2. Evaluate the new state with adaptive precision
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200 # Faster early, precise later
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ # 3. Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ # Accept the new state
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # Update best-so-far if this is an improvement
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Final Refinement on the Best Configuration Found (from SA parents) ---
+ final_radii = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=500)
+ for _ in range(10): # Increased refinement steps for robustness
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = best_centers[i, 0], best_centers[i, 1], final_radii[i]
+ if x - r < 0: best_centers[i, 0] = r
+ if x + r > 1: best_centers[i, 0] = 1 - r
+ if y - r < 0: best_centers[i, 1] = r
+ if y + r > 1: best_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(best_centers, final_radii, n_sub_iterations=500)
+ # Convergence check for final refinement
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(best_centers, 0.0, 1.0)
+
+ return final_centers, final_radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..c2e96a6072717e9fd98c7fef0246e770ea663ff6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/original.py
@@ -0,0 +1,157 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ """
+ n = centers.shape[0]
+ # Start with existing radii, or zeros if none provided
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ for i in range(n):
+ x, y = centers[i]
+
+ # 1. Limit by square boundaries
+ r_i_limit = min(x, y, 1 - x, 1 - y)
+
+ # 2. Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ # The maximum radius for circle i, given circle j's current radius,
+ # is the distance between them minus circle j's radius.
+ # Ensure the resulting radius is not negative.
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ # Update radius for circle i
+ radii[i] = max(0.0, r_i_limit) # Ensure radius is non-negative
+
+ # Check for convergence: if radii haven't changed much, we can stop early
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a force-directed simulation with
+ adaptive boundary forces and targeted periodic jiggling to escape local optima.
+ """
+ n = 26
+
+ # --- Initialization ---
+ # Grid-based initial placement for a more uniform starting distribution
+ grid_size = int(np.ceil(np.sqrt(n))) # 6 for n=26
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+
+ rng = np.random.default_rng(seed=42)
+ perturbation_strength = spacing * 0.2
+ centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ radii = np.full(n, 0.01)
+
+ # --- Optimization Parameters ---
+ N_ITERATIONS = 9000 # More iterations for finer annealing
+ ALPHA_REPULSION = 0.01 # Base repulsion force between circles
+ BETA_BOUND_REPULSION_BASE = 0.02 # Base for adaptive boundary force
+ ANNEALING_DECAY_COEFF = 4.0 # Exponential annealing for controlled cooling
+
+ # Jiggle parameters to escape local optima
+ JIGGLE_PERIOD = 75 # How often to jiggle the smallest circles
+ JIGGLE_STRENGTH = 0.03 # Initial strength, will be annealed
+ N_JIGGLE = 4 # Number of smallest circles to jiggle
+ JIGGLE_START_ITER = 1500 # Defer jiggling until basic structure forms
+
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Iterative Optimization Loop ---
+ for iter_step in range(N_ITERATIONS):
+ # Exponential annealing for all forces and jiggling
+ progress_ratio = iter_step / N_ITERATIONS
+ annealing_factor = np.exp(-ANNEALING_DECAY_COEFF * progress_ratio)
+ current_alpha_repulsion = ALPHA_REPULSION * annealing_factor
+ if current_alpha_repulsion < 1e-7: current_alpha_repulsion = 1e-7
+
+ forces = np.zeros_like(centers)
+
+ # Determine max radius for adaptive force calculation. Add epsilon for stability.
+ max_r = np.max(radii) if np.max(radii) > 1e-6 else 1.0
+
+ for i in range(n):
+ # Inter-circle repulsion force
+ for j in range(i + 1, n):
+ dist_vec = centers[i] - centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = (radii[i] + radii[j]) * 1.02
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ direction = dist_vec / (dist + 1e-9)
+ force_magnitude = current_alpha_repulsion * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # --- Adaptive Boundary Repulsion (Novel) ---
+ # Force is weaker for larger circles, allowing them to hug the edges.
+ radius_ratio = radii[i] / (max_r + 1e-9) # Add epsilon to avoid division by zero
+ # The (1 - radius_ratio**2) term makes force weaker for large radii, encouraging them to stay near boundaries
+ adaptive_beta = BETA_BOUND_REPULSION_BASE * (1.0 - radius_ratio**2) * annealing_factor
+ if adaptive_beta < 1e-7: adaptive_beta = 1e-7
+
+ if centers[i, 0] - radii[i] < 0:
+ forces[i, 0] += adaptive_beta * (-(centers[i, 0] - radii[i]))
+ if centers[i, 0] + radii[i] > 1:
+ forces[i, 0] -= adaptive_beta * ((centers[i, 0] + radii[i]) - 1)
+ if centers[i, 1] - radii[i] < 0:
+ forces[i, 1] += adaptive_beta * (-(centers[i, 1] - radii[i]))
+ if centers[i, 1] + radii[i] > 1:
+ forces[i, 1] -= adaptive_beta * ((centers[i, 1] + radii[i]) - 1)
+
+ centers += forces
+
+ # --- Targeted & Annealed Jiggle (Improved) ---
+ # Periodically jiggle the smallest circles to help them escape traps
+ if iter_step > JIGGLE_START_ITER and iter_step % JIGGLE_PERIOD == 0:
+ current_jiggle_strength = JIGGLE_STRENGTH * annealing_factor
+ if current_jiggle_strength > 1e-5:
+ smallest_indices = np.argsort(radii)[:N_JIGGLE]
+ for idx in smallest_indices:
+ displacement = rng.uniform(-current_jiggle_strength, current_jiggle_strength, 2)
+ centers[idx] += displacement
+
+ centers = np.clip(centers, 0.0, 1.0)
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ # --- Final Refinement ---
+ for _ in range(10):
+ for i in range(n):
+ x, y, r = centers[i, 0], centers[i, 1], radii[i]
+ if x - r < 0: centers[i, 0] = r
+ if x + r > 1: centers[i, 0] = 1 - r
+ if y - r < 0: centers[i, 1] = r
+ if y + r > 1: centers[i, 1] = 1 - r
+ radii = calculate_radii_for_fixed_centers(centers, radii)
+
+ centers = np.clip(centers, 0.0, 1.0)
+
+ return centers, radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..70171276d34eb8dd7a4b1ccbc6e0a73858b6c9e7
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_71/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_71/results
+Run 1/1 completed in 76.30 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_71/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_71/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_71/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_71/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.430572353455035
+ public: {'centers_str': ' centers[0] = (0.1398, 0.0740)\n centers[1] = (0.0573, 0.3447)\n centers[2] = (0.1086, 0.4951)\n centers[3] = (0.0638, 0.6544)\n centers[4] = (0.0723, 0.7902)\n centers[5] = (0.0693, 0.9312)\n centers[6] = (0.3061, 0.0931)\n centers[7] = (0.0772, 0.2117)\n centers[8] = (0.2357, 0.3155)\n centers[9] = (0.2767, 0.4949)\n centers[10] = (0.2305, 0.7016)\n centers[11] = (0.2379, 0.9053)\n centers[12] = (0.4904, 0.0906)\n centers[13] = (0.4018, 0.2305)\n centers[14] = (0.4334, 0.4155)\n centers[15] = (0.3798, 0.5927)\n centers[16] = (0.4281, 0.7502)\n centers[17] = (0.4352, 0.9195)\n centers[18] = (0.6733, 0.0923)\n centers[19] = (0.5708, 0.2606)\n centers[20] = (0.6483, 0.4523)\n centers[21] = (0.8919, 0.4837)\n centers[22] = (0.7867, 0.7871)\n centers[23] = (0.5409, 0.6155)\n centers[24] = (0.9099, 0.0899)\n centers[25] = (0.7958, 0.2715)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.430572353455035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_71/results/packing_viz.png
+ execution_time_mean: 76.30321516795084
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4b983b07d08d537299a98978c15a0fadd130d36
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.430572353455035,
+ "public": {
+ "centers_str": " centers[0] = (0.1398, 0.0740)\n centers[1] = (0.0573, 0.3447)\n centers[2] = (0.1086, 0.4951)\n centers[3] = (0.0638, 0.6544)\n centers[4] = (0.0723, 0.7902)\n centers[5] = (0.0693, 0.9312)\n centers[6] = (0.3061, 0.0931)\n centers[7] = (0.0772, 0.2117)\n centers[8] = (0.2357, 0.3155)\n centers[9] = (0.2767, 0.4949)\n centers[10] = (0.2305, 0.7016)\n centers[11] = (0.2379, 0.9053)\n centers[12] = (0.4904, 0.0906)\n centers[13] = (0.4018, 0.2305)\n centers[14] = (0.4334, 0.4155)\n centers[15] = (0.3798, 0.5927)\n centers[16] = (0.4281, 0.7502)\n centers[17] = (0.4352, 0.9195)\n centers[18] = (0.6733, 0.0923)\n centers[19] = (0.5708, 0.2606)\n centers[20] = (0.6483, 0.4523)\n centers[21] = (0.8919, 0.4837)\n centers[22] = (0.7867, 0.7871)\n centers[23] = (0.5409, 0.6155)\n centers[24] = (0.9099, 0.0899)\n centers[25] = (0.7958, 0.2715)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.430572353455035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_71/results/packing_viz.png",
+ "execution_time_mean": 76.30321516795084,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3b25ce6807b8d29b3373fd3e499da208e925f744
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_71/rewrite.txt
@@ -0,0 +1,138 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes vectorization for boundary checks for a minor speedup.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries (from hybrid SA parents)
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with the pre-calculated boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using Simulated Annealing (SA) with a targeted
+ perturbation strategy to find an optimal arrangement of circle centers that
+ maximizes the sum of radii. This is a crossover of the best pure SA and hybrid SA approaches.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization (from SA parents) ---
+ # Start with a perturbed grid to break symmetry.
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters (from best SA parent) ---
+ N_ITERATIONS = 15000
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+
+ # --- Crossover: Targeted Perturbation Parameters (from hybrid SA parents) ---
+ TARGETED_PERTURB_PROB = 0.8 # Probability to perturb one of the smallest circles
+ N_SMALLEST_TARGET = 5 # Number of smallest circles to choose from
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ # Exponential annealing for temperature and perturbation scale
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ # 1. Propose a new state (Crossover of perturbation strategies)
+ new_centers = np.copy(current_centers)
+
+ # With high probability, perturb one of the smallest circles to help it escape.
+ # This focuses search on fixing inefficiently packed circles.
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ # Otherwise, pick any circle randomly for global exploration.
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # 2. Evaluate the new state with adaptive precision
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200 # Faster early, precise later
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ # 3. Metropolis-Hastings acceptance criterion
+ delta_E = new_sum_radii - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ # Accept the new state
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # Update best-so-far if this is an improvement
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Final Refinement on the Best Configuration Found (from SA parents) ---
+ final_radii = calculate_radii_for_fixed_centers(best_centers, best_radii, n_sub_iterations=500)
+ for _ in range(10): # Increased refinement steps for robustness
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = best_centers[i, 0], best_centers[i, 1], final_radii[i]
+ if x - r < 0: best_centers[i, 0] = r
+ if x + r > 1: best_centers[i, 0] = 1 - r
+ if y - r < 0: best_centers[i, 1] = r
+ if y + r > 1: best_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(best_centers, final_radii, n_sub_iterations=500)
+ # Convergence check for final refinement
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(best_centers, 0.0, 1.0)
+
+ return final_centers, final_radii
+
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..0acb1d3349eaf6a2390054a406689d11b6484a1f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..bff2c0fc0c3d4cc7c6d51e6a8cf3b9839e773574
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/edit.diff
@@ -0,0 +1,205 @@
+--- a/original.py
++++ b/original.py
+@@ -1,172 +1,151 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+- This version includes a minor vectorization for boundary checks from the current program.
++ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+ def construct_packing():
+ """
+- Constructs a circle packing using a hybrid algorithm:
+- 1. Simulated Annealing (SA) with targeted perturbation for global search.
+- 2. A short force-directed simulation for local refinement.
+- This combines the exploratory power of SA with the fine-tuning of force-based methods.
++ Constructs a circle packing using an enhanced Simulated Annealing (SA) algorithm.
++ The energy function includes a penalty for radius variance to guide the search
++ away from greedy local optima (e.g., one giant circle) towards more balanced packings.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+- # --- Initialization (from best SA parent) ---
++ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+- # --- SA Parameters (from best SA parents) ---
+- N_ITERATIONS = 15000
++ # --- SA Parameters ---
++ N_ITERATIONS = 20000 # Increased iterations for a deeper search
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+- TARGETED_PERTURB_PROB = 0.8 # Crossover: Target small circles
+- N_SMALLEST_TARGET = 5 # Crossover: Target small circles
++ TARGETED_PERTURB_PROB = 0.5 # Moderated probability for targeting small circles
++ N_SMALLEST_TARGET = 5
++ VARIANCE_PENALTY = 2.0 # Penalty term to discourage uneven radii distribution
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+- # Crossover: With high probability, perturb one of the smallest circles
+- if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
++ # Perturb one circle, with a chance of targeting a small one
++ if rng.random() < TARGETED_PERTURB_PROB and i > 200:
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
++ # Evaluate new state
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+- delta_E = new_sum_radii - current_sum_radii
++ # --- Energy function with variance penalty ---
++ current_energy = current_sum_radii - VARIANCE_PENALTY * np.var(current_radii)
++ new_energy = new_sum_radii - VARIANCE_PENALTY * np.var(new_radii)
++
++ delta_E = new_energy - current_energy
++
++ # Metropolis-Hastings acceptance criterion
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
++ # Update best-so-far based on the true objective: sum of radii
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+- # --- Crossover: Force-Directed Refinement Phase ---
++ # --- Final Polish Step on the best found configuration ---
++ # The secondary force-directed phase is removed to focus compute on the improved SA.
+ final_centers = np.copy(best_centers)
+- final_radii = np.copy(best_radii)
++ # Start with a high-precision radius calculation for the best centers
++ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500)
+
+- N_REFINE_ITER = 1000
+- ALPHA_REFINE = 0.0005 # Small constant repulsion force
+- BETA_REFINE = 0.002 # Small constant boundary force
+-
+- for _ in range(N_REFINE_ITER):
+- forces = np.zeros_like(final_centers)
+- for i in range(n):
+- for j in range(i + 1, n):
+- dist_vec = final_centers[i] - final_centers[j]
+- dist = np.linalg.norm(dist_vec)
+- min_dist_tangent = final_radii[i] + final_radii[j]
+-
+- if dist < min_dist_tangent:
+- overlap_amount = min_dist_tangent - dist
+- if dist > 1e-9:
+- direction = dist_vec / dist
+- force_magnitude = ALPHA_REFINE * overlap_amount
+- forces[i] += direction * force_magnitude
+- forces[j] -= direction * force_magnitude
+-
+- # Boundary forces
+- if final_centers[i, 0] - final_radii[i] < 0:
+- forces[i, 0] += BETA_REFINE * (-(final_centers[i, 0] - final_radii[i]))
+- if final_centers[i, 0] + final_radii[i] > 1:
+- forces[i, 0] -= BETA_REFINE * ((final_centers[i, 0] + final_radii[i]) - 1)
+- if final_centers[i, 1] - final_radii[i] < 0:
+- forces[i, 1] += BETA_REFINE * (-(final_centers[i, 1] - final_radii[i]))
+- if final_centers[i, 1] + final_radii[i] > 1:
+- forces[i, 1] -= BETA_REFINE * ((final_centers[i, 1] + final_radii[i]) - 1)
+-
+- final_centers += forces
+- final_centers = np.clip(final_centers, 0.0, 1.0)
+- final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=400)
+-
+- # --- Final Polish Step (from current and SA programs) ---
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
++ # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
++
++ # Recalculate radii with high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
++
++ # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+-
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..9a4a1c9e9ca6b651ee27caa488f1cfb512d7056d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/main.py
@@ -0,0 +1,151 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using an enhanced Simulated Annealing (SA) algorithm.
+ The energy function includes a penalty for radius variance to guide the search
+ away from greedy local optima (e.g., one giant circle) towards more balanced packings.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters ---
+ N_ITERATIONS = 20000 # Increased iterations for a deeper search
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+ TARGETED_PERTURB_PROB = 0.5 # Moderated probability for targeting small circles
+ N_SMALLEST_TARGET = 5
+ VARIANCE_PENALTY = 2.0 # Penalty term to discourage uneven radii distribution
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+ # Perturb one circle, with a chance of targeting a small one
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200:
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Evaluate new state
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ # --- Energy function with variance penalty ---
+ current_energy = current_sum_radii - VARIANCE_PENALTY * np.var(current_radii)
+ new_energy = new_sum_radii - VARIANCE_PENALTY * np.var(new_radii)
+
+ delta_E = new_energy - current_energy
+
+ # Metropolis-Hastings acceptance criterion
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # Update best-so-far based on the true objective: sum of radii
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ # The secondary force-directed phase is removed to focus compute on the improved SA.
+ final_centers = np.copy(best_centers)
+ # Start with a high-precision radius calculation for the best centers
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500)
+
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ # Recalculate radii with high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+
+ # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..f1d84854f6d180806ca03afc6fff661450515b9f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/original.py
@@ -0,0 +1,172 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks from the current program.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a hybrid algorithm:
+ 1. Simulated Annealing (SA) with targeted perturbation for global search.
+ 2. A short force-directed simulation for local refinement.
+ This combines the exploratory power of SA with the fine-tuning of force-based methods.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization (from best SA parent) ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters (from best SA parents) ---
+ N_ITERATIONS = 15000
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+ TARGETED_PERTURB_PROB = 0.8 # Crossover: Target small circles
+ N_SMALLEST_TARGET = 5 # Crossover: Target small circles
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+ # Crossover: With high probability, perturb one of the smallest circles
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ delta_E = new_sum_radii - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Crossover: Force-Directed Refinement Phase ---
+ final_centers = np.copy(best_centers)
+ final_radii = np.copy(best_radii)
+
+ N_REFINE_ITER = 1000
+ ALPHA_REFINE = 0.0005 # Small constant repulsion force
+ BETA_REFINE = 0.002 # Small constant boundary force
+
+ for _ in range(N_REFINE_ITER):
+ forces = np.zeros_like(final_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = final_centers[i] - final_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = final_radii[i] + final_radii[j]
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_magnitude = ALPHA_REFINE * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary forces
+ if final_centers[i, 0] - final_radii[i] < 0:
+ forces[i, 0] += BETA_REFINE * (-(final_centers[i, 0] - final_radii[i]))
+ if final_centers[i, 0] + final_radii[i] > 1:
+ forces[i, 0] -= BETA_REFINE * ((final_centers[i, 0] + final_radii[i]) - 1)
+ if final_centers[i, 1] - final_radii[i] < 0:
+ forces[i, 1] += BETA_REFINE * (-(final_centers[i, 1] - final_radii[i]))
+ if final_centers[i, 1] + final_radii[i] > 1:
+ forces[i, 1] -= BETA_REFINE * ((final_centers[i, 1] + final_radii[i]) - 1)
+
+ final_centers += forces
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=400)
+
+ # --- Final Polish Step (from current and SA programs) ---
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ca9a816e4145eda600672ea88feac657e262b69f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_72/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_72/results
+Run 1/1 completed in 97.10 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_72/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_72/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_72/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_72/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4916867710391215
+ public: {'centers_str': ' centers[0] = (0.0956, 0.0989)\n centers[1] = (0.0698, 0.3707)\n centers[2] = (0.1840, 0.4246)\n centers[3] = (0.0925, 0.5423)\n centers[4] = (0.1044, 0.7390)\n centers[5] = (0.0655, 0.9045)\n centers[6] = (0.2807, 0.0897)\n centers[7] = (0.0530, 0.2413)\n centers[8] = (0.2058, 0.2662)\n centers[9] = (0.2716, 0.6180)\n centers[10] = (0.2722, 0.7913)\n centers[11] = (0.2062, 0.9235)\n centers[12] = (0.5215, 0.0817)\n centers[13] = (0.4125, 0.2359)\n centers[14] = (0.3383, 0.4268)\n centers[15] = (0.4389, 0.5654)\n centers[16] = (0.4358, 0.7387)\n centers[17] = (0.3715, 0.9137)\n centers[18] = (0.6768, 0.0621)\n centers[19] = (0.6393, 0.2187)\n centers[20] = (0.5508, 0.4137)\n centers[21] = (0.6244, 0.6331)\n centers[22] = (0.8559, 0.7522)\n centers[23] = (0.6157, 0.8746)\n centers[24] = (0.8620, 0.1380)\n centers[25] = (0.8330, 0.4417)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4916867710391215}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_72/results/packing_viz.png
+ execution_time_mean: 97.09754331223667
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5965aba01b80ee0c4007a954d0797d5560535b88
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4916867710391215,
+ "public": {
+ "centers_str": " centers[0] = (0.0956, 0.0989)\n centers[1] = (0.0698, 0.3707)\n centers[2] = (0.1840, 0.4246)\n centers[3] = (0.0925, 0.5423)\n centers[4] = (0.1044, 0.7390)\n centers[5] = (0.0655, 0.9045)\n centers[6] = (0.2807, 0.0897)\n centers[7] = (0.0530, 0.2413)\n centers[8] = (0.2058, 0.2662)\n centers[9] = (0.2716, 0.6180)\n centers[10] = (0.2722, 0.7913)\n centers[11] = (0.2062, 0.9235)\n centers[12] = (0.5215, 0.0817)\n centers[13] = (0.4125, 0.2359)\n centers[14] = (0.3383, 0.4268)\n centers[15] = (0.4389, 0.5654)\n centers[16] = (0.4358, 0.7387)\n centers[17] = (0.3715, 0.9137)\n centers[18] = (0.6768, 0.0621)\n centers[19] = (0.6393, 0.2187)\n centers[20] = (0.5508, 0.4137)\n centers[21] = (0.6244, 0.6331)\n centers[22] = (0.8559, 0.7522)\n centers[23] = (0.6157, 0.8746)\n centers[24] = (0.8620, 0.1380)\n centers[25] = (0.8330, 0.4417)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4916867710391215
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_72/results/packing_viz.png",
+ "execution_time_mean": 97.09754331223667,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c6a15910c2af9ab5d217a938dfdb670eadd2db9d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_72/rewrite.txt
@@ -0,0 +1,142 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using an enhanced Simulated Annealing (SA) algorithm.
+ The energy function includes a penalty for radius variance to guide the search
+ away from greedy local optima (e.g., one giant circle) towards more balanced packings.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters ---
+ N_ITERATIONS = 20000 # Increased iterations for a deeper search
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+ TARGETED_PERTURB_PROB = 0.5 # Moderated probability for targeting small circles
+ N_SMALLEST_TARGET = 5
+ VARIANCE_PENALTY = 2.0 # Penalty term to discourage uneven radii distribution
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+ # Perturb one circle, with a chance of targeting a small one
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200:
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Evaluate new state
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ # --- Energy function with variance penalty ---
+ current_energy = current_sum_radii - VARIANCE_PENALTY * np.var(current_radii)
+ new_energy = new_sum_radii - VARIANCE_PENALTY * np.var(new_radii)
+
+ delta_E = new_energy - current_energy
+
+ # Metropolis-Hastings acceptance criterion
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # Update best-so-far based on the true objective: sum of radii
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ # The secondary force-directed phase is removed to focus compute on the improved SA.
+ final_centers = np.copy(best_centers)
+ # Start with a high-precision radius calculation for the best centers
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500)
+
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ # Recalculate radii with high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+
+ # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d6cdf2a2d543f3d40d79ba245b8de73a3d038f13
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..8a17157394b98a3265378eead48ff575d2df5fbe
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/edit.diff
@@ -0,0 +1,203 @@
+--- a/original.py
++++ b/original.py
+@@ -1,173 +1,187 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+ def construct_packing():
+ """
+ Constructs a circle packing using a hybrid algorithm:
+ 1. Simulated Annealing (SA) with targeted perturbation for global search.
+ 2. A short force-directed simulation for local refinement.
+ This combines the exploratory power of SA with the fine-tuning of force-based methods.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization (from best SA parent) ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters (from best SA parents) ---
+ N_ITERATIONS = 15000
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+
+ # --- Crossover: Targeted Perturbation (from hybrid parent) ---
+ TARGETED_PERTURB_PROB = 0.8
+ N_SMALLEST_TARGET = 5
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+ # With high probability, perturb one of the smallest circles to help it escape.
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200 # Adaptive precision
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ delta_E = new_sum_radii - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+- # --- Crossover: Force-Directed Refinement Phase ---
++ # --- Crossover: ANNEALED Force-Directed Refinement Phase ---
+ final_centers = np.copy(best_centers)
+ final_radii = np.copy(best_radii)
+
+- N_REFINE_ITER = 1000
+- ALPHA_REFINE = 0.0005 # Small constant repulsion force for overlaps
+- BETA_REFINE = 0.002 # Small constant repulsion force for boundaries
++ N_REFINE_ITER = 3000
++ ALPHA_REFINE_INITIAL = 0.01 # Initial inter-circle repulsion strength
++ BETA_REFINE_INITIAL = 0.02 # Initial boundary repulsion strength
++ REFINE_DECAY_COEFF = 5.0 # Exponential decay rate for refinement forces
+
+- for _ in range(N_REFINE_ITER):
++ # Dynamic Buffer parameters for refinement
++ INITIAL_BUFFER_FACTOR = 1.02 # Start with a 2% buffer to unstick circles
++ FINAL_BUFFER_FACTOR = 1.001 # End with a 0.1% buffer for tight packing
++
++ for iter_step in range(N_REFINE_ITER):
++ # Annealing for forces and buffer for smooth convergence
++ progress_ratio = iter_step / N_REFINE_ITER
++ annealing_factor = np.exp(-REFINE_DECAY_COEFF * progress_ratio)
++ current_alpha = ALPHA_REFINE_INITIAL * annealing_factor
++ current_beta = BETA_REFINE_INITIAL * annealing_factor
++ current_buffer = FINAL_BUFFER_FACTOR + (INITIAL_BUFFER_FACTOR - FINAL_BUFFER_FACTOR) * annealing_factor
++
+ forces = np.zeros_like(final_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = final_centers[i] - final_centers[j]
+ dist = np.linalg.norm(dist_vec)
+- min_dist_tangent = final_radii[i] + final_radii[j]
++ # Use buffer to enforce separation, allowing circles to rearrange
++ min_dist_tangent = (final_radii[i] + final_radii[j]) * current_buffer
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+- force_magnitude = ALPHA_REFINE * overlap_amount
++ force_magnitude = current_alpha * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+- # Boundary forces
++ # Annealed boundary forces to push circles into corners and along edges
+ if final_centers[i, 0] - final_radii[i] < 0:
+- forces[i, 0] += BETA_REFINE * (-(final_centers[i, 0] - final_radii[i]))
++ forces[i, 0] += current_beta * (-(final_centers[i, 0] - final_radii[i]))
+ if final_centers[i, 0] + final_radii[i] > 1:
+- forces[i, 0] -= BETA_REFINE * ((final_centers[i, 0] + final_radii[i]) - 1)
++ forces[i, 0] -= current_beta * ((final_centers[i, 0] + final_radii[i]) - 1)
+ if final_centers[i, 1] - final_radii[i] < 0:
+- forces[i, 1] += BETA_REFINE * (-(final_centers[i, 1] - final_radii[i]))
++ forces[i, 1] += current_beta * (-(final_centers[i, 1] - final_radii[i]))
+ if final_centers[i, 1] + final_radii[i] > 1:
+- forces[i, 1] -= BETA_REFINE * ((final_centers[i, 1] + final_radii[i]) - 1)
++ forces[i, 1] -= current_beta * ((final_centers[i, 1] + final_radii[i]) - 1)
+
+ final_centers += forces
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+- final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=200)
++ # Use higher precision for radius calculation during refinement
++ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=400)
+
+ # --- Final Polish Step (from all good parents) ---
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..c7006a9853f7bd49fda2f2a463602be3bc108d4c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/main.py
@@ -0,0 +1,187 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a hybrid algorithm:
+ 1. Simulated Annealing (SA) with targeted perturbation for global search.
+ 2. A short force-directed simulation for local refinement.
+ This combines the exploratory power of SA with the fine-tuning of force-based methods.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization (from best SA parent) ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters (from best SA parents) ---
+ N_ITERATIONS = 15000
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+
+ # --- Crossover: Targeted Perturbation (from hybrid parent) ---
+ TARGETED_PERTURB_PROB = 0.8
+ N_SMALLEST_TARGET = 5
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+ # With high probability, perturb one of the smallest circles to help it escape.
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200 # Adaptive precision
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ delta_E = new_sum_radii - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Crossover: ANNEALED Force-Directed Refinement Phase ---
+ final_centers = np.copy(best_centers)
+ final_radii = np.copy(best_radii)
+
+ N_REFINE_ITER = 3000
+ ALPHA_REFINE_INITIAL = 0.01 # Initial inter-circle repulsion strength
+ BETA_REFINE_INITIAL = 0.02 # Initial boundary repulsion strength
+ REFINE_DECAY_COEFF = 5.0 # Exponential decay rate for refinement forces
+
+ # Dynamic Buffer parameters for refinement
+ INITIAL_BUFFER_FACTOR = 1.02 # Start with a 2% buffer to unstick circles
+ FINAL_BUFFER_FACTOR = 1.001 # End with a 0.1% buffer for tight packing
+
+ for iter_step in range(N_REFINE_ITER):
+ # Annealing for forces and buffer for smooth convergence
+ progress_ratio = iter_step / N_REFINE_ITER
+ annealing_factor = np.exp(-REFINE_DECAY_COEFF * progress_ratio)
+ current_alpha = ALPHA_REFINE_INITIAL * annealing_factor
+ current_beta = BETA_REFINE_INITIAL * annealing_factor
+ current_buffer = FINAL_BUFFER_FACTOR + (INITIAL_BUFFER_FACTOR - FINAL_BUFFER_FACTOR) * annealing_factor
+
+ forces = np.zeros_like(final_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = final_centers[i] - final_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use buffer to enforce separation, allowing circles to rearrange
+ min_dist_tangent = (final_radii[i] + final_radii[j]) * current_buffer
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_magnitude = current_alpha * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Annealed boundary forces to push circles into corners and along edges
+ if final_centers[i, 0] - final_radii[i] < 0:
+ forces[i, 0] += current_beta * (-(final_centers[i, 0] - final_radii[i]))
+ if final_centers[i, 0] + final_radii[i] > 1:
+ forces[i, 0] -= current_beta * ((final_centers[i, 0] + final_radii[i]) - 1)
+ if final_centers[i, 1] - final_radii[i] < 0:
+ forces[i, 1] += current_beta * (-(final_centers[i, 1] - final_radii[i]))
+ if final_centers[i, 1] + final_radii[i] > 1:
+ forces[i, 1] -= current_beta * ((final_centers[i, 1] + final_radii[i]) - 1)
+
+ final_centers += forces
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ # Use higher precision for radius calculation during refinement
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=400)
+
+ # --- Final Polish Step (from all good parents) ---
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..6c5b14b38a51f5a871684a7698a7ffd59b02d7b5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/original.py
@@ -0,0 +1,173 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a hybrid algorithm:
+ 1. Simulated Annealing (SA) with targeted perturbation for global search.
+ 2. A short force-directed simulation for local refinement.
+ This combines the exploratory power of SA with the fine-tuning of force-based methods.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization (from best SA parent) ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters (from best SA parents) ---
+ N_ITERATIONS = 15000
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+
+ # --- Crossover: Targeted Perturbation (from hybrid parent) ---
+ TARGETED_PERTURB_PROB = 0.8
+ N_SMALLEST_TARGET = 5
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+ # With high probability, perturb one of the smallest circles to help it escape.
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200: # Don't target immediately
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200 # Adaptive precision
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ delta_E = new_sum_radii - current_sum_radii
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Crossover: Force-Directed Refinement Phase ---
+ final_centers = np.copy(best_centers)
+ final_radii = np.copy(best_radii)
+
+ N_REFINE_ITER = 1000
+ ALPHA_REFINE = 0.0005 # Small constant repulsion force for overlaps
+ BETA_REFINE = 0.002 # Small constant repulsion force for boundaries
+
+ for _ in range(N_REFINE_ITER):
+ forces = np.zeros_like(final_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = final_centers[i] - final_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = final_radii[i] + final_radii[j]
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_magnitude = ALPHA_REFINE * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary forces
+ if final_centers[i, 0] - final_radii[i] < 0:
+ forces[i, 0] += BETA_REFINE * (-(final_centers[i, 0] - final_radii[i]))
+ if final_centers[i, 0] + final_radii[i] > 1:
+ forces[i, 0] -= BETA_REFINE * ((final_centers[i, 0] + final_radii[i]) - 1)
+ if final_centers[i, 1] - final_radii[i] < 0:
+ forces[i, 1] += BETA_REFINE * (-(final_centers[i, 1] - final_radii[i]))
+ if final_centers[i, 1] + final_radii[i] > 1:
+ forces[i, 1] -= BETA_REFINE * ((final_centers[i, 1] + final_radii[i]) - 1)
+
+ final_centers += forces
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=200)
+
+ # --- Final Polish Step (from all good parents) ---
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..73b8881a8f604a13a6e75ab2b5c5b0efbf74748d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_73/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_73/results
+Run 1/1 completed in 85.03 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_73/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_73/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_73/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_73/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4130043186035
+ public: {'centers_str': ' centers[0] = (0.1388, 0.0732)\n centers[1] = (0.0544, 0.3424)\n centers[2] = (0.1020, 0.4978)\n centers[3] = (0.0571, 0.6565)\n centers[4] = (0.0666, 0.7933)\n centers[5] = (0.0693, 0.9321)\n centers[6] = (0.3051, 0.0913)\n centers[7] = (0.0690, 0.2063)\n centers[8] = (0.2274, 0.3119)\n centers[9] = (0.2745, 0.4971)\n centers[10] = (0.2250, 0.7012)\n centers[11] = (0.2380, 0.9088)\n centers[12] = (0.4891, 0.0872)\n centers[13] = (0.4029, 0.2256)\n centers[14] = (0.4359, 0.4144)\n centers[15] = (0.3840, 0.5934)\n centers[16] = (0.4301, 0.7600)\n centers[17] = (0.4356, 0.9285)\n centers[18] = (0.6725, 0.0895)\n centers[19] = (0.5764, 0.2552)\n centers[20] = (0.6539, 0.4532)\n centers[21] = (0.8954, 0.4892)\n centers[22] = (0.7881, 0.7899)\n centers[23] = (0.5449, 0.6168)\n centers[24] = (0.9151, 0.0812)\n centers[25] = (0.8102, 0.2676)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4130043186035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_73/results/packing_viz.png
+ execution_time_mean: 85.02832091366872
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..939199c110d7b39beee157e7a1b902e57ae71189
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4130043186035,
+ "public": {
+ "centers_str": " centers[0] = (0.1388, 0.0732)\n centers[1] = (0.0544, 0.3424)\n centers[2] = (0.1020, 0.4978)\n centers[3] = (0.0571, 0.6565)\n centers[4] = (0.0666, 0.7933)\n centers[5] = (0.0693, 0.9321)\n centers[6] = (0.3051, 0.0913)\n centers[7] = (0.0690, 0.2063)\n centers[8] = (0.2274, 0.3119)\n centers[9] = (0.2745, 0.4971)\n centers[10] = (0.2250, 0.7012)\n centers[11] = (0.2380, 0.9088)\n centers[12] = (0.4891, 0.0872)\n centers[13] = (0.4029, 0.2256)\n centers[14] = (0.4359, 0.4144)\n centers[15] = (0.3840, 0.5934)\n centers[16] = (0.4301, 0.7600)\n centers[17] = (0.4356, 0.9285)\n centers[18] = (0.6725, 0.0895)\n centers[19] = (0.5764, 0.2552)\n centers[20] = (0.6539, 0.4532)\n centers[21] = (0.8954, 0.4892)\n centers[22] = (0.7881, 0.7899)\n centers[23] = (0.5449, 0.6168)\n centers[24] = (0.9151, 0.0812)\n centers[25] = (0.8102, 0.2676)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4130043186035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_73/results/packing_viz.png",
+ "execution_time_mean": 85.02832091366872,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/search_replace.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/search_replace.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8c9adf7127825ca4929b593ed4194a18b198b5a5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_73/search_replace.txt
@@ -0,0 +1,109 @@
+
+annealed_force_refinement
+
+
+
+Based on the visual analysis, the current packing shows decent but suboptimal edge and corner utilization, particularly with the large yellow circle in the top-right. The existing force-directed refinement phase uses constant, small forces, which are likely too weak to make significant structural improvements after the main Simulated Annealing (SA) phase.
+
+To address this, I am replacing the simple constant-force refinement with a more sophisticated **annealed force-directed refinement**. This new phase will:
+1. Run for more iterations (`N_REFINE_ITER = 3000`) to allow for a full settling process.
+2. Use forces that anneal (decay) over time, starting strong to push circles out of local minima and into corners, then becoming gentler for fine-tuning.
+3. Incorporate a dynamic "buffer" around circles, also annealed, which initially pushes them slightly further apart than necessary to help them unstick and find better positions, before shrinking for a tight final pack.
+4. Increase the precision of radius calculations (`n_sub_iterations=400`) during this critical phase.
+
+This change replaces the naive refinement with a powerful, adaptive optimization step inspired by the more successful force-directed parent algorithms, directly targeting the weaknesses observed in the visualization to achieve a denser and more optimal packing.
+
+
+
+<<<<<<< SEARCH
+ # --- Crossover: Force-Directed Refinement Phase ---
+ final_centers = np.copy(best_centers)
+ final_radii = np.copy(best_radii)
+
+ N_REFINE_ITER = 1000
+ ALPHA_REFINE = 0.0005 # Small constant repulsion force for overlaps
+ BETA_REFINE = 0.002 # Small constant repulsion force for boundaries
+
+ for _ in range(N_REFINE_ITER):
+ forces = np.zeros_like(final_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = final_centers[i] - final_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ min_dist_tangent = final_radii[i] + final_radii[j]
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_magnitude = ALPHA_REFINE * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Boundary forces
+ if final_centers[i, 0] - final_radii[i] < 0:
+ forces[i, 0] += BETA_REFINE * (-(final_centers[i, 0] - final_radii[i]))
+ if final_centers[i, 0] + final_radii[i] > 1:
+ forces[i, 0] -= BETA_REFINE * ((final_centers[i, 0] + final_radii[i]) - 1)
+ if final_centers[i, 1] - final_radii[i] < 0:
+ forces[i, 1] += BETA_REFINE * (-(final_centers[i, 1] - final_radii[i]))
+ if final_centers[i, 1] + final_radii[i] > 1:
+ forces[i, 1] -= BETA_REFINE * ((final_centers[i, 1] + final_radii[i]) - 1)
+
+ final_centers += forces
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=200)
+=======
+ # --- Crossover: ANNEALED Force-Directed Refinement Phase ---
+ final_centers = np.copy(best_centers)
+ final_radii = np.copy(best_radii)
+
+ N_REFINE_ITER = 3000
+ ALPHA_REFINE_INITIAL = 0.01 # Initial inter-circle repulsion strength
+ BETA_REFINE_INITIAL = 0.02 # Initial boundary repulsion strength
+ REFINE_DECAY_COEFF = 5.0 # Exponential decay rate for refinement forces
+
+ # Dynamic Buffer parameters for refinement
+ INITIAL_BUFFER_FACTOR = 1.02 # Start with a 2% buffer to unstick circles
+ FINAL_BUFFER_FACTOR = 1.001 # End with a 0.1% buffer for tight packing
+
+ for iter_step in range(N_REFINE_ITER):
+ # Annealing for forces and buffer for smooth convergence
+ progress_ratio = iter_step / N_REFINE_ITER
+ annealing_factor = np.exp(-REFINE_DECAY_COEFF * progress_ratio)
+ current_alpha = ALPHA_REFINE_INITIAL * annealing_factor
+ current_beta = BETA_REFINE_INITIAL * annealing_factor
+ current_buffer = FINAL_BUFFER_FACTOR + (INITIAL_BUFFER_FACTOR - FINAL_BUFFER_FACTOR) * annealing_factor
+
+ forces = np.zeros_like(final_centers)
+ for i in range(n):
+ for j in range(i + 1, n):
+ dist_vec = final_centers[i] - final_centers[j]
+ dist = np.linalg.norm(dist_vec)
+ # Use buffer to enforce separation, allowing circles to rearrange
+ min_dist_tangent = (final_radii[i] + final_radii[j]) * current_buffer
+
+ if dist < min_dist_tangent:
+ overlap_amount = min_dist_tangent - dist
+ if dist > 1e-9:
+ direction = dist_vec / dist
+ force_magnitude = current_alpha * overlap_amount
+ forces[i] += direction * force_magnitude
+ forces[j] -= direction * force_magnitude
+
+ # Annealed boundary forces to push circles into corners and along edges
+ if final_centers[i, 0] - final_radii[i] < 0:
+ forces[i, 0] += current_beta * (-(final_centers[i, 0] - final_radii[i]))
+ if final_centers[i, 0] + final_radii[i] > 1:
+ forces[i, 0] -= current_beta * ((final_centers[i, 0] + final_radii[i]) - 1)
+ if final_centers[i, 1] - final_radii[i] < 0:
+ forces[i, 1] += current_beta * (-(final_centers[i, 1] - final_radii[i]))
+ if final_centers[i, 1] + final_radii[i] > 1:
+ forces[i, 1] -= current_beta * ((final_centers[i, 1] + final_radii[i]) - 1)
+
+ final_centers += forces
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ # Use higher precision for radius calculation during refinement
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=400)
+>>>>>>> REPLACE
+
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cc29af620f2a3a2bc5a8389666e49bbaa8251ae0
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..1819ee279cc3b54f3e8bcb9f0d53fd78c0e4d827
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_74/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_74/results
+Run 1/1 completed in 98.94 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_74/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_74/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_74/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_74/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4999906043587035
+ public: {'centers_str': ' centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4999906043587035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_74/results/packing_viz.png
+ execution_time_mean: 98.93697037780657
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..aef942e322deb3e48be61f85121b35165769536e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_74/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4999906043587035,
+ "public": {
+ "centers_str": " centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4999906043587035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_74/results/packing_viz.png",
+ "execution_time_mean": 98.93697037780657,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..12871e41de657f38ff354871a9990d401547fb7a
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/edit.diff b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/edit.diff
new file mode 100644
index 0000000000000000000000000000000000000000..766c7687ee9949e0180e542a114a04940224bcd9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/edit.diff
@@ -0,0 +1,246 @@
+--- a/original.py
++++ b/original.py
+@@ -1,151 +1,179 @@
+ # EVOLVE-BLOCK-START
+ import numpy as np
+
+ def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+ def construct_packing():
+ """
+- Constructs a circle packing using an enhanced Simulated Annealing (SA) algorithm.
+- The energy function includes a penalty for radius variance to guide the search
+- away from greedy local optima (e.g., one giant circle) towards more balanced packings.
++ Constructs a circle packing using a Covariance Matrix Adaptation
++ Evolution Strategy (CMA-ES) to optimize the circle center positions.
+ """
+ n = 26
++ dim = n * 2 # 52 dimensions for 26 (x,y) pairs
+ rng = np.random.default_rng(seed=42)
+
+- # --- Initialization ---
++ # --- 1. Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+- x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+- y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+- grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+- perturbation_strength = spacing * 0.1
+- current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+- current_centers = np.clip(current_centers, 0.0, 1.0)
++ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
++ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
++ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
++ perturb_strength = spacing * 0.1
++ initial_centers = grid_points[:n] + rng.uniform(-perturb_strength, perturb_strength, size=(n, 2))
++
++ # --- 2. CMA-ES Parameter Setup ---
++ mean = initial_centers.flatten() # Initial guess for the solution vector
++ sigma = 0.2 # Initial step-size (coordinate-wise standard deviation)
++ pop_size = 4 + int(3 * np.log(dim)) # Population size (lambda)
++ mu = pop_size // 2 # Number of parents for recombination
+
+- current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+- current_sum_radii = np.sum(current_radii)
++ # Recombination weights
++ weights = np.log(mu + 0.5) - np.log(np.arange(1, mu + 1))
++ weights /= np.sum(weights)
++ mu_eff = 1 / np.sum(weights**2)
+
+- best_centers = np.copy(current_centers)
+- best_radii = np.copy(current_radii)
+- best_sum_radii = current_sum_radii
++ # Adaptation constants
++ cc = (4 + mu_eff / dim) / (dim + 4 + 2 * mu_eff / dim)
++ cs = (mu_eff + 2) / (dim + mu_eff + 5)
++ c1 = 2 / ((dim + 1.3)**2 + mu_eff)
++ cmu = min(1 - c1, 2 * (mu_eff - 2 + 1 / mu_eff) / ((dim + 2)**2 + mu_eff))
++ damps = 1 + 2 * max(0, np.sqrt((mu_eff - 1) / (dim + 1)) - 1) + cs
+
+- # --- SA Parameters ---
+- N_ITERATIONS = 20000 # Increased iterations for a deeper search
+- T_INITIAL = 0.01
+- T_FINAL = 1e-6
+- PERTURB_SCALE_INITIAL = 0.05
+- PERTURB_SCALE_FINAL = 0.0001
+- TARGETED_PERTURB_PROB = 0.5 # Moderated probability for targeting small circles
+- N_SMALLEST_TARGET = 5
+- VARIANCE_PENALTY = 2.0 # Penalty term to discourage uneven radii distribution
++ # Evolution paths and covariance matrix
++ pc = np.zeros(dim)
++ ps = np.zeros(dim)
++ C = np.eye(dim) # Covariance matrix
++
++ best_sum_radii = -np.inf
++ best_centers = None
++ best_radii = None
++
++ VARIANCE_PENALTY = 2.0 # Penalty for uneven radii, guides the search
++ N_GENERATIONS = 1200 # Total number of generations
+
+- # --- SA Main Loop ---
+- for i in range(N_ITERATIONS):
+- progress = i / N_ITERATIONS
+- T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+- perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
++ # --- 3. CMA-ES Main Loop ---
++ for gen in range(N_GENERATIONS):
++ # Eigendecomposition of C to get B and D
++ try:
++ D2, B = np.linalg.eigh(C)
++ D = np.sqrt(np.maximum(D2, 1e-12))
++ except np.linalg.LinAlgError:
++ # Fallback if C is not positive semidefinite
++ C = np.eye(dim)
++ B, D = np.eye(dim), np.ones(dim)
+
+- new_centers = np.copy(current_centers)
++ # Sample a new population
++ arz = rng.standard_normal((pop_size, dim)) # z ~ N(0, I)
++ population_steps = (B @ np.diag(D) @ arz.T).T
++ population_vectors = mean + sigma * population_steps
++ population_vectors_clipped = np.clip(population_vectors, 0.0, 1.0)
+
+- # Perturb one circle, with a chance of targeting a small one
+- if rng.random() < TARGETED_PERTURB_PROB and i > 200:
+- smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+- circle_idx = rng.choice(smallest_indices)
+- else:
+- circle_idx = rng.integers(0, n)
++ # Evaluate fitness of the population
++ fitness_values = []
++ for vec in population_vectors_clipped:
++ centers = vec.reshape((n, 2))
++ n_sub_iter = 30 if gen < N_GENERATIONS * 0.8 else 150 # Adaptive precision
++ radii = calculate_radii_for_fixed_centers(centers, None, n_sub_iterations=n_sub_iter)
++ sum_r = np.sum(radii)
++
++ # The objective to MINIMIZE (includes variance penalty)
++ fit = -(sum_r - VARIANCE_PENALTY * np.var(radii))
++ fitness_values.append(fit)
+
+- perturbation = rng.normal(0, perturb_scale, 2)
+- new_centers[circle_idx] += perturbation
+- new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
++ # Track the best solution based on the TRUE objective (sum of radii)
++ if sum_r > best_sum_radii:
++ best_sum_radii = sum_r
++ best_centers = centers
++ best_radii = radii
+
+- # Evaluate new state
+- n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200
+- new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+- new_sum_radii = np.sum(new_radii)
++ # Sort individuals by fitness
++ sorted_indices = np.argsort(fitness_values)
++
++ # Recombination: update the mean
++ mean_old = np.copy(mean)
++ best_steps = population_steps[sorted_indices[:mu]]
++ mean = mean_old + np.sum(weights[:, np.newaxis] * best_steps, axis=0)
+
+- # --- Energy function with variance penalty ---
+- current_energy = current_sum_radii - VARIANCE_PENALTY * np.var(current_radii)
+- new_energy = new_sum_radii - VARIANCE_PENALTY * np.var(new_radii)
++ # --- Adaptation ---
++ # Step-size control
++ ps = (1 - cs) * ps + np.sqrt(cs * (2 - cs) * mu_eff) * (B @ arz[sorted_indices[0]])
++ E_chiN = np.sqrt(dim) * (1 - 1 / (4 * dim) + 1 / (21 * dim**2))
++ sigma *= np.exp((cs / damps) * (np.linalg.norm(ps) / E_chiN - 1))
++
++ # Covariance matrix adaptation
++ h_sig_cond = np.linalg.norm(ps) / np.sqrt(1-(1-cs)**(2*(gen+1))) < (1.4 + 2/(dim+1)) * E_chiN
++ h_sig = 1 if h_sig_cond else 0
++ pc = (1 - cc) * pc + h_sig * np.sqrt(cc * (2 - cc) * mu_eff) * (mean - mean_old) / sigma
+
+- delta_E = new_energy - current_energy
++ rank_one_update = c1 * (pc[:, np.newaxis] @ pc[np.newaxis, :] + (1 - h_sig) * cc * (2 - cc) * C)
++
++ y_w = (mean - mean_old) / sigma
++ rank_mu_steps = (population_vectors[sorted_indices[:mu]] - mean_old) / sigma
++ rank_mu_update = cmu * (rank_mu_steps.T @ np.diag(weights) @ rank_mu_steps)
+
+- # Metropolis-Hastings acceptance criterion
+- if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+- current_centers = new_centers
+- current_radii = new_radii
+- current_sum_radii = new_sum_radii
++ C = (1 - c1 - cmu) * C + rank_one_update + rank_mu_update
++ C = np.triu(C) + np.triu(C, 1).T # Enforce symmetry
+
+- # Update best-so-far based on the true objective: sum of radii
+- if new_sum_radii > best_sum_radii:
+- best_sum_radii = new_sum_radii
+- best_centers = np.copy(new_centers)
+- best_radii = np.copy(new_radii)
+-
+- # --- Final Polish Step on the best found configuration ---
+- # The secondary force-directed phase is removed to focus compute on the improved SA.
++ # --- 4. Final Polish ---
+ final_centers = np.copy(best_centers)
+- # Start with a high-precision radius calculation for the best centers
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500)
+
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+- # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+- # Recalculate radii with high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+
+- # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+ # EVOLVE-BLOCK-END
+
+
+ # This part remains fixed (not evolved)
+ def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/main.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..52588bc10e10b4f20d49d966b7ff62d3c2f33d58
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/main.py
@@ -0,0 +1,179 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Covariance Matrix Adaptation
+ Evolution Strategy (CMA-ES) to optimize the circle center positions.
+ """
+ n = 26
+ dim = n * 2 # 52 dimensions for 26 (x,y) pairs
+ rng = np.random.default_rng(seed=42)
+
+ # --- 1. Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturb_strength = spacing * 0.1
+ initial_centers = grid_points[:n] + rng.uniform(-perturb_strength, perturb_strength, size=(n, 2))
+
+ # --- 2. CMA-ES Parameter Setup ---
+ mean = initial_centers.flatten() # Initial guess for the solution vector
+ sigma = 0.2 # Initial step-size (coordinate-wise standard deviation)
+ pop_size = 4 + int(3 * np.log(dim)) # Population size (lambda)
+ mu = pop_size // 2 # Number of parents for recombination
+
+ # Recombination weights
+ weights = np.log(mu + 0.5) - np.log(np.arange(1, mu + 1))
+ weights /= np.sum(weights)
+ mu_eff = 1 / np.sum(weights**2)
+
+ # Adaptation constants
+ cc = (4 + mu_eff / dim) / (dim + 4 + 2 * mu_eff / dim)
+ cs = (mu_eff + 2) / (dim + mu_eff + 5)
+ c1 = 2 / ((dim + 1.3)**2 + mu_eff)
+ cmu = min(1 - c1, 2 * (mu_eff - 2 + 1 / mu_eff) / ((dim + 2)**2 + mu_eff))
+ damps = 1 + 2 * max(0, np.sqrt((mu_eff - 1) / (dim + 1)) - 1) + cs
+
+ # Evolution paths and covariance matrix
+ pc = np.zeros(dim)
+ ps = np.zeros(dim)
+ C = np.eye(dim) # Covariance matrix
+
+ best_sum_radii = -np.inf
+ best_centers = None
+ best_radii = None
+
+ VARIANCE_PENALTY = 2.0 # Penalty for uneven radii, guides the search
+ N_GENERATIONS = 1200 # Total number of generations
+
+ # --- 3. CMA-ES Main Loop ---
+ for gen in range(N_GENERATIONS):
+ # Eigendecomposition of C to get B and D
+ try:
+ D2, B = np.linalg.eigh(C)
+ D = np.sqrt(np.maximum(D2, 1e-12))
+ except np.linalg.LinAlgError:
+ # Fallback if C is not positive semidefinite
+ C = np.eye(dim)
+ B, D = np.eye(dim), np.ones(dim)
+
+ # Sample a new population
+ arz = rng.standard_normal((pop_size, dim)) # z ~ N(0, I)
+ population_steps = (B @ np.diag(D) @ arz.T).T
+ population_vectors = mean + sigma * population_steps
+ population_vectors_clipped = np.clip(population_vectors, 0.0, 1.0)
+
+ # Evaluate fitness of the population
+ fitness_values = []
+ for vec in population_vectors_clipped:
+ centers = vec.reshape((n, 2))
+ n_sub_iter = 30 if gen < N_GENERATIONS * 0.8 else 150 # Adaptive precision
+ radii = calculate_radii_for_fixed_centers(centers, None, n_sub_iterations=n_sub_iter)
+ sum_r = np.sum(radii)
+
+ # The objective to MINIMIZE (includes variance penalty)
+ fit = -(sum_r - VARIANCE_PENALTY * np.var(radii))
+ fitness_values.append(fit)
+
+ # Track the best solution based on the TRUE objective (sum of radii)
+ if sum_r > best_sum_radii:
+ best_sum_radii = sum_r
+ best_centers = centers
+ best_radii = radii
+
+ # Sort individuals by fitness
+ sorted_indices = np.argsort(fitness_values)
+
+ # Recombination: update the mean
+ mean_old = np.copy(mean)
+ best_steps = population_steps[sorted_indices[:mu]]
+ mean = mean_old + np.sum(weights[:, np.newaxis] * best_steps, axis=0)
+
+ # --- Adaptation ---
+ # Step-size control
+ ps = (1 - cs) * ps + np.sqrt(cs * (2 - cs) * mu_eff) * (B @ arz[sorted_indices[0]])
+ E_chiN = np.sqrt(dim) * (1 - 1 / (4 * dim) + 1 / (21 * dim**2))
+ sigma *= np.exp((cs / damps) * (np.linalg.norm(ps) / E_chiN - 1))
+
+ # Covariance matrix adaptation
+ h_sig_cond = np.linalg.norm(ps) / np.sqrt(1-(1-cs)**(2*(gen+1))) < (1.4 + 2/(dim+1)) * E_chiN
+ h_sig = 1 if h_sig_cond else 0
+ pc = (1 - cc) * pc + h_sig * np.sqrt(cc * (2 - cc) * mu_eff) * (mean - mean_old) / sigma
+
+ rank_one_update = c1 * (pc[:, np.newaxis] @ pc[np.newaxis, :] + (1 - h_sig) * cc * (2 - cc) * C)
+
+ y_w = (mean - mean_old) / sigma
+ rank_mu_steps = (population_vectors[sorted_indices[:mu]] - mean_old) / sigma
+ rank_mu_update = cmu * (rank_mu_steps.T @ np.diag(weights) @ rank_mu_steps)
+
+ C = (1 - c1 - cmu) * C + rank_one_update + rank_mu_update
+ C = np.triu(C) + np.triu(C, 1).T # Enforce symmetry
+
+ # --- 4. Final Polish ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500)
+
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/original.py b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/original.py
new file mode 100644
index 0000000000000000000000000000000000000000..9a4a1c9e9ca6b651ee27caa488f1cfb512d7056d
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/original.py
@@ -0,0 +1,151 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using an enhanced Simulated Annealing (SA) algorithm.
+ The energy function includes a penalty for radius variance to guide the search
+ away from greedy local optima (e.g., one giant circle) towards more balanced packings.
+ """
+ n = 26
+ rng = np.random.default_rng(seed=42)
+
+ # --- Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)
+ perturbation_strength = spacing * 0.1
+ current_centers = grid_points[:n] + rng.uniform(-perturbation_strength, perturbation_strength, size=(n, 2))
+ current_centers = np.clip(current_centers, 0.0, 1.0)
+
+ current_radii = calculate_radii_for_fixed_centers(current_centers, None, n_sub_iterations=100)
+ current_sum_radii = np.sum(current_radii)
+
+ best_centers = np.copy(current_centers)
+ best_radii = np.copy(current_radii)
+ best_sum_radii = current_sum_radii
+
+ # --- SA Parameters ---
+ N_ITERATIONS = 20000 # Increased iterations for a deeper search
+ T_INITIAL = 0.01
+ T_FINAL = 1e-6
+ PERTURB_SCALE_INITIAL = 0.05
+ PERTURB_SCALE_FINAL = 0.0001
+ TARGETED_PERTURB_PROB = 0.5 # Moderated probability for targeting small circles
+ N_SMALLEST_TARGET = 5
+ VARIANCE_PENALTY = 2.0 # Penalty term to discourage uneven radii distribution
+
+ # --- SA Main Loop ---
+ for i in range(N_ITERATIONS):
+ progress = i / N_ITERATIONS
+ T = T_INITIAL * (T_FINAL / T_INITIAL) ** progress
+ perturb_scale = PERTURB_SCALE_INITIAL * (PERTURB_SCALE_FINAL / PERTURB_SCALE_INITIAL) ** progress
+
+ new_centers = np.copy(current_centers)
+
+ # Perturb one circle, with a chance of targeting a small one
+ if rng.random() < TARGETED_PERTURB_PROB and i > 200:
+ smallest_indices = np.argsort(current_radii)[:N_SMALLEST_TARGET]
+ circle_idx = rng.choice(smallest_indices)
+ else:
+ circle_idx = rng.integers(0, n)
+
+ perturbation = rng.normal(0, perturb_scale, 2)
+ new_centers[circle_idx] += perturbation
+ new_centers[circle_idx] = np.clip(new_centers[circle_idx], 0.0, 1.0)
+
+ # Evaluate new state
+ n_sub_iter = 50 if i < N_ITERATIONS * 0.9 else 200
+ new_radii = calculate_radii_for_fixed_centers(new_centers, current_radii, n_sub_iterations=n_sub_iter)
+ new_sum_radii = np.sum(new_radii)
+
+ # --- Energy function with variance penalty ---
+ current_energy = current_sum_radii - VARIANCE_PENALTY * np.var(current_radii)
+ new_energy = new_sum_radii - VARIANCE_PENALTY * np.var(new_radii)
+
+ delta_E = new_energy - current_energy
+
+ # Metropolis-Hastings acceptance criterion
+ if delta_E > 0 or rng.random() < np.exp(delta_E / T):
+ current_centers = new_centers
+ current_radii = new_radii
+ current_sum_radii = new_sum_radii
+
+ # Update best-so-far based on the true objective: sum of radii
+ if new_sum_radii > best_sum_radii:
+ best_sum_radii = new_sum_radii
+ best_centers = np.copy(new_centers)
+ best_radii = np.copy(new_radii)
+
+ # --- Final Polish Step on the best found configuration ---
+ # The secondary force-directed phase is removed to focus compute on the improved SA.
+ final_centers = np.copy(best_centers)
+ # Start with a high-precision radius calculation for the best centers
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500)
+
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ # Push circles back from the boundary if they spill over
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ # Recalculate radii with high precision after adjustment
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+
+ # Stop if converged
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
+
+
+# This part remains fixed (not evolved)
+def run_packing():
+ """Run the circle packing constructor for n=26"""
+ centers, radii = construct_packing()
+ # Calculate the sum of radii
+ sum_radii = np.sum(radii)
+ return centers, radii, sum_radii
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..73411f94062e3c3fd736af056222a443d37f92bc
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_75/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_75/results
+Run 1/1 completed in 41.52 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_75/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_75/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_75/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_75/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 1.2624283377687264
+ public: {'centers_str': ' centers[0] = (0.3279, 0.1691)\n centers[1] = (0.4441, 0.3444)\n centers[2] = (0.2354, 0.3732)\n centers[3] = (0.1053, 0.4534)\n centers[4] = (0.2689, 0.5127)\n centers[5] = (0.2355, 0.8928)\n centers[6] = (0.4890, 0.2443)\n centers[7] = (0.6122, 0.3871)\n centers[8] = (0.0000, 0.3887)\n centers[9] = (0.0265, 0.4841)\n centers[10] = (0.5608, 0.8727)\n centers[11] = (0.1259, 0.7270)\n centers[12] = (0.4325, 0.0000)\n centers[13] = (0.2813, 0.2972)\n centers[14] = (0.6362, 0.5445)\n centers[15] = (0.0000, 0.6598)\n centers[16] = (0.4253, 0.8285)\n centers[17] = (0.7389, 0.4937)\n centers[18] = (0.4528, 0.2007)\n centers[19] = (0.2579, 0.5509)\n centers[20] = (0.6549, 0.5971)\n centers[21] = (0.4758, 0.7398)\n centers[22] = (0.8081, 0.8067)\n centers[23] = (0.6265, 0.9637)\n centers[24] = (0.5834, 0.0418)\n centers[25] = (0.7095, 0.3103)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 1.2624283377687264}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_75/results/packing_viz.png
+ execution_time_mean: 41.521709262859076
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..69a22e3123ae5e48e301219d174cd3d93ee32d3b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 1.2624283377687264,
+ "public": {
+ "centers_str": " centers[0] = (0.3279, 0.1691)\n centers[1] = (0.4441, 0.3444)\n centers[2] = (0.2354, 0.3732)\n centers[3] = (0.1053, 0.4534)\n centers[4] = (0.2689, 0.5127)\n centers[5] = (0.2355, 0.8928)\n centers[6] = (0.4890, 0.2443)\n centers[7] = (0.6122, 0.3871)\n centers[8] = (0.0000, 0.3887)\n centers[9] = (0.0265, 0.4841)\n centers[10] = (0.5608, 0.8727)\n centers[11] = (0.1259, 0.7270)\n centers[12] = (0.4325, 0.0000)\n centers[13] = (0.2813, 0.2972)\n centers[14] = (0.6362, 0.5445)\n centers[15] = (0.0000, 0.6598)\n centers[16] = (0.4253, 0.8285)\n centers[17] = (0.7389, 0.4937)\n centers[18] = (0.4528, 0.2007)\n centers[19] = (0.2579, 0.5509)\n centers[20] = (0.6549, 0.5971)\n centers[21] = (0.4758, 0.7398)\n centers[22] = (0.8081, 0.8067)\n centers[23] = (0.6265, 0.9637)\n centers[24] = (0.5834, 0.0418)\n centers[25] = (0.7095, 0.3103)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 1.2624283377687264
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_75/results/packing_viz.png",
+ "execution_time_mean": 41.521709262859076,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/rewrite.txt b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/rewrite.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5e7b76a7fe8b3c5f789dcc75166f6da11caa84a6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_75/rewrite.txt
@@ -0,0 +1,170 @@
+# EVOLVE-BLOCK-START
+import numpy as np
+
+def calculate_radii_for_fixed_centers(centers, current_radii, n_sub_iterations=200):
+ """
+ Calculates the maximum possible radii for a given set of circle centers
+ such that no circles overlap and all stay within the unit square.
+ It performs iterative adjustments to converge on the maximal radii.
+ This version includes a minor vectorization for boundary checks.
+ """
+ n = centers.shape[0]
+ radii = np.copy(current_radii) if current_radii is not None else np.zeros(n)
+
+ for _ in range(n_sub_iterations):
+ previous_radii = np.copy(radii)
+
+ # Vectorized calculations for distances to boundaries
+ x_coords = centers[:, 0]
+ y_coords = centers[:, 1]
+ r_limits_boundary = np.min([x_coords, y_coords, 1 - x_coords, 1 - y_coords], axis=0)
+
+ for i in range(n):
+ # Start with boundary limit
+ r_i_limit = r_limits_boundary[i]
+
+ # Limit by other circles
+ for j in range(n):
+ if i == j:
+ continue
+ dist = np.linalg.norm(centers[i] - centers[j])
+ r_i_limit = min(r_i_limit, max(0.0, dist - radii[j]))
+
+ radii[i] = max(0.0, r_i_limit)
+
+ if np.allclose(radii, previous_radii, atol=1e-7):
+ break
+ return radii
+
+def construct_packing():
+ """
+ Constructs a circle packing using a Covariance Matrix Adaptation
+ Evolution Strategy (CMA-ES) to optimize the circle center positions.
+ """
+ n = 26
+ dim = n * 2 # 52 dimensions for 26 (x,y) pairs
+ rng = np.random.default_rng(seed=42)
+
+ # --- 1. Initialization ---
+ grid_size = int(np.ceil(np.sqrt(n)))
+ spacing = 1.0 / grid_size
+ x_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ y_coords = np.linspace(spacing / 2, 1.0 - spacing / 2, grid_size)
+ grid_points = np.array(np.meshgrid(x_coords, y_coords)).T.reshape(-1, 2)
+ perturb_strength = spacing * 0.1
+ initial_centers = grid_points[:n] + rng.uniform(-perturb_strength, perturb_strength, size=(n, 2))
+
+ # --- 2. CMA-ES Parameter Setup ---
+ mean = initial_centers.flatten() # Initial guess for the solution vector
+ sigma = 0.2 # Initial step-size (coordinate-wise standard deviation)
+ pop_size = 4 + int(3 * np.log(dim)) # Population size (lambda)
+ mu = pop_size // 2 # Number of parents for recombination
+
+ # Recombination weights
+ weights = np.log(mu + 0.5) - np.log(np.arange(1, mu + 1))
+ weights /= np.sum(weights)
+ mu_eff = 1 / np.sum(weights**2)
+
+ # Adaptation constants
+ cc = (4 + mu_eff / dim) / (dim + 4 + 2 * mu_eff / dim)
+ cs = (mu_eff + 2) / (dim + mu_eff + 5)
+ c1 = 2 / ((dim + 1.3)**2 + mu_eff)
+ cmu = min(1 - c1, 2 * (mu_eff - 2 + 1 / mu_eff) / ((dim + 2)**2 + mu_eff))
+ damps = 1 + 2 * max(0, np.sqrt((mu_eff - 1) / (dim + 1)) - 1) + cs
+
+ # Evolution paths and covariance matrix
+ pc = np.zeros(dim)
+ ps = np.zeros(dim)
+ C = np.eye(dim) # Covariance matrix
+
+ best_sum_radii = -np.inf
+ best_centers = None
+ best_radii = None
+
+ VARIANCE_PENALTY = 2.0 # Penalty for uneven radii, guides the search
+ N_GENERATIONS = 1200 # Total number of generations
+
+ # --- 3. CMA-ES Main Loop ---
+ for gen in range(N_GENERATIONS):
+ # Eigendecomposition of C to get B and D
+ try:
+ D2, B = np.linalg.eigh(C)
+ D = np.sqrt(np.maximum(D2, 1e-12))
+ except np.linalg.LinAlgError:
+ # Fallback if C is not positive semidefinite
+ C = np.eye(dim)
+ B, D = np.eye(dim), np.ones(dim)
+
+ # Sample a new population
+ arz = rng.standard_normal((pop_size, dim)) # z ~ N(0, I)
+ population_steps = (B @ np.diag(D) @ arz.T).T
+ population_vectors = mean + sigma * population_steps
+ population_vectors_clipped = np.clip(population_vectors, 0.0, 1.0)
+
+ # Evaluate fitness of the population
+ fitness_values = []
+ for vec in population_vectors_clipped:
+ centers = vec.reshape((n, 2))
+ n_sub_iter = 30 if gen < N_GENERATIONS * 0.8 else 150 # Adaptive precision
+ radii = calculate_radii_for_fixed_centers(centers, None, n_sub_iterations=n_sub_iter)
+ sum_r = np.sum(radii)
+
+ # The objective to MINIMIZE (includes variance penalty)
+ fit = -(sum_r - VARIANCE_PENALTY * np.var(radii))
+ fitness_values.append(fit)
+
+ # Track the best solution based on the TRUE objective (sum of radii)
+ if sum_r > best_sum_radii:
+ best_sum_radii = sum_r
+ best_centers = centers
+ best_radii = radii
+
+ # Sort individuals by fitness
+ sorted_indices = np.argsort(fitness_values)
+
+ # Recombination: update the mean
+ mean_old = np.copy(mean)
+ best_steps = population_steps[sorted_indices[:mu]]
+ mean = mean_old + np.sum(weights[:, np.newaxis] * best_steps, axis=0)
+
+ # --- Adaptation ---
+ # Step-size control
+ ps = (1 - cs) * ps + np.sqrt(cs * (2 - cs) * mu_eff) * (B @ arz[sorted_indices[0]])
+ E_chiN = np.sqrt(dim) * (1 - 1 / (4 * dim) + 1 / (21 * dim**2))
+ sigma *= np.exp((cs / damps) * (np.linalg.norm(ps) / E_chiN - 1))
+
+ # Covariance matrix adaptation
+ h_sig_cond = np.linalg.norm(ps) / np.sqrt(1-(1-cs)**(2*(gen+1))) < (1.4 + 2/(dim+1)) * E_chiN
+ h_sig = 1 if h_sig_cond else 0
+ pc = (1 - cc) * pc + h_sig * np.sqrt(cc * (2 - cc) * mu_eff) * (mean - mean_old) / sigma
+
+ rank_one_update = c1 * (pc[:, np.newaxis] @ pc[np.newaxis, :] + (1 - h_sig) * cc * (2 - cc) * C)
+
+ y_w = (mean - mean_old) / sigma
+ rank_mu_steps = (population_vectors[sorted_indices[:mu]] - mean_old) / sigma
+ rank_mu_update = cmu * (rank_mu_steps.T @ np.diag(weights) @ rank_mu_steps)
+
+ C = (1 - c1 - cmu) * C + rank_one_update + rank_mu_update
+ C = np.triu(C) + np.triu(C, 1).T # Enforce symmetry
+
+ # --- 4. Final Polish ---
+ final_centers = np.copy(best_centers)
+ final_radii = calculate_radii_for_fixed_centers(final_centers, best_radii, n_sub_iterations=500)
+
+ for _ in range(10):
+ prev_radii = np.copy(final_radii)
+ for i in range(n):
+ x, y, r = final_centers[i, 0], final_centers[i, 1], final_radii[i]
+ if x - r < 0: final_centers[i, 0] = r
+ if x + r > 1: final_centers[i, 0] = 1 - r
+ if y - r < 0: final_centers[i, 1] = r
+ if y + r > 1: final_centers[i, 1] = 1 - r
+
+ final_radii = calculate_radii_for_fixed_centers(final_centers, final_radii, n_sub_iterations=500)
+
+ if np.allclose(final_radii, prev_radii, atol=1e-8):
+ break
+
+ final_centers = np.clip(final_centers, 0.0, 1.0)
+ return final_centers, final_radii
+# EVOLVE-BLOCK-END
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..13416a0d283b6ccce7d0c6a820deb7b9eaf30e13
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..523fc40f405fb7ca0b6140b4d9628928ed1f834f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_76/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_76/results
+Run 1/1 completed in 103.64 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_76/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_76/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_76/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_76/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4999906043587035
+ public: {'centers_str': ' centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4999906043587035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_76/results/packing_viz.png
+ execution_time_mean: 103.64159703673795
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c72bb1861a5ed554615e93567f8dcb58ced28f2b
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_76/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4999906043587035,
+ "public": {
+ "centers_str": " centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4999906043587035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_76/results/packing_viz.png",
+ "execution_time_mean": 103.64159703673795,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4cdb3494c79bd94a2a547086cc78b7159e9b233c
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..2ae06df16d486c9252655c6ceadc87fb5cc01321
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_77/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_77/results
+Run 1/1 completed in 477.37 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_77/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_77/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_77/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_77/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.572498160406856
+ public: {'centers_str': ' centers[0] = (0.0775, 0.0775)\n centers[1] = (0.1172, 0.2680)\n centers[2] = (0.0998, 0.6227)\n centers[3] = (0.3151, 0.6738)\n centers[4] = (0.1784, 0.7707)\n centers[5] = (0.0553, 0.7712)\n centers[6] = (0.2529, 0.0993)\n centers[7] = (0.0726, 0.4525)\n centers[8] = (0.4561, 0.1039)\n centers[9] = (0.8739, 0.8739)\n centers[10] = (0.1020, 0.9094)\n centers[11] = (0.3172, 0.8868)\n centers[12] = (0.3454, 0.2892)\n centers[13] = (0.5362, 0.2694)\n centers[14] = (0.2470, 0.4815)\n centers[15] = (0.7535, 0.4828)\n centers[16] = (0.4984, 0.7647)\n centers[17] = (0.4893, 0.9346)\n centers[18] = (0.6856, 0.1267)\n centers[19] = (0.6809, 0.3304)\n centers[20] = (0.9041, 0.5946)\n centers[21] = (0.5065, 0.5037)\n centers[22] = (0.7105, 0.6900)\n centers[23] = (0.6503, 0.9008)\n centers[24] = (0.9050, 0.0950)\n centers[25] = (0.8784, 0.3099)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.572498160406856}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_77/results/packing_viz.png
+ execution_time_mean: 477.3709336044267
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2b096fdf5c1323ce268daab1edf76c20114355f
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_77/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.572498160406856,
+ "public": {
+ "centers_str": " centers[0] = (0.0775, 0.0775)\n centers[1] = (0.1172, 0.2680)\n centers[2] = (0.0998, 0.6227)\n centers[3] = (0.3151, 0.6738)\n centers[4] = (0.1784, 0.7707)\n centers[5] = (0.0553, 0.7712)\n centers[6] = (0.2529, 0.0993)\n centers[7] = (0.0726, 0.4525)\n centers[8] = (0.4561, 0.1039)\n centers[9] = (0.8739, 0.8739)\n centers[10] = (0.1020, 0.9094)\n centers[11] = (0.3172, 0.8868)\n centers[12] = (0.3454, 0.2892)\n centers[13] = (0.5362, 0.2694)\n centers[14] = (0.2470, 0.4815)\n centers[15] = (0.7535, 0.4828)\n centers[16] = (0.4984, 0.7647)\n centers[17] = (0.4893, 0.9346)\n centers[18] = (0.6856, 0.1267)\n centers[19] = (0.6809, 0.3304)\n centers[20] = (0.9041, 0.5946)\n centers[21] = (0.5065, 0.5037)\n centers[22] = (0.7105, 0.6900)\n centers[23] = (0.6503, 0.9008)\n centers[24] = (0.9050, 0.0950)\n centers[25] = (0.8784, 0.3099)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.572498160406856
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_77/results/packing_viz.png",
+ "execution_time_mean": 477.3709336044267,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9cbea634ae272bf14ab53009aa59b8204f791de5
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..849aa600fd8ef60c5888d09bb256fbe903bde1a3
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "cannot access local variable 'final_radii' where it is not associated with a value"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7036348fe3a16574ff8b34fd0843c14fd55d46d3
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_78/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_78/results
+Evaluation error: cannot access local variable 'final_radii' where it is not associated with a value
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_78/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_78/results/metrics.json
+Evaluation or Validation failed: cannot access local variable 'final_radii' where it is not associated with a value
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_78/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fefcf88b8d7ed96370e15280003d08ef513d7b9f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7acd45499b0e98ca4da7354104c46f0b155ae871
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_79/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_79/results
+Run 1/1 completed in 569.88 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_79/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_79/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_79/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_79/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5162281205679213
+ public: {'centers_str': ' centers[0] = (0.3710, 0.0727)\n centers[1] = (0.2141, 0.7863)\n centers[2] = (0.0721, 0.4353)\n centers[3] = (0.6081, 0.8802)\n centers[4] = (0.7018, 0.6749)\n centers[5] = (0.1444, 0.6157)\n centers[6] = (0.0840, 0.0840)\n centers[7] = (0.8989, 0.2933)\n centers[8] = (0.3123, 0.7039)\n centers[9] = (0.1754, 0.9215)\n centers[10] = (0.2572, 0.4085)\n centers[11] = (0.0764, 0.8023)\n centers[12] = (0.2365, 0.1489)\n centers[13] = (0.9350, 0.4554)\n centers[14] = (0.3906, 0.2431)\n centers[15] = (0.4870, 0.6843)\n centers[16] = (0.3461, 0.5708)\n centers[17] = (0.3690, 0.8807)\n centers[18] = (0.4856, 0.0451)\n centers[19] = (0.0990, 0.2663)\n centers[20] = (0.8994, 0.6171)\n centers[21] = (0.7524, 0.4558)\n centers[22] = (0.5037, 0.4435)\n centers[23] = (0.8633, 0.8550)\n centers[24] = (0.9040, 0.0960)\n centers[25] = (0.6521, 0.1813)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5162281205679213}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_79/results/packing_viz.png
+ execution_time_mean: 569.8772431290708
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b3391e34d1002b31aa015c1bc4aac6a7ca615e1
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_79/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5162281205679213,
+ "public": {
+ "centers_str": " centers[0] = (0.3710, 0.0727)\n centers[1] = (0.2141, 0.7863)\n centers[2] = (0.0721, 0.4353)\n centers[3] = (0.6081, 0.8802)\n centers[4] = (0.7018, 0.6749)\n centers[5] = (0.1444, 0.6157)\n centers[6] = (0.0840, 0.0840)\n centers[7] = (0.8989, 0.2933)\n centers[8] = (0.3123, 0.7039)\n centers[9] = (0.1754, 0.9215)\n centers[10] = (0.2572, 0.4085)\n centers[11] = (0.0764, 0.8023)\n centers[12] = (0.2365, 0.1489)\n centers[13] = (0.9350, 0.4554)\n centers[14] = (0.3906, 0.2431)\n centers[15] = (0.4870, 0.6843)\n centers[16] = (0.3461, 0.5708)\n centers[17] = (0.3690, 0.8807)\n centers[18] = (0.4856, 0.0451)\n centers[19] = (0.0990, 0.2663)\n centers[20] = (0.8994, 0.6171)\n centers[21] = (0.7524, 0.4558)\n centers[22] = (0.5037, 0.4435)\n centers[23] = (0.8633, 0.8550)\n centers[24] = (0.9040, 0.0960)\n centers[25] = (0.6521, 0.1813)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5162281205679213
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_79/results/packing_viz.png",
+ "execution_time_mean": 569.8772431290708,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..936d2c93c894b467b0a4b57d5428360f7a047a94
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..a24b6ba04bf1ca4079ebbb5c086b5f1d1984a287
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "Validation failed: Sum of radii (nan) does not match reported (nan)"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..7149b4116324420b35f42157e3bcf89756bf39ba
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/job_log.err
@@ -0,0 +1,11 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
+/home/tengxiao/pj/ShinkaEvolve/examples/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/main.py:59: RuntimeWarning: invalid value encountered in divide
+ move_vectors = (dist_vecs / distances[..., np.newaxis]) * overlaps[..., np.newaxis]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..f6835a14ad7b2accb868e977366d10f1f482c195
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_8/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_8/results
+Run 1/1 completed in 0.53 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_8/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_8/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_8/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_8/results/metrics.json
+Evaluation or Validation failed: Validation failed: Sum of radii (nan) does not match reported (nan)
+Metrics:
+ combined_score: nan
+ public: {'centers_str': ' centers[0] = (nan, nan)\n centers[1] = (nan, nan)\n centers[2] = (nan, nan)\n centers[3] = (nan, nan)\n centers[4] = (nan, nan)\n centers[5] = (nan, nan)\n centers[6] = (nan, nan)\n centers[7] = (nan, nan)\n centers[8] = (nan, nan)\n centers[9] = (nan, nan)\n centers[10] = (nan, nan)\n centers[11] = (nan, nan)\n centers[12] = (nan, nan)\n centers[13] = (nan, nan)\n centers[14] = (nan, nan)\n centers[15] = (nan, nan)\n centers[16] = (nan, nan)\n centers[17] = (nan, nan)\n centers[18] = (nan, nan)\n centers[19] = (nan, nan)\n centers[20] = (nan, nan)\n centers[21] = (nan, nan)\n centers[22] = (nan, nan)\n centers[23] = (nan, nan)\n centers[24] = (nan, nan)\n centers[25] = (nan, nan)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': nan}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_8/results/packing_viz.png
+ execution_time_mean: 0.5337666575796902
+ execution_time_std: 0.0
+ num_valid_runs: 0
+ num_invalid_runs: 1
+ all_validation_errors: ['Sum of radii (nan) does not match reported (nan)']
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..bdd6795ae555237ff6caaf70b9fe54d667d892d7
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/metrics.json
@@ -0,0 +1,18 @@
+{
+ "combined_score": NaN,
+ "public": {
+ "centers_str": " centers[0] = (nan, nan)\n centers[1] = (nan, nan)\n centers[2] = (nan, nan)\n centers[3] = (nan, nan)\n centers[4] = (nan, nan)\n centers[5] = (nan, nan)\n centers[6] = (nan, nan)\n centers[7] = (nan, nan)\n centers[8] = (nan, nan)\n centers[9] = (nan, nan)\n centers[10] = (nan, nan)\n centers[11] = (nan, nan)\n centers[12] = (nan, nan)\n centers[13] = (nan, nan)\n centers[14] = (nan, nan)\n centers[15] = (nan, nan)\n centers[16] = (nan, nan)\n centers[17] = (nan, nan)\n centers[18] = (nan, nan)\n centers[19] = (nan, nan)\n centers[20] = (nan, nan)\n centers[21] = (nan, nan)\n centers[22] = (nan, nan)\n centers[23] = (nan, nan)\n centers[24] = (nan, nan)\n centers[25] = (nan, nan)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": NaN
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_8/results/packing_viz.png",
+ "execution_time_mean": 0.5337666575796902,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 1,
+ "all_validation_errors": [
+ "Sum of radii (nan) does not match reported (nan)"
+ ]
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/packing_viz.png b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/packing_viz.png
new file mode 100644
index 0000000000000000000000000000000000000000..93328a102093aa0cb099e8f57457da42d96cc517
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_8/results/packing_viz.png differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e87efe3349fac810381356884ec1a05896ac36a1
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6e9dd067a6fa3b9f55bb30fbf5a03ab7a64f322e
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_80/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_80/results
+Run 1/1 completed in 104.81 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_80/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_80/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_80/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_80/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4999906043587035
+ public: {'centers_str': ' centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4999906043587035}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_80/results/packing_viz.png
+ execution_time_mean: 104.80508391838521
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b34ec50acf134b58981a35171b5c7029340e8e24
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_80/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4999906043587035,
+ "public": {
+ "centers_str": " centers[0] = (0.3448, 0.0258)\n centers[1] = (0.0866, 0.2281)\n centers[2] = (0.0907, 0.4066)\n centers[3] = (0.0870, 0.5840)\n centers[4] = (0.0815, 0.7521)\n centers[5] = (0.0832, 0.9167)\n centers[6] = (0.2449, 0.1149)\n centers[7] = (0.0712, 0.0712)\n centers[8] = (0.2397, 0.3097)\n centers[9] = (0.2411, 0.5024)\n centers[10] = (0.2791, 0.7067)\n centers[11] = (0.2537, 0.9127)\n centers[12] = (0.4340, 0.0771)\n centers[13] = (0.3991, 0.2382)\n centers[14] = (0.3770, 0.4045)\n centers[15] = (0.4493, 0.5684)\n centers[16] = (0.5362, 0.7527)\n centers[17] = (0.4251, 0.9056)\n centers[18] = (0.6392, 0.1366)\n centers[19] = (0.5458, 0.3506)\n centers[20] = (0.6785, 0.5368)\n centers[21] = (0.9047, 0.5569)\n centers[22] = (0.8147, 0.8186)\n centers[23] = (0.5825, 0.9257)\n centers[24] = (0.8938, 0.0890)\n centers[25] = (0.8536, 0.3208)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4999906043587035
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_80/results/packing_viz.png",
+ "execution_time_mean": 104.80508391838521,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fdade46826bf821b526905620cfc83b76d898a94
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..03e072bd183888cf154365ca118c68b975e18554
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_81/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_81/results
+Run 1/1 completed in 102.77 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_81/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_81/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_81/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_81/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.508208629399889
+ public: {'centers_str': ' centers[0] = (0.1577, 0.1021)\n centers[1] = (0.0813, 0.2663)\n centers[2] = (0.2815, 0.2355)\n centers[3] = (0.3105, 0.5253)\n centers[4] = (0.0764, 0.7376)\n centers[5] = (0.1070, 0.9008)\n centers[6] = (0.3518, 0.0842)\n centers[7] = (0.0581, 0.4027)\n centers[8] = (0.3617, 0.3712)\n centers[9] = (0.1118, 0.5656)\n centers[10] = (0.2623, 0.7389)\n centers[11] = (0.2824, 0.9294)\n centers[12] = (0.5397, 0.0840)\n centers[13] = (0.4512, 0.2360)\n centers[14] = (0.2028, 0.3835)\n centers[15] = (0.4527, 0.6433)\n centers[16] = (0.7177, 0.4855)\n centers[17] = (0.4792, 0.8675)\n centers[18] = (0.8982, 0.1033)\n centers[19] = (0.8830, 0.6188)\n centers[20] = (0.6502, 0.2821)\n centers[21] = (0.5172, 0.4562)\n centers[22] = (0.8418, 0.8662)\n centers[23] = (0.6585, 0.6905)\n centers[24] = (0.7096, 0.0921)\n centers[25] = (0.8792, 0.3421)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.508208629399889}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_81/results/packing_viz.png
+ execution_time_mean: 102.76759864529595
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..97198160b12fdf9864338b102a2b0eb7f95283bb
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_81/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.508208629399889,
+ "public": {
+ "centers_str": " centers[0] = (0.1577, 0.1021)\n centers[1] = (0.0813, 0.2663)\n centers[2] = (0.2815, 0.2355)\n centers[3] = (0.3105, 0.5253)\n centers[4] = (0.0764, 0.7376)\n centers[5] = (0.1070, 0.9008)\n centers[6] = (0.3518, 0.0842)\n centers[7] = (0.0581, 0.4027)\n centers[8] = (0.3617, 0.3712)\n centers[9] = (0.1118, 0.5656)\n centers[10] = (0.2623, 0.7389)\n centers[11] = (0.2824, 0.9294)\n centers[12] = (0.5397, 0.0840)\n centers[13] = (0.4512, 0.2360)\n centers[14] = (0.2028, 0.3835)\n centers[15] = (0.4527, 0.6433)\n centers[16] = (0.7177, 0.4855)\n centers[17] = (0.4792, 0.8675)\n centers[18] = (0.8982, 0.1033)\n centers[19] = (0.8830, 0.6188)\n centers[20] = (0.6502, 0.2821)\n centers[21] = (0.5172, 0.4562)\n centers[22] = (0.8418, 0.8662)\n centers[23] = (0.6585, 0.6905)\n centers[24] = (0.7096, 0.0921)\n centers[25] = (0.8792, 0.3421)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.508208629399889
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_81/results/packing_viz.png",
+ "execution_time_mean": 102.76759864529595,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..04bc66f2ee3fb20b41553c7a961575857231bbd0
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b3108117bcff81f5fea944a16e1fb96cf5e420c3
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_82/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_82/results
+Run 1/1 completed in 398.46 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_82/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_82/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_82/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_82/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.538765804139605
+ public: {'centers_str': ' centers[0] = (0.0695, 0.2463)\n centers[1] = (0.1107, 0.4217)\n centers[2] = (0.2871, 0.5355)\n centers[3] = (0.0807, 0.6108)\n centers[4] = (0.2101, 0.6835)\n centers[5] = (0.0819, 0.7735)\n centers[6] = (0.6030, 0.2719)\n centers[7] = (0.0890, 0.0890)\n centers[8] = (0.2450, 0.2516)\n centers[9] = (0.4276, 0.3748)\n centers[10] = (0.2216, 0.8142)\n centers[11] = (0.1337, 0.9233)\n centers[12] = (0.2500, 0.0729)\n centers[13] = (0.4422, 0.1275)\n centers[14] = (0.6159, 0.4487)\n centers[15] = (0.4859, 0.5962)\n centers[16] = (0.3539, 0.7408)\n centers[17] = (0.3342, 0.9134)\n centers[18] = (0.6635, 0.0964)\n centers[19] = (0.7397, 0.2270)\n centers[20] = (0.7094, 0.6330)\n centers[21] = (0.9136, 0.6287)\n centers[22] = (0.5603, 0.8525)\n centers[23] = (0.8539, 0.8538)\n centers[24] = (0.8793, 0.1207)\n centers[25] = (0.8495, 0.4005)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.538765804139605}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_82/results/packing_viz.png
+ execution_time_mean: 398.45867666695267
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2403c06f23643e28040fb33ae3ba8d3a21f04a5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_82/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.538765804139605,
+ "public": {
+ "centers_str": " centers[0] = (0.0695, 0.2463)\n centers[1] = (0.1107, 0.4217)\n centers[2] = (0.2871, 0.5355)\n centers[3] = (0.0807, 0.6108)\n centers[4] = (0.2101, 0.6835)\n centers[5] = (0.0819, 0.7735)\n centers[6] = (0.6030, 0.2719)\n centers[7] = (0.0890, 0.0890)\n centers[8] = (0.2450, 0.2516)\n centers[9] = (0.4276, 0.3748)\n centers[10] = (0.2216, 0.8142)\n centers[11] = (0.1337, 0.9233)\n centers[12] = (0.2500, 0.0729)\n centers[13] = (0.4422, 0.1275)\n centers[14] = (0.6159, 0.4487)\n centers[15] = (0.4859, 0.5962)\n centers[16] = (0.3539, 0.7408)\n centers[17] = (0.3342, 0.9134)\n centers[18] = (0.6635, 0.0964)\n centers[19] = (0.7397, 0.2270)\n centers[20] = (0.7094, 0.6330)\n centers[21] = (0.9136, 0.6287)\n centers[22] = (0.5603, 0.8525)\n centers[23] = (0.8539, 0.8538)\n centers[24] = (0.8793, 0.1207)\n centers[25] = (0.8495, 0.4005)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.538765804139605
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_82/results/packing_viz.png",
+ "execution_time_mean": 398.45867666695267,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..73bd09db64ffb005c14ce691b78c691e8d9e6794
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..a3fb8a5a9c31aaef9d8fb3b5c2a6acc81c21852c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_84/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_84/results
+Run 1/1 completed in 481.09 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_84/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_84/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_84/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_84/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.4882484616246976
+ public: {'centers_str': ' centers[0] = (0.0902, 0.0902)\n centers[1] = (0.0551, 0.2312)\n centers[2] = (0.0816, 0.5210)\n centers[3] = (0.0949, 0.6970)\n centers[4] = (0.0775, 0.3618)\n centers[5] = (0.1041, 0.8958)\n centers[6] = (0.2477, 0.0687)\n centers[7] = (0.2161, 0.2411)\n centers[8] = (0.1977, 0.4347)\n centers[9] = (0.4416, 0.7984)\n centers[10] = (0.2769, 0.7787)\n centers[11] = (0.2605, 0.9412)\n centers[12] = (0.3983, 0.1445)\n centers[13] = (0.5072, 0.2472)\n centers[14] = (0.2449, 0.5835)\n centers[15] = (0.4233, 0.6433)\n centers[16] = (0.3930, 0.9253)\n centers[17] = (0.6192, 0.5537)\n centers[18] = (0.6151, 0.1184)\n centers[19] = (0.6240, 0.3302)\n centers[20] = (0.4010, 0.4072)\n centers[21] = (0.8148, 0.7887)\n centers[22] = (0.5616, 0.7383)\n centers[23] = (0.5608, 0.9056)\n centers[24] = (0.8665, 0.1338)\n centers[25] = (0.8510, 0.4160)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.4882484616246976}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_84/results/packing_viz.png
+ execution_time_mean: 481.0896889818832
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f76c788febe77aa6b95bc5a38736108356151554
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_84/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.4882484616246976,
+ "public": {
+ "centers_str": " centers[0] = (0.0902, 0.0902)\n centers[1] = (0.0551, 0.2312)\n centers[2] = (0.0816, 0.5210)\n centers[3] = (0.0949, 0.6970)\n centers[4] = (0.0775, 0.3618)\n centers[5] = (0.1041, 0.8958)\n centers[6] = (0.2477, 0.0687)\n centers[7] = (0.2161, 0.2411)\n centers[8] = (0.1977, 0.4347)\n centers[9] = (0.4416, 0.7984)\n centers[10] = (0.2769, 0.7787)\n centers[11] = (0.2605, 0.9412)\n centers[12] = (0.3983, 0.1445)\n centers[13] = (0.5072, 0.2472)\n centers[14] = (0.2449, 0.5835)\n centers[15] = (0.4233, 0.6433)\n centers[16] = (0.3930, 0.9253)\n centers[17] = (0.6192, 0.5537)\n centers[18] = (0.6151, 0.1184)\n centers[19] = (0.6240, 0.3302)\n centers[20] = (0.4010, 0.4072)\n centers[21] = (0.8148, 0.7887)\n centers[22] = (0.5616, 0.7383)\n centers[23] = (0.5608, 0.9056)\n centers[24] = (0.8665, 0.1338)\n centers[25] = (0.8510, 0.4160)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.4882484616246976
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_84/results/packing_viz.png",
+ "execution_time_mean": 481.0896889818832,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..47df7bf6ea332a101b792c36862480ccb53bae79
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..6cc76d24e9559e3a62bf8553d28ad09a7fc9350a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_85/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_85/results
+Run 1/1 completed in 373.71 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_85/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_85/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_85/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_85/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.432050953700375
+ public: {'centers_str': ' centers[0] = (0.0967, 0.0976)\n centers[1] = (0.0642, 0.3762)\n centers[2] = (0.2087, 0.4306)\n centers[3] = (0.0864, 0.5252)\n centers[4] = (0.0613, 0.8110)\n centers[5] = (0.0637, 0.9363)\n centers[6] = (0.3441, 0.1460)\n centers[7] = (0.2286, 0.0453)\n centers[8] = (0.1826, 0.2693)\n centers[9] = (0.3030, 0.7518)\n centers[10] = (0.1576, 0.6901)\n centers[11] = (0.2719, 0.9678)\n centers[12] = (0.5294, 0.0866)\n centers[13] = (0.3567, 0.3541)\n centers[14] = (0.4991, 0.6077)\n centers[15] = (0.3334, 0.5706)\n centers[16] = (0.2015, 0.8680)\n centers[17] = (0.3818, 0.9060)\n centers[18] = (0.4997, 0.2493)\n centers[19] = (0.5665, 0.4439)\n centers[20] = (0.6430, 0.6775)\n centers[21] = (0.4551, 0.7391)\n centers[22] = (0.8460, 0.8456)\n centers[23] = (0.5854, 0.8897)\n centers[24] = (0.7955, 0.2045)\n centers[25] = (0.8577, 0.5457)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.432050953700375}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_85/results/packing_viz.png
+ execution_time_mean: 373.71409024996683
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae5a6d3596d93108f52556a2e2770a8e12f93735
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_85/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.432050953700375,
+ "public": {
+ "centers_str": " centers[0] = (0.0967, 0.0976)\n centers[1] = (0.0642, 0.3762)\n centers[2] = (0.2087, 0.4306)\n centers[3] = (0.0864, 0.5252)\n centers[4] = (0.0613, 0.8110)\n centers[5] = (0.0637, 0.9363)\n centers[6] = (0.3441, 0.1460)\n centers[7] = (0.2286, 0.0453)\n centers[8] = (0.1826, 0.2693)\n centers[9] = (0.3030, 0.7518)\n centers[10] = (0.1576, 0.6901)\n centers[11] = (0.2719, 0.9678)\n centers[12] = (0.5294, 0.0866)\n centers[13] = (0.3567, 0.3541)\n centers[14] = (0.4991, 0.6077)\n centers[15] = (0.3334, 0.5706)\n centers[16] = (0.2015, 0.8680)\n centers[17] = (0.3818, 0.9060)\n centers[18] = (0.4997, 0.2493)\n centers[19] = (0.5665, 0.4439)\n centers[20] = (0.6430, 0.6775)\n centers[21] = (0.4551, 0.7391)\n centers[22] = (0.8460, 0.8456)\n centers[23] = (0.5854, 0.8897)\n centers[24] = (0.7955, 0.2045)\n centers[25] = (0.8577, 0.5457)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.432050953700375
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_85/results/packing_viz.png",
+ "execution_time_mean": 373.71409024996683,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..00eaf7569037a82b995c22523c6a7eaa1a0b8e9a
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..6981b1c6aa72f89439232c58fc3d248b79ee4839
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "name 'cma' is not defined"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..b2cad231f54a32689404439f80141adbed0f4808
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/job_log.out
@@ -0,0 +1,15 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_86/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_86/results
+Warning: 'cma' library not found. CMA-ES algorithm cannot run.
+Evaluation error: name 'cma' is not defined
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_86/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_86/results/metrics.json
+Evaluation or Validation failed: name 'cma' is not defined
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_86/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ffc59a1d186936c9368aa2e88902302f4b08e514
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..dc1eef263e1a241b50f0965445983b16a1c985e0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_87/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_87/results
+Run 1/1 completed in 481.59 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_87/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_87/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_87/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_87/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.572498160406856
+ public: {'centers_str': ' centers[0] = (0.0775, 0.0775)\n centers[1] = (0.1172, 0.2680)\n centers[2] = (0.0998, 0.6227)\n centers[3] = (0.3151, 0.6738)\n centers[4] = (0.1784, 0.7707)\n centers[5] = (0.0553, 0.7712)\n centers[6] = (0.2529, 0.0993)\n centers[7] = (0.0726, 0.4525)\n centers[8] = (0.4561, 0.1039)\n centers[9] = (0.8739, 0.8739)\n centers[10] = (0.1020, 0.9094)\n centers[11] = (0.3172, 0.8868)\n centers[12] = (0.3454, 0.2892)\n centers[13] = (0.5362, 0.2694)\n centers[14] = (0.2470, 0.4815)\n centers[15] = (0.7535, 0.4828)\n centers[16] = (0.4984, 0.7647)\n centers[17] = (0.4893, 0.9346)\n centers[18] = (0.6856, 0.1267)\n centers[19] = (0.6809, 0.3304)\n centers[20] = (0.9041, 0.5946)\n centers[21] = (0.5065, 0.5037)\n centers[22] = (0.7105, 0.6900)\n centers[23] = (0.6503, 0.9008)\n centers[24] = (0.9050, 0.0950)\n centers[25] = (0.8784, 0.3099)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.572498160406856}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_87/results/packing_viz.png
+ execution_time_mean: 481.59198686201125
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..be59f9426eb1ce1e8e707058bcf23464b5a9052a
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_87/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.572498160406856,
+ "public": {
+ "centers_str": " centers[0] = (0.0775, 0.0775)\n centers[1] = (0.1172, 0.2680)\n centers[2] = (0.0998, 0.6227)\n centers[3] = (0.3151, 0.6738)\n centers[4] = (0.1784, 0.7707)\n centers[5] = (0.0553, 0.7712)\n centers[6] = (0.2529, 0.0993)\n centers[7] = (0.0726, 0.4525)\n centers[8] = (0.4561, 0.1039)\n centers[9] = (0.8739, 0.8739)\n centers[10] = (0.1020, 0.9094)\n centers[11] = (0.3172, 0.8868)\n centers[12] = (0.3454, 0.2892)\n centers[13] = (0.5362, 0.2694)\n centers[14] = (0.2470, 0.4815)\n centers[15] = (0.7535, 0.4828)\n centers[16] = (0.4984, 0.7647)\n centers[17] = (0.4893, 0.9346)\n centers[18] = (0.6856, 0.1267)\n centers[19] = (0.6809, 0.3304)\n centers[20] = (0.9041, 0.5946)\n centers[21] = (0.5065, 0.5037)\n centers[22] = (0.7105, 0.6900)\n centers[23] = (0.6503, 0.9008)\n centers[24] = (0.9050, 0.0950)\n centers[25] = (0.8784, 0.3099)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.572498160406856
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_87/results/packing_viz.png",
+ "execution_time_mean": 481.59198686201125,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a1f55476b64d2cfd188c60db4b966ca34d109f58
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..532a184ac05b691e218af70a296a60241c8442c8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "name 'np' is not defined"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..58707d0d3211bb2ff348419f30510c86ae177a92
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_88/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_88/results
+Evaluation error: name 'np' is not defined
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_88/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_88/results/metrics.json
+Evaluation or Validation failed: name 'np' is not defined
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_88/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e0a463445e402554dc2151b638f3966a4ce3267e
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..30b1d58c5d9fef1a3169f708a981cbbbe13689d0
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_89/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_89/results
+Run 1/1 completed in 406.13 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_89/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_89/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_89/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_89/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5323898965130622
+ public: {'centers_str': ' centers[0] = (0.0552, 0.0552)\n centers[1] = (0.0877, 0.1952)\n centers[2] = (0.0942, 0.3770)\n centers[3] = (0.1110, 0.5833)\n centers[4] = (0.0873, 0.7828)\n centers[5] = (0.0657, 0.9343)\n centers[6] = (0.3512, 0.1105)\n centers[7] = (0.1779, 0.0681)\n centers[8] = (0.2427, 0.2744)\n centers[9] = (0.2996, 0.6205)\n centers[10] = (0.2067, 0.7139)\n centers[11] = (0.2227, 0.9063)\n centers[12] = (0.5825, 0.1212)\n centers[13] = (0.5803, 0.5009)\n centers[14] = (0.2647, 0.4511)\n centers[15] = (0.4135, 0.5186)\n centers[16] = (0.3123, 0.7703)\n centers[17] = (0.4139, 0.9025)\n centers[18] = (0.4467, 0.3257)\n centers[19] = (0.6730, 0.3256)\n centers[20] = (0.7261, 0.6635)\n centers[21] = (0.4860, 0.6959)\n centers[22] = (0.8702, 0.8702)\n centers[23] = (0.6258, 0.8849)\n centers[24] = (0.8512, 0.1488)\n centers[25] = (0.8685, 0.4536)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5323898965130622}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_89/results/packing_viz.png
+ execution_time_mean: 406.13472273992375
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..78e38ef35d670f7a4ce9258a7a6b760bc63df9f5
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_89/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5323898965130622,
+ "public": {
+ "centers_str": " centers[0] = (0.0552, 0.0552)\n centers[1] = (0.0877, 0.1952)\n centers[2] = (0.0942, 0.3770)\n centers[3] = (0.1110, 0.5833)\n centers[4] = (0.0873, 0.7828)\n centers[5] = (0.0657, 0.9343)\n centers[6] = (0.3512, 0.1105)\n centers[7] = (0.1779, 0.0681)\n centers[8] = (0.2427, 0.2744)\n centers[9] = (0.2996, 0.6205)\n centers[10] = (0.2067, 0.7139)\n centers[11] = (0.2227, 0.9063)\n centers[12] = (0.5825, 0.1212)\n centers[13] = (0.5803, 0.5009)\n centers[14] = (0.2647, 0.4511)\n centers[15] = (0.4135, 0.5186)\n centers[16] = (0.3123, 0.7703)\n centers[17] = (0.4139, 0.9025)\n centers[18] = (0.4467, 0.3257)\n centers[19] = (0.6730, 0.3256)\n centers[20] = (0.7261, 0.6635)\n centers[21] = (0.4860, 0.6959)\n centers[22] = (0.8702, 0.8702)\n centers[23] = (0.6258, 0.8849)\n centers[24] = (0.8512, 0.1488)\n centers[25] = (0.8685, 0.4536)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5323898965130622
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_89/results/packing_viz.png",
+ "execution_time_mean": 406.13472273992375,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d92cea68a3070d9317beef7271d50b1ebcb7c511
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..16902c021f16a2baafa5c37620236800687c5fc4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_9/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_9/results
+Run 1/1 completed in 26.76 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_9/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_9/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_9/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_9/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.1260638881323635
+ public: {'centers_str': ' centers[0] = (0.0913, 0.0761)\n centers[1] = (0.0642, 0.2604)\n centers[2] = (0.0467, 0.4525)\n centers[3] = (0.0793, 0.5948)\n centers[4] = (0.0313, 0.7454)\n centers[5] = (0.0647, 0.9554)\n centers[6] = (0.2731, 0.0590)\n centers[7] = (0.2098, 0.1982)\n centers[8] = (0.1758, 0.3846)\n centers[9] = (0.2551, 0.5620)\n centers[10] = (0.2114, 0.8131)\n centers[11] = (0.2777, 0.9800)\n centers[12] = (0.4282, 0.0390)\n centers[13] = (0.4072, 0.1832)\n centers[14] = (0.3882, 0.4001)\n centers[15] = (0.4525, 0.6086)\n centers[16] = (0.4366, 0.7788)\n centers[17] = (0.4251, 0.9232)\n centers[18] = (0.5682, 0.0816)\n centers[19] = (0.5799, 0.2416)\n centers[20] = (0.6357, 0.4471)\n centers[21] = (0.5804, 0.5981)\n centers[22] = (0.7352, 0.7874)\n centers[23] = (0.5403, 0.9622)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8287, 0.2015)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.1260638881323635}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_9/results/packing_viz.png
+ execution_time_mean: 26.7558421920985
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..14bcf8b25e28dc59788de9c1253c9f8a99fdb075
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_9/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.1260638881323635,
+ "public": {
+ "centers_str": " centers[0] = (0.0913, 0.0761)\n centers[1] = (0.0642, 0.2604)\n centers[2] = (0.0467, 0.4525)\n centers[3] = (0.0793, 0.5948)\n centers[4] = (0.0313, 0.7454)\n centers[5] = (0.0647, 0.9554)\n centers[6] = (0.2731, 0.0590)\n centers[7] = (0.2098, 0.1982)\n centers[8] = (0.1758, 0.3846)\n centers[9] = (0.2551, 0.5620)\n centers[10] = (0.2114, 0.8131)\n centers[11] = (0.2777, 0.9800)\n centers[12] = (0.4282, 0.0390)\n centers[13] = (0.4072, 0.1832)\n centers[14] = (0.3882, 0.4001)\n centers[15] = (0.4525, 0.6086)\n centers[16] = (0.4366, 0.7788)\n centers[17] = (0.4251, 0.9232)\n centers[18] = (0.5682, 0.0816)\n centers[19] = (0.5799, 0.2416)\n centers[20] = (0.6357, 0.4471)\n centers[21] = (0.5804, 0.5981)\n centers[22] = (0.7352, 0.7874)\n centers[23] = (0.5403, 0.9622)\n centers[24] = (0.7615, 0.0162)\n centers[25] = (0.8287, 0.2015)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.1260638881323635
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_9/results/packing_viz.png",
+ "execution_time_mean": 26.7558421920985,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e97ce36b9ad5936b19b7e4fb0d3e309e381f4438
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..40d3b5dc8ff9e757f59c37a796ad9b9f353c60e8
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/results/job_log.err
@@ -0,0 +1,13 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
+/home/tengxiao/pj/ShinkaEvolve/examples/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/main.py:127: RuntimeWarning: overflow encountered in matmul
+ ps = (1 - cs) * ps + np.sqrt(cs * (2 - cs) * mu_eff) * (B @ D) @ (np.linalg.inv(B @ np.diag(D**2) @ B.T) @ (x_mean - x_old) / sigma)
+/home/tengxiao/pj/ShinkaEvolve/examples/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_91/main.py:127: RuntimeWarning: invalid value encountered in matmul
+ ps = (1 - cs) * ps + np.sqrt(cs * (2 - cs) * mu_eff) * (B @ D) @ (np.linalg.inv(B @ np.diag(D**2) @ B.T) @ (x_mean - x_old) / sigma)
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a5f1911cc9001229508c45b51b695a011234c94b
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c396dcc91039d1e402097fd831717a0fd4c60a56
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_92/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_92/results
+Run 1/1 completed in 488.63 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_92/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_92/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_92/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_92/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.494332424167622
+ public: {'centers_str': ' centers[0] = (0.0801, 0.3778)\n centers[1] = (0.0880, 0.5458)\n centers[2] = (0.1099, 0.7425)\n centers[3] = (0.2109, 0.4487)\n centers[4] = (0.2614, 0.6045)\n centers[5] = (0.0752, 0.9248)\n centers[6] = (0.1630, 0.0945)\n centers[7] = (0.0693, 0.2289)\n centers[8] = (0.4687, 0.2641)\n centers[9] = (0.4061, 0.5928)\n centers[10] = (0.4073, 0.7637)\n centers[11] = (0.2407, 0.8970)\n centers[12] = (0.2340, 0.2788)\n centers[13] = (0.3741, 0.1137)\n centers[14] = (0.3941, 0.4276)\n centers[15] = (0.7911, 0.6206)\n centers[16] = (0.6023, 0.8001)\n centers[17] = (0.3848, 0.9416)\n centers[18] = (0.6253, 0.1374)\n centers[19] = (0.5867, 0.3584)\n centers[20] = (0.9261, 0.6197)\n centers[21] = (0.5946, 0.5840)\n centers[22] = (0.8383, 0.8383)\n centers[23] = (0.5167, 0.9256)\n centers[24] = (0.8810, 0.1190)\n centers[25] = (0.8352, 0.3990)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.494332424167622}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_92/results/packing_viz.png
+ execution_time_mean: 488.6263017212041
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..102d889439edc8d51669e0d922ae12ce7e55c766
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_92/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.494332424167622,
+ "public": {
+ "centers_str": " centers[0] = (0.0801, 0.3778)\n centers[1] = (0.0880, 0.5458)\n centers[2] = (0.1099, 0.7425)\n centers[3] = (0.2109, 0.4487)\n centers[4] = (0.2614, 0.6045)\n centers[5] = (0.0752, 0.9248)\n centers[6] = (0.1630, 0.0945)\n centers[7] = (0.0693, 0.2289)\n centers[8] = (0.4687, 0.2641)\n centers[9] = (0.4061, 0.5928)\n centers[10] = (0.4073, 0.7637)\n centers[11] = (0.2407, 0.8970)\n centers[12] = (0.2340, 0.2788)\n centers[13] = (0.3741, 0.1137)\n centers[14] = (0.3941, 0.4276)\n centers[15] = (0.7911, 0.6206)\n centers[16] = (0.6023, 0.8001)\n centers[17] = (0.3848, 0.9416)\n centers[18] = (0.6253, 0.1374)\n centers[19] = (0.5867, 0.3584)\n centers[20] = (0.9261, 0.6197)\n centers[21] = (0.5946, 0.5840)\n centers[22] = (0.8383, 0.8383)\n centers[23] = (0.5167, 0.9256)\n centers[24] = (0.8810, 0.1190)\n centers[25] = (0.8352, 0.3990)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.494332424167622
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_92/results/packing_viz.png",
+ "execution_time_mean": 488.6263017212041,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/__pycache__/main.cpython-311.pyc
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index 0000000000000000000000000000000000000000..c427234945bfb498b564b6f332c874879d3fc342
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..84e1048dc6480c28f30de07448fac1f94be757ac
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_93/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_93/results
+Run 1/1 completed in 539.72 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_93/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_93/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_93/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_93/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5551734104983397
+ public: {'centers_str': ' centers[0] = (0.0792, 0.3801)\n centers[1] = (0.0839, 0.0839)\n centers[2] = (0.0886, 0.5477)\n centers[3] = (0.3726, 0.5848)\n centers[4] = (0.5092, 0.7101)\n centers[5] = (0.0721, 0.9279)\n centers[6] = (0.2517, 0.4441)\n centers[7] = (0.2006, 0.2368)\n centers[8] = (0.3661, 0.3093)\n centers[9] = (0.2322, 0.0656)\n centers[10] = (0.3153, 0.7468)\n centers[11] = (0.2336, 0.9097)\n centers[12] = (0.4104, 0.1211)\n centers[13] = (0.6462, 0.1149)\n centers[14] = (0.2289, 0.6139)\n centers[15] = (0.4315, 0.4413)\n centers[16] = (0.1117, 0.7483)\n centers[17] = (0.4204, 0.9034)\n centers[18] = (0.7549, 0.3185)\n centers[19] = (0.5389, 0.3019)\n centers[20] = (0.6152, 0.5100)\n centers[21] = (0.7091, 0.7040)\n centers[22] = (0.8673, 0.8670)\n centers[23] = (0.6262, 0.8904)\n centers[24] = (0.8805, 0.1195)\n centers[25] = (0.8672, 0.5406)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5551734104983397}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_93/results/packing_viz.png
+ execution_time_mean: 539.7199898450635
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..91f0d8aaf23697529e4d695135a266120797b3aa
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_93/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5551734104983397,
+ "public": {
+ "centers_str": " centers[0] = (0.0792, 0.3801)\n centers[1] = (0.0839, 0.0839)\n centers[2] = (0.0886, 0.5477)\n centers[3] = (0.3726, 0.5848)\n centers[4] = (0.5092, 0.7101)\n centers[5] = (0.0721, 0.9279)\n centers[6] = (0.2517, 0.4441)\n centers[7] = (0.2006, 0.2368)\n centers[8] = (0.3661, 0.3093)\n centers[9] = (0.2322, 0.0656)\n centers[10] = (0.3153, 0.7468)\n centers[11] = (0.2336, 0.9097)\n centers[12] = (0.4104, 0.1211)\n centers[13] = (0.6462, 0.1149)\n centers[14] = (0.2289, 0.6139)\n centers[15] = (0.4315, 0.4413)\n centers[16] = (0.1117, 0.7483)\n centers[17] = (0.4204, 0.9034)\n centers[18] = (0.7549, 0.3185)\n centers[19] = (0.5389, 0.3019)\n centers[20] = (0.6152, 0.5100)\n centers[21] = (0.7091, 0.7040)\n centers[22] = (0.8673, 0.8670)\n centers[23] = (0.6262, 0.8904)\n centers[24] = (0.8805, 0.1195)\n centers[25] = (0.8672, 0.5406)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5551734104983397
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_93/results/packing_viz.png",
+ "execution_time_mean": 539.7199898450635,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9dd2af09f6438279d5a6d566b8b592680baee513
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5c55c71fe16438ba1858a4dc0b0a0d50f855e13
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": false,
+ "error": "calculate_radii_for_fixed_centers() got an unexpected keyword argument 'atol'"
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..adde13a4f9beba31d03aa2997ab7aaeb6d1c0701
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/job_log.out
@@ -0,0 +1,14 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_94/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_94/results
+Evaluation error: calculate_radii_for_fixed_centers() got an unexpected keyword argument 'atol'
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_94/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_94/results/metrics.json
+Evaluation or Validation failed: calculate_radii_for_fixed_centers() got an unexpected keyword argument 'atol'
+Metrics:
+ combined_score: 0.0
+ execution_time_mean: 0.0
+ execution_time_std: 0.0
+ num_successful_runs: 0
+ num_valid_runs: 0
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec2021a6a036637c9d3049ae9778c77cef78421
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_94/results/metrics.json
@@ -0,0 +1,9 @@
+{
+ "combined_score": 0.0,
+ "execution_time_mean": 0.0,
+ "execution_time_std": 0.0,
+ "num_successful_runs": 0,
+ "num_valid_runs": 0,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..142e262801b918f65605b0d5c63c24192f33b50f
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..c2f23efe388b859afaf4a67dfed01f9fed3562fa
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_95/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_95/results
+Run 1/1 completed in 453.65 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_95/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_95/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_95/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_95/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5786408993117735
+ public: {'centers_str': ' centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5786408993117735}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_95/results/packing_viz.png
+ execution_time_mean: 453.65029100701213
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c18d27d7964646bfd561df26196f99db37ea3a1c
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_95/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5786408993117735,
+ "public": {
+ "centers_str": " centers[0] = (0.0979, 0.0979)\n centers[1] = (0.1401, 0.2745)\n centers[2] = (0.0649, 0.4026)\n centers[3] = (0.3598, 0.5394)\n centers[4] = (0.0849, 0.6776)\n centers[5] = (0.1182, 0.8788)\n centers[6] = (0.3249, 0.1305)\n centers[7] = (0.3041, 0.3625)\n centers[8] = (0.1790, 0.5199)\n centers[9] = (0.5278, 0.4667)\n centers[10] = (0.5542, 0.9010)\n centers[11] = (0.2678, 0.6967)\n centers[12] = (0.7679, 0.0959)\n centers[13] = (0.4779, 0.2859)\n centers[14] = (0.7162, 0.5383)\n centers[15] = (0.7177, 0.9326)\n centers[16] = (0.4841, 0.6964)\n centers[17] = (0.3458, 0.8903)\n centers[18] = (0.5634, 0.1089)\n centers[19] = (0.8950, 0.6421)\n centers[20] = (0.8942, 0.4312)\n centers[21] = (0.6937, 0.3084)\n centers[22] = (0.7072, 0.7526)\n centers[23] = (0.8890, 0.8831)\n centers[24] = (0.9316, 0.0684)\n centers[25] = (0.9044, 0.2301)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5786408993117735
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_95/results/packing_viz.png",
+ "execution_time_mean": 453.65029100701213,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..5f5cf8449c5fbf925b5a3c3b22172166b4bd7df9
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..8249c151dd5a64a54d103705c7fcf4e88a2169f6
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_97/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_97/results
+Run 1/1 completed in 421.06 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_97/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_97/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_97/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_97/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5445260673183467
+ public: {'centers_str': ' centers[0] = (0.1065, 0.1705)\n centers[1] = (0.2660, 0.0780)\n centers[2] = (0.2064, 0.5777)\n centers[3] = (0.0587, 0.5580)\n centers[4] = (0.1152, 0.3935)\n centers[5] = (0.0820, 0.6969)\n centers[6] = (0.6683, 0.1238)\n centers[7] = (0.4440, 0.1016)\n centers[8] = (0.3048, 0.2656)\n centers[9] = (0.1991, 0.7781)\n centers[10] = (0.4867, 0.9029)\n centers[11] = (0.3499, 0.7101)\n centers[12] = (0.5174, 0.2897)\n centers[13] = (0.5971, 0.4525)\n centers[14] = (0.4020, 0.4849)\n centers[15] = (0.6674, 0.9156)\n centers[16] = (0.0986, 0.9014)\n centers[17] = (0.6098, 0.6814)\n centers[18] = (0.6997, 0.3322)\n centers[19] = (0.8074, 0.2384)\n centers[20] = (0.7387, 0.4890)\n centers[21] = (0.8801, 0.6229)\n centers[22] = (0.8734, 0.8693)\n centers[23] = (0.2936, 0.9035)\n centers[24] = (0.8957, 0.1043)\n centers[25] = (0.8899, 0.3827)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5445260673183467}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_97/results/packing_viz.png
+ execution_time_mean: 421.0638567688875
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..de5675fbe8f0cd468373519e4f68994ab2b64bdb
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_97/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5445260673183467,
+ "public": {
+ "centers_str": " centers[0] = (0.1065, 0.1705)\n centers[1] = (0.2660, 0.0780)\n centers[2] = (0.2064, 0.5777)\n centers[3] = (0.0587, 0.5580)\n centers[4] = (0.1152, 0.3935)\n centers[5] = (0.0820, 0.6969)\n centers[6] = (0.6683, 0.1238)\n centers[7] = (0.4440, 0.1016)\n centers[8] = (0.3048, 0.2656)\n centers[9] = (0.1991, 0.7781)\n centers[10] = (0.4867, 0.9029)\n centers[11] = (0.3499, 0.7101)\n centers[12] = (0.5174, 0.2897)\n centers[13] = (0.5971, 0.4525)\n centers[14] = (0.4020, 0.4849)\n centers[15] = (0.6674, 0.9156)\n centers[16] = (0.0986, 0.9014)\n centers[17] = (0.6098, 0.6814)\n centers[18] = (0.6997, 0.3322)\n centers[19] = (0.8074, 0.2384)\n centers[20] = (0.7387, 0.4890)\n centers[21] = (0.8801, 0.6229)\n centers[22] = (0.8734, 0.8693)\n centers[23] = (0.2936, 0.9035)\n centers[24] = (0.8957, 0.1043)\n centers[25] = (0.8899, 0.3827)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5445260673183467
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_97/results/packing_viz.png",
+ "execution_time_mean": 421.0638567688875,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2bca45d35abe19aba7a192bea91cd268a5b1cc81
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..7538df61860d4264a44207c4bb0b5571473457d9
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_98/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_98/results
+Run 1/1 completed in 517.27 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_98/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_98/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_98/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_98/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5453718973928137
+ public: {'centers_str': ' centers[0] = (0.0628, 0.0634)\n centers[1] = (0.0888, 0.2159)\n centers[2] = (0.6365, 0.3497)\n centers[3] = (0.0977, 0.9027)\n centers[4] = (0.2619, 0.5043)\n centers[5] = (0.6168, 0.4828)\n centers[6] = (0.2121, 0.0885)\n centers[7] = (0.2882, 0.2866)\n centers[8] = (0.0947, 0.5960)\n centers[9] = (0.0986, 0.4027)\n centers[10] = (0.0611, 0.7481)\n centers[11] = (0.2198, 0.7448)\n centers[12] = (0.2785, 0.9163)\n centers[13] = (0.5089, 0.2553)\n centers[14] = (0.4447, 0.4439)\n centers[15] = (0.4058, 0.6502)\n centers[16] = (0.6317, 0.6751)\n centers[17] = (0.4837, 0.8738)\n centers[18] = (0.5751, 0.0839)\n centers[19] = (0.6961, 0.2120)\n centers[20] = (0.3960, 0.0958)\n centers[21] = (0.8735, 0.6989)\n centers[22] = (0.9172, 0.9167)\n centers[23] = (0.7230, 0.8862)\n centers[24] = (0.8829, 0.1173)\n centers[25] = (0.8418, 0.4161)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5453718973928137}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_98/results/packing_viz.png
+ execution_time_mean: 517.2699574031867
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2af006fb498ae36daec7d437247be40e8b9d46ff
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_98/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5453718973928137,
+ "public": {
+ "centers_str": " centers[0] = (0.0628, 0.0634)\n centers[1] = (0.0888, 0.2159)\n centers[2] = (0.6365, 0.3497)\n centers[3] = (0.0977, 0.9027)\n centers[4] = (0.2619, 0.5043)\n centers[5] = (0.6168, 0.4828)\n centers[6] = (0.2121, 0.0885)\n centers[7] = (0.2882, 0.2866)\n centers[8] = (0.0947, 0.5960)\n centers[9] = (0.0986, 0.4027)\n centers[10] = (0.0611, 0.7481)\n centers[11] = (0.2198, 0.7448)\n centers[12] = (0.2785, 0.9163)\n centers[13] = (0.5089, 0.2553)\n centers[14] = (0.4447, 0.4439)\n centers[15] = (0.4058, 0.6502)\n centers[16] = (0.6317, 0.6751)\n centers[17] = (0.4837, 0.8738)\n centers[18] = (0.5751, 0.0839)\n centers[19] = (0.6961, 0.2120)\n centers[20] = (0.3960, 0.0958)\n centers[21] = (0.8735, 0.6989)\n centers[22] = (0.9172, 0.9167)\n centers[23] = (0.7230, 0.8862)\n centers[24] = (0.8829, 0.1173)\n centers[25] = (0.8418, 0.4161)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5453718973928137
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_98/results/packing_viz.png",
+ "execution_time_mean": 517.2699574031867,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/__pycache__/main.cpython-311.pyc b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/__pycache__/main.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..da47302e74207d88c052429b5b8ebeab0f0e66a7
Binary files /dev/null and b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/__pycache__/main.cpython-311.pyc differ
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/correct.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/correct.json
new file mode 100644
index 0000000000000000000000000000000000000000..3253af2e0d1b8942bcb0602218b9caf2145945ab
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/correct.json
@@ -0,0 +1,4 @@
+{
+ "correct": true,
+ "error": null
+}
\ No newline at end of file
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/job_log.err b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/job_log.err
new file mode 100644
index 0000000000000000000000000000000000000000..345388018093ce84dec98ead3e182d85d46d64b2
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/job_log.err
@@ -0,0 +1,9 @@
+/home/tengxiao/pj/ShinkaEvolve/.venv/lib/python3.11/site-packages/instructor/providers/gemini/client.py:5: FutureWarning:
+
+All support for the `google.generativeai` package has ended. It will no longer be receiving
+updates or bug fixes. Please switch to the `google.genai` package as soon as possible.
+See README for more details:
+
+https://github.com/google-gemini/deprecated-generative-ai-python/blob/main/README.md
+
+ import google.generativeai as genai # type: ignore[import-not-found]
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/job_log.out b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/job_log.out
new file mode 100644
index 0000000000000000000000000000000000000000..ada7d2a6a971aa53c6e07863030497cf51b6c5c4
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/job_log.out
@@ -0,0 +1,18 @@
+Evaluating program: results_circle_packing_WITH_vision_20260114_065819/gen_99/main.py
+Saving results to: results_circle_packing_WITH_vision_20260114_065819/gen_99/results
+Run 1/1 completed in 419.47 seconds
+Detailed packing data saved to results_circle_packing_WITH_vision_20260114_065819/gen_99/results/extra.npz
+Visualization saved to results_circle_packing_WITH_vision_20260114_065819/gen_99/results/packing_viz.png
+Correctness and error status saved to results_circle_packing_WITH_vision_20260114_065819/gen_99/results/correct.json
+Metrics saved to results_circle_packing_WITH_vision_20260114_065819/gen_99/results/metrics.json
+Evaluation and Validation completed successfully.
+Metrics:
+ combined_score: 2.5144105339490173
+ public: {'centers_str': ' centers[0] = (0.0783, 0.0783)\n centers[1] = (0.1055, 0.2586)\n centers[2] = (0.0770, 0.4372)\n centers[3] = (0.0934, 0.6068)\n centers[4] = (0.1825, 0.9195)\n centers[5] = (0.0853, 0.7853)\n centers[6] = (0.3961, 0.0554)\n centers[7] = (0.2846, 0.2619)\n centers[8] = (0.2844, 0.4701)\n centers[9] = (0.4063, 0.6160)\n centers[10] = (0.2676, 0.7134)\n centers[11] = (0.3609, 0.9011)\n centers[12] = (0.2509, 0.0950)\n centers[13] = (0.3871, 0.1718)\n centers[14] = (0.6132, 0.2986)\n centers[15] = (0.4410, 0.3124)\n centers[16] = (0.4605, 0.7470)\n centers[17] = (0.5590, 0.9014)\n centers[18] = (0.5538, 0.1123)\n centers[19] = (0.7475, 0.4078)\n centers[20] = (0.5502, 0.4999)\n centers[21] = (0.8555, 0.5935)\n centers[22] = (0.8592, 0.8592)\n centers[23] = (0.6534, 0.7148)\n centers[24] = (0.9185, 0.3970)\n centers[25] = (0.8305, 0.1659)', 'num_circles': 26}
+ private: {'reported_sum_of_radii': 2.5144105339490173}
+ visualization_path: results_circle_packing_WITH_vision_20260114_065819/gen_99/results/packing_viz.png
+ execution_time_mean: 419.4746436518617
+ execution_time_std: 0.0
+ num_valid_runs: 1
+ num_invalid_runs: 0
+ all_validation_errors: []
diff --git a/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/metrics.json b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..77c7f1c3bfcfe0e2dea386481ac6b57fcb7c7e98
--- /dev/null
+++ b/examples_deprecated/circle_packing/results_circle_packing_WITH_vision_20260114_065819/gen_99/results/metrics.json
@@ -0,0 +1,16 @@
+{
+ "combined_score": 2.5144105339490173,
+ "public": {
+ "centers_str": " centers[0] = (0.0783, 0.0783)\n centers[1] = (0.1055, 0.2586)\n centers[2] = (0.0770, 0.4372)\n centers[3] = (0.0934, 0.6068)\n centers[4] = (0.1825, 0.9195)\n centers[5] = (0.0853, 0.7853)\n centers[6] = (0.3961, 0.0554)\n centers[7] = (0.2846, 0.2619)\n centers[8] = (0.2844, 0.4701)\n centers[9] = (0.4063, 0.6160)\n centers[10] = (0.2676, 0.7134)\n centers[11] = (0.3609, 0.9011)\n centers[12] = (0.2509, 0.0950)\n centers[13] = (0.3871, 0.1718)\n centers[14] = (0.6132, 0.2986)\n centers[15] = (0.4410, 0.3124)\n centers[16] = (0.4605, 0.7470)\n centers[17] = (0.5590, 0.9014)\n centers[18] = (0.5538, 0.1123)\n centers[19] = (0.7475, 0.4078)\n centers[20] = (0.5502, 0.4999)\n centers[21] = (0.8555, 0.5935)\n centers[22] = (0.8592, 0.8592)\n centers[23] = (0.6534, 0.7148)\n centers[24] = (0.9185, 0.3970)\n centers[25] = (0.8305, 0.1659)",
+ "num_circles": 26
+ },
+ "private": {
+ "reported_sum_of_radii": 2.5144105339490173
+ },
+ "visualization_path": "results_circle_packing_WITH_vision_20260114_065819/gen_99/results/packing_viz.png",
+ "execution_time_mean": 419.4746436518617,
+ "execution_time_std": 0.0,
+ "num_valid_runs": 1,
+ "num_invalid_runs": 0,
+ "all_validation_errors": []
+}
\ No newline at end of file