diff --git a/swap_analysis/logs_mcq/molmo/2m.log b/swap_analysis/logs_mcq/molmo/2m.log new file mode 100644 index 0000000000000000000000000000000000000000..9d2f6758f01dfbe520870070075309ab433871a1 --- /dev/null +++ b/swap_analysis/logs_mcq/molmo/2m.log @@ -0,0 +1,2322 @@ +2026-02-27 02:47:32,107 - INFO - Logging to: /data/shared/Qwen/experiments/swap_analysis/logs/molmo.log +2026-02-27 02:47:32,108 - INFO - +=== Loading & Creating Swap Pairs === +2026-02-27 02:47:34,562 - INFO - Swap pair creation stats: +2026-02-27 02:47:34,563 - INFO - left: 616/616 +2026-02-27 02:47:34,563 - INFO - right: 620/620 +2026-02-27 02:47:34,563 - INFO - above: 596/596 +2026-02-27 02:47:34,563 - INFO - below: 602/0 +2026-02-27 02:47:34,563 - INFO - far: 594/594 +2026-02-27 02:47:34,563 - INFO - close: 612/612 +2026-02-27 02:47:34,563 - INFO - Total pairs: 3640 +2026-02-27 02:47:34,749 - INFO - PyTorch version 2.9.1 available. +2026-02-27 02:47:34,750 - INFO - TensorFlow version 2.20.0 available. +2026-02-27 02:47:34,751 - INFO - JAX version 0.6.2 available. +2026-02-27 02:47:34,994 - INFO - Loading HF dataset: FlagEval/EmbSpatial-Bench +2026-02-27 02:47:49,721 - INFO - Built bbox cache: 3640 entries (sample keys: ['mp3d_0', 'mp3d_1', 'mp3d_2', 'mp3d_3', 'mp3d_4']) +2026-02-27 02:47:49,743 - INFO - Matched 1206/1206 question_ids between TSV and HF dataset +2026-02-27 02:47:49,755 - INFO - Cross-group quads: 1039/1206 (ambiguous=112, no_bbox=55) +2026-02-27 02:47:49,755 - INFO - +============================================================ +2026-02-27 02:47:49,755 - INFO - Processing molmo - 2m +2026-02-27 02:47:49,755 - INFO - Model path: /data/shared/Qwen/molmo/outputs/data_scale_exp_2m/unshared +2026-02-27 02:47:49,755 - INFO - ============================================================ +/root/miniconda3/envs/molmo/lib/python3.10/site-packages/google/api_core/_python_version_support.py:266: FutureWarning: You are using a Python version (3.10.19) which Google will stop supporting in new releases of google.api_core once it reaches its end of life (2026-10-04). Please upgrade to the latest Python version, or at least Python 3.11, to continue receiving updates for google.api_core past that date. + warnings.warn(message, FutureWarning) +/data/shared/Qwen/molmo/olmo/data/dataset.py:11: UserWarning: MOLMO_DATA_DIR is not set, data loading might fail + warnings.warn("MOLMO_DATA_DIR is not set, data loading might fail") +2026-02-27 02:50:05,561 - INFO - Loaded native Molmo from /data/shared/Qwen/molmo/outputs/data_scale_exp_2m/unshared +2026-02-27 02:50:08,488 - INFO - Model has 32 layers. Extracting ALL. +2026-02-27 02:50:08,489 - INFO - +--- Phase A: Extracting swap pair features --- + Swap pairs: 0%| | 0/1200 [00:00 + main() + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3426, in main + run_merge(args) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3131, in run_merge + run_all_layer_pca(data_dir, args.model_type, available_scales) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 2983, in run_all_layer_pca + plot_pca_embeddings(npz_path, scale, model_type, bc_pca_2d_dir, bc_only=True) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 1902, in plot_pca_embeddings + ax.scatter(delta_pca[mask, 0], delta_pca[mask, 1], +IndexError: boolean index did not match indexed array along axis 0; size of axis is 34 but size of corresponding boolean axis is 1200 +ERROR conda.cli.main_run:execute(127): `conda run python /data/shared/Qwen/experiments/swap_analysis/swap_analysis.py --model_type molmo --merge --scales vanilla 80k 400k 800k 2m` failed. (See above for error) diff --git a/swap_analysis/logs_mcq/molmo/vanilla.log b/swap_analysis/logs_mcq/molmo/vanilla.log new file mode 100644 index 0000000000000000000000000000000000000000..86ccc6c967ef5c92d6f3183f3e6ae5f522e96101 --- /dev/null +++ b/swap_analysis/logs_mcq/molmo/vanilla.log @@ -0,0 +1,2326 @@ +2026-02-27 02:47:32,089 - INFO - Logging to: /data/shared/Qwen/experiments/swap_analysis/logs/molmo.log +2026-02-27 02:47:32,091 - INFO - +=== Loading & Creating Swap Pairs === +2026-02-27 02:47:34,544 - INFO - Swap pair creation stats: +2026-02-27 02:47:34,544 - INFO - left: 616/616 +2026-02-27 02:47:34,544 - INFO - right: 620/620 +2026-02-27 02:47:34,544 - INFO - above: 596/596 +2026-02-27 02:47:34,544 - INFO - below: 602/0 +2026-02-27 02:47:34,544 - INFO - far: 594/594 +2026-02-27 02:47:34,544 - INFO - close: 612/612 +2026-02-27 02:47:34,544 - INFO - Total pairs: 3640 +2026-02-27 02:47:34,724 - INFO - PyTorch version 2.9.1 available. +2026-02-27 02:47:34,725 - INFO - TensorFlow version 2.20.0 available. +2026-02-27 02:47:34,726 - INFO - JAX version 0.6.2 available. +2026-02-27 02:47:34,969 - INFO - Loading HF dataset: FlagEval/EmbSpatial-Bench +2026-02-27 02:47:48,777 - INFO - Built bbox cache: 3640 entries (sample keys: ['mp3d_0', 'mp3d_1', 'mp3d_2', 'mp3d_3', 'mp3d_4']) +2026-02-27 02:47:48,803 - INFO - Matched 1206/1206 question_ids between TSV and HF dataset +2026-02-27 02:47:48,814 - INFO - Cross-group quads: 1039/1206 (ambiguous=112, no_bbox=55) +2026-02-27 02:47:48,815 - INFO - +============================================================ +2026-02-27 02:47:48,815 - INFO - Processing molmo - vanilla +2026-02-27 02:47:48,815 - INFO - Model path: allenai/Molmo-7B-O-0924 +2026-02-27 02:47:48,815 - INFO - ============================================================ +2026-02-27 02:47:51.114330: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`. +2026-02-27 02:47:51.230095: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. +To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. + Loading checkpoint shards: 0%| | 0/7 [00:00 + main() + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3426, in main + run_merge(args) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3131, in run_merge + run_all_layer_pca(data_dir, args.model_type, available_scales) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 2983, in run_all_layer_pca + plot_pca_embeddings(npz_path, scale, model_type, bc_pca_2d_dir, bc_only=True) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 1902, in plot_pca_embeddings + ax.scatter(delta_pca[mask, 0], delta_pca[mask, 1], +IndexError: boolean index did not match indexed array along dimension 0; dimension is 321 but corresponding boolean dimension is 1200 +ERROR conda.cli.main_run:execute(127): `conda run python /data/shared/Qwen/experiments/swap_analysis/swap_analysis.py --model_type nvila --merge --scales vanilla 80k 400k 800k 2m` failed. (See above for error) diff --git a/swap_analysis/logs_mcq/nvila/merge_with_roborefer.log b/swap_analysis/logs_mcq/nvila/merge_with_roborefer.log new file mode 100644 index 0000000000000000000000000000000000000000..48b8c6cee16e7f733f8b221ef2f7076e1b3be8ec --- /dev/null +++ b/swap_analysis/logs_mcq/nvila/merge_with_roborefer.log @@ -0,0 +1,414 @@ +2026-02-27 06:03:27,883 - INFO - Logging to: /data/shared/Qwen/experiments/swap_analysis/logs/nvila.log +2026-02-27 06:03:27,884 - INFO - +=== MERGE MODE === +2026-02-27 06:03:27,956 - INFO - Loaded data for vanilla +2026-02-27 06:03:28,028 - INFO - Loaded data for 80k +2026-02-27 06:03:28,098 - INFO - Loaded data for 400k +2026-02-27 06:03:28,169 - INFO - Loaded data for 800k +2026-02-27 06:03:28,242 - INFO - Loaded data for 2m +2026-02-27 06:03:28,311 - INFO - Loaded data for roborefer +2026-02-27 06:03:30,012 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/all/sign_corrected/cross_scale_sign_corrected.png +2026-02-27 06:03:33,009 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/all/within_cat_consistency/cross_scale_within_cat.png +2026-02-27 06:03:34,611 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/all/delta_trajectory/delta_trajectory.png +2026-02-27 06:03:36,177 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/both_correct/sign_corrected/cross_scale_sign_corrected.png +2026-02-27 06:03:39,507 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/both_correct/within_cat_consistency/cross_scale_within_cat.png +2026-02-27 06:03:41,085 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/both_correct/delta_trajectory/delta_trajectory.png +2026-02-27 06:03:41,787 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/all/cross_alignment/cross_scale_alignment.png +2026-02-27 06:03:43,036 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/all/pred_stats/pred_stats_bars.png +2026-02-27 06:03:43,620 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/all/pred_stats/pred_stats_trajectory.png +2026-02-27 06:03:44,785 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/all/summary/summary_barplot.png +2026-02-27 06:03:44,789 - INFO - +--- Accuracy Charts --- +2026-02-27 06:03:45,704 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/accuracy_group_bars.png +2026-02-27 06:03:46,382 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/accuracy_trajectory.png +2026-02-27 06:03:47,369 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/accuracy_category.png +2026-02-27 06:03:47,947 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/category_accuracy_vanilla.png +2026-02-27 06:03:48,514 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/category_accuracy_80k.png +2026-02-27 06:03:49,095 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/category_accuracy_400k.png +2026-02-27 06:03:49,896 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/category_accuracy_800k.png +2026-02-27 06:03:50,474 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/category_accuracy_2m.png +2026-02-27 06:03:51,043 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/category_accuracy_roborefer.png +/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py:2607: UserWarning: tight_layout not applied: number of columns in subplot specifications must be multiples of one another. + plt.tight_layout() +2026-02-27 06:03:53,207 - INFO - Saved: /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer/plots/accuracy/accuracy_chart.png +2026-02-27 06:03:53,207 - INFO - +--- Unifying Y-axis --- +2026-02-27 06:03:53,207 - INFO - [unify ylim] sign_corrected_consistency +2026-02-27 06:03:57,309 - INFO - all: y=[-0.0505, 0.6796], 6 scales +2026-02-27 06:04:01,243 - INFO - both_correct: y=[-0.0562, 0.7235], 6 scales +2026-02-27 06:04:01,244 - INFO - [unify ylim] within_cat_consistency +2026-02-27 06:04:05,330 - INFO - all: y=[-0.0523, 0.6889], 6 scales +2026-02-27 06:04:09,908 - INFO - both_correct: y=[-0.1398, 0.7382], 6 scales +2026-02-27 06:04:09,911 - INFO - [unify ylim] cross_alignment +2026-02-27 06:04:14,128 - INFO - all: y=[-0.6718, 1.0664], 6 scales +2026-02-27 06:04:18,135 - INFO - both_correct: y=[-0.6718, 1.0664], 6 scales +2026-02-27 06:04:18,136 - INFO - +--- All-Layer Heatmaps --- +2026-02-27 06:04:18,146 - INFO - [nvila/vanilla] Generating heatmaps for 28 layers... +2026-02-27 06:04:18,932 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L0.png +2026-02-27 06:04:19,688 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L0.png +2026-02-27 06:04:20,461 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L1.png +2026-02-27 06:04:21,689 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L1.png +2026-02-27 06:04:22,450 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L2.png +2026-02-27 06:04:23,224 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L2.png +2026-02-27 06:04:23,993 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L3.png +2026-02-27 06:04:24,766 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L3.png +2026-02-27 06:04:25,538 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L4.png +2026-02-27 06:04:26,339 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L4.png +2026-02-27 06:04:27,078 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L5.png +2026-02-27 06:04:27,824 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L5.png +2026-02-27 06:04:28,805 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L6.png +2026-02-27 06:04:29,536 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L6.png +2026-02-27 06:04:30,269 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L7.png +2026-02-27 06:04:31,001 - 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INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L25.png +2026-02-27 06:04:58,571 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L25.png +2026-02-27 06:04:59,310 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L26.png +2026-02-27 06:05:00,020 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L26.png +2026-02-27 06:05:00,739 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_vanilla_L27.png +2026-02-27 06:05:01,466 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_vanilla_L27.png +2026-02-27 06:05:01,466 - INFO - [nvila/vanilla] Saved 56 heatmaps +2026-02-27 06:05:01,470 - INFO - [nvila/80k] Generating heatmaps for 28 layers... +2026-02-27 06:05:02,190 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_80k_L0.png +2026-02-27 06:05:03,136 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_80k_L0.png +2026-02-27 06:05:03,879 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_80k_L1.png +2026-02-27 06:05:04,604 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_80k_L1.png +2026-02-27 06:05:05,346 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_80k_L2.png +2026-02-27 06:05:06,085 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_80k_L2.png +2026-02-27 06:05:06,831 - 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INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_80k_L27.png +2026-02-27 06:05:44,087 - INFO - [nvila/80k] Saved 56 heatmaps +2026-02-27 06:05:44,090 - INFO - [nvila/400k] Generating heatmaps for 28 layers... +2026-02-27 06:05:44,824 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L0.png +2026-02-27 06:05:45,549 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L0.png +2026-02-27 06:05:46,280 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L1.png +2026-02-27 06:05:47,018 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L1.png +2026-02-27 06:05:47,746 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L2.png +2026-02-27 06:05:48,479 - 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INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L20.png +2026-02-27 06:06:18,971 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L20.png +2026-02-27 06:06:19,709 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L21.png +2026-02-27 06:06:20,457 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L21.png +2026-02-27 06:06:21,661 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L22.png +2026-02-27 06:06:22,654 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L22.png +2026-02-27 06:06:23,480 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L23.png +2026-02-27 06:06:24,505 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L23.png +2026-02-27 06:06:25,247 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L24.png +2026-02-27 06:06:26,125 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L24.png +2026-02-27 06:06:27,268 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L25.png +2026-02-27 06:06:28,031 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L25.png +2026-02-27 06:06:28,875 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_400k_L26.png +2026-02-27 06:06:29,802 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_400k_L26.png +2026-02-27 06:06:30,788 - 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INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_2m_L26.png +2026-02-27 06:08:07,611 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_2m_L26.png +2026-02-27 06:08:08,372 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_2m_L27.png +2026-02-27 06:08:09,107 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_2m_L27.png +2026-02-27 06:08:09,108 - INFO - [nvila/2m] Saved 56 heatmaps +2026-02-27 06:08:09,112 - INFO - [nvila/roborefer] Generating heatmaps for 28 layers... +2026-02-27 06:08:09,875 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L0.png +2026-02-27 06:08:10,914 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L0.png +2026-02-27 06:08:11,803 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L1.png +2026-02-27 06:08:12,549 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L1.png +2026-02-27 06:08:13,576 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L2.png +2026-02-27 06:08:14,511 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L2.png +2026-02-27 06:08:15,453 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L3.png +2026-02-27 06:08:16,194 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L3.png +2026-02-27 06:08:16,914 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L4.png +2026-02-27 06:08:17,711 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L4.png +2026-02-27 06:08:18,692 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L5.png +2026-02-27 06:08:19,432 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L5.png +2026-02-27 06:08:20,180 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L6.png +2026-02-27 06:08:21,235 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L6.png +2026-02-27 06:08:22,282 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L7.png +2026-02-27 06:08:23,012 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L7.png +2026-02-27 06:08:23,753 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L8.png +2026-02-27 06:08:24,496 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L8.png +2026-02-27 06:08:25,682 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L9.png +2026-02-27 06:08:26,425 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L9.png +2026-02-27 06:08:27,174 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L10.png +2026-02-27 06:08:27,906 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L10.png +2026-02-27 06:08:29,071 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L11.png +2026-02-27 06:08:29,796 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L11.png +2026-02-27 06:08:30,533 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L12.png +2026-02-27 06:08:31,322 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L12.png +2026-02-27 06:08:32,567 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L13.png +2026-02-27 06:08:33,318 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L13.png +2026-02-27 06:08:34,051 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L14.png +2026-02-27 06:08:34,782 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L14.png +2026-02-27 06:08:35,777 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L15.png +2026-02-27 06:08:36,773 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L15.png +2026-02-27 06:08:37,498 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L16.png +2026-02-27 06:08:38,240 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L16.png +2026-02-27 06:08:39,008 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L17.png +2026-02-27 06:08:40,107 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L17.png +2026-02-27 06:08:40,830 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L18.png +2026-02-27 06:08:41,573 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L18.png +2026-02-27 06:08:42,325 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L19.png +2026-02-27 06:08:43,440 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L19.png +2026-02-27 06:08:44,433 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L20.png +2026-02-27 06:08:45,196 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L20.png +2026-02-27 06:08:46,183 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L21.png +2026-02-27 06:08:47,040 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L21.png +2026-02-27 06:08:47,789 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L22.png +2026-02-27 06:08:48,511 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L22.png +2026-02-27 06:08:49,245 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L23.png +2026-02-27 06:08:50,174 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L23.png +2026-02-27 06:08:50,977 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L24.png +2026-02-27 06:08:51,970 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L24.png +2026-02-27 06:08:52,683 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L25.png +2026-02-27 06:08:53,434 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L25.png +2026-02-27 06:08:54,167 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L26.png +2026-02-27 06:08:54,901 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L26.png +2026-02-27 06:08:55,639 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/heatmap/heatmap_roborefer_L27.png +2026-02-27 06:08:56,356 - INFO - Saved delta heatmap: /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/both_correct/heatmap/heatmap_roborefer_L27.png +2026-02-27 06:08:56,357 - INFO - [nvila/roborefer] Saved 56 heatmaps +2026-02-27 06:08:56,357 - INFO - +--- All-Layer PCA --- +2026-02-27 06:08:56,357 - INFO - [nvila/vanilla] Generating all-layer 2D PCA... +2026-02-27 06:10:42,789 - INFO - Saved PCA plots to /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/pca +2026-02-27 06:10:42,791 - INFO - [nvila/vanilla] Generating all-layer 3D PCA... +2026-02-27 06:12:50,651 - INFO - Saved 3D PCA plots to /data/shared/Qwen/experiments/swap_analysis/results/nvila/plots/all/pca_3d +2026-02-27 06:12:50,655 - INFO - [nvila/vanilla] Generating both-correct 2D PCA... +Traceback (most recent call last): + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3478, in + main() + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3426, in main + run_merge(args) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3131, in run_merge + run_all_layer_pca(data_dir, args.model_type, available_scales) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 2983, in run_all_layer_pca + plot_pca_embeddings(npz_path, scale, model_type, bc_pca_2d_dir, bc_only=True) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 1902, in plot_pca_embeddings + ax.scatter(delta_pca[mask, 0], delta_pca[mask, 1], +IndexError: boolean index did not match indexed array along dimension 0; dimension is 321 but corresponding boolean dimension is 1200 +ERROR conda.cli.main_run:execute(127): `conda run python /data/shared/Qwen/experiments/swap_analysis/swap_analysis.py --model_type nvila --merge --scales vanilla 80k 400k 800k 2m roborefer --merge-output-dir /data/shared/Qwen/experiments/swap_analysis/results/nvila_with_roborefer` failed. (See above for error) diff --git a/swap_analysis/logs_mcq/nvila/roborefer.log b/swap_analysis/logs_mcq/nvila/roborefer.log new file mode 100644 index 0000000000000000000000000000000000000000..d90f89cf25628fafe82d70cf26154227b1f0079a --- /dev/null +++ b/swap_analysis/logs_mcq/nvila/roborefer.log @@ -0,0 +1,2316 @@ +2026-02-27 02:47:42,504 - INFO - Logging to: /data/shared/Qwen/experiments/swap_analysis/logs/nvila.log +2026-02-27 02:47:42,505 - INFO - +=== Loading & Creating Swap Pairs === +2026-02-27 02:47:44,991 - INFO - Swap pair creation stats: +2026-02-27 02:47:44,992 - INFO - left: 616/616 +2026-02-27 02:47:44,992 - INFO - right: 620/620 +2026-02-27 02:47:44,992 - INFO - above: 596/596 +2026-02-27 02:47:44,992 - INFO - below: 602/0 +2026-02-27 02:47:44,992 - INFO - far: 594/594 +2026-02-27 02:47:44,992 - INFO - close: 612/612 +2026-02-27 02:47:44,992 - INFO - Total pairs: 3640 +2026-02-27 02:47:45,185 - INFO - PyTorch version 2.3.0 available. +2026-02-27 02:47:45,595 - INFO - Loading HF dataset: FlagEval/EmbSpatial-Bench +2026-02-27 02:47:59,630 - INFO - Built bbox cache: 3640 entries (sample keys: ['mp3d_0', 'mp3d_1', 'mp3d_2', 'mp3d_3', 'mp3d_4']) +2026-02-27 02:47:59,654 - INFO - Matched 1206/1206 question_ids between TSV and HF dataset +2026-02-27 02:47:59,667 - INFO - Cross-group quads: 1039/1206 (ambiguous=112, no_bbox=55) +2026-02-27 02:47:59,667 - INFO - +============================================================ +2026-02-27 02:47:59,667 - INFO - Processing nvila - roborefer +2026-02-27 02:47:59,667 - INFO - Model path: /data/shared/Qwen/mydisk/RoboRefer_model +2026-02-27 02:47:59,667 - INFO - ============================================================ +[2026-02-27 02:48:01,785] [INFO] [real_accelerator.py:110:get_accelerator] Setting ds_accelerator to cuda (auto detect) +2026-02-27 02:48:04,010 - INFO - We will use 90% of the memory on device 0 for storing the model, and 10% for the buffer to avoid OOM. You can set `max_memory` in to a higher value to use more memory (at your own risk). +You are attempting to use Flash Attention 2.0 with a model not initialized on GPU. Make sure to move the model to GPU after initializing it on CPU with `model.to('cuda')`. +2026-02-27 02:48:23,961 - INFO - Loaded RoboRefer from /data/shared/Qwen/mydisk/RoboRefer_model +2026-02-27 02:48:23,962 - INFO - Model has 28 layers. Extracting ALL. +2026-02-27 02:48:23,963 - INFO - +--- Phase A: Extracting swap pair features --- + Swap pairs: 0%| | 0/1200 [00:00 + main() + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3424, in main + run_merge_extended(args) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3344, in run_merge_extended + run_all_layer_pca( + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 2983, in run_all_layer_pca + plot_pca_embeddings(npz_path, scale, model_type, bc_pca_2d_dir, bc_only=True) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 1902, in plot_pca_embeddings + ax.scatter(delta_pca[mask, 0], delta_pca[mask, 1], +IndexError: boolean index did not match indexed array along dimension 0; dimension is 321 but corresponding boolean dimension is 1200 +ERROR conda.cli.main_run:execute(127): `conda run python /data/shared/Qwen/experiments/swap_analysis/swap_analysis.py --model_type nvila_synth_compare --merge` failed. (See above for error) diff --git a/swap_analysis/logs_mcq/nvila_synthetic/400k-5pct.log b/swap_analysis/logs_mcq/nvila_synthetic/400k-5pct.log new file mode 100644 index 0000000000000000000000000000000000000000..b0ef4f6cff6ff69d17b4356596fcfea9070a6ca1 --- /dev/null +++ b/swap_analysis/logs_mcq/nvila_synthetic/400k-5pct.log @@ -0,0 +1,2316 @@ +2026-02-27 03:05:58,892 - INFO - Logging to: /data/shared/Qwen/experiments/swap_analysis/logs/nvila_synthetic.log +2026-02-27 03:05:58,893 - INFO - +=== Loading & Creating Swap Pairs === +2026-02-27 03:06:02,753 - INFO - Swap pair creation stats: +2026-02-27 03:06:02,754 - INFO - left: 616/616 +2026-02-27 03:06:02,754 - INFO - right: 620/620 +2026-02-27 03:06:02,754 - INFO - above: 596/596 +2026-02-27 03:06:02,755 - INFO - below: 602/0 +2026-02-27 03:06:02,755 - INFO - far: 594/594 +2026-02-27 03:06:02,755 - INFO - close: 612/612 +2026-02-27 03:06:02,755 - INFO - Total pairs: 3640 +2026-02-27 03:06:03,090 - INFO - PyTorch version 2.3.0 available. +2026-02-27 03:06:03,711 - INFO - Loading HF dataset: FlagEval/EmbSpatial-Bench +2026-02-27 03:06:24,261 - INFO - Built bbox cache: 3640 entries (sample keys: ['mp3d_0', 'mp3d_1', 'mp3d_2', 'mp3d_3', 'mp3d_4']) +2026-02-27 03:06:24,293 - INFO - Matched 1206/1206 question_ids between TSV and HF dataset +2026-02-27 03:06:24,308 - INFO - Cross-group quads: 1039/1206 (ambiguous=112, no_bbox=55) +2026-02-27 03:06:24,308 - INFO - +============================================================ +2026-02-27 03:06:24,308 - INFO - Processing nvila_synthetic - 400k-5pct +2026-02-27 03:06:24,309 - INFO - Model path: /data/shared/Qwen/mydisk/output/SYNTHETIC/NVILA-Lite-2B-SYNTHETIC_MIX_5PCT_2M-20260226_023301/checkpoint-6250 +2026-02-27 03:06:24,309 - INFO - ============================================================ +[2026-02-27 03:06:27,255] [INFO] [real_accelerator.py:110:get_accelerator] Setting ds_accelerator to cuda (auto detect) +2026-02-27 03:06:32,177 - INFO - We will use 90% of the memory on device 0 for storing the model, and 10% for the buffer to avoid OOM. You can set `max_memory` in to a higher value to use more memory (at your own risk). +You are attempting to use Flash Attention 2.0 with a model not initialized on GPU. Make sure to move the model to GPU after initializing it on CPU with `model.to('cuda')`. +2026-02-27 03:07:02,440 - INFO - Loaded NVILA from /data/shared/Qwen/mydisk/output/SYNTHETIC/NVILA-Lite-2B-SYNTHETIC_MIX_5PCT_2M-20260226_023301/checkpoint-6250 +2026-02-27 03:07:02,461 - INFO - Model has 28 layers. Extracting ALL. +2026-02-27 03:07:02,467 - INFO - +--- Phase A: Extracting swap pair features --- + Swap pairs: 0%| | 0/1200 [00:00 + main() + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3426, in main + run_merge(args) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 3131, in run_merge + run_all_layer_pca(data_dir, args.model_type, available_scales) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 2983, in run_all_layer_pca + plot_pca_embeddings(npz_path, scale, model_type, bc_pca_2d_dir, bc_only=True) + File "/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py", line 1902, in plot_pca_embeddings + ax.scatter(delta_pca[mask, 0], delta_pca[mask, 1], +IndexError: boolean index did not match indexed array along dimension 0; dimension is 607 but corresponding boolean dimension is 1200 diff --git a/swap_analysis/logs_mcq/qwen/vanilla.log b/swap_analysis/logs_mcq/qwen/vanilla.log new file mode 100644 index 0000000000000000000000000000000000000000..8f9e905bd1658a7ee226774fa914216ce306aff9 --- /dev/null +++ b/swap_analysis/logs_mcq/qwen/vanilla.log @@ -0,0 +1,2319 @@ +2026-02-27 02:47:12,834 - INFO - Logging to: /data/shared/Qwen/experiments/swap_analysis/logs/qwen.log +2026-02-27 02:47:12,835 - INFO - +=== Loading & Creating Swap Pairs === +2026-02-27 02:47:15,198 - INFO - Swap pair creation stats: +2026-02-27 02:47:15,198 - INFO - left: 616/616 +2026-02-27 02:47:15,198 - INFO - right: 620/620 +2026-02-27 02:47:15,198 - INFO - above: 596/596 +2026-02-27 02:47:15,198 - INFO - below: 602/0 +2026-02-27 02:47:15,198 - INFO - far: 594/594 +2026-02-27 02:47:15,198 - INFO - close: 612/612 +2026-02-27 02:47:15,198 - INFO - Total pairs: 3640 +2026-02-27 02:47:15,922 - INFO - Loading HF dataset: FlagEval/EmbSpatial-Bench +2026-02-27 02:47:33,516 - INFO - Built bbox cache: 3640 entries (sample keys: ['mp3d_0', 'mp3d_1', 'mp3d_2', 'mp3d_3', 'mp3d_4']) +2026-02-27 02:47:33,545 - INFO - Matched 1206/1206 question_ids between TSV and HF dataset +2026-02-27 02:47:33,556 - INFO - Cross-group quads: 1039/1206 (ambiguous=112, no_bbox=55) +2026-02-27 02:47:33,557 - INFO - +============================================================ +2026-02-27 02:47:33,557 - INFO - Processing qwen - vanilla +2026-02-27 02:47:33,557 - INFO - Model path: Qwen/Qwen2.5-VL-3B-Instruct +2026-02-27 02:47:33,557 - INFO - ============================================================ + Loading checkpoint shards: 0%| | 0/2 [00:00