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+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_005/config.json b/dataset/toys4k/superfrustum/tv_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d868fd99f6c97f609dd975a7ef59e1473d16bf7
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019013399067076536,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_006/config.json b/dataset/toys4k/superfrustum/tv_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..343a416b639d9e3da5c6afc57690ab2edd12f305
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0063785360910658,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_007/config.json b/dataset/toys4k/superfrustum/tv_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..305b8cc1d0fa759be7f7287446a8173aede1c2e1
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.020853143293245252,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_008/config.json b/dataset/toys4k/superfrustum/tv_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..229c95b8488c92cafde17a6026a93e3a1a7b9272
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011703822943776929,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_009/config.json b/dataset/toys4k/superfrustum/tv_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4c51e0af6141208e3fdec6affd7d2700a96f945
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01361529097557058,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_010/config.json b/dataset/toys4k/superfrustum/tv_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9522ccb68ebf12e6c9df901a94956372ddfcd9d
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013765731625540713,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_011/config.json b/dataset/toys4k/superfrustum/tv_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4bcba128edc099e973e91ba48949cf33f3a4644
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009560440303924079,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_012/config.json b/dataset/toys4k/superfrustum/tv_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1581794fa679fcfede949295702a71c0d3345c34
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007482818915275119,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_013/config.json b/dataset/toys4k/superfrustum/tv_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3596c3f543830e33fd2790ea9ab1772cf62c74b5
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013335461955938948,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_014/config.json b/dataset/toys4k/superfrustum/tv_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2cae9680496fef28d337bb7a5fedcc656a7225f2
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016357255150691676,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_015/config.json b/dataset/toys4k/superfrustum/tv_015/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e11f2d715a6008bc35b3a1a2a3052ece715ff496
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_015/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01817820809962289,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_016/config.json b/dataset/toys4k/superfrustum/tv_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ad08a3760ea68ba3db62b681452b3a82713a784
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013259683659584206,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_017/config.json b/dataset/toys4k/superfrustum/tv_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d258a3bdd90a37d3bee63676996bab91ed6b3b6b
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009780445199779145,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_018/config.json b/dataset/toys4k/superfrustum/tv_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..97f01f2cacd06823b91612e1873d93ff11aa6141
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010413234197661587,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_019/config.json b/dataset/toys4k/superfrustum/tv_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..68d0a7836c153460f278645c2df0c696b07cc5d0
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013160311944414544,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/tv_020/config.json b/dataset/toys4k/superfrustum/tv_020/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a736bd07a5eaa8906e53958e6ad468ebd4832ba8
--- /dev/null
+++ b/dataset/toys4k/superfrustum/tv_020/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01542949471719098,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_000/config.json b/dataset/toys4k/superfrustum/violin_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9dbef99d13a92857363d8f252ff9d6ce46d50b3e
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011107927431933508,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_001/config.json b/dataset/toys4k/superfrustum/violin_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..87d96b253a80f1ecd352bf5496f520c636b5a887
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01380371779208612,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_002/config.json b/dataset/toys4k/superfrustum/violin_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a467a7fef9afee773f7a7771d963c4f57ffac0d5
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014357564898072798,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_003/config.json b/dataset/toys4k/superfrustum/violin_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..edf845e2fcda0c929daebe7d09ef08188c1a3d78
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010729895984352025,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_004/config.json b/dataset/toys4k/superfrustum/violin_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b6f96efe9d3f8bd73ffd674f496a91e3aa711ba6
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.004174668013089721,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_005/config.json b/dataset/toys4k/superfrustum/violin_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fc84586d3fef529f353dc1a3391d4d2ddfc29fc
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015133839069029072,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_006/config.json b/dataset/toys4k/superfrustum/violin_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c0a842745a1335e9d67908ea3eff1171a7b4efa
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008959264207987793,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_007/config.json b/dataset/toys4k/superfrustum/violin_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d4515de4e574830ae91efe4e40dc9ad17425b00
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.025228074139171254,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_008/config.json b/dataset/toys4k/superfrustum/violin_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d42bfd505f50ca6f18d5be18c9c7637debb0b958
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010250220590201337,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_009/config.json b/dataset/toys4k/superfrustum/violin_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a74b9707bf51c4f3e649a1853ba73bd1dd4681c
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011626720464638043,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_010/config.json b/dataset/toys4k/superfrustum/violin_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..86e22634d9dc1a0d9b3bd8d867def0ad64647abf
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.032743850571469744,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_011/config.json b/dataset/toys4k/superfrustum/violin_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfbcb9e28b28088e8d6222d4885e49d896332e27
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01858277861151636,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_012/config.json b/dataset/toys4k/superfrustum/violin_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8939aa6095acbd420892da7e329a30337332d59a
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.021672453675608216,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_013/config.json b/dataset/toys4k/superfrustum/violin_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc7d2d77411a0049e6166d0fdab916b2dc3e9b65
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00944056898701179,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_014/config.json b/dataset/toys4k/superfrustum/violin_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..574bebfe6612cf4f8bbfed065c3807b24024a2bc
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013525973128689521,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_015/config.json b/dataset/toys4k/superfrustum/violin_015/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..13aa88f153c0722fc561448b60ff4e76faa064c0
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_015/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0098646939860428,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_016/config.json b/dataset/toys4k/superfrustum/violin_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac2d7f8b5fb447e0215b80316974dffabc1c4c9e
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.005658437009987498,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_017/config.json b/dataset/toys4k/superfrustum/violin_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6feb4a870526c896cbf5db6d60919a88e87dd3cc
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006851143267483955,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_018/config.json b/dataset/toys4k/superfrustum/violin_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd9ee7dbcb594e6bc472420206b88cca14835ba4
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019251303569952024,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_019/config.json b/dataset/toys4k/superfrustum/violin_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..77b6544beb512d79f3ccdb63393b9992740b53ae
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010417067455557963,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_020/config.json b/dataset/toys4k/superfrustum/violin_020/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ad6082fd123938c3ab5a7f38abbb02e243a2655
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_020/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009110915259200523,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_021/config.json b/dataset/toys4k/superfrustum/violin_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..51c754f2813031652646261d889275bc779d64fb
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013994902326514437,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_022/config.json b/dataset/toys4k/superfrustum/violin_022/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f26819eb1cf705b53833548ad0bba3820d1ffda
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_022/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.031591993035163884,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_023/config.json b/dataset/toys4k/superfrustum/violin_023/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b9b4741ad16b1c41eb95b64976217041934a8c6
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_023/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006968644743659215,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/violin_024/config.json b/dataset/toys4k/superfrustum/violin_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2ed8b590bc32c844ac2f12b0ec6756014b4cd91
--- /dev/null
+++ b/dataset/toys4k/superfrustum/violin_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009766264440572431,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_000/config.json b/dataset/toys4k/superfrustum/whale_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9e6bf9a008a5970bae819b6e6bd375cc254bec38
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013250485042074269,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_001/config.json b/dataset/toys4k/superfrustum/whale_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4b42bd6e65bfecd870c6ae329a045931178be884
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012606820385265173,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_002/config.json b/dataset/toys4k/superfrustum/whale_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a6d526cceeb6559ec31fb6e98381985245d0f92
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010531762255028247,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_003/config.json b/dataset/toys4k/superfrustum/whale_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb4674d8fead3be735550d06a621efc6e22cd06d
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01680075794476909,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_004/config.json b/dataset/toys4k/superfrustum/whale_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..654013667b318fa6f43e29d15ad73f55d8deb009
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009020739939603012,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_005/config.json b/dataset/toys4k/superfrustum/whale_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..92f8a9e55c174b80f1b1ab074c2b8414d77d2e1f
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.005657704221898538,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_007/config.json b/dataset/toys4k/superfrustum/whale_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..61a4d6599d9b74401f45815448e18fc4b509144f
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016625929319348046,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_008/config.json b/dataset/toys4k/superfrustum/whale_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c21eabf66de3bfd82ca556aabd77d44c382768c2
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01857098457422339,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_009/config.json b/dataset/toys4k/superfrustum/whale_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..39a6618c1c21274d66aa9ccae37f7764ddce7b77
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01157646337948772,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_011/config.json b/dataset/toys4k/superfrustum/whale_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9685244696d7bc0556a5358d87ce8fe7d4aa80c5
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011287656454183455,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_012/config.json b/dataset/toys4k/superfrustum/whale_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc77295bfae515a16fb88fd4e975306fb3b1901d
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.027234537856030507,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_013/config.json b/dataset/toys4k/superfrustum/whale_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b1ddfc6a57983e61fd7d761623d09d518f18bfd
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.005612226806680661,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_015/config.json b/dataset/toys4k/superfrustum/whale_015/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d20762a1b215f660779aeba100d6e3666996d364
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_015/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017716959874329932,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_016/config.json b/dataset/toys4k/superfrustum/whale_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b4789a72d4dd781a7acc42a20be9cb28f4e41d6
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015675109286049402,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_017/config.json b/dataset/toys4k/superfrustum/whale_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..51dad8c6cae6d84c41ea5c39b62d0968540ce0de
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006992261262651125,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_018/config.json b/dataset/toys4k/superfrustum/whale_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2631c5a2a3ac039405082f7a4b813ae2074afcb
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015043753566926946,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_019/config.json b/dataset/toys4k/superfrustum/whale_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8c8b21ad029c948b1b205ec1322ac425e171551
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_020/config.json b/dataset/toys4k/superfrustum/whale_020/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d781a6ecc9ce5374e48f2d34b600dbdd916dbe2c
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_020/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013823147685256876,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_021/config.json b/dataset/toys4k/superfrustum/whale_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0b4edc5f01ea159dde228a110fc71fb3172e6f21
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016584156656150487,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_022/config.json b/dataset/toys4k/superfrustum/whale_022/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7337849fe28e12f883c1c27f2578d76ba6ffb26e
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_022/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01525257676720962,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_023/config.json b/dataset/toys4k/superfrustum/whale_023/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..583546df49d4db34803ab28ffc56b6a9c1865284
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_023/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012462184810162116,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_024/config.json b/dataset/toys4k/superfrustum/whale_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..63c6c25ea7347a7ee3012c7bd724dfa5e1a88676
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017062361528257936,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_025/config.json b/dataset/toys4k/superfrustum/whale_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..110dc76dcdc1fac6e735ea6ba667c32ad4481145
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01340693197339713,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_026/config.json b/dataset/toys4k/superfrustum/whale_026/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8c8b21ad029c948b1b205ec1322ac425e171551
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_026/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_027/config.json b/dataset/toys4k/superfrustum/whale_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..42863e5c676b0fbbe6f5f8b08b9359b3f78bc7b3
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016727436721251675,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_028/config.json b/dataset/toys4k/superfrustum/whale_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8a37e6861048af15f6f2c5ea51630eb4cfc616f
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007284734554519691,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_029/config.json b/dataset/toys4k/superfrustum/whale_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a61fc845da15ce8bcdd6a1f484f6d8e702b726a9
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01284983720304706,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_030/config.json b/dataset/toys4k/superfrustum/whale_030/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..75dcb9e1921ce720d922c0fb175443d29cb782dc
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_030/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011715068424346902,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_031/config.json b/dataset/toys4k/superfrustum/whale_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..75bdb259c55c72a6cf6324f048ff414200927675
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01719667494184118,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_032/config.json b/dataset/toys4k/superfrustum/whale_032/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..03acbfbd2fdc198537d289c926dcf13794934a8d
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_032/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01783302468992445,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_033/config.json b/dataset/toys4k/superfrustum/whale_033/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..af6c0910c35af0c46800c8e65ef6caf569350a39
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_033/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02173362067711272,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_034/config.json b/dataset/toys4k/superfrustum/whale_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f1554b9a70f5489f32877177412e8cf382f71b6
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013231666330142139,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_035/config.json b/dataset/toys4k/superfrustum/whale_035/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c317ce15de8c45c1b1f30b11102d420db3bb5bce
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_035/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012206495083637234,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_036/config.json b/dataset/toys4k/superfrustum/whale_036/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f94097f8c53542c713bdfc1d614677e66a2ba20
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_036/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013490251710331717,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_037/config.json b/dataset/toys4k/superfrustum/whale_037/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d2e69d27f9fa3e13c7afd855b4e241a6e4ae142
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_037/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017088820971351885,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_038/config.json b/dataset/toys4k/superfrustum/whale_038/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ac496614405aaefd17f0f37c480a9a5af50234c
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_038/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012741777203935689,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/superfrustum/whale_039/config.json b/dataset/toys4k/superfrustum/whale_039/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..16ea68de1518309d7b78849906508e7f6fb13d74
--- /dev/null
+++ b/dataset/toys4k/superfrustum/whale_039/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.005905780473156143,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSF",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/airplane_003/config.json b/dataset/toys4k/supergeon/airplane_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e270db37d674c416a02b5347c24698c4b407ff66
--- /dev/null
+++ b/dataset/toys4k/supergeon/airplane_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010118236252594538,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/airplane_011/config.json b/dataset/toys4k/supergeon/airplane_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..964a1ffc67f2206276c10a6df3c2374726c021ac
--- /dev/null
+++ b/dataset/toys4k/supergeon/airplane_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00631234183651083,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/airplane_013/config.json b/dataset/toys4k/supergeon/airplane_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..98843237902d50a33ab23f353c35bcde963e3b58
--- /dev/null
+++ b/dataset/toys4k/supergeon/airplane_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011788765976023999,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/airplane_033/config.json b/dataset/toys4k/supergeon/airplane_033/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..404646103a518f748cc0080238d9d2b7f289ee26
--- /dev/null
+++ b/dataset/toys4k/supergeon/airplane_033/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007596323272756849,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/apple_003/config.json b/dataset/toys4k/supergeon/apple_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..089a9fa2517d673d04ad3ae68e75219f5fa2356c
--- /dev/null
+++ b/dataset/toys4k/supergeon/apple_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00922399980927808,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/banana_013/config.json b/dataset/toys4k/supergeon/banana_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f7d772d8b9d1c98fd057fb1452ca99e7c6bcea8
--- /dev/null
+++ b/dataset/toys4k/supergeon/banana_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01445765487793279,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/banana_025/config.json b/dataset/toys4k/supergeon/banana_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d369dcf3f51df361f04921989bb2429c99ec57e
--- /dev/null
+++ b/dataset/toys4k/supergeon/banana_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011930094524591582,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bicycle_008/config.json b/dataset/toys4k/supergeon/bicycle_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..41dc0a4ffe9be4a8542ef709180bb58ce9a2b681
--- /dev/null
+++ b/dataset/toys4k/supergeon/bicycle_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013619991072845183,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bicycle_013/config.json b/dataset/toys4k/supergeon/bicycle_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..184cff00943b11a420eb9809453c15d45bdbfa69
--- /dev/null
+++ b/dataset/toys4k/supergeon/bicycle_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014464068923843146,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/boat_005/config.json b/dataset/toys4k/supergeon/boat_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..313ef66ae1a024d8bdc2d56ac649f05f0eebfc00
--- /dev/null
+++ b/dataset/toys4k/supergeon/boat_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016075786216053035,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/boat_017/config.json b/dataset/toys4k/supergeon/boat_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8aaf32429363562dfac1ddd739101e6ccda8d95
--- /dev/null
+++ b/dataset/toys4k/supergeon/boat_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014209896232605816,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/boat_026/config.json b/dataset/toys4k/supergeon/boat_026/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..def54aa5b24363325a74e4a1cb2423bd080f23e9
--- /dev/null
+++ b/dataset/toys4k/supergeon/boat_026/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011219125745723445,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bowl_005/config.json b/dataset/toys4k/supergeon/bowl_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..caced58596018b7f94035bfcfd72c11644fa7090
--- /dev/null
+++ b/dataset/toys4k/supergeon/bowl_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015521329772392796,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bowl_007/config.json b/dataset/toys4k/supergeon/bowl_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..99acfa13dd908fbaab172413e41798173e3716b0
--- /dev/null
+++ b/dataset/toys4k/supergeon/bowl_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015879896935291776,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bowl_021/config.json b/dataset/toys4k/supergeon/bowl_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d1d45e1aeade6ffe9585f5b18afcc7ef1248aa3
--- /dev/null
+++ b/dataset/toys4k/supergeon/bowl_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01298692636152028,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bowl_022/config.json b/dataset/toys4k/supergeon/bowl_022/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2482c94947d1a8b911fd0c6a71652c842cec3bcf
--- /dev/null
+++ b/dataset/toys4k/supergeon/bowl_022/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014039329325320699,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bread_002/config.json b/dataset/toys4k/supergeon/bread_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..29409568e61e896a9ccd2764b97314a1137042c5
--- /dev/null
+++ b/dataset/toys4k/supergeon/bread_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01851414443610463,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bread_010/config.json b/dataset/toys4k/supergeon/bread_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..447b4c53ce766d73a0d70ae9bb99fbadaaffee73
--- /dev/null
+++ b/dataset/toys4k/supergeon/bread_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02084542016851071,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bread_012/config.json b/dataset/toys4k/supergeon/bread_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..971a3a5ec2bd6d5eddf3c5d1f69b9a54034677e4
--- /dev/null
+++ b/dataset/toys4k/supergeon/bread_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01152505178107327,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bread_016/config.json b/dataset/toys4k/supergeon/bread_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..220221d4dde90dcbab7726dc21e437d25b9a95d4
--- /dev/null
+++ b/dataset/toys4k/supergeon/bread_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013670333729110907,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bunny_002/config.json b/dataset/toys4k/supergeon/bunny_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..045e3eb8e9d1a9010b84f9e802f0a1d1a349adf2
--- /dev/null
+++ b/dataset/toys4k/supergeon/bunny_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01368668795879394,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bunny_006/config.json b/dataset/toys4k/supergeon/bunny_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ae449586cf01493d442fc1c8565e855e333720b
--- /dev/null
+++ b/dataset/toys4k/supergeon/bunny_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009136993633383933,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bunny_007/config.json b/dataset/toys4k/supergeon/bunny_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..332f5ea6359678b271dc65f4e78fa9d11b97a710
--- /dev/null
+++ b/dataset/toys4k/supergeon/bunny_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013431745402624354,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bunny_009/config.json b/dataset/toys4k/supergeon/bunny_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..99bdce005c2f31e2672ad61e238280dbcdea0927
--- /dev/null
+++ b/dataset/toys4k/supergeon/bunny_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006519086908898375,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bunny_011/config.json b/dataset/toys4k/supergeon/bunny_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf7c164ad3a61441a648805455e180c90c0beb70
--- /dev/null
+++ b/dataset/toys4k/supergeon/bunny_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00805145165124608,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/bus_007/config.json b/dataset/toys4k/supergeon/bus_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..99c81a5de28306d869f259b720443d5970a0e983
--- /dev/null
+++ b/dataset/toys4k/supergeon/bus_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016490092180933478,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/butterfly_002/config.json b/dataset/toys4k/supergeon/butterfly_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bd45c5934cf779049d7b28d57f08adcce768a90
--- /dev/null
+++ b/dataset/toys4k/supergeon/butterfly_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011054275787539425,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/butterfly_003/config.json b/dataset/toys4k/supergeon/butterfly_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..106a6ac12f4785201d50a58a4bb7d4a5bfd27844
--- /dev/null
+++ b/dataset/toys4k/supergeon/butterfly_003/config.json
@@ -0,0 +1,92 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/butterfly_007/config.json b/dataset/toys4k/supergeon/butterfly_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a37a92787c3983dfd71be5cd569b8343b1ac6bbb
--- /dev/null
+++ b/dataset/toys4k/supergeon/butterfly_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014415785697831068,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/butterfly_009/config.json b/dataset/toys4k/supergeon/butterfly_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9986fb0b1002ff6ec6706a9b1a781c7cd245a903
--- /dev/null
+++ b/dataset/toys4k/supergeon/butterfly_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.004426657470160358,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/butterfly_013/config.json b/dataset/toys4k/supergeon/butterfly_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3931ca7b04ac746ba19163b226821999dd36fe42
--- /dev/null
+++ b/dataset/toys4k/supergeon/butterfly_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016058471788226517,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_000/config.json b/dataset/toys4k/supergeon/cake_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..edde5d4164cf930f2bf45092711b380dade3a5f3
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017804578531147832,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_005/config.json b/dataset/toys4k/supergeon/cake_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0ec06230cae53901d139af201ec4cb2eb099d7c
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015529461996414909,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_009/config.json b/dataset/toys4k/supergeon/cake_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3a8aa36eea855a01c28de699a5516f0d1b53e7dc
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015791329571615855,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_010/config.json b/dataset/toys4k/supergeon/cake_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..106a6ac12f4785201d50a58a4bb7d4a5bfd27844
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_010/config.json
@@ -0,0 +1,92 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_012/config.json b/dataset/toys4k/supergeon/cake_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..98123ba687e463ccee708dac887075f32b4433d8
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012973861361270725,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_013/config.json b/dataset/toys4k/supergeon/cake_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..37c3a9fa7223948bbd33b94553b0b80348c69567
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012527937118312916,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_019/config.json b/dataset/toys4k/supergeon/cake_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f89eb3e186e29eb5c4ced3f4fc30f9eaa1f86c5
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010855397100387496,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_021/config.json b/dataset/toys4k/supergeon/cake_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..03c2c1671a34fd9f46d0914187fd988586d780e4
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01435774817312425,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_024/config.json b/dataset/toys4k/supergeon/cake_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b84d0f6795dada3bae45f749e2def8ff574841da
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01544337714961443,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_028/config.json b/dataset/toys4k/supergeon/cake_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3cc800cb417f27a6cc22c62b4a6d7a6890f23cf
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0108671018540138,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_030/config.json b/dataset/toys4k/supergeon/cake_030/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed45e794078e1822fd4e7455a0d1c363e5bc25b4
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_030/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011999706365713044,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_036/config.json b/dataset/toys4k/supergeon/cake_036/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..35ea671dea921c9eed99a6ab4035e5905a657e45
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_036/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016338055364909482,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_041/config.json b/dataset/toys4k/supergeon/cake_041/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a240f0f240de2f16e3817f024657ae4d5ab421d3
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_041/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010338003071457937,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cake_043/config.json b/dataset/toys4k/supergeon/cake_043/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2c4875ef4fa5e85cc0a177ad6951264bad4de75f
--- /dev/null
+++ b/dataset/toys4k/supergeon/cake_043/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009003363636564414,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/candy_001/config.json b/dataset/toys4k/supergeon/candy_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e70ffcfcbe36e8003acd853df783607e34f18a84
--- /dev/null
+++ b/dataset/toys4k/supergeon/candy_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019956343182578103,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/candy_010/config.json b/dataset/toys4k/supergeon/candy_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..281a818f98175645abeb688d745801793535dc9c
--- /dev/null
+++ b/dataset/toys4k/supergeon/candy_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012505918293890712,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/candy_014/config.json b/dataset/toys4k/supergeon/candy_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c8c5d63341a157f2406f5edfa28c16838296458
--- /dev/null
+++ b/dataset/toys4k/supergeon/candy_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009154448558434817,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/candy_017/config.json b/dataset/toys4k/supergeon/candy_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0e6c7e54c91bbd956f5bd8c123de55145d6a225
--- /dev/null
+++ b/dataset/toys4k/supergeon/candy_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015840091921324698,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/candy_025/config.json b/dataset/toys4k/supergeon/candy_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..59d451b7e22a42c773570fcfc37ceb033f9f58c5
--- /dev/null
+++ b/dataset/toys4k/supergeon/candy_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015115356162382966,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/candy_045/config.json b/dataset/toys4k/supergeon/candy_045/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5f295bf026c67bfd3053cf4e64ec73f5846a3b42
--- /dev/null
+++ b/dataset/toys4k/supergeon/candy_045/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.003299354845747381,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/candy_047/config.json b/dataset/toys4k/supergeon/candy_047/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4009b18c280fc7275b140275e639936b19fa1750
--- /dev/null
+++ b/dataset/toys4k/supergeon/candy_047/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016583011763865334,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_000/config.json b/dataset/toys4k/supergeon/cat_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..22f6c2cdf6f17fc8263602c91266e737a22d226b
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012941559119470496,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_004/config.json b/dataset/toys4k/supergeon/cat_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f373c4b8c1868a16c27073581980fdd8b9fa838
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006127278380513382,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_017/config.json b/dataset/toys4k/supergeon/cat_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..106a6ac12f4785201d50a58a4bb7d4a5bfd27844
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_017/config.json
@@ -0,0 +1,92 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_019/config.json b/dataset/toys4k/supergeon/cat_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5f9c6ac70fb86ea27d7ca89a872024bab322a2ae
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01591074861550827,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_023/config.json b/dataset/toys4k/supergeon/cat_023/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..afceb0550983e2776ef9a823a41bdf5019ce8729
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_023/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007211147443514919,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_024/config.json b/dataset/toys4k/supergeon/cat_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa56d4f3ab1baca019340ff88c805ad512ad0d04
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.004121445294221518,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_030/config.json b/dataset/toys4k/supergeon/cat_030/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..09a0172d70751ddd8ad4bbbd3ea4db2a08276b46
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_030/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023963808002800267,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_031/config.json b/dataset/toys4k/supergeon/cat_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b98daafeed557dfc2ac9f7363bb560363006a91
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.005085363878156168,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_033/config.json b/dataset/toys4k/supergeon/cat_033/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5d3352708658fda5e1b4d82845c4e999fe8d263
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_033/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01235154266352073,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_041/config.json b/dataset/toys4k/supergeon/cat_041/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb12c99591a64ff2a4d7b6db14a412783e14b849
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_041/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016182602254649604,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_044/config.json b/dataset/toys4k/supergeon/cat_044/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1e79d327b957a62a566cccc29a2476fdf0c0987
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_044/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010099998773339254,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_046/config.json b/dataset/toys4k/supergeon/cat_046/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddcdf1aceb92afe6dcad5c39bc86d72e79a3c616
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_046/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009066461315394481,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_048/config.json b/dataset/toys4k/supergeon/cat_048/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3a03bf7844a1dfa534deb699af59926c5fe9b16d
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_048/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007407843572185432,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_051/config.json b/dataset/toys4k/supergeon/cat_051/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..674dc2ea300bcb99c905974820c8d17dfb4eaa4b
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_051/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023835966461055704,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_055/config.json b/dataset/toys4k/supergeon/cat_055/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..99abbd975d49718d809604b592ec1920032b3f15
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_055/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023867233596420713,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_063/config.json b/dataset/toys4k/supergeon/cat_063/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b07636b0b00463ba3ceb0224e1de16e8934b013c
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_063/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01077901806812327,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_064/config.json b/dataset/toys4k/supergeon/cat_064/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..17e3077864eeb751077ca11311c8e8785bd5e3e9
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_064/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015224721834720718,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_071/config.json b/dataset/toys4k/supergeon/cat_071/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1fcc72c23a62cbaaec3bcaeb334a7d14c51fe1a9
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_071/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010026218733617507,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_074/config.json b/dataset/toys4k/supergeon/cat_074/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d6eb3a0a3c21bd55c914139cd3beecab8cd9c5d
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_074/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01446153179412419,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cat_076/config.json b/dataset/toys4k/supergeon/cat_076/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ffd6f3030af82598d6b054654339f9a9af6c92d
--- /dev/null
+++ b/dataset/toys4k/supergeon/cat_076/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.018361929178495644,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_008/config.json b/dataset/toys4k/supergeon/chair_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..505384d82b2c563ee3c096f743eed48a88179b0e
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.020290822954715668,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_023/config.json b/dataset/toys4k/supergeon/chair_023/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..000b4ad3e0500d443d00a3c73dcd28ac9d6749c4
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_023/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014496284467936561,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_031/config.json b/dataset/toys4k/supergeon/chair_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3056ddf20b07c48ecbe7c77cc2f0543b9f1fcd13
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011604028548741983,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_034/config.json b/dataset/toys4k/supergeon/chair_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e5e44a45c40cf434a0f84a0b87532db3c34ef3b
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_037/config.json b/dataset/toys4k/supergeon/chair_037/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..302e3e175b318f6f6827fb42f0cbf79a2b51b663
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_037/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0161379710549421,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_046/config.json b/dataset/toys4k/supergeon/chair_046/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..68d546f81115002205f447a519ee1d3e9daa5890
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_046/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006512977141083335,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_048/config.json b/dataset/toys4k/supergeon/chair_048/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..86e3306c2cfe17cb6befd95fe41c89885092d93e
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_048/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010481503611307376,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_051/config.json b/dataset/toys4k/supergeon/chair_051/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b749a392d96861150092aa9196579e16adf01d4
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_051/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013758062909298744,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_057/config.json b/dataset/toys4k/supergeon/chair_057/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f1d0b5580aa130d5084cf24167df65aef524c48
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_057/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02443997443863138,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_068/config.json b/dataset/toys4k/supergeon/chair_068/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f8fa68ffe47d83becfd9ef343312136cb50e4df
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_068/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006836764574922928,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_074/config.json b/dataset/toys4k/supergeon/chair_074/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..66cb62aa6e330efbbb287a55e6e63e70f8fb9925
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_074/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013799355387385547,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_076/config.json b/dataset/toys4k/supergeon/chair_076/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..49b9e1ea3fa1b45b818ef6eb3869920ed3c3f5ff
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_076/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009782386735852609,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_080/config.json b/dataset/toys4k/supergeon/chair_080/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..537cda898f5c72b78be15d2bfe2559b7b8e9d28e
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_080/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012321992039528709,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_091/config.json b/dataset/toys4k/supergeon/chair_091/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9cb277979d6371b7f574feea78b805a12ca0fa06
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_091/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008623134253632727,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_094/config.json b/dataset/toys4k/supergeon/chair_094/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0bd1f4777f9d82b621d1e7a33652daec57a1e7ca
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_094/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013228491195791583,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_104/config.json b/dataset/toys4k/supergeon/chair_104/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..549e1ea76d0c0d5c6b19cbf5b8c1c103244ff235
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_104/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010727995239742664,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_105/config.json b/dataset/toys4k/supergeon/chair_105/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f6b43f89d5a8d255a632348e8668168c4096d75
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_105/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014716879312728885,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_112/config.json b/dataset/toys4k/supergeon/chair_112/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4dea246d92601f058e0c1a67da0242eaa65a2ca
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_112/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012835472821751787,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_117/config.json b/dataset/toys4k/supergeon/chair_117/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a70d966783aaea4a4db1d04a815bc73e430ba10
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_117/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011135278018066996,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_126/config.json b/dataset/toys4k/supergeon/chair_126/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ccfd02c08096007184bc1a2e0eedcbff3c568eb3
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_126/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008050550777254412,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_127/config.json b/dataset/toys4k/supergeon/chair_127/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4f13864fe6374fe5c63bb2bae56690e05abef7e
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_127/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01759900696115418,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_128/config.json b/dataset/toys4k/supergeon/chair_128/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8200c361b1d941aedd6d7928007e3723f3eaf123
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_128/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014310470558240161,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_134/config.json b/dataset/toys4k/supergeon/chair_134/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d3a2f64f2652d8d5cc31309e24e8ce62e455422
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_134/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011013514385504918,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_136/config.json b/dataset/toys4k/supergeon/chair_136/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1de20dd7a396e8acc042ac6a89e04dcf6df7461
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_136/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01527572505049352,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_138/config.json b/dataset/toys4k/supergeon/chair_138/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..16acdfb35611a91006874b42d5073a6f853d6ec2
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_138/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0041577109050772755,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_154/config.json b/dataset/toys4k/supergeon/chair_154/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c890a94d1f9ebb9297a8aef57c08acc49bca734c
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_154/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02925328288866837,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_163/config.json b/dataset/toys4k/supergeon/chair_163/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..34d416417771ef1b470bc5e885bad589e037e8d6
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_163/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010998093132329467,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_173/config.json b/dataset/toys4k/supergeon/chair_173/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e835068fe64f0a4d68099cbc84b07ecddf4354a
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_173/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014088177790776712,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_177/config.json b/dataset/toys4k/supergeon/chair_177/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..66645c730bdb40e81fba8c62a92da966b14e444e
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_177/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012862710348149094,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_179/config.json b/dataset/toys4k/supergeon/chair_179/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a332b7e8e7e222a501ae3e9cb19027c28508b9f
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_179/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01495904825716116,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_183/config.json b/dataset/toys4k/supergeon/chair_183/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..803a344f75bb3381f9400dded80d0243427a27a9
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_183/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014589619287131836,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_187/config.json b/dataset/toys4k/supergeon/chair_187/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..272439eaaf5e600bcb4f6f76074ece7ef32eb79c
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_187/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015848618383320683,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_192/config.json b/dataset/toys4k/supergeon/chair_192/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..30720c0708990186da9b9ee54a79cdb2b7273e5b
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_192/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02068952868888696,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_193/config.json b/dataset/toys4k/supergeon/chair_193/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..50aa18300b39e07e61e049e9e976ef05bee863cc
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_193/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.027187795149263498,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_194/config.json b/dataset/toys4k/supergeon/chair_194/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..173159061562cb2a244070d265d403f472bfc363
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_194/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010021132735533563,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chair_208/config.json b/dataset/toys4k/supergeon/chair_208/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac8c0c542bc828fa99a3e95014c20b5e93cdf7c3
--- /dev/null
+++ b/dataset/toys4k/supergeon/chair_208/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011218185155386697,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chess_piece_007/config.json b/dataset/toys4k/supergeon/chess_piece_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eef999f42cb11eaf05ace7b47d9eaeaca7c3c8bd
--- /dev/null
+++ b/dataset/toys4k/supergeon/chess_piece_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01618587274672322,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chess_piece_017/config.json b/dataset/toys4k/supergeon/chess_piece_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d90749a2ca22c1eee3be563f159a3f2dbd36a880
--- /dev/null
+++ b/dataset/toys4k/supergeon/chess_piece_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011071545382393256,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chess_piece_021/config.json b/dataset/toys4k/supergeon/chess_piece_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0b83a7d40068df534df8c0044e30f50a68e59b3
--- /dev/null
+++ b/dataset/toys4k/supergeon/chess_piece_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010640812740329575,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chicken_000/config.json b/dataset/toys4k/supergeon/chicken_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..117a21e97f8e6339b50056021cf72aa389ad7656
--- /dev/null
+++ b/dataset/toys4k/supergeon/chicken_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014188870763880888,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chicken_013/config.json b/dataset/toys4k/supergeon/chicken_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..33fff53daa4d89164e0fa57efa0b5a3c081880ab
--- /dev/null
+++ b/dataset/toys4k/supergeon/chicken_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009138662507408924,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chicken_014/config.json b/dataset/toys4k/supergeon/chicken_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3c4082b30ece9976c58bc3ee268b18ea0ad85d0
--- /dev/null
+++ b/dataset/toys4k/supergeon/chicken_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013932596040991733,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chicken_018/config.json b/dataset/toys4k/supergeon/chicken_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b007743bcb31d2fde7f94c70a50677e392e96e85
--- /dev/null
+++ b/dataset/toys4k/supergeon/chicken_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.021511889106377677,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chicken_020/config.json b/dataset/toys4k/supergeon/chicken_020/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..78b93542e40b60bc9a4985d0218cc82d4f7cb809
--- /dev/null
+++ b/dataset/toys4k/supergeon/chicken_020/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016759007366016494,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/chicken_021/config.json b/dataset/toys4k/supergeon/chicken_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d873d023e931d8727a69ee43f063b0041cf9dbf5
--- /dev/null
+++ b/dataset/toys4k/supergeon/chicken_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014420480635990001,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/closet_003/config.json b/dataset/toys4k/supergeon/closet_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf2de9935a049f560012a80463dc8641229e8050
--- /dev/null
+++ b/dataset/toys4k/supergeon/closet_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01673141872110035,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cookie_006/config.json b/dataset/toys4k/supergeon/cookie_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d99e2a533da58fe09b984d9afb36643870784d6
--- /dev/null
+++ b/dataset/toys4k/supergeon/cookie_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01322054258807314,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cookie_010/config.json b/dataset/toys4k/supergeon/cookie_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..22df5479d41a4404922d91e2eae7158c806c1a27
--- /dev/null
+++ b/dataset/toys4k/supergeon/cookie_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009676621994454467,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cookie_014/config.json b/dataset/toys4k/supergeon/cookie_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e684213bc1e1d2babc49e62da522cac953322633
--- /dev/null
+++ b/dataset/toys4k/supergeon/cookie_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00790539448833738,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cow_009/config.json b/dataset/toys4k/supergeon/cow_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bd00022efe3bb09bc672ada11418183ba504e4e
--- /dev/null
+++ b/dataset/toys4k/supergeon/cow_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013674269478196784,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cow_014/config.json b/dataset/toys4k/supergeon/cow_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..deb12c4134d9266902212ddb9ebf3af97f617d06
--- /dev/null
+++ b/dataset/toys4k/supergeon/cow_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007469229965246413,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cow_023/config.json b/dataset/toys4k/supergeon/cow_023/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d702540f9310018b69ce9507fe072d9cf2ac5acc
--- /dev/null
+++ b/dataset/toys4k/supergeon/cow_023/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.018792314311107804,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_000/config.json b/dataset/toys4k/supergeon/crab_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d305675bb1632d82da950d04226cadc36ccd11cf
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013496840268099039,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_001/config.json b/dataset/toys4k/supergeon/crab_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3d5935de76b0eab37f3711dd5ea58671df52e69
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01005312991744492,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_005/config.json b/dataset/toys4k/supergeon/crab_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5e2f71598a52c97214e93c1708cda90e4a2ca94d
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01371590472936466,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_006/config.json b/dataset/toys4k/supergeon/crab_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..07297bb08415e4fb4b374efd5a2182807bf9e9fc
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016747707349022714,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_008/config.json b/dataset/toys4k/supergeon/crab_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4f8ba7b5eedc08660d752102f99d94b4553bc64
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014546707721101558,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_009/config.json b/dataset/toys4k/supergeon/crab_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b6110b8ddbbdc1bf3a33217743a0887fe14bc534
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017279998942681972,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_010/config.json b/dataset/toys4k/supergeon/crab_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5011ed8a1d6e7f5db1c1d3f580adb59b7c2fcfbe
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015265667515267064,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_014/config.json b/dataset/toys4k/supergeon/crab_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b075520ef3ff71689001751087c03fb899a0a2fb
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01462474171920446,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_016/config.json b/dataset/toys4k/supergeon/crab_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..106a6ac12f4785201d50a58a4bb7d4a5bfd27844
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_016/config.json
@@ -0,0 +1,92 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_017/config.json b/dataset/toys4k/supergeon/crab_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d3510de051d33fa96fcc649c10a0547669f751b1
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011159913267509675,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_026/config.json b/dataset/toys4k/supergeon/crab_026/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3cd862d2a77ac4eae9f3003aabe1157eaa7fa89c
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_026/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.022177366815652636,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_027/config.json b/dataset/toys4k/supergeon/crab_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc6141decda6f2cf294c83c0f24ef7eec93db383
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016585972309334226,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_028/config.json b/dataset/toys4k/supergeon/crab_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d04e7d17703f24ece72ec8b56287144d2a2fbf6c
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010639888107444357,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_031/config.json b/dataset/toys4k/supergeon/crab_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eea29a5170be46069bae306fa016aab0f0e04896
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014467847533141948,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_032/config.json b/dataset/toys4k/supergeon/crab_032/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e108f74b8c4af1607ab9ac114bef78402b7c740c
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_032/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.022215683935580672,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_033/config.json b/dataset/toys4k/supergeon/crab_033/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..35c033faf8344d4b8fcfb65d071f0e89c182c3d6
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_033/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012711135927611071,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_034/config.json b/dataset/toys4k/supergeon/crab_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a219bedd6325b13e9a4714a69ac7c5904c7db546
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017297909112361547,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/crab_036/config.json b/dataset/toys4k/supergeon/crab_036/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f94b1f4be7bd255c64875153ac2774b1f983247
--- /dev/null
+++ b/dataset/toys4k/supergeon/crab_036/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012051494149762598,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cup_004/config.json b/dataset/toys4k/supergeon/cup_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..36327fd0380832794f3f41326b8183878becdfe5
--- /dev/null
+++ b/dataset/toys4k/supergeon/cup_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015401997929794752,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cup_052/config.json b/dataset/toys4k/supergeon/cup_052/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..745a375ba1132c8b3a54266b533a6b5cb0e2fc55
--- /dev/null
+++ b/dataset/toys4k/supergeon/cup_052/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01684406107374225,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cup_057/config.json b/dataset/toys4k/supergeon/cup_057/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7d818907f350d44f31f262f6cd4e43cc71a3128d
--- /dev/null
+++ b/dataset/toys4k/supergeon/cup_057/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013046004303656227,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/cupcake_003/config.json b/dataset/toys4k/supergeon/cupcake_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8621fe796eea3e0ba73cf1d01bfb7ed97ff9a9dc
--- /dev/null
+++ b/dataset/toys4k/supergeon/cupcake_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010557014848399694,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_017/config.json b/dataset/toys4k/supergeon/deer_moose_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..313ad4751a79217f97fe0d6a6d80f47e5605f242
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014971774100232616,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_021/config.json b/dataset/toys4k/supergeon/deer_moose_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a11b57441fe88f741e7cfe0e9fed64d47ec556ce
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02784731068705011,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_028/config.json b/dataset/toys4k/supergeon/deer_moose_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4306f68382239911e586ed82a9f525b7c529f0c8
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015273659408163987,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_032/config.json b/dataset/toys4k/supergeon/deer_moose_032/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..58e6a74e6488debd859599711543ecf8aba01b2d
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_032/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013795556328271815,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_035/config.json b/dataset/toys4k/supergeon/deer_moose_035/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..700da3d9d466a9525a9e42fdf9425671bc87bc14
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_035/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010548784755628062,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_039/config.json b/dataset/toys4k/supergeon/deer_moose_039/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f31b0406fb0467f3fe52e66dafe4773f0cda3d51
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_039/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012137341410231242,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_042/config.json b/dataset/toys4k/supergeon/deer_moose_042/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..24eacd1506b22633ab8541b21a78d929f803feae
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_042/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011962603370947303,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_049/config.json b/dataset/toys4k/supergeon/deer_moose_049/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f12985fa5c1fa0dbcb0a2bf7bc3e71971724915a
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_049/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016649290047974115,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_051/config.json b/dataset/toys4k/supergeon/deer_moose_051/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d206834183c3750a9fa2a5fe0335b6a6a53fbc5
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_051/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.020433952221337127,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/deer_moose_058/config.json b/dataset/toys4k/supergeon/deer_moose_058/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a241e82d037857f2631ea4c5749debac50d20ad0
--- /dev/null
+++ b/dataset/toys4k/supergeon/deer_moose_058/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013609518884896516,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_005/config.json b/dataset/toys4k/supergeon/dinosaur_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2b28f0ed006b01e321859005a66da22350b26ab
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014796007156557567,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_019/config.json b/dataset/toys4k/supergeon/dinosaur_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8346d71f1858c1c1e9c7381bedccf866f5907d17
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008949350128163447,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_027/config.json b/dataset/toys4k/supergeon/dinosaur_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbcfd68d5daba33aae2963e567caf61a6c7487a6
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012837654809118332,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_031/config.json b/dataset/toys4k/supergeon/dinosaur_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..906606a2bb9aa44da99b513c333c41eea8c18fbb
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013810254138473544,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_036/config.json b/dataset/toys4k/supergeon/dinosaur_036/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8aa40406db7c82d739ad234e6a517446e33527fa
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_036/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013265169441558469,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_039/config.json b/dataset/toys4k/supergeon/dinosaur_039/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c5a27712f18e4e880edd38591a4dcd6e4485ae1
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_039/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011714373011516866,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_059/config.json b/dataset/toys4k/supergeon/dinosaur_059/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb63cf7be25499ca056f3a5e07ef8518d5ecac3a
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_059/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014810085411088199,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_061/config.json b/dataset/toys4k/supergeon/dinosaur_061/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..106a6ac12f4785201d50a58a4bb7d4a5bfd27844
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_061/config.json
@@ -0,0 +1,92 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_067/config.json b/dataset/toys4k/supergeon/dinosaur_067/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..87e6468e46f36816741defbfcda9cbea2b998bc2
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_067/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007702230736703035,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_069/config.json b/dataset/toys4k/supergeon/dinosaur_069/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5bb93dee819b3dd54f3843f52bfe35d940447856
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_069/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011504894995242283,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dinosaur_075/config.json b/dataset/toys4k/supergeon/dinosaur_075/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1ec994ed9486ba89b83d0f7d455f1d431eaa47f
--- /dev/null
+++ b/dataset/toys4k/supergeon/dinosaur_075/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015175821568398511,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_013/config.json b/dataset/toys4k/supergeon/dog_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..de83351ec3c8f9dfba052302e1d3885b29b09d99
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014405368435846513,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_014/config.json b/dataset/toys4k/supergeon/dog_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..07576a23d853d1c6e0d47d5b79f7197e3b247fbf
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008831761112490394,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_033/config.json b/dataset/toys4k/supergeon/dog_033/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..973848371fbd78489b2e80512664b69731243402
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_033/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01901798634891146,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_034/config.json b/dataset/toys4k/supergeon/dog_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d8b34a4526593180ddfa39d72b541eb9c39f098d
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019557492797869305,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_046/config.json b/dataset/toys4k/supergeon/dog_046/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..011c8df4efc518674cd23c9b79264c9f94e864ba
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_046/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.024815343227088785,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_060/config.json b/dataset/toys4k/supergeon/dog_060/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..99b99af6fe61c46c799613150a098626ef0b9713
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_060/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0140690660664645,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_069/config.json b/dataset/toys4k/supergeon/dog_069/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..883bf9a8379e90f46c4be583ea4c5724265f7deb
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_069/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011743044159786695,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_074/config.json b/dataset/toys4k/supergeon/dog_074/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e62b1dd56711d660d33016dd2b3c765ff47ceee1
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_074/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01297726105697833,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_079/config.json b/dataset/toys4k/supergeon/dog_079/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..87a3dc3a499c192e8c1c11af5f45f44621dc97a4
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_079/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01259554209332269,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dog_101/config.json b/dataset/toys4k/supergeon/dog_101/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..68347e80af0c5cd8e65886cae8d14597cbf8db0e
--- /dev/null
+++ b/dataset/toys4k/supergeon/dog_101/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.005076300180423966,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dolphin_004/config.json b/dataset/toys4k/supergeon/dolphin_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..083d055ef6d516a2f8deac5521181a69f373eb2c
--- /dev/null
+++ b/dataset/toys4k/supergeon/dolphin_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006522308967378251,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dolphin_005/config.json b/dataset/toys4k/supergeon/dolphin_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c99061757977a0f978a6ba87427f958bc143fc4e
--- /dev/null
+++ b/dataset/toys4k/supergeon/dolphin_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00970664568377848,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/donut_012/config.json b/dataset/toys4k/supergeon/donut_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d449e2ef17db3ef3c65b83706b08381bc32983d
--- /dev/null
+++ b/dataset/toys4k/supergeon/donut_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011250527898674654,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_002/config.json b/dataset/toys4k/supergeon/dragon_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a921ecae11355b67adc46ba3f261fd55334d195d
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008513320248462694,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_004/config.json b/dataset/toys4k/supergeon/dragon_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..833061b8e05cf46b13d21e5553754360f6871fce
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011359858226265594,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_006/config.json b/dataset/toys4k/supergeon/dragon_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9eb7c4e7d86669ed527fcf3a614fe086094b5373
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014496848152507694,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_008/config.json b/dataset/toys4k/supergeon/dragon_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbcdffabccad9ba874d609ca949ae58dfcf9b9a8
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014036612760021156,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_009/config.json b/dataset/toys4k/supergeon/dragon_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3b65e7f7076ecb0c2746fe447c33a21132c02ec
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010055631321520798,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_012/config.json b/dataset/toys4k/supergeon/dragon_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1c7ca517bba513be9b5a068c3d9091869b1b745
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012173193678292015,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_016/config.json b/dataset/toys4k/supergeon/dragon_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ed1e7493382bcb94ef24976a98f7c61e29d0ca8
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013100452634973165,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_021/config.json b/dataset/toys4k/supergeon/dragon_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ee3447a3206f130368451aa37df3c25e2b88af71
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01394661986822352,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_025/config.json b/dataset/toys4k/supergeon/dragon_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..106a6ac12f4785201d50a58a4bb7d4a5bfd27844
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_025/config.json
@@ -0,0 +1,92 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_028/config.json b/dataset/toys4k/supergeon/dragon_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f52e906c6402a909d31ed0e2e2b7ea75e930242
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013827978135202191,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_029/config.json b/dataset/toys4k/supergeon/dragon_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..10c5376627773d1e832d4dba7158e2bd0b2f0716
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013328271748165428,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_030/config.json b/dataset/toys4k/supergeon/dragon_030/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef48c5369093d88229d40e01f5401ac98abb8f05
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_030/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011240258579816498,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_031/config.json b/dataset/toys4k/supergeon/dragon_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..088dd372191dfb95f08e6730be2192e4fa270363
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016859038017613164,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_034/config.json b/dataset/toys4k/supergeon/dragon_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd11eaa51dd4fb74b9c82f4660d24c4b2922019a
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006205026337801368,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_036/config.json b/dataset/toys4k/supergeon/dragon_036/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7121100c9edae15c2ebcb18ae5ba37bb39a8845a
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_036/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014292931008317477,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_039/config.json b/dataset/toys4k/supergeon/dragon_039/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..439707c3add7dd3f3f01bdbd174e435f56ba05fe
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_039/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.021893929182185193,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/dragon_041/config.json b/dataset/toys4k/supergeon/dragon_041/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c238ad461a17ea355bb9f24f351e56dbff9a3b56
--- /dev/null
+++ b/dataset/toys4k/supergeon/dragon_041/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006232721264088252,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/drum_005/config.json b/dataset/toys4k/supergeon/drum_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbc4945fd7e9fe4913556674fd7139a70b9a4acc
--- /dev/null
+++ b/dataset/toys4k/supergeon/drum_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02640884087588856,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/drum_011/config.json b/dataset/toys4k/supergeon/drum_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8298577b4ed198474decd1554d8c545010187bb
--- /dev/null
+++ b/dataset/toys4k/supergeon/drum_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011902183067706755,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/drum_015/config.json b/dataset/toys4k/supergeon/drum_015/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..139a3b06ba4323b6aa3189ffe4b6e2dcf335d78f
--- /dev/null
+++ b/dataset/toys4k/supergeon/drum_015/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014867655749884578,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/drum_016/config.json b/dataset/toys4k/supergeon/drum_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5656011cfc1df327dfd9f1e29cc20e213bd9dfe7
--- /dev/null
+++ b/dataset/toys4k/supergeon/drum_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009299287735397654,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/drum_019/config.json b/dataset/toys4k/supergeon/drum_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9fc82073292e8d356f8c0f363b71ed029ca6e9c
--- /dev/null
+++ b/dataset/toys4k/supergeon/drum_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01378357389138161,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_006/config.json b/dataset/toys4k/supergeon/elephant_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9b1641737ab3324e839b8fcc4eef4cdf7ecaacc
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011250035864417356,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_013/config.json b/dataset/toys4k/supergeon/elephant_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ca7acd5beeffda558a3324c7a7b4edf7f5cebe3
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017638795394660095,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_016/config.json b/dataset/toys4k/supergeon/elephant_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d80c4e2fd5b52b175923919430328264bb2990a
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015589251657803196,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_023/config.json b/dataset/toys4k/supergeon/elephant_023/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..800b7ed7b7e4c72b051c437079b78240257def6a
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_023/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012067191267661367,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_024/config.json b/dataset/toys4k/supergeon/elephant_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..33077d5e5bf62788fc3fb439a34c8f6696186dde
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01348157079979518,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_027/config.json b/dataset/toys4k/supergeon/elephant_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8a37a1762a848407fae6fb05a113bb875da2154
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017017469052186193,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_040/config.json b/dataset/toys4k/supergeon/elephant_040/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9d1c2db86e571437448ecfb683109e9b1b5743b
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_040/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023697532073332823,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_043/config.json b/dataset/toys4k/supergeon/elephant_043/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..05012e77c5424197266465ce30969258d5ca1d3d
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_043/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013646766129820721,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/elephant_045/config.json b/dataset/toys4k/supergeon/elephant_045/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fdc35b216c5a47c5bf38d3733e3fb98e20194404
--- /dev/null
+++ b/dataset/toys4k/supergeon/elephant_045/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00334346987695095,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_001/config.json b/dataset/toys4k/supergeon/fan_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6aeb0962859edae7aa7be17a6befea75391f17a6
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014212886756642831,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_004/config.json b/dataset/toys4k/supergeon/fan_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..35d5b17bb89f5013a409e31045b871cbcd5f1da4
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015754873395772365,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_005/config.json b/dataset/toys4k/supergeon/fan_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e78fd5d672661db84cd7490aa6d90a72be8013f1
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010935821489679948,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_006/config.json b/dataset/toys4k/supergeon/fan_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1ebbbe16b8ea7cf26603553634d3aa43238add0
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013971922876961562,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_008/config.json b/dataset/toys4k/supergeon/fan_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5cd51d1b4a7b2efc6792f3f7c6a720a283fa5a11
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013408335125441487,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_009/config.json b/dataset/toys4k/supergeon/fan_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..41792b49c20c43d5a67627e6699a4ce36fffc531
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011634582590615549,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_010/config.json b/dataset/toys4k/supergeon/fan_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddfe801503646d7a4041f948755fbff94314eacd
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0122308412956616,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_012/config.json b/dataset/toys4k/supergeon/fan_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c58f8d43e03c4a22279ba3a0eef0975111de2bc4
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01688170597932758,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_015/config.json b/dataset/toys4k/supergeon/fan_015/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1b0d423b88abbb2fb42483f5c272514405404a1
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_015/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019418345883048534,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_017/config.json b/dataset/toys4k/supergeon/fan_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b939cb3138bf780f0be034833f2eaf05ead1eec2
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01822626970206389,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_024/config.json b/dataset/toys4k/supergeon/fan_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d59b0c47e002801169c5a75fb2e30e94fdef910e
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010058800511668296,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_025/config.json b/dataset/toys4k/supergeon/fan_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef165b3af93c4904189daa57fcbbe1cceafec7c1
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016290715130247085,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_028/config.json b/dataset/toys4k/supergeon/fan_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7254687533267013b545e257007edae812c89a0c
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015809498781218994,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_029/config.json b/dataset/toys4k/supergeon/fan_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..559d1b0ae271d8e5f5dcaf8c4179e52cd28a6bd1
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007426305195126577,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fan_030/config.json b/dataset/toys4k/supergeon/fan_030/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5ad6e7f2e831d5dc5cfbf050c558380b60cea7be
--- /dev/null
+++ b/dataset/toys4k/supergeon/fan_030/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.018890006354489994,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fish_024/config.json b/dataset/toys4k/supergeon/fish_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9929e6810de6b53061bc0f2df4a946ad20da7f77
--- /dev/null
+++ b/dataset/toys4k/supergeon/fish_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016590232325958684,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fish_029/config.json b/dataset/toys4k/supergeon/fish_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..36ac4e6a12b8cb60331fb599e4e30ad65b9a2a04
--- /dev/null
+++ b/dataset/toys4k/supergeon/fish_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010900981831311465,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fish_031/config.json b/dataset/toys4k/supergeon/fish_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..776a3871cf6561cf162fa2654ee84306a153b139
--- /dev/null
+++ b/dataset/toys4k/supergeon/fish_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017163055414210038,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fish_036/config.json b/dataset/toys4k/supergeon/fish_036/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c41a4f77fef1a46f7a8dbf60bfb9f895ed13090a
--- /dev/null
+++ b/dataset/toys4k/supergeon/fish_036/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010972301354677992,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_000/config.json b/dataset/toys4k/supergeon/flower_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..87233511d22b2fea0578f9b15a9a00d4c4d4b923
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009820596817006162,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_002/config.json b/dataset/toys4k/supergeon/flower_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a5344e5288c5038f58faf44902a0be49254f7de
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011387816469408299,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_003/config.json b/dataset/toys4k/supergeon/flower_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a40ed817d752d750b68057d94cac97ed392ee520
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012968762950733763,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_006/config.json b/dataset/toys4k/supergeon/flower_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d1dbcb5aa63cb99c3d6c51f2029cd8f149e3fbd
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01342760599116303,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_007/config.json b/dataset/toys4k/supergeon/flower_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..661c62d37c09f57b6496e07e82953361f937804c
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015648073142375034,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_008/config.json b/dataset/toys4k/supergeon/flower_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fea88fca061d76a126c20a1bb15c7efb3bfe13da
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006990626881501829,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_022/config.json b/dataset/toys4k/supergeon/flower_022/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3a710f62bc253c342047111b13e4b655caa70e41
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_022/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009592591591929621,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_024/config.json b/dataset/toys4k/supergeon/flower_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ec20026ef573d83bb900c513e356466bad29c7a
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017760937436438903,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_027/config.json b/dataset/toys4k/supergeon/flower_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..10368ebc733730dfed420bef8b6720d320a22b34
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010087602593620354,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_029/config.json b/dataset/toys4k/supergeon/flower_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5f87173619522b273d03f22672343c354bdbc334
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011502424560649071,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_031/config.json b/dataset/toys4k/supergeon/flower_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d05a6e4e93a7701fd6125d5087acd3233497a1ca
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00850452212460054,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_034/config.json b/dataset/toys4k/supergeon/flower_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..33ac121a9b0b3494829c470d32984576ab4d587f
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015707392909567252,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_038/config.json b/dataset/toys4k/supergeon/flower_038/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..974a9fa1917c37e0cb09dca8076cef5d479273ca
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_038/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013148619975607076,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_041/config.json b/dataset/toys4k/supergeon/flower_041/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..106a6ac12f4785201d50a58a4bb7d4a5bfd27844
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_041/config.json
@@ -0,0 +1,92 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_042/config.json b/dataset/toys4k/supergeon/flower_042/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e884b2a014b1c89be17b6ef79f55e1297566e0c3
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_042/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006663429187708987,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_046/config.json b/dataset/toys4k/supergeon/flower_046/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e069fd3e0b14fa7e04764a6776828b73b158fcc0
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_046/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013104995033681581,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_050/config.json b/dataset/toys4k/supergeon/flower_050/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4b4160a1e000d729b93af53c94a56cecd7320a1
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_050/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012230774866564235,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/flower_053/config.json b/dataset/toys4k/supergeon/flower_053/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc022779c8af3f3af68c09cb1dc870b6864bf17d
--- /dev/null
+++ b/dataset/toys4k/supergeon/flower_053/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011254494523747337,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_001/config.json b/dataset/toys4k/supergeon/fox_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f9c30833b4a823a78ecd8489b7d76f6307bf9bd
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011923781245929323,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_004/config.json b/dataset/toys4k/supergeon/fox_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..074a76905577d1354c462f6097076f556e6c482c
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.025246715232073343,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_006/config.json b/dataset/toys4k/supergeon/fox_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d677fe1ede16fe88258a79b935d29f2da2c75bef
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019112424678231432,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_012/config.json b/dataset/toys4k/supergeon/fox_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a74e0a5dfa410c8c797df5d263e9b35cd54e5b75
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013779763780426337,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_013/config.json b/dataset/toys4k/supergeon/fox_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..468c04152060d08868f09d7b1149c3f6fe15b203
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011753853732538629,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_019/config.json b/dataset/toys4k/supergeon/fox_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4aa4f42bb09be917845500a0ffaead6b8c3c5f84
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015107123912083508,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_029/config.json b/dataset/toys4k/supergeon/fox_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..833f90c6c1f4246d8c7b91e6a6ac463229df1066
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01465749989694788,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_034/config.json b/dataset/toys4k/supergeon/fox_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..11db8fff4ec50ca6f3cb7707b97ad1ef7e9f581a
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01050708239377328,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_043/config.json b/dataset/toys4k/supergeon/fox_043/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..010e5ef3373affff7aa1ef4ad3b4be063838f91e
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_043/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013939469682559808,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_050/config.json b/dataset/toys4k/supergeon/fox_050/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c6346299915167b2fb076327753833def86c8d3
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_050/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.018350445131738325,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_052/config.json b/dataset/toys4k/supergeon/fox_052/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8d159e0708c9b696bf3b276166128b1de4ff2ef
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_052/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.003685033054865734,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_054/config.json b/dataset/toys4k/supergeon/fox_054/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e7330fc5412e635838ba087c3605e6e5355fef55
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_054/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.005572395839079522,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_055/config.json b/dataset/toys4k/supergeon/fox_055/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..56671a2c2e58a429846997dd0d583ee5e22c3987
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_055/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010319719454166572,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_062/config.json b/dataset/toys4k/supergeon/fox_062/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8d7391318b891da527cc68c2e26678a2db7e3d7
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_062/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015146542345779702,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fox_063/config.json b/dataset/toys4k/supergeon/fox_063/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f447c3bac888c174a4a3ce7683bdc16b8a534cdb
--- /dev/null
+++ b/dataset/toys4k/supergeon/fox_063/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009873504524825518,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fridge_002/config.json b/dataset/toys4k/supergeon/fridge_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a245e05d4cd407ab6fd73911605c0334a4d5ea8
--- /dev/null
+++ b/dataset/toys4k/supergeon/fridge_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013395682450170825,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/fridge_011/config.json b/dataset/toys4k/supergeon/fridge_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..408aabb866df2703fec29184e1bbaa07a6994673
--- /dev/null
+++ b/dataset/toys4k/supergeon/fridge_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010757753463184798,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_000/config.json b/dataset/toys4k/supergeon/frog_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..48c42bff89ec94a6f28498581d889a0b93847bc6
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01044351902355987,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_001/config.json b/dataset/toys4k/supergeon/frog_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..682b559ac4040935850ba319bbdf340bad6b97e0
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011332049168632096,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_003/config.json b/dataset/toys4k/supergeon/frog_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..174f2e3043abfeacfe3f8d0b0102881caa7c2e80
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015045073599760579,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_006/config.json b/dataset/toys4k/supergeon/frog_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..788bc7a199e2a966abc15aad2cd6552fc766c081
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008766711644781428,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_007/config.json b/dataset/toys4k/supergeon/frog_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..90018b29f44aee16095a57cbc9bba03be93284b0
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010775470626115849,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_010/config.json b/dataset/toys4k/supergeon/frog_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..10473de67183383a5e6caa7e3dadcf5283ea3c98
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01752996694794753,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_012/config.json b/dataset/toys4k/supergeon/frog_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..300ff3092f18efdd214faddeef79286c16ed7d89
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0318294742061215,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_014/config.json b/dataset/toys4k/supergeon/frog_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2045e1a8608933a27aa1fc453c19f52d60c20f83
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014646153668937002,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_018/config.json b/dataset/toys4k/supergeon/frog_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2fa7021455ee4bac4800e39494860e69e06b800d
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016346945296011463,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_019/config.json b/dataset/toys4k/supergeon/frog_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc6866ebf19071c0486817d1e54918e146dceeb4
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012019526258590317,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_021/config.json b/dataset/toys4k/supergeon/frog_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc387d78d90bc715fd970d0100065c417b9e1bd1
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010775974481770324,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_024/config.json b/dataset/toys4k/supergeon/frog_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c57897e09d6a2e8a2fec2e9c81cd089688fd6bd
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016428570256081642,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_026/config.json b/dataset/toys4k/supergeon/frog_026/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..083d62556b6a797547dabee4b5f0f304847a9ab2
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_026/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014176084608558286,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_027/config.json b/dataset/toys4k/supergeon/frog_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d31208a16f579cd9b475fddf6b0e2442aba4a4f
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014265494288244668,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_031/config.json b/dataset/toys4k/supergeon/frog_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..01e2a60cd3ac65db175983fd00acf765b5028a2f
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01007089095652636,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/frog_034/config.json b/dataset/toys4k/supergeon/frog_034/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0323301e0b08893d0744a36db357a61057f18ad9
--- /dev/null
+++ b/dataset/toys4k/supergeon/frog_034/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015156169292166165,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/giraffe_005/config.json b/dataset/toys4k/supergeon/giraffe_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f41af5dcb33b419121ee171868d8b9c4f7d14fef
--- /dev/null
+++ b/dataset/toys4k/supergeon/giraffe_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023314487123221237,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/giraffe_007/config.json b/dataset/toys4k/supergeon/giraffe_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f4cd4d042ad26bf4560533506156fa5f860c091
--- /dev/null
+++ b/dataset/toys4k/supergeon/giraffe_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008934628387173148,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/glass_012/config.json b/dataset/toys4k/supergeon/glass_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..db24db4769020de97340a7040c96400d56719fac
--- /dev/null
+++ b/dataset/toys4k/supergeon/glass_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01570397953732332,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/glass_024/config.json b/dataset/toys4k/supergeon/glass_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..902b7111b3d4b3d888782b8315316f6c28524a05
--- /dev/null
+++ b/dataset/toys4k/supergeon/glass_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007783919402895482,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/glass_039/config.json b/dataset/toys4k/supergeon/glass_039/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e6e08e22e4bc17fdf362820caaa5c22c331fc15
--- /dev/null
+++ b/dataset/toys4k/supergeon/glass_039/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01629604061581872,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/glass_058/config.json b/dataset/toys4k/supergeon/glass_058/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2278d41d61d16b649d90657eacec6292039711d2
--- /dev/null
+++ b/dataset/toys4k/supergeon/glass_058/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017280130496872322,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hammer_004/config.json b/dataset/toys4k/supergeon/hammer_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..99c0f00787becba73b247f54765f16ca05129350
--- /dev/null
+++ b/dataset/toys4k/supergeon/hammer_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008916585927922417,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_016/config.json b/dataset/toys4k/supergeon/hat_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..54f97f561e5d946d0aa69f6fd219acce572aebd9
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012062560718464134,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_021/config.json b/dataset/toys4k/supergeon/hat_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..02466570ec311b99f612896b655e197a364f31be
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012354189268974627,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_022/config.json b/dataset/toys4k/supergeon/hat_022/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e98d3505e2f667cfca3956178a055d6fc89878cf
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_022/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0160396544457638,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_025/config.json b/dataset/toys4k/supergeon/hat_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..30d99e75a26b0d209327ddecf4f2a6bacf67c2de
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015864437252497882,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_027/config.json b/dataset/toys4k/supergeon/hat_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..279ad96699bdd533c3086869aa2658d4e3840334
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01586947161939737,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_040/config.json b/dataset/toys4k/supergeon/hat_040/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f2e46bc00bb6b318f143888c7b5ddb6a74ef921
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_040/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010134198906066802,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_047/config.json b/dataset/toys4k/supergeon/hat_047/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e8b91384cb5b79965a2cf8eda8e0eeb8cd901e1
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_047/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010035049228753147,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_051/config.json b/dataset/toys4k/supergeon/hat_051/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b68ff66753ee8572164f22d1a8b6a9004d92f3dd
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_051/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023840092066336593,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_059/config.json b/dataset/toys4k/supergeon/hat_059/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..380d0266c9dc42338fcdbcd854c8cc058fb5fd0b
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_059/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008640971675651346,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/hat_063/config.json b/dataset/toys4k/supergeon/hat_063/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8739a9f25a97ff419b21c54797d6a1f51d047d81
--- /dev/null
+++ b/dataset/toys4k/supergeon/hat_063/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011195836337562496,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helicopter_000/config.json b/dataset/toys4k/supergeon/helicopter_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d59466ae5a43bfb5134035fd87920ebb894a5d3
--- /dev/null
+++ b/dataset/toys4k/supergeon/helicopter_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01428665442373984,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helicopter_001/config.json b/dataset/toys4k/supergeon/helicopter_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3dc285fe24ba289840b5faf0af5f9d37244611b2
--- /dev/null
+++ b/dataset/toys4k/supergeon/helicopter_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.020214320695454892,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helicopter_004/config.json b/dataset/toys4k/supergeon/helicopter_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..518183bb92a12c3c05272070ade2e5f5794dc57d
--- /dev/null
+++ b/dataset/toys4k/supergeon/helicopter_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012839977555571595,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helicopter_007/config.json b/dataset/toys4k/supergeon/helicopter_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfcab854e5d684d7c9ae5522a6ccb50c4f4241c6
--- /dev/null
+++ b/dataset/toys4k/supergeon/helicopter_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01756237039039288,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helicopter_016/config.json b/dataset/toys4k/supergeon/helicopter_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7db3243ec32a3efb091e4535d22e540bc08f0b21
--- /dev/null
+++ b/dataset/toys4k/supergeon/helicopter_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015713379306885714,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helicopter_017/config.json b/dataset/toys4k/supergeon/helicopter_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..afbfc3f46a7677ffcdeb83a0ad29b2e1f04a430f
--- /dev/null
+++ b/dataset/toys4k/supergeon/helicopter_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013450346762080349,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helmet_006/config.json b/dataset/toys4k/supergeon/helmet_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..75567f062f0a62fceb6cec652a47b8dcd3897d63
--- /dev/null
+++ b/dataset/toys4k/supergeon/helmet_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02328349022166557,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helmet_007/config.json b/dataset/toys4k/supergeon/helmet_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f3c0303848741d3849254675023c66604068bf0
--- /dev/null
+++ b/dataset/toys4k/supergeon/helmet_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015117718544285806,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/helmet_016/config.json b/dataset/toys4k/supergeon/helmet_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..42875f934c78ae8fa151e5e6caafc12c958640bd
--- /dev/null
+++ b/dataset/toys4k/supergeon/helmet_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0094116895421532,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/horse_006/config.json b/dataset/toys4k/supergeon/horse_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4c82e7572702b707be4bc232cac69dd30f61a6b
--- /dev/null
+++ b/dataset/toys4k/supergeon/horse_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014097576087301934,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/horse_009/config.json b/dataset/toys4k/supergeon/horse_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..474e96bdf5a5db561c36ecf396facdd713d61651
--- /dev/null
+++ b/dataset/toys4k/supergeon/horse_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00923180595544848,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/horse_017/config.json b/dataset/toys4k/supergeon/horse_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..83742969e2f3ece2acce597a2b43a765d221cb98
--- /dev/null
+++ b/dataset/toys4k/supergeon/horse_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01133228628627005,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/horse_031/config.json b/dataset/toys4k/supergeon/horse_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a7a7dfdcd47a42a30c3bfbbd73843a89bed3292
--- /dev/null
+++ b/dataset/toys4k/supergeon/horse_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01248192339397516,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ice_cream_005/config.json b/dataset/toys4k/supergeon/ice_cream_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4627dd1aa7b389dfcdccccea8aeeff2079bca887
--- /dev/null
+++ b/dataset/toys4k/supergeon/ice_cream_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011192337001726789,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ice_cream_031/config.json b/dataset/toys4k/supergeon/ice_cream_031/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f7345efec1509ea782492dc70b7b226ec1bfb597
--- /dev/null
+++ b/dataset/toys4k/supergeon/ice_cream_031/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009545838436911796,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/key_025/config.json b/dataset/toys4k/supergeon/key_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d704116b976023854ac64f82c4086dc8e4c556ad
--- /dev/null
+++ b/dataset/toys4k/supergeon/key_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02149306695290095,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/keyboard_004/config.json b/dataset/toys4k/supergeon/keyboard_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b7fef8b8ed3b250ab9aa841a080c2acd285956fb
--- /dev/null
+++ b/dataset/toys4k/supergeon/keyboard_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01571177366546601,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_001/config.json b/dataset/toys4k/supergeon/ladder_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0294179d89766d59d9b6c287d0aa770ce068472
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017189307040165514,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_012/config.json b/dataset/toys4k/supergeon/ladder_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f648d5208310b88a00b8908b360cdb8c6049f8ce
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0143641875535324,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_017/config.json b/dataset/toys4k/supergeon/ladder_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2cb626b8242bbc62f2c97c8e60d9a700e634556d
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010855691379710776,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_025/config.json b/dataset/toys4k/supergeon/ladder_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9221acbbcc6ac4455b564ba338c0855e831c806
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011452792212992844,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_029/config.json b/dataset/toys4k/supergeon/ladder_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e8054b5b3bcd0f5b1ce1a8db5ace3672d9d417f
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.022576226829004814,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_045/config.json b/dataset/toys4k/supergeon/ladder_045/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b09134a2e5f0b1f45f403c09d145edfbf0dc66b
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_045/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017673506016704896,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_055/config.json b/dataset/toys4k/supergeon/ladder_055/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..67d80142184782616e94387bfb4e28ef9785c0ed
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_055/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023318000486690808,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/ladder_057/config.json b/dataset/toys4k/supergeon/ladder_057/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b50cd80fc685f7a4205164c607c130d97d70f66
--- /dev/null
+++ b/dataset/toys4k/supergeon/ladder_057/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009797164412400949,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/laptop_001/config.json b/dataset/toys4k/supergeon/laptop_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0c4bb4b814c39e633ebe2a15ce39ed450b2baac
--- /dev/null
+++ b/dataset/toys4k/supergeon/laptop_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007721826361291018,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/laptop_008/config.json b/dataset/toys4k/supergeon/laptop_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2f507166d289a58608fe741a0a1a1f982b4ef54
--- /dev/null
+++ b/dataset/toys4k/supergeon/laptop_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008709762821860558,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/laptop_018/config.json b/dataset/toys4k/supergeon/laptop_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..309ed003eddaaa6768ed940005bf6373b191f169
--- /dev/null
+++ b/dataset/toys4k/supergeon/laptop_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01105267763005285,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/lion_000/config.json b/dataset/toys4k/supergeon/lion_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..04d1954b4e90e82e959a0be151bfb961925651f5
--- /dev/null
+++ b/dataset/toys4k/supergeon/lion_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017728797847002757,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/lion_013/config.json b/dataset/toys4k/supergeon/lion_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4c3b3498b0cf3e7e7f9e4fe13efa02f8d022104
--- /dev/null
+++ b/dataset/toys4k/supergeon/lion_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015399369662284198,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/lizard_000/config.json b/dataset/toys4k/supergeon/lizard_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..22adf385c8b5e05d828dbd78978a8fbf65fd31f6
--- /dev/null
+++ b/dataset/toys4k/supergeon/lizard_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011616837052043921,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/lizard_002/config.json b/dataset/toys4k/supergeon/lizard_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e25388d552763a3fc20945c9f17519e87a7090f4
--- /dev/null
+++ b/dataset/toys4k/supergeon/lizard_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019710210426655293,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/lizard_004/config.json b/dataset/toys4k/supergeon/lizard_004/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..923a1fe6b7d804b6d5f103f5a19bc7c74b7f233e
--- /dev/null
+++ b/dataset/toys4k/supergeon/lizard_004/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010218407343561655,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/lizard_006/config.json b/dataset/toys4k/supergeon/lizard_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..10854759f5e7abe9fef669c9ca58cac5bfd4a7d2
--- /dev/null
+++ b/dataset/toys4k/supergeon/lizard_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011921192815618454,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/lizard_012/config.json b/dataset/toys4k/supergeon/lizard_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..714220b4b3fac5c767eb88ffefcfe979ec2ee115
--- /dev/null
+++ b/dataset/toys4k/supergeon/lizard_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008357565564949276,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/microwave_005/config.json b/dataset/toys4k/supergeon/microwave_005/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ae814301259312bb60e9ca1cf733f8d00c6a5cb
--- /dev/null
+++ b/dataset/toys4k/supergeon/microwave_005/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014011922982387903,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/microwave_017/config.json b/dataset/toys4k/supergeon/microwave_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ffc0e43611ff357f365145184f485c8af3b8971
--- /dev/null
+++ b/dataset/toys4k/supergeon/microwave_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012083456098798896,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monitor_018/config.json b/dataset/toys4k/supergeon/monitor_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a044e3e6df62aa6a8e4df95bcfd8db3ab6fb78a
--- /dev/null
+++ b/dataset/toys4k/supergeon/monitor_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.027143358956527475,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monitor_027/config.json b/dataset/toys4k/supergeon/monitor_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..20ece99f73866ee7d72a9e7b0200b2dd88f0aa8d
--- /dev/null
+++ b/dataset/toys4k/supergeon/monitor_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01238055068131859,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monitor_028/config.json b/dataset/toys4k/supergeon/monitor_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c133c04ae602dd9c92a8264abafd70da547a8d39
--- /dev/null
+++ b/dataset/toys4k/supergeon/monitor_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.020059931770910734,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monitor_029/config.json b/dataset/toys4k/supergeon/monitor_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec09c2ac08b51a35d7473c9c1427b4d01d578f45
--- /dev/null
+++ b/dataset/toys4k/supergeon/monitor_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010395946236656736,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monitor_054/config.json b/dataset/toys4k/supergeon/monitor_054/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..811eabfc04fa98b6f39e2e653c7a02bf3bb5182d
--- /dev/null
+++ b/dataset/toys4k/supergeon/monitor_054/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008860251064230957,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monkey_000/config.json b/dataset/toys4k/supergeon/monkey_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..376cda038eaa2113cb01c7951bbc0a0d69b5f0a1
--- /dev/null
+++ b/dataset/toys4k/supergeon/monkey_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01254495855147436,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monkey_001/config.json b/dataset/toys4k/supergeon/monkey_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..123fe7684e6c82e39097c06cba77d7137453b1aa
--- /dev/null
+++ b/dataset/toys4k/supergeon/monkey_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011996755002893104,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monkey_002/config.json b/dataset/toys4k/supergeon/monkey_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac4685e7ba4a91b085e6e3fcb5ccdc91df8a7195
--- /dev/null
+++ b/dataset/toys4k/supergeon/monkey_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01391418515444008,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monkey_009/config.json b/dataset/toys4k/supergeon/monkey_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..045e2c9de85e8ad6e7581b204fd934e200576249
--- /dev/null
+++ b/dataset/toys4k/supergeon/monkey_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013147084660284001,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/monkey_014/config.json b/dataset/toys4k/supergeon/monkey_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4fe7bc86d22663477d919f18376bb2c292a499c6
--- /dev/null
+++ b/dataset/toys4k/supergeon/monkey_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014219165193464034,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/motorcycle_001/config.json b/dataset/toys4k/supergeon/motorcycle_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5da4448c4f6761673c56d47b216a346708a850c1
--- /dev/null
+++ b/dataset/toys4k/supergeon/motorcycle_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01251140092305338,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mouse_001/config.json b/dataset/toys4k/supergeon/mouse_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a6bfbe9a2f1dce047d12e87bf277480cb54ec8ed
--- /dev/null
+++ b/dataset/toys4k/supergeon/mouse_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016950287114839646,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mouse_003/config.json b/dataset/toys4k/supergeon/mouse_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..73eabfb1d5cc38d02a3f2a423fef24849949dac6
--- /dev/null
+++ b/dataset/toys4k/supergeon/mouse_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014627883776265505,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mouse_013/config.json b/dataset/toys4k/supergeon/mouse_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb7436e862eaf7e171decaded130ab9d980125cc
--- /dev/null
+++ b/dataset/toys4k/supergeon/mouse_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0076852144099341145,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mouse_018/config.json b/dataset/toys4k/supergeon/mouse_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f8470f64eddbc5c709e22e7fda3bcd2c8bc6898
--- /dev/null
+++ b/dataset/toys4k/supergeon/mouse_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011995145694623666,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mug_044/config.json b/dataset/toys4k/supergeon/mug_044/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b7403739bc1b9009719e033b508de6099da55d7f
--- /dev/null
+++ b/dataset/toys4k/supergeon/mug_044/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009076363413958777,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mug_066/config.json b/dataset/toys4k/supergeon/mug_066/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e5e44a45c40cf434a0f84a0b87532db3c34ef3b
--- /dev/null
+++ b/dataset/toys4k/supergeon/mug_066/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.034641016151377546,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "COMPILED_FUNCTIONS": null,
+    "USE_CURVATURE_WEIGHTS": true,
+    "INTERNAL_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "OLD_MESH_PROCESS": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mushroom_002/config.json b/dataset/toys4k/supergeon/mushroom_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..800f0d354304b7ed2f6714e51f0d750b8dce5cd6
--- /dev/null
+++ b/dataset/toys4k/supergeon/mushroom_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011538253188105639,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mushroom_009/config.json b/dataset/toys4k/supergeon/mushroom_009/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..56113bc1a2366c9f34197261a31410905efe1ed8
--- /dev/null
+++ b/dataset/toys4k/supergeon/mushroom_009/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012110010493967389,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/mushroom_012/config.json b/dataset/toys4k/supergeon/mushroom_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..787c3aeb7613605416ebc154524bdce22e3f16fa
--- /dev/null
+++ b/dataset/toys4k/supergeon/mushroom_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019880750977252632,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_001/config.json b/dataset/toys4k/supergeon/octopus_001/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e244ed1e09e7b86629e45b48bc6e95b4af394f60
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_001/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015192264636523832,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_002/config.json b/dataset/toys4k/supergeon/octopus_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..89f9ad9d7f66c29377243116933a76a45b000c03
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015232360519857503,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_003/config.json b/dataset/toys4k/supergeon/octopus_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..81941c154f4608f25cf74e13810a2fcc38b75b1e
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010820577174156456,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_007/config.json b/dataset/toys4k/supergeon/octopus_007/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b63864daec76ca57b8cd851a26ea61ae0db1468
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_007/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0057115432382497345,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_008/config.json b/dataset/toys4k/supergeon/octopus_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c0dc8b2f1872346b9c6ff2ae60da3986424a191
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.021242432073745893,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_010/config.json b/dataset/toys4k/supergeon/octopus_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..90d1d50371dbdf5ed8505c8187a9baa968c12793
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013016972980947325,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_012/config.json b/dataset/toys4k/supergeon/octopus_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..92eb74f1905bfdf8607b71ed504186bf8070b07c
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012092312633214091,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_013/config.json b/dataset/toys4k/supergeon/octopus_013/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf6650130767056f87133c64c615f445dc9b9b7a
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_013/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01706168493098521,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_016/config.json b/dataset/toys4k/supergeon/octopus_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a682523ab876b5722fc41c18fd9b1c644d3c954
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013952594433179673,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_018/config.json b/dataset/toys4k/supergeon/octopus_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..59e5a1f9e48c27d48e519859d016ec073cc72053
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012185616856763934,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_019/config.json b/dataset/toys4k/supergeon/octopus_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4d9d5d6c4108b4b2501fa00036ffa32e595129e
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01815300995460085,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_024/config.json b/dataset/toys4k/supergeon/octopus_024/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b89854e9e749236212731b235230fffd36e27bf7
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_024/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02387249986007237,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_025/config.json b/dataset/toys4k/supergeon/octopus_025/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..054c9891915f12d685660716f8fc56dc1c37fdf8
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_025/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013364194474437442,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_026/config.json b/dataset/toys4k/supergeon/octopus_026/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..46b13aa69cafe7232936b131d9f753193a8525cb
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_026/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01444783799605412,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_027/config.json b/dataset/toys4k/supergeon/octopus_027/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f23bda6d05eec008b89e5990fa2346c166f0dfb
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_027/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014605092778804837,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_028/config.json b/dataset/toys4k/supergeon/octopus_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..32a5584b52e1e3053734e4e11f882fc892cc2a87
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009943939403676976,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_029/config.json b/dataset/toys4k/supergeon/octopus_029/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0afdf4db5d35ebbca6897cb942e9c0e4a16269a
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_029/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013310222871580976,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/octopus_030/config.json b/dataset/toys4k/supergeon/octopus_030/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..60bdc9dd2300113517cf86be5cbdd439b57a6d0b
--- /dev/null
+++ b/dataset/toys4k/supergeon/octopus_030/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01125152213141435,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/orange_002/config.json b/dataset/toys4k/supergeon/orange_002/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d61ea5ac0bf23a922b19b7038e220bbe99d07ebf
--- /dev/null
+++ b/dataset/toys4k/supergeon/orange_002/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.021712816355303866,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/orange_014/config.json b/dataset/toys4k/supergeon/orange_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..96c7da542746bc6af0cb314f05be5775cc71f27f
--- /dev/null
+++ b/dataset/toys4k/supergeon/orange_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01577994727517082,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/orange_019/config.json b/dataset/toys4k/supergeon/orange_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b94c64d5a8a3788006a28ddfd9453032a5fe20aa
--- /dev/null
+++ b/dataset/toys4k/supergeon/orange_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010128651648163078,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/panda_003/config.json b/dataset/toys4k/supergeon/panda_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..21f9c5644f8f658b0552a83f22af4b2947f4810b
--- /dev/null
+++ b/dataset/toys4k/supergeon/panda_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.021940019858427435,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/panda_010/config.json b/dataset/toys4k/supergeon/panda_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1123a2756c306b21270729beef17ed0e1769954a
--- /dev/null
+++ b/dataset/toys4k/supergeon/panda_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.010344951464281294,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/panda_016/config.json b/dataset/toys4k/supergeon/panda_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fdb41cf8985b0a8c8c727f5ce426e0227ceec1c3
--- /dev/null
+++ b/dataset/toys4k/supergeon/panda_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015346874480836941,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/panda_019/config.json b/dataset/toys4k/supergeon/panda_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..79c9c3ad497d39b1bc97d917a2c116b14722cf07
--- /dev/null
+++ b/dataset/toys4k/supergeon/panda_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.006220614810077237,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/pc_mouse_014/config.json b/dataset/toys4k/supergeon/pc_mouse_014/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c823055be3f2b4b26bd272368a9927c421f9187
--- /dev/null
+++ b/dataset/toys4k/supergeon/pc_mouse_014/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.014970747222274722,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/pear_012/config.json b/dataset/toys4k/supergeon/pear_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..53180862c861225a42114e002bd6f633e15bf7c4
--- /dev/null
+++ b/dataset/toys4k/supergeon/pear_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007750198609750826,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/penguin_006/config.json b/dataset/toys4k/supergeon/penguin_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5612fe8262bbf633262fc949885679bbe4c2e035
--- /dev/null
+++ b/dataset/toys4k/supergeon/penguin_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.007921227753658618,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/penguin_010/config.json b/dataset/toys4k/supergeon/penguin_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d0add48a6b375883489d4b683b3627267ed56ea
--- /dev/null
+++ b/dataset/toys4k/supergeon/penguin_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.02601107623540402,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/penguin_016/config.json b/dataset/toys4k/supergeon/penguin_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..44ba25ceead66e2ea98611327f41656e3a8992bb
--- /dev/null
+++ b/dataset/toys4k/supergeon/penguin_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015429562373544915,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/penguin_021/config.json b/dataset/toys4k/supergeon/penguin_021/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4380755a0d78dba781456399155fe9089cd93ec7
--- /dev/null
+++ b/dataset/toys4k/supergeon/penguin_021/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011908405679782777,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/penguin_040/config.json b/dataset/toys4k/supergeon/penguin_040/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b10f45ad6b81a4fae30d76ffbfefdd9ea1320e88
--- /dev/null
+++ b/dataset/toys4k/supergeon/penguin_040/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.00847050648438701,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/penguin_051/config.json b/dataset/toys4k/supergeon/penguin_051/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a634e7ee5f837e95db33e8ba6652fae73a254786
--- /dev/null
+++ b/dataset/toys4k/supergeon/penguin_051/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01223637781482703,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/penguin_052/config.json b/dataset/toys4k/supergeon/penguin_052/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8105e5059ed81eccaef9d7cf0f935976dec65c38
--- /dev/null
+++ b/dataset/toys4k/supergeon/penguin_052/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.019187741626434905,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/phone_003/config.json b/dataset/toys4k/supergeon/phone_003/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..05a0c0ab2db0a2a541a4e8641fc4b20cb5127b2c
--- /dev/null
+++ b/dataset/toys4k/supergeon/phone_003/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013955093154022956,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/phone_016/config.json b/dataset/toys4k/supergeon/phone_016/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..13d56a063d8da93029c6b4e2622f63f16af173db
--- /dev/null
+++ b/dataset/toys4k/supergeon/phone_016/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011298437405487383,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/phone_017/config.json b/dataset/toys4k/supergeon/phone_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec51ce82b658101587162a8a8ba9234f944438aa
--- /dev/null
+++ b/dataset/toys4k/supergeon/phone_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.015893475896026528,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/phone_018/config.json b/dataset/toys4k/supergeon/phone_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef55ca1ab8d88eef18079c84a9e3cf29d387a7f7
--- /dev/null
+++ b/dataset/toys4k/supergeon/phone_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009455285959751446,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/phone_022/config.json b/dataset/toys4k/supergeon/phone_022/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d6a6f36a67ae54e154c304fae325a8be7153af5
--- /dev/null
+++ b/dataset/toys4k/supergeon/phone_022/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01531381931577124,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/piano_008/config.json b/dataset/toys4k/supergeon/piano_008/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4549b2cff3ba56c4d07eae40e52440d0504232dd
--- /dev/null
+++ b/dataset/toys4k/supergeon/piano_008/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01516757730364233,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/piano_011/config.json b/dataset/toys4k/supergeon/piano_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c8b28297f3790cb936d7ecc4e418c14843ee637
--- /dev/null
+++ b/dataset/toys4k/supergeon/piano_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012311118529947354,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/piano_018/config.json b/dataset/toys4k/supergeon/piano_018/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb37cf2fb1d887783d14b467e13c7c3920460dd3
--- /dev/null
+++ b/dataset/toys4k/supergeon/piano_018/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.022879999262590545,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/piano_019/config.json b/dataset/toys4k/supergeon/piano_019/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4887a55490e06dc8b5475ade1e981f4771867761
--- /dev/null
+++ b/dataset/toys4k/supergeon/piano_019/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.0183870265132794,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/piano_038/config.json b/dataset/toys4k/supergeon/piano_038/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..83d71d3ac7048795e58c6de7100d91e0eac78661
--- /dev/null
+++ b/dataset/toys4k/supergeon/piano_038/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.011483402523659179,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/pig_006/config.json b/dataset/toys4k/supergeon/pig_006/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1d98a3038ad7298f338c556ff1f3c5e36222fc6
--- /dev/null
+++ b/dataset/toys4k/supergeon/pig_006/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.009877128857577243,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/pig_010/config.json b/dataset/toys4k/supergeon/pig_010/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..78d06bc3dfae3441c74515296ffef4c7804083f8
--- /dev/null
+++ b/dataset/toys4k/supergeon/pig_010/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.008471267413508945,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/pig_028/config.json b/dataset/toys4k/supergeon/pig_028/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca4699d82b5473300b4cb09157087f52686f0a93
--- /dev/null
+++ b/dataset/toys4k/supergeon/pig_028/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.016311970381699493,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/pizza_017/config.json b/dataset/toys4k/supergeon/pizza_017/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9d1b03ba8d4d9db5e13fd8d091fcc2f1adf0f3b
--- /dev/null
+++ b/dataset/toys4k/supergeon/pizza_017/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.012556460800195778,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/radio_000/config.json b/dataset/toys4k/supergeon/radio_000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb9b0dfcb1dd50fef32190eb5b100108dc48b7cd
--- /dev/null
+++ b/dataset/toys4k/supergeon/radio_000/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.023157764281998908,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/radio_011/config.json b/dataset/toys4k/supergeon/radio_011/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5881496285029587c3e861474e0b1ccc3aeabfa
--- /dev/null
+++ b/dataset/toys4k/supergeon/radio_011/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.017441320381809622,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/radio_012/config.json b/dataset/toys4k/supergeon/radio_012/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..47f8307c38c448e492b694b48613cbd60e2e0ad6
--- /dev/null
+++ b/dataset/toys4k/supergeon/radio_012/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.01042857576692488,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}
diff --git a/dataset/toys4k/supergeon/radio_033/config.json b/dataset/toys4k/supergeon/radio_033/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..59887c5b4ffaafa2503cffbd1aae395e1848c783
--- /dev/null
+++ b/dataset/toys4k/supergeon/radio_033/config.json
@@ -0,0 +1,91 @@
+{
+    "DEFAULT_LOGITS_RESTART_VALUES": [
+        1.9,
+        -1.9
+    ],
+    "PRUNE_METRIC": "surface_iou_wt_curvature",
+    "N_SURFACE_POINTS_EVAL": 100000,
+    "MPS_MIN_IMPROVEMENT": 0.001,
+    "PRUNE_RESOLUTION": 128,
+    "DECOMPOSE_RESOLUTION": 256,
+    "OPT_RESOLUTION": 64,
+    "DATA_RESOLUTION": 256,
+    "RESFIT_MAX_ITER": 10,
+    "MPS_LEN_WEIGHT": -0.001,
+    "MPS_STOP_IOU": 0.99,
+    "DECOMPOSE_SIZE_LIMIT": 20,
+    "DECOMPOSE_MODE": "MSD_NEW",
+    "DECOMPOSE_CONFIG": {
+        "min_eroded_part_size_ratio": 0.005,
+        "min_part_size_ratio": 0.0005,
+        "size_limit": 20,
+        "max_msd_iter": 5
+    },
+    "MIN_VOLUME_LIMIT_FOR_REINIT": 2e-05,
+    "EARLY_STOP": true,
+    "EARLY_STOP_ITER": 1,
+    "OPTIMIZER": "ADAM",
+    "WEIGHT_DECAY": 1e-05,
+    "OPT_EPSILON": 1e-09,
+    "OPT_LR_RATE": 0.01,
+    "EXISTENCE_LR_MULTIPLIER": 5.0,
+    "MIN_TEMP_VAL": 0.1,
+    "MAX_TEMP_VAL": 1.0,
+    "SCALE_FACTOR_START": 10.0,
+    "SCALE_FACTOR_END": 15.0,
+    "N_ITERS": 400,
+    "SAT_PATIENCE": 100,
+    "LOSS_BAND": 0.05,
+    "MIN_IMPROVEMENT": 0.0001,
+    "OPT_STOPPING_IOU": 0.99,
+    "MAX_ITER": 1000,
+    "LOWER_SP": true,
+    "STOCHASTIC_PRECONDITION_INIT_VAL": 0.034641016151377546,
+    "STOCHASTIC_PRECONDITION_INIT_VAL_LOWER": 0.013294182737669347,
+    "DO_PRUNE": true,
+    "PRIM_TYPE": "VarAxisSG",
+    "SMOOTHEN": true,
+    "TARGET_MODE": "dilated",
+    "TARGET_MODE_DILATION": 0.15,
+    "RENEW_PTS_ITER": 100,
+    "N_SURFACE_POINTS": 100000,
+    "LOG_FREQUENCY": 50,
+    "AOT_ARTIFACT_FILE": null,
+    "SAVE_JIT_CACHE": true,
+    "OVERWRITE_JIT_CACHE": false,
+    "TorchCompile": true,
+    "FastMode": true,
+    "USE_CURVATURE_WEIGHTS": true,
+    "CURVATURE_WEIGHTS_SCALE": 1.0,
+    "SURFACE_ADJ_PERTURBATION_SCALE": 0.05,
+    "BIDIR": true,
+    "BIDIR_RESOLUTION": 128,
+    "BIDIR_SAMPLE_RATIO": 0.75,
+    "LOSS_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_ADJ_OCC_ALPHA": 2.0,
+    "LOSS_SURFACE_SDF_ALPHA": 1.0,
+    "LOSS_SURFACE_ADJ_SDF_ALPHA": 1.0,
+    "STOCHASTIC_DROPOUT": true,
+    "LOSS_PRIMITIVE_COUNT_ALPHA": 0.002,
+    "LOSS_OVERLAP_ALPHA": 0.1,
+    "LOSS_SHAPE_UNOVERLAP_ALPHA": 0.1,
+    "LOSS_PARAM_REGULARIZATION_ALPHA": 0.0001,
+    "MORPH_LOSS": false,
+    "MORPH_LOSS_SCALE": 0.02,
+    "TVERSKY_MODE": false,
+    "TVERSKY_ALPHA": 1.0,
+    "TVERSKY_BETA": 0.0,
+    "SEMANTIC_LOSS": false,
+    "SEMANTIC_LOSS_ALPHA": 1.0,
+    "SEMANTIC_LOSS_BAND": 0.01,
+    "REFLECTION_LOSS": false,
+    "REFLECTION_LOSS_ALPHA": 1.0,
+    "RANDOM_SEED": 42,
+    "EVAL_SEED": 12345,
+    "USE_DETERMINISTIC": false,
+    "OPT_POST_PRUNE": false,
+    "RENDER_MODE": false,
+    "RENDER_ITER": 5,
+    "LOSS_SURFACE_ADJ_SDF": true,
+    "_RELEASE_SANITIZED": true
+}