remove M2_amp_only for retraining

progress_M_matrix_tin.json

@@ -0,0 +1,134 @@
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+    },
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+    }
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+  "schema": "e2am_v3",
+  "updated_utc": "2026-05-17T06:49:47Z"
+}

runs/tiny_imagenet/individual_methods/M2_amp_only/best_model.pt

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runs/tiny_imagenet/individual_methods/M2_amp_only/config.yaml

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-dataset_name: tiny_imagenet
-output_root: /kaggle/working/E2AM-ResNet50
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-carbon_intensity_kg_per_kwh: 0.475
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-force_rerun: false
-cleanup_local_after_complete: true
-cleanup_keep_summary: false
-method_group: individual_methods
-variant_name: M2_amp_only
-method_id: M2

runs/tiny_imagenet/individual_methods/M2_amp_only/final_model.pt

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runs/tiny_imagenet/individual_methods/M2_amp_only/metrics_summary.json

@@ -1,45 +0,0 @@
-{
-  "run_key": "resnet50_smallstem::tiny_imagenet::individual_methods::M2_amp_only",
-  "run_dir": "/kaggle/working/E2AM-ResNet50/tiny_imagenet/individual_methods/M2_amp_only",
-  "repo_run_path": "runs/tiny_imagenet/individual_methods/M2_amp_only",
-  "model_name": "resnet50_smallstem",
-  "dataset_name": "tiny_imagenet",
-  "method_group": "individual_methods",
-  "variant_name": "M2_amp_only",
-  "method_id": "M2",
-  "num_epochs_planned": 60,
-  "num_epochs_run": 60,
-  "best_accuracy": 0.4931,
-  "final_accuracy": 0.4578,
-  "final_accuracy_top5": 0.7235,
-  "final_f1_score": 0.4586050912494793,
-  "final_precision": 0.5918828932145912,
-  "final_recall": 0.4578,
-  "total_time_sec": 33797.029128313065,
-  "total_energy_j": 2531442.709637251,
-  "total_energy_kwh": 0.703178530454792,
-  "total_co2_kg": 0.33400980196602603,
-  "carbon_intensity_kg_per_kwh": 0.475,
-  "peak_vram_mb": 10386.7919921875,
-  "num_parameters": 23910152,
-  "nonzero_parameters": 23910152,
-  "model_size_mb": 91.41303253173828,
-  "flops_or_macs": null,
-  "amp_enabled": true,
-  "scheduler": "none",
-  "gradient_accumulation_steps": 1,
-  "l1_lambda": 0.0,
-  "eag_enabled": false,
-  "batch_size": 192,
-  "image_size": 64,
-  "gpu_count": 2,
-  "gpu_names": [
-    "Tesla T4",
-    "Tesla T4"
-  ],
-  "cuda_version": "12.8",
-  "pytorch_version": "2.10.0+cu128",
-  "python_version": "3.12.12",
-  "status": "completed",
-  "completed_utc": "2026-05-14T16:07:39Z"
-}