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diff --git a/pytorch-image-models/wandb/run-20250114_194013-8lctuami/files/output.log b/pytorch-image-models/wandb/run-20250114_194013-8lctuami/files/output.log
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+Scheduled epochs: 150 (epochs + cooldown_epochs). Warmup within epochs when warmup_prefix=False. LR stepped per epoch.
+Train: 0 [   0/19 (  5%)]  Loss: 6.95 (6.95)  Time: 6.123s,  167.24/s  (6.123s,  167.24/s)  LR: 1.000e-05  Data: 1.903 (1.903)
+Distributing BatchNorm running means and vars
+Test: [   0/48]  Time: 1.899 (1.899)  Loss:   6.925 ( 6.925)  Acc@1:   0.098 (  0.098)  Acc@5:   0.293 (  0.293)
+Test: [  48/48]  Time: 1.309 (0.495)  Loss:   6.923 ( 6.920)  Acc@1:   0.000 (  0.104)  Acc@5:   0.472 (  0.584)
+Current checkpoints:
+ ('./output/train/ImageNetTraining0.0-frac-1over64/checkpoint-0.pth.tar', 0.104)
+
+Train: 1 [   0/19 (  5%)]  Loss: 6.93 (6.93)  Time: 2.387s,  429.04/s  (2.387s,  429.04/s)  LR: 8.001e-02  Data: 1.887 (1.887)
+Distributing BatchNorm running means and vars
+Test: [   0/48]  Time: 1.459 (1.459)  Loss:   6.912 ( 6.912)  Acc@1:   0.098 (  0.098)  Acc@5:   1.074 (  1.074)
diff --git a/pytorch-image-models/wandb/run-20250114_194013-8lctuami/files/requirements.txt b/pytorch-image-models/wandb/run-20250114_194013-8lctuami/files/requirements.txt
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diff --git a/pytorch-image-models/wandb/run-20250114_194013-8lctuami/files/wandb-metadata.json b/pytorch-image-models/wandb/run-20250114_194013-8lctuami/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a70367a2384eaeaf0455234e07c974a0abe9909
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+++ b/pytorch-image-models/wandb/run-20250114_194013-8lctuami/files/wandb-metadata.json
@@ -0,0 +1,86 @@
+{
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+  "python": "CPython 3.9.21",
+  "startedAt": "2025-01-14T19:40:13.443140Z",
+  "args": [
+    "--dataset",
+    "hfds/datacomp/imagenet-1k-random-0.0-frac-1over64",
+    "--log-wandb",
+    "--experiment",
+    "ImageNetTraining0.0-frac-1over64",
+    "--model",
+    "seresnet34",
+    "--sched",
+    "cosine",
+    "--epochs",
+    "150",
+    "--warmup-epochs",
+    "5",
+    "--lr",
+    "0.4",
+    "--reprob",
+    "0.5",
+    "--remode",
+    "pixel",
+    "--batch-size",
+    "256",
+    "--amp",
+    "-j",
+    "4"
+  ],
+  "program": "/app/pytorch-image-models/train.py",
+  "codePath": "train.py",
+  "git": {
+    "remote": "https://github.com/huggingface/pytorch-image-models.git",
+    "commit": "ff77dfa825c20afc72370e1c75e9707e8916cb3a"
+  },
+  "email": "meg@huggingface.co",
+  "root": "/app/pytorch-image-models",
+  "host": "r-datacomp-imagenettraining0-0-frac-1over64-cjlavup0-f96b9-3ghk",
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+  "codePathLocal": "train.py",
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+  "cpu_count_logical": 48,
+  "gpu": "NVIDIA L4",
+  "gpu_count": 4,
+  "disk": {
+    "/": {
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+      "used": "82496581632"
+    }
+  },
+  "memory": {
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+  "cpu": {
+    "count": 24,
+    "countLogical": 48
+  },
+  "gpu_nvidia": [
+    {
+      "name": "NVIDIA L4",
+      "memoryTotal": "24152899584",
+      "cudaCores": 7424,
+      "architecture": "Ada"
+    },
+    {
+      "name": "NVIDIA L4",
+      "memoryTotal": "24152899584",
+      "cudaCores": 7424,
+      "architecture": "Ada"
+    },
+    {
+      "name": "NVIDIA L4",
+      "memoryTotal": "24152899584",
+      "cudaCores": 7424,
+      "architecture": "Ada"
+    },
+    {
+      "name": "NVIDIA L4",
+      "memoryTotal": "24152899584",
+      "cudaCores": 7424,
+      "architecture": "Ada"
+    }
+  ],
+  "cudaVersion": "12.4"
+}
\ No newline at end of file
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new file mode 100644
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diff --git a/pytorch-image-models/wandb/run-20250114_194013-8lctuami/logs/debug-internal.log b/pytorch-image-models/wandb/run-20250114_194013-8lctuami/logs/debug-internal.log
new file mode 100644
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diff --git a/pytorch-image-models/wandb/run-20250114_194013-8lctuami/logs/debug.log b/pytorch-image-models/wandb/run-20250114_194013-8lctuami/logs/debug.log
new file mode 100644
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+2025-01-14 19:40:13,190 INFO    MainThread:196 [wandb_init.py:init():719] wandb.init called with sweep_config: {}
+config: {'data': None, 'data_dir': None, 'dataset': 'hfds/datacomp/imagenet-1k-random-0.0-frac-1over64', 'train_split': 'train', 'val_split': 'validation', 'train_num_samples': None, 'val_num_samples': None, 'dataset_download': False, 'class_map': '', 'input_img_mode': None, 'input_key': None, 'target_key': None, 'dataset_trust_remote_code': False, 'model': 'seresnet34', 'pretrained': False, 'pretrained_path': None, 'initial_checkpoint': '', 'resume': '', 'no_resume_opt': False, 'num_classes': 1000, 'gp': None, 'img_size': None, 'in_chans': None, 'input_size': None, 'crop_pct': None, 'mean': None, 'std': None, 'interpolation': '', 'batch_size': 256, 'validation_batch_size': None, 'channels_last': False, 'fuser': '', 'grad_accum_steps': 1, 'grad_checkpointing': False, 'fast_norm': False, 'model_kwargs': {}, 'head_init_scale': None, 'head_init_bias': None, 'torchcompile_mode': None, 'torchscript': False, 'torchcompile': None, 'device': 'cuda:0', 'amp': True, 'amp_dtype': 'float16', 'amp_impl': 'native', 'model_dtype': None, 'no_ddp_bb': False, 'synchronize_step': False, 'local_rank': 0, 'device_modules': None, 'opt': 'sgd', 'opt_eps': None, 'opt_betas': None, 'momentum': 0.9, 'weight_decay': 2e-05, 'clip_grad': None, 'clip_mode': 'norm', 'layer_decay': None, 'opt_kwargs': {}, 'sched': 'cosine', 'sched_on_updates': False, 'lr': 0.4, 'lr_base': 0.1, 'lr_base_size': 256, 'lr_base_scale': '', 'lr_noise': None, 'lr_noise_pct': 0.67, 'lr_noise_std': 1.0, 'lr_cycle_mul': 1.0, 'lr_cycle_decay': 0.5, 'lr_cycle_limit': 1, 'lr_k_decay': 1.0, 'warmup_lr': 1e-05, 'min_lr': 0, 'epochs': 150, 'epoch_repeats': 0.0, 'start_epoch': None, 'decay_milestones': [90, 180, 270], 'decay_epochs': 90, 'warmup_epochs': 5, 'warmup_prefix': False, 'cooldown_epochs': 0, 'patience_epochs': 10, 'decay_rate': 0.1, 'no_aug': False, 'train_crop_mode': None, 'scale': [0.08, 1.0], 'ratio': [0.75, 1.3333333333333333], 'hflip': 0.5, 'vflip': 0.0, 'color_jitter': 0.4, 'color_jitter_prob': None, 'grayscale_prob': None, 'gaussian_blur_prob': None, 'aa': None, 'aug_repeats': 0, 'aug_splits': 0, 'jsd_loss': False, 'bce_loss': False, 'bce_sum': False, 'bce_target_thresh': None, 'bce_pos_weight': None, 'reprob': 0.5, 'remode': 'pixel', 'recount': 1, 'resplit': False, 'mixup': 0.0, 'cutmix': 0.0, 'cutmix_minmax': None, 'mixup_prob': 1.0, 'mixup_switch_prob': 0.5, 'mixup_mode': 'batch', 'mixup_off_epoch': 0, 'smoothing': 0.1, 'train_interpolation': 'random', 'drop': 0.0, 'drop_connect': None, 'drop_path': None, 'drop_block': None, 'bn_momentum': None, 'bn_eps': None, 'sync_bn': False, 'dist_bn': 'reduce', 'split_bn': False, 'model_ema': False, 'model_ema_force_cpu': False, 'model_ema_decay': 0.9998, 'model_ema_warmup': False, 'seed': 42, 'worker_seeding': 'all', 'log_interval': 50, 'recovery_interval': 0, 'checkpoint_hist': 10, 'workers': 4, 'save_images': False, 'pin_mem': False, 'no_prefetcher': False, 'output': '', 'experiment': 'ImageNetTraining0.0-frac-1over64', 'eval_metric': 'top1', 'tta': 0, 'use_multi_epochs_loader': False, 'log_wandb': True, 'wandb_project': None, 'wandb_tags': [], 'wandb_resume_id': '', 'prefetcher': True, 'distributed': True, 'world_size': 4, 'rank': 0}
+2025-01-14 19:40:13,190 INFO    MainThread:196 [wandb_init.py:init():745] starting backend
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+2025-01-14 19:40:13,442 INFO    MainThread:196 [backend.py:_multiprocessing_setup():104] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
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+2025-01-14 19:40:13,447 INFO    MainThread:196 [wandb_init.py:init():857] updated telemetry
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+2025-01-14 19:40:13,888 INFO    MainThread:196 [wandb_init.py:init():983] run started, returning control to user process
diff --git a/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/config.yaml b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..02d4cd034ae826b6deef904c820ecb31d71a00f1
--- /dev/null
+++ b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/config.yaml
@@ -0,0 +1,338 @@
+_wandb:
+    value:
+        cli_version: 0.19.3
+        m: []
+        python_version: 3.9.21
+        t:
+            "1":
+                - 1
+                - 41
+                - 49
+                - 51
+                - 55
+                - 63
+                - 105
+            "2":
+                - 1
+                - 41
+                - 49
+                - 51
+                - 55
+                - 63
+                - 105
+            "3":
+                - 13
+                - 14
+                - 15
+                - 16
+                - 23
+                - 55
+            "4": 3.9.21
+            "5": 0.19.3
+            "8":
+                - 5
+            "12": 0.19.3
+            "13": linux-x86_64
+aa:
+    value: null
+amp:
+    value: true
+amp_dtype:
+    value: float16
+amp_impl:
+    value: native
+aug_repeats:
+    value: 0
+aug_splits:
+    value: 0
+batch_size:
+    value: 256
+bce_loss:
+    value: false
+bce_pos_weight:
+    value: null
+bce_sum:
+    value: false
+bce_target_thresh:
+    value: null
+bn_eps:
+    value: null
+bn_momentum:
+    value: null
+channels_last:
+    value: false
+checkpoint_hist:
+    value: 10
+class_map:
+    value: ""
+clip_grad:
+    value: null
+clip_mode:
+    value: norm
+color_jitter:
+    value: 0.4
+color_jitter_prob:
+    value: null
+cooldown_epochs:
+    value: 0
+crop_pct:
+    value: null
+cutmix:
+    value: 0
+cutmix_minmax:
+    value: null
+data:
+    value: null
+data_dir:
+    value: null
+dataset:
+    value: hfds/datacomp/imagenet-1k-random-0.0-frac-1over64
+dataset_download:
+    value: false
+dataset_trust_remote_code:
+    value: false
+decay_epochs:
+    value: 90
+decay_milestones:
+    value:
+        - 90
+        - 180
+        - 270
+decay_rate:
+    value: 0.1
+device:
+    value: cuda:0
+device_modules:
+    value: null
+dist_bn:
+    value: reduce
+distributed:
+    value: true
+drop:
+    value: 0
+drop_block:
+    value: null
+drop_connect:
+    value: null
+drop_path:
+    value: null
+epoch_repeats:
+    value: 0
+epochs:
+    value: 150
+eval_metric:
+    value: top1
+experiment:
+    value: ImageNetTraining0.0-frac-1over64
+fast_norm:
+    value: false
+fuser:
+    value: ""
+gaussian_blur_prob:
+    value: null
+gp:
+    value: null
+grad_accum_steps:
+    value: 1
+grad_checkpointing:
+    value: false
+grayscale_prob:
+    value: null
+head_init_bias:
+    value: null
+head_init_scale:
+    value: null
+hflip:
+    value: 0.5
+img_size:
+    value: null
+in_chans:
+    value: null
+initial_checkpoint:
+    value: ""
+input_img_mode:
+    value: null
+input_key:
+    value: null
+input_size:
+    value: null
+interpolation:
+    value: ""
+jsd_loss:
+    value: false
+layer_decay:
+    value: null
+local_rank:
+    value: 0
+log_interval:
+    value: 50
+log_wandb:
+    value: true
+lr:
+    value: 0.4
+lr_base:
+    value: 0.1
+lr_base_scale:
+    value: ""
+lr_base_size:
+    value: 256
+lr_cycle_decay:
+    value: 0.5
+lr_cycle_limit:
+    value: 1
+lr_cycle_mul:
+    value: 1
+lr_k_decay:
+    value: 1
+lr_noise:
+    value: null
+lr_noise_pct:
+    value: 0.67
+lr_noise_std:
+    value: 1
+mean:
+    value: null
+min_lr:
+    value: 0
+mixup:
+    value: 0
+mixup_mode:
+    value: batch
+mixup_off_epoch:
+    value: 0
+mixup_prob:
+    value: 1
+mixup_switch_prob:
+    value: 0.5
+model:
+    value: seresnet34
+model_dtype:
+    value: null
+model_ema:
+    value: false
+model_ema_decay:
+    value: 0.9998
+model_ema_force_cpu:
+    value: false
+model_ema_warmup:
+    value: false
+momentum:
+    value: 0.9
+no_aug:
+    value: false
+no_ddp_bb:
+    value: false
+no_prefetcher:
+    value: false
+no_resume_opt:
+    value: false
+num_classes:
+    value: 1000
+opt:
+    value: sgd
+opt_betas:
+    value: null
+opt_eps:
+    value: null
+output:
+    value: ""
+patience_epochs:
+    value: 10
+pin_mem:
+    value: false
+prefetcher:
+    value: true
+pretrained:
+    value: false
+pretrained_path:
+    value: null
+rank:
+    value: 0
+ratio:
+    value:
+        - 0.75
+        - 1.3333333333333333
+recount:
+    value: 1
+recovery_interval:
+    value: 0
+remode:
+    value: pixel
+reprob:
+    value: 0.5
+resplit:
+    value: false
+resume:
+    value: ""
+save_images:
+    value: false
+scale:
+    value:
+        - 0.08
+        - 1
+sched:
+    value: cosine
+sched_on_updates:
+    value: false
+seed:
+    value: 42
+smoothing:
+    value: 0.1
+split_bn:
+    value: false
+start_epoch:
+    value: null
+std:
+    value: null
+sync_bn:
+    value: false
+synchronize_step:
+    value: false
+target_key:
+    value: null
+torchcompile:
+    value: null
+torchcompile_mode:
+    value: null
+torchscript:
+    value: false
+train_crop_mode:
+    value: null
+train_interpolation:
+    value: random
+train_num_samples:
+    value: null
+train_split:
+    value: train
+tta:
+    value: 0
+use_multi_epochs_loader:
+    value: false
+val_num_samples:
+    value: null
+val_split:
+    value: validation
+validation_batch_size:
+    value: null
+vflip:
+    value: 0
+wandb_project:
+    value: null
+wandb_resume_id:
+    value: ""
+wandb_tags:
+    value: []
+warmup_epochs:
+    value: 5
+warmup_lr:
+    value: 1e-05
+warmup_prefix:
+    value: false
+weight_decay:
+    value: 2e-05
+worker_seeding:
+    value: all
+workers:
+    value: 4
+world_size:
+    value: 4
diff --git a/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/output.log b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..9b5bac176ee932ca4d903cf50f55171c866eef71
--- /dev/null
+++ b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/output.log
@@ -0,0 +1,25 @@
+Scheduled epochs: 150 (epochs + cooldown_epochs). Warmup within epochs when warmup_prefix=False. LR stepped per epoch.
+Train: 0 [   0/19 (  5%)]  Loss: 6.95 (6.95)  Time: 7.377s,  138.81/s  (7.377s,  138.81/s)  LR: 1.000e-05  Data: 1.711 (1.711)
+Distributing BatchNorm running means and vars
+Test: [   0/48]  Time: 2.418 (2.418)  Loss:   6.925 ( 6.925)  Acc@1:   0.098 (  0.098)  Acc@5:   0.293 (  0.293)
+Test: [  48/48]  Time: 1.027 (0.466)  Loss:   6.923 ( 6.920)  Acc@1:   0.000 (  0.104)  Acc@5:   0.472 (  0.584)
+Traceback (most recent call last):
+  File "/app/pytorch-image-models/train.py", line 1236, in <module>
+    main()
+  File "/app/pytorch-image-models/train.py", line 959, in main
+    best_metric, best_epoch = saver.save_checkpoint(epoch, metric=latest_metric)
+  File "/app/pytorch-image-models/timm/utils/checkpoint_saver.py", line 125, in save_checkpoint
+    self._replace(tmp_save_path, last_save_path)
+  File "/app/pytorch-image-models/timm/utils/checkpoint_saver.py", line 73, in _replace
+    os.replace(src, dst)
+FileNotFoundError: [Errno 2] No such file or directory: './output/train/ImageNetTraining0.0-frac-1over64/tmp.pth.tar' -> './output/train/ImageNetTraining0.0-frac-1over64/last.pth.tar'
+[rank0]: Traceback (most recent call last):
+[rank0]:   File "/app/pytorch-image-models/train.py", line 1236, in <module>
+[rank0]:     main()
+[rank0]:   File "/app/pytorch-image-models/train.py", line 959, in main
+[rank0]:     best_metric, best_epoch = saver.save_checkpoint(epoch, metric=latest_metric)
+[rank0]:   File "/app/pytorch-image-models/timm/utils/checkpoint_saver.py", line 125, in save_checkpoint
+[rank0]:     self._replace(tmp_save_path, last_save_path)
+[rank0]:   File "/app/pytorch-image-models/timm/utils/checkpoint_saver.py", line 73, in _replace
+[rank0]:     os.replace(src, dst)
+[rank0]: FileNotFoundError: [Errno 2] No such file or directory: './output/train/ImageNetTraining0.0-frac-1over64/tmp.pth.tar' -> './output/train/ImageNetTraining0.0-frac-1over64/last.pth.tar'
diff --git a/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/requirements.txt b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..50af800e8de6862f76161418b71ef647e8b5a30c
--- /dev/null
+++ b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/requirements.txt
@@ -0,0 +1,110 @@
+GitPython==3.1.44
+MarkupSafe==2.1.5
+PyYAML==6.0.2
+aiofiles==23.2.1
+aiohappyeyeballs==2.4.4
+aiohttp==3.11.11
+aiosignal==1.3.2
+annotated-types==0.7.0
+anyio==4.8.0
+async-timeout==5.0.1
+attrs==24.3.0
+certifi==2024.12.14
+charset-normalizer==3.4.1
+click==8.1.8
+contourpy==1.3.0
+cycler==0.12.1
+datasets==3.2.0
+dill==0.3.8
+docker-pycreds==0.4.0
+eval_type_backport==0.2.2
+exceptiongroup==1.2.2
+fastapi==0.115.6
+ffmpy==0.5.0
+filelock==3.16.1
+fonttools==4.55.3
+frozenlist==1.5.0
+fsspec==2024.9.0
+gitdb==4.0.12
+gradio==4.44.1
+gradio_client==1.3.0
+h11==0.14.0
+httpcore==1.0.7
+httptools==0.6.4
+httpx==0.28.1
+huggingface-hub==0.27.1
+idna==3.10
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+Jinja2==3.1.5
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+matplotlib==3.9.4
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+Pygments==2.19.1
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+python-dateutil==2.9.0.post0
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+python-multipart==0.0.20
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+rich==13.9.4
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+typing_extensions==4.12.2
+tzdata==2024.2
+urllib3==2.3.0
+uvicorn==0.34.0
+uvloop==0.21.0
+wandb==0.19.3
+watchfiles==1.0.4
+websockets==12.0
+xxhash==3.5.0
+yarl==1.18.3
+zipp==3.21.0
+mpmath==1.3.0
+networkx==3.2.1
+numpy==1.26.4
+nvidia-cublas-cu12==12.4.5.8
+nvidia-cuda-cupti-cu12==12.4.127
+nvidia-cuda-nvrtc-cu12==12.4.127
+nvidia-cuda-runtime-cu12==12.4.127
+nvidia-cudnn-cu12==9.1.0.70
+nvidia-cufft-cu12==11.2.1.3
+nvidia-curand-cu12==10.3.5.147
+nvidia-cusolver-cu12==11.6.1.9
+nvidia-cusparse-cu12==12.3.1.170
+nvidia-nccl-cu12==2.21.5
+nvidia-nvjitlink-cu12==12.4.127
+nvidia-nvtx-cu12==12.4.127
+safetensors==0.5.2
+sympy==1.13.1
+torch==2.5.1
+torchvision==0.20.1
+triton==3.1.0
+pip==23.0.1
+setuptools==58.1.0
+wheel==0.45.1
diff --git a/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/wandb-metadata.json b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fc65f1986d87322c32c0ef945c419f1ddf52e71
--- /dev/null
+++ b/pytorch-image-models/wandb/run-20250114_194014-2s0uqtwr/files/wandb-metadata.json
@@ -0,0 +1,86 @@
+{
+  "os": "Linux-5.10.230-223.885.amzn2.x86_64-x86_64-with-glibc2.36",
+  "python": "CPython 3.9.21",
+  "startedAt": "2025-01-14T19:40:14.854068Z",
+  "args": [
+    "--dataset",
+    "hfds/datacomp/imagenet-1k-random-0.0-frac-1over64",
+    "--log-wandb",
+    "--experiment",
+    "ImageNetTraining0.0-frac-1over64",
+    "--model",
+    "seresnet34",
+    "--sched",
+    "cosine",
+    "--epochs",
+    "150",
+    "--warmup-epochs",
+    "5",
+    "--lr",
+    "0.4",
+    "--reprob",
+    "0.5",
+    "--remode",
+    "pixel",
+    "--batch-size",
+    "256",
+    "--amp",
+    "-j",
+    "4"
+  ],
+  "program": "/app/pytorch-image-models/train.py",
+  "codePath": "train.py",
+  "git": {
+    "remote": "https://github.com/huggingface/pytorch-image-models.git",
+    "commit": "ff77dfa825c20afc72370e1c75e9707e8916cb3a"
+  },
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