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anindya-hf-2002
commited on
Commit
•
2a70d27
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Parent(s):
41b5f61
delete wandb file
Browse files- src/wandb/run-20240511_204545-zlcauue2/files/code/src/pipeline.py +0 -32
- src/wandb/run-20240511_204545-zlcauue2/files/config.yaml +0 -37
- src/wandb/run-20240511_204545-zlcauue2/files/diff.patch +0 -27
- src/wandb/run-20240511_204545-zlcauue2/files/output.log +0 -31
- src/wandb/run-20240511_204545-zlcauue2/files/requirements.txt +0 -61
- src/wandb/run-20240511_204545-zlcauue2/files/wandb-metadata.json +0 -66
- src/wandb/run-20240511_204545-zlcauue2/files/wandb-summary.json +0 -1
- src/wandb/run-20240511_204545-zlcauue2/logs/debug-internal.log +0 -279
- src/wandb/run-20240511_204545-zlcauue2/logs/debug.log +0 -31
- src/wandb/run-20240511_204545-zlcauue2/run-zlcauue2.wandb +0 -0
src/wandb/run-20240511_204545-zlcauue2/files/code/src/pipeline.py
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import argparse
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from train import train_classifier, train_cyclegan
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def main():
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parser = argparse.ArgumentParser(description="Pipeline for training classifier or CycleGAN")
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parser.add_argument("--model_type", type=str, choices=["classifier", "cycle-gan"], help="Type of model to train")
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parser.add_argument("--image_size", type=int, default=512, help="Size of input images")
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parser.add_argument("--batch_size", type=int, default=4, help="Batch size for training")
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parser.add_argument("--epochs", type=int, default=10, help="Number of epochs for training")
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parser.add_argument("--resume_ckpt_path", type=str, default=None, help="Checkpoint path for resuming the training")
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parser.add_argument("--train_dir", type=str, required=True, help="Path to training data directory")
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parser.add_argument("--val_dir", type=str, required=True, help="Path to validation data directory")
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parser.add_argument("--test_dir", type=str, required=True, help="Path to test data directory (for CycleGAN)")
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parser.add_argument("--project", type=str, default="CycleGAN-CounterFactual Explanation", help="Name of the project (for logging)")
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parser.add_argument("--job_name", type=str, default="training", help="Name of the training job (for logging)")
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parser.add_argument("--checkpoint_dir", type=str, default="./models", help="Directory to save model checkpoints")
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parser.add_argument("--classifier_path", type=str, default=None, help="Path to pre-trained classifier model (for CycleGAN)")
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args = parser.parse_args()
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if args.model_type == "classifier":
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train_classifier(args.image_size, args.batch_size, args.epochs, args.resume_ckpt_path, args.train_dir, args.val_dir, args.checkpoint_dir, args.project, args.job_name)
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elif args.model_type == "cycle-gan":
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if args.classifier_path == None:
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raise ValueError("Please provide the 'classifier checkpoint path' to train the cyle GAN model")
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train_cyclegan(args.image_size, args.batch_size, args.epochs, args.classifier_path, args.resume_ckpt_path, args.train_dir, args.val_dir, args.test_dir, args.checkpoint_dir, args.project, args.job_name)
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else:
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print("Invalid model type. Choose either 'classifier' or 'cycle-gan'.")
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if __name__ == "__main__":
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main()
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src/wandb/run-20240511_204545-zlcauue2/files/config.yaml
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wandb_version: 1
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_wandb:
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desc: null
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value:
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code_path: code/src/pipeline.py
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python_version: 3.11.7
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cli_version: 0.17.0
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framework: torch
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is_jupyter_run: false
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is_kaggle_kernel: false
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start_time: 1715440545
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t:
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4: 3.11.7
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5: 0.17.0
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13: windows-amd64
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m:
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- 1: trainer/global_step
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6:
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- 3
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src/wandb/run-20240511_204545-zlcauue2/files/diff.patch
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diff --git a/.gitignore b/.gitignore
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index 68bc17f..cdb9062 100644
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--- a/.gitignore
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+++ b/.gitignore
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@@ -2,6 +2,7 @@
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__pycache__/
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*.py[cod]
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*$py.class
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+cfe/
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# C extensions
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*.so
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diff --git a/README.md b/README.md
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index 0c0d28c..82d90e4 100644
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--- a/README.md
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+++ b/README.md
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@@ -5,3 +5,10 @@ This project addresses the critical need for transparent and interpretable decis
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The primary objective is to generate realistic counterfactual images for image classifiers operating in medical contexts. By harnessing advanced techniques from adversarial learning, the project seeks to overcome the challenges associated with existing methods, such as saliency maps, which may not effectively capture the intricate nuances of decision-making processes rooted in texture and structure.
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The proposed approach holds promise for enhancing the interpretability of deep learning models, especially in high-stakes domains like healthcare, where transparent decision-making is paramount. By providing realistic counterfactual explanations, the project aims to empower clinicians and stakeholders with insights into classifier decisions, thereby fostering trust and facilitating more informed medical interventions.
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+
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+
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+### Python 3.11.0 recommended
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+```
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+python -m venv myenv
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+.\myenv\Scripts\activate
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+```
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src/wandb/run-20240511_204545-zlcauue2/files/output.log
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D:\Official\Reseach Projects\Personal Projects\Machine Learning\Deep Learning\Counterfactual-Image-Generation-using-CycleGAN\cfe\Lib\site-packages\torch\optim\lr_scheduler.py:28: UserWarning: The verbose parameter is deprecated. Please use get_last_lr() to access the learning rate.
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warnings.warn("The verbose parameter is deprecated. Please use get_last_lr() "
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| Name | Type | Params
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----------------------------------------------------
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0 | conv | Conv2d | 30
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1 | model | SwinTransformer | 27.7 M
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2 | criterion | CrossEntropyLoss | 0
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3 | train_accuracy | BinaryAccuracy | 0
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4 | val_accuracy | BinaryAccuracy | 0
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----------------------------------------------------
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197 K Trainable params
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27.5 M Non-trainable params
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27.7 M Total params
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110.867 Total estimated model params size (MB)
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D:\Official\Reseach Projects\Personal Projects\Machine Learning\Deep Learning\Counterfactual-Image-Generation-using-CycleGAN\cfe\Lib\site-packages\lightning\pytorch\trainer\connectors\data_connector.py:436: Consider setting `persistent_workers=True` in 'val_dataloader' to speed up the dataloader worker initialization.
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D:\Official\Reseach Projects\Personal Projects\Machine Learning\Deep Learning\Counterfactual-Image-Generation-using-CycleGAN\cfe\Lib\site-packages\lightning\pytorch\trainer\connectors\data_connector.py:436: Consider setting `persistent_workers=True` in 'train_dataloader' to speed up the dataloader worker initialization.
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Epoch 0: 0%|▏ | 9/4185 [02:58<23:03:15, 0.05it/s, v_num=uue2, train_acc=0.250]
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D:\Official\Reseach Projects\Personal Projects\Machine Learning\Deep Learning\Counterfactual-Image-Generation-using-CycleGAN\cfe\Lib\site-packages\lightning\pytorch\trainer\call.py:54: Detected KeyboardInterrupt, attempting graceful shutdown...
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src/wandb/run-20240511_204545-zlcauue2/files/requirements.txt
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GitPython==3.1.43
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Jinja2==3.1.4
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MarkupSafe==2.1.5
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PyYAML==6.0.1
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aiohttp==3.9.5
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aiosignal==1.3.1
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attrs==23.2.0
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certifi==2024.2.2
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charset-normalizer==3.3.2
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click==8.1.7
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colorama==0.4.6
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contourpy==1.2.1
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cycler==0.12.1
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docker-pycreds==0.4.0
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filelock==3.14.0
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fonttools==4.51.0
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frozenlist==1.4.1
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fsspec==2024.3.1
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gitdb==4.0.11
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idna==3.7
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intel-openmp==2021.4.0
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kiwisolver==1.4.5
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lightning-utilities==0.11.2
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lightning==2.2.3
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matplotlib==3.8.4
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mkl==2021.4.0
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mpmath==1.3.0
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multidict==6.0.5
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networkx==3.3
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numpy==1.26.4
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packaging==24.0
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pandas==2.2.2
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pillow==10.3.0
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pip==23.2.1
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platformdirs==4.2.1
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pretty-errors==1.2.25
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protobuf==4.25.3
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psutil==5.9.8
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pydicom==2.4.4
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pyparsing==3.1.2
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python-dateutil==2.9.0.post0
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pytorch-lightning==2.2.4
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pytz==2024.1
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requests==2.31.0
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sentry-sdk==2.1.1
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setproctitle==1.3.3
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setuptools==65.5.0
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six==1.16.0
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smmap==5.0.1
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sympy==1.12
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tbb==2021.12.0
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torch==2.3.0
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torchmetrics==1.4.0
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torchsummary==1.5.1
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torchvision==0.18.0
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tqdm==4.66.4
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typing_extensions==4.11.0
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tzdata==2024.1
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urllib3==2.2.1
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wandb==0.17.0
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yarl==1.9.4
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src/wandb/run-20240511_204545-zlcauue2/files/wandb-metadata.json
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{
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"os": "Windows-10-10.0.22631-SP0",
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"python": "3.11.7",
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"heartbeatAt": "2024-05-11T15:15:48.651401",
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"startedAt": "2024-05-11T15:15:45.805161",
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"docker": null,
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"cuda": null,
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"args": [
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"--model_type",
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"classifier",
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"--image_size",
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"512",
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"--batch_size",
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"4",
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"--epochs",
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"10",
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"--train_dir",
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"D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\data\\rsna-pneumonia-dataset\\train",
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"--val_dir",
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"D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\data\\rsna-pneumonia-dataset\\val",
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"--project",
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"CycleGAN-CFE",
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"--job_name",
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"swin_t-classifier-training",
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"--checkpoint_dir",
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"D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\models",
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"--test_dir",
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"D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\data\\rsna-pneumonia-dataset\\test"
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],
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"state": "running",
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"program": "D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\src\\pipeline.py",
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"codePathLocal": "pipeline.py",
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"codePath": "src\\pipeline.py",
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"git": {
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"remote": "https://github.com/anindyamitra2002/Counterfactual-Image-Generation-using-CycleGAN.git",
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"commit": "a695a29e7ffc4a52a3e7abedae76632e7849a680"
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-
},
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"email": "[email protected]",
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"root": "D:/Official/Reseach Projects/Personal Projects/Machine Learning/Deep Learning/Counterfactual-Image-Generation-using-CycleGAN",
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"host": "LAPTOP-0QSMFF19",
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"username": "Anind",
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"executable": "D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\cfe\\Scripts\\python.exe",
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"cpu_count": 2,
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"cpu_count_logical": 4,
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"cpu_freq": {
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"current": 1190.0,
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"min": 0.0,
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"max": 1190.0
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},
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"cpu_freq_per_core": [
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{
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"current": 1190.0,
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"min": 0.0,
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"max": 1190.0
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}
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],
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"disk": {
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"/": {
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"total": 244.38378524780273,
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-
"used": 121.69070053100586
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}
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},
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"memory": {
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"total": 7.7869110107421875
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}
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}
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src/wandb/run-20240511_204545-zlcauue2/files/wandb-summary.json
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2024-05-11 20:49:48,587 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:49:48,792 DEBUG SenderThread:1724 [sender.py:send():378] send: stats
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2024-05-11 20:50:05,003 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: stop_status
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2024-05-11 20:50:48,234 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:51:02,543 INFO Thread-16 :1724 [dir_watcher.py:_on_file_modified():288] file/dir modified: .\wandb\run-20240511_204545-zlcauue2\files\output.log
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2024-05-11 20:51:04,405 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:51:05,036 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: stop_status
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2024-05-11 20:51:09,525 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:51:18,842 DEBUG SenderThread:1724 [sender.py:send():378] send: stats
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2024-05-11 20:51:19,854 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:51:20,061 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: stop_status
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2024-05-11 20:51:20,062 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: stop_status
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2024-05-11 20:51:22,715 INFO Thread-16 :1724 [dir_watcher.py:_on_file_modified():288] file/dir modified: .\wandb\run-20240511_204545-zlcauue2\files\output.log
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2024-05-11 20:51:24,898 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:51:35,067 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: stop_status
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2024-05-11 20:51:35,068 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: stop_status
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2024-05-11 20:51:40,943 INFO Thread-16 :1724 [dir_watcher.py:_on_file_modified():288] file/dir modified: .\wandb\run-20240511_204545-zlcauue2\files\output.log
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2024-05-11 20:51:45,745 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:51:48,852 DEBUG SenderThread:1724 [sender.py:send():378] send: stats
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2024-05-11 20:51:50,087 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: stop_status
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2024-05-11 20:52:01,988 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:52:03,507 DEBUG SenderThread:1724 [sender.py:send():378] send: telemetry
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2024-05-11 20:52:03,532 DEBUG SenderThread:1724 [sender.py:send():378] send: exit
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2024-05-11 20:52:03,533 INFO SenderThread:1724 [sender.py:send_exit():585] handling exit code: 0
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2024-05-11 20:52:03,563 INFO SenderThread:1724 [sender.py:send_exit():587] handling runtime: 374
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2024-05-11 20:52:03,566 INFO SenderThread:1724 [sender.py:_save_file():1389] saving file wandb-summary.json with policy end
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2024-05-11 20:52:03,577 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 0
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2024-05-11 20:52:03,578 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 1
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2024-05-11 20:52:03,579 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 1
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2024-05-11 20:52:03,579 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 2
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2024-05-11 20:52:03,579 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: defer
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2024-05-11 20:52:03,580 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 2
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2024-05-11 20:52:03,582 INFO HandlerThread:1724 [system_monitor.py:finish():203] Stopping system monitor
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2024-05-11 20:52:03,584 DEBUG SystemMonitor:1724 [system_monitor.py:_start():179] Finished system metrics aggregation loop
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2024-05-11 20:52:03,584 DEBUG SystemMonitor:1724 [system_monitor.py:_start():183] Publishing last batch of metrics
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2024-05-11 20:52:03,585 INFO HandlerThread:1724 [interfaces.py:finish():200] Joined cpu monitor
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2024-05-11 20:52:03,585 INFO HandlerThread:1724 [interfaces.py:finish():200] Joined disk monitor
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2024-05-11 20:52:03,586 INFO HandlerThread:1724 [interfaces.py:finish():200] Joined memory monitor
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2024-05-11 20:52:03,586 INFO HandlerThread:1724 [interfaces.py:finish():200] Joined network monitor
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2024-05-11 20:52:03,589 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: defer
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2024-05-11 20:52:03,589 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 2
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2024-05-11 20:52:03,589 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 3
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2024-05-11 20:52:03,589 DEBUG SenderThread:1724 [sender.py:send():378] send: stats
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2024-05-11 20:52:03,589 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 3
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2024-05-11 20:52:03,591 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: defer
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2024-05-11 20:52:03,591 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 3
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2024-05-11 20:52:03,591 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 4
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2024-05-11 20:52:03,592 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: defer
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2024-05-11 20:52:03,592 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 4
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2024-05-11 20:52:03,592 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 4
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2024-05-11 20:52:03,592 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 5
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2024-05-11 20:52:03,592 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: defer
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2024-05-11 20:52:03,592 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 5
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2024-05-11 20:52:03,594 DEBUG SenderThread:1724 [sender.py:send():378] send: summary
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2024-05-11 20:52:03,594 INFO SenderThread:1724 [sender.py:_save_file():1389] saving file wandb-summary.json with policy end
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2024-05-11 20:52:03,596 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 5
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2024-05-11 20:52:03,596 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 6
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2024-05-11 20:52:03,596 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: defer
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2024-05-11 20:52:03,596 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 6
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2024-05-11 20:52:03,597 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: defer
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2024-05-11 20:52:03,597 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 6
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2024-05-11 20:52:03,603 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: status_report
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2024-05-11 20:52:03,970 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 7
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2024-05-11 20:52:03,970 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: defer
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2024-05-11 20:52:03,970 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 7
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2024-05-11 20:52:03,971 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 7
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2024-05-11 20:52:04,463 INFO Thread-16 :1724 [dir_watcher.py:_on_file_modified():288] file/dir modified: .\wandb\run-20240511_204545-zlcauue2\files\config.yaml
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2024-05-11 20:52:04,464 INFO Thread-16 :1724 [dir_watcher.py:_on_file_created():271] file/dir created: .\wandb\run-20240511_204545-zlcauue2\files\wandb-summary.json
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2024-05-11 20:52:04,536 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: poll_exit
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2024-05-11 20:52:05,475 INFO Thread-16 :1724 [dir_watcher.py:_on_file_modified():288] file/dir modified: .\wandb\run-20240511_204545-zlcauue2\files\output.log
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2024-05-11 20:52:06,606 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 8
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2024-05-11 20:52:06,607 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: poll_exit
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2024-05-11 20:52:06,607 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: defer
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2024-05-11 20:52:06,615 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 8
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2024-05-11 20:52:06,616 DEBUG SenderThread:1724 [sender.py:send_request():405] send_request: defer
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2024-05-11 20:52:06,616 INFO SenderThread:1724 [sender.py:send_request_defer():609] handle sender defer: 8
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2024-05-11 20:52:06,619 INFO SenderThread:1724 [job_builder.py:build():432] Attempting to build job artifact
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2024-05-11 20:52:06,627 INFO SenderThread:1724 [job_builder.py:_get_source_type():565] is repo sourced job
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2024-05-11 20:52:06,772 INFO SenderThread:1724 [job_builder.py:build():541] adding wandb-job metadata file
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2024-05-11 20:52:06,866 INFO SenderThread:1724 [sender.py:transition_state():613] send defer: 9
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2024-05-11 20:52:06,866 DEBUG HandlerThread:1724 [handler.py:handle_request():158] handle_request: defer
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2024-05-11 20:52:06,867 INFO HandlerThread:1724 [handler.py:handle_request_defer():184] handle defer: 9
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2024-05-11 20:52:06,867 DEBUG SenderThread:1724 [sender.py:send():378] send: artifact
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2024-05-11 20:52:07,493 INFO Thread-16 :1724 [dir_watcher.py:_on_file_modified():288] file/dir modified: .\wandb\run-20240511_204545-zlcauue2\files\output.log
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2024-05-11 20:52:10,528 INFO wandb-upload_0:1724 [upload_job.py:push():88] Uploaded file C:\Users\Anind\AppData\Local\wandb\wandb\artifacts\staging\tmp9k54y15w
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2024-05-11 20:52:10,571 INFO wandb-upload_2:1724 [upload_job.py:push():88] Uploaded file C:\Users\Anind\AppData\Local\Temp\tmp2n1y9k3m\wandb-job.json
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2024-05-11 20:52:10,577 INFO wandb-upload_1:1724 [upload_job.py:push():88] Uploaded file C:\Users\Anind\AppData\Local\wandb\wandb\artifacts\staging\tmplrk1vi94
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-
2024-05-11 20:52:10,580 INFO MainThread:1724 [internal.py:handle_exit():75] Internal process exited
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src/wandb/run-20240511_204545-zlcauue2/logs/debug.log
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2024-05-11 20:45:45,821 INFO MainThread:12220 [wandb_setup.py:_flush():76] Current SDK version is 0.17.0
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2024-05-11 20:45:45,822 INFO MainThread:12220 [wandb_setup.py:_flush():76] Configure stats pid to 12220
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2024-05-11 20:45:45,822 INFO MainThread:12220 [wandb_setup.py:_flush():76] Loading settings from C:\Users\Anind\.config\wandb\settings
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2024-05-11 20:45:45,822 INFO MainThread:12220 [wandb_setup.py:_flush():76] Loading settings from D:\Official\Reseach Projects\Personal Projects\Machine Learning\Deep Learning\Counterfactual-Image-Generation-using-CycleGAN\src\wandb\settings
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2024-05-11 20:45:45,822 INFO MainThread:12220 [wandb_setup.py:_flush():76] Loading settings from environment variables: {}
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2024-05-11 20:45:45,823 INFO MainThread:12220 [wandb_setup.py:_flush():76] Applying setup settings: {'_disable_service': False}
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2024-05-11 20:45:45,823 INFO MainThread:12220 [wandb_setup.py:_flush():76] Inferring run settings from compute environment: {'program_relpath': 'src\\pipeline.py', 'program_abspath': 'D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\src\\pipeline.py', 'program': 'D:\\Official\\Reseach Projects\\Personal Projects\\Machine Learning\\Deep Learning\\Counterfactual-Image-Generation-using-CycleGAN\\src\\pipeline.py'}
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2024-05-11 20:45:45,824 INFO MainThread:12220 [wandb_setup.py:_flush():76] Applying login settings: {}
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2024-05-11 20:45:45,825 INFO MainThread:12220 [wandb_init.py:_log_setup():520] Logging user logs to .\wandb\run-20240511_204545-zlcauue2\logs\debug.log
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2024-05-11 20:45:45,825 INFO MainThread:12220 [wandb_init.py:_log_setup():521] Logging internal logs to .\wandb\run-20240511_204545-zlcauue2\logs\debug-internal.log
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2024-05-11 20:45:45,826 INFO MainThread:12220 [wandb_init.py:init():560] calling init triggers
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2024-05-11 20:45:45,826 INFO MainThread:12220 [wandb_init.py:init():567] wandb.init called with sweep_config: {}
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config: {}
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2024-05-11 20:45:45,826 INFO MainThread:12220 [wandb_init.py:init():610] starting backend
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2024-05-11 20:45:45,826 INFO MainThread:12220 [wandb_init.py:init():614] setting up manager
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2024-05-11 20:45:45,833 INFO MainThread:12220 [backend.py:_multiprocessing_setup():105] multiprocessing start_methods=spawn, using: spawn
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2024-05-11 20:45:45,842 INFO MainThread:12220 [wandb_init.py:init():622] backend started and connected
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2024-05-11 20:45:45,852 INFO MainThread:12220 [wandb_init.py:init():711] updated telemetry
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2024-05-11 20:45:45,969 INFO MainThread:12220 [wandb_init.py:init():744] communicating run to backend with 90.0 second timeout
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2024-05-11 20:45:47,886 INFO MainThread:12220 [wandb_run.py:_on_init():2396] communicating current version
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2024-05-11 20:45:48,608 INFO MainThread:12220 [wandb_run.py:_on_init():2405] got version response
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2024-05-11 20:45:48,608 INFO MainThread:12220 [wandb_init.py:init():795] starting run threads in backend
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2024-05-11 20:45:49,815 INFO MainThread:12220 [wandb_run.py:_console_start():2374] atexit reg
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2024-05-11 20:45:49,816 INFO MainThread:12220 [wandb_run.py:_redirect():2229] redirect: wrap_raw
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2024-05-11 20:45:49,816 INFO MainThread:12220 [wandb_run.py:_redirect():2294] Wrapping output streams.
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2024-05-11 20:45:49,816 INFO MainThread:12220 [wandb_run.py:_redirect():2319] Redirects installed.
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2024-05-11 20:45:49,820 INFO MainThread:12220 [wandb_init.py:init():838] run started, returning control to user process
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2024-05-11 20:52:03,512 INFO MainThread:12220 [wandb_run.py:_finish():2103] finishing run anindyamitra2018/CycleGAN-CFE/zlcauue2
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2024-05-11 20:52:03,519 INFO MainThread:12220 [wandb_run.py:_atexit_cleanup():2343] got exitcode: 0
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2024-05-11 20:52:03,527 INFO MainThread:12220 [wandb_run.py:_restore():2326] restore
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2024-05-11 20:52:03,529 INFO MainThread:12220 [wandb_run.py:_restore():2332] restore done
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src/wandb/run-20240511_204545-zlcauue2/run-zlcauue2.wandb
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