diff --git a/__pycache__/app.cpython-39.pyc b/__pycache__/app.cpython-39.pyc index eacefc46c2ae58b122a2f186cbf4bc9995579c21..6a99aaea4750345e6bc665cdf32d2ca942e818f5 100644 Binary files a/__pycache__/app.cpython-39.pyc and b/__pycache__/app.cpython-39.pyc differ diff --git a/app.py b/app.py index a40e7ae7e591685f68e0f2c6db9f271055fc8f4b..b860395fd7cde52ac550739d0c3f175f43ae3293 100644 --- a/app.py +++ b/app.py @@ -33,7 +33,7 @@ def start_train(): # Handles CUDA OOM errors. os.system(f"export PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True") os.system("echo 'Okay, trying training.'") - os.system(f"cd pytorch-image-models; ./train.sh 4 --dataset hfds/datacomp/imagenet-1k-random-{random_num}-{subset} --log-wandb --experiment ImageNetTraining{random_num}-{subset} --model seresnet34 --sched cosine --epochs 150 --warmup-epochs 5 --lr 0.4 --reprob 0.5 --remode pixel --batch-size 256 --amp -j 4") + os.system(f"cd pytorch-image-models; ./train.sh 4 --dataset hfds/datacomp/imagenet-1k-random-{random_num}-{subset} --log-wandb --wandb-project {experiment_name} --experiment ImageNetTraining{random_num}-{subset} --model seresnet34 --sched cosine --epochs 150 --warmup-epochs 5 --lr 0.4 --reprob 0.5 --remode pixel --batch-size 256 --amp -j 4") os.system("echo 'Done'.") os.system("ls") # Upload output to repository diff --git a/pytorch-image-models/hfdocs/source/models.mdx b/pytorch-image-models/hfdocs/source/models.mdx index c993f887e20547e538f264c24710878ff357359d..97ff00b9ec75e57e2d63910b4384c69c646ae9c3 100644 --- a/pytorch-image-models/hfdocs/source/models.mdx +++ b/pytorch-image-models/hfdocs/source/models.mdx @@ -33,7 +33,7 @@ A more exciting view (with pretty pictures) of the models within `timm` can be f ## DLA * Implementation: [dla.py](https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/dla.py) -* Paper: https://arxiv.org/abs/1707.06484 +* Paper: `Deep Layer Aggregation` - https://arxiv.org/abs/1707.06484 * Code: https://github.com/ucbdrive/dla ## Dual-Path Networks @@ -78,14 +78,14 @@ A more exciting view (with pretty pictures) of the models within `timm` can be f ## NASNet-A * Implementation: [nasnet.py](https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/nasnet.py) -* Papers: `Learning Transferable Architectures for Scalable Image Recognition` - https://arxiv.org/abs/1707.07012 +* Paper: `Learning Transferable Architectures for Scalable Image Recognition` - https://arxiv.org/abs/1707.07012 * Code: https://github.com/Cadene/pretrained-models.pytorch * Reference code: https://github.com/tensorflow/models/tree/master/research/slim/nets/nasnet ## PNasNet-5 * Implementation: [pnasnet.py](https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/pnasnet.py) -* Papers: `Progressive Neural Architecture Search` - https://arxiv.org/abs/1712.00559 +* Paper: `Progressive Neural Architecture Search` - https://arxiv.org/abs/1712.00559 * Code: https://github.com/Cadene/pretrained-models.pytorch * Reference code: https://github.com/tensorflow/models/tree/master/research/slim/nets/nasnet diff --git a/pytorch-image-models/hfdocs/source/models/adversarial-inception-v3.mdx b/pytorch-image-models/hfdocs/source/models/adversarial-inception-v3.mdx index fd7fce479817b78a3db9ce59ab4a050ad3e3e4af..180bf16a7d5b5c6a15583d2c749956116b0d34f2 100644 --- a/pytorch-image-models/hfdocs/source/models/adversarial-inception-v3.mdx +++ b/pytorch-image-models/hfdocs/source/models/adversarial-inception-v3.mdx @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/advprop.mdx b/pytorch-image-models/hfdocs/source/models/advprop.mdx index 0743a1e413da2a7561db7625ef3da2137dce9cb5..9ac7c754b3cf184f685fd5bf867a7b5c7d2fd5bb 100644 --- a/pytorch-image-models/hfdocs/source/models/advprop.mdx +++ b/pytorch-image-models/hfdocs/source/models/advprop.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/big-transfer.mdx b/pytorch-image-models/hfdocs/source/models/big-transfer.mdx index 05255c356a7d2c86a5209c38867e37ac719dc48d..50d6f96efe37666944185c844289fc3900098830 100644 --- a/pytorch-image-models/hfdocs/source/models/big-transfer.mdx +++ b/pytorch-image-models/hfdocs/source/models/big-transfer.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/csp-darknet.mdx b/pytorch-image-models/hfdocs/source/models/csp-darknet.mdx index 7accdbaefb4c2fbc39e2a26a79aa88037a370b51..b924be7c280e400b9454c1cac7c08ca8080ef46f 100644 --- a/pytorch-image-models/hfdocs/source/models/csp-darknet.mdx +++ b/pytorch-image-models/hfdocs/source/models/csp-darknet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/csp-resnet.mdx b/pytorch-image-models/hfdocs/source/models/csp-resnet.mdx index 66971057f307a714cf28a8d56e4a8d2c1e4b8520..2c74275d0cf29fc43d1c5469a21df410b267149f 100644 --- a/pytorch-image-models/hfdocs/source/models/csp-resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/csp-resnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/csp-resnext.mdx b/pytorch-image-models/hfdocs/source/models/csp-resnext.mdx index d9eb8383760cbb6440231abe3f43259a1d2d009b..57bb090ef87701a4a5a7a42952a2377987c2e3e4 100644 --- a/pytorch-image-models/hfdocs/source/models/csp-resnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/csp-resnext.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/densenet.mdx b/pytorch-image-models/hfdocs/source/models/densenet.mdx index cec9ba171c32560a6da4ddf94e12cb4be96d6468..58393c2106deba94201bdec59791683fe794aeed 100644 --- a/pytorch-image-models/hfdocs/source/models/densenet.mdx +++ b/pytorch-image-models/hfdocs/source/models/densenet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/dla.mdx b/pytorch-image-models/hfdocs/source/models/dla.mdx index ab38d62677563ff225f204a95598eba3ac9c2f37..2cfcd1055c79652585fad7b0d45fdd4a7f554570 100644 --- a/pytorch-image-models/hfdocs/source/models/dla.mdx +++ b/pytorch-image-models/hfdocs/source/models/dla.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/dpn.mdx b/pytorch-image-models/hfdocs/source/models/dpn.mdx index 26d8a4a7b7db52024f4e63d13350f250044984c1..0c28c66f52813d1c7e2d420f9583019e81c6277a 100644 --- a/pytorch-image-models/hfdocs/source/models/dpn.mdx +++ b/pytorch-image-models/hfdocs/source/models/dpn.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/ecaresnet.mdx b/pytorch-image-models/hfdocs/source/models/ecaresnet.mdx index c5c1619ea31d9100274c1dbd0fd2e1022a4c4524..d4aa372e0eb7730dd75b5e9215a39d617a344c3e 100644 --- a/pytorch-image-models/hfdocs/source/models/ecaresnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/ecaresnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/efficientnet-pruned.mdx b/pytorch-image-models/hfdocs/source/models/efficientnet-pruned.mdx index 444f6d521d4560e012c514bba65623e15d1634b9..d6bc760ee244767596691bf3c74efeeb1d7212a9 100644 --- a/pytorch-image-models/hfdocs/source/models/efficientnet-pruned.mdx +++ b/pytorch-image-models/hfdocs/source/models/efficientnet-pruned.mdx @@ -1,6 +1,6 @@ # EfficientNet (Knapsack Pruned) -**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scales network width, depth, and resolution in a principled way. +**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scale network width, depth, and resolution in a principled way. The compound scaling method is justified by the intuition that if the input image is bigger, then the network needs more layers to increase the receptive field and more channels to capture more fine-grained patterns on the bigger image. @@ -79,7 +79,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/efficientnet.mdx b/pytorch-image-models/hfdocs/source/models/efficientnet.mdx index 4bcaba622c6eb9105860bfe8875b400f95735eeb..bb86ab83039ab193aa4cc2f643ab91dfa98ad58a 100644 --- a/pytorch-image-models/hfdocs/source/models/efficientnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/efficientnet.mdx @@ -1,6 +1,6 @@ # EfficientNet -**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scales network width, depth, and resolution in a principled way. +**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scale network width, depth, and resolution in a principled way. The compound scaling method is justified by the intuition that if the input image is bigger, then the network needs more layers to increase the receptive field and more channels to capture more fine-grained patterns on the bigger image. @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/ensemble-adversarial.mdx b/pytorch-image-models/hfdocs/source/models/ensemble-adversarial.mdx index 4781aa1f1884525a316cff689b3db18b9f38d85d..19373ffe71ee4933dce34987c996459f6ec27107 100644 --- a/pytorch-image-models/hfdocs/source/models/ensemble-adversarial.mdx +++ b/pytorch-image-models/hfdocs/source/models/ensemble-adversarial.mdx @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/ese-vovnet.mdx b/pytorch-image-models/hfdocs/source/models/ese-vovnet.mdx index d92a603440502ac7808cd132696ab7ad5d15d428..51a41144ff01453b759235d93bc95c562b438bb8 100644 --- a/pytorch-image-models/hfdocs/source/models/ese-vovnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/ese-vovnet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/fbnet.mdx b/pytorch-image-models/hfdocs/source/models/fbnet.mdx index cdb3ba610c358c31418baeb0dac4482925b879c5..b96eaed7c0f0d5814da2d589a42dfbb3d5705a9f 100644 --- a/pytorch-image-models/hfdocs/source/models/fbnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/fbnet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/gloun-inception-v3.mdx b/pytorch-image-models/hfdocs/source/models/gloun-inception-v3.mdx index edf3d87075ff16e072eacf55aaaff48d5deba47e..212ba7b4f1caea3479300eb0a5e9af9bce100006 100644 --- a/pytorch-image-models/hfdocs/source/models/gloun-inception-v3.mdx +++ b/pytorch-image-models/hfdocs/source/models/gloun-inception-v3.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/gloun-resnet.mdx b/pytorch-image-models/hfdocs/source/models/gloun-resnet.mdx index 8cd9705690d675ad51a63bebeda34a41bf278cb8..85e5ddbecf1a2bb18809fddba6ab03ed3120b6af 100644 --- a/pytorch-image-models/hfdocs/source/models/gloun-resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/gloun-resnet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/gloun-resnext.mdx b/pytorch-image-models/hfdocs/source/models/gloun-resnext.mdx index dd4cd03364b8c4a78ccc7f4b59352002283b7277..89f9d24bf9961f5a47835cd0ed7084b38873a667 100644 --- a/pytorch-image-models/hfdocs/source/models/gloun-resnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/gloun-resnext.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/gloun-senet.mdx b/pytorch-image-models/hfdocs/source/models/gloun-senet.mdx index ee28d7c81f656518a85b13e27efb29fc7864af2b..f8df6d87f941a5d1b8517fb18e790d0e8bd9d33e 100644 --- a/pytorch-image-models/hfdocs/source/models/gloun-senet.mdx +++ b/pytorch-image-models/hfdocs/source/models/gloun-senet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/gloun-seresnext.mdx b/pytorch-image-models/hfdocs/source/models/gloun-seresnext.mdx index bb43215549cd20ce3391ad912b122a4830e81b39..aedf70919ea4aadf173d77d5357b66f4b6343044 100644 --- a/pytorch-image-models/hfdocs/source/models/gloun-seresnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/gloun-seresnext.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/gloun-xception.mdx b/pytorch-image-models/hfdocs/source/models/gloun-xception.mdx index 0dee376e7cd57d0d9f2a5a8d17e9ef0f1176948d..e79b8d3109de5ccbb991158de7c129bee0c7b672 100644 --- a/pytorch-image-models/hfdocs/source/models/gloun-xception.mdx +++ b/pytorch-image-models/hfdocs/source/models/gloun-xception.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/hrnet.mdx b/pytorch-image-models/hfdocs/source/models/hrnet.mdx index 3437b96b79bb84b4e27b3857778950d3000af0e4..b3f453e4226edb21995f1665b8cae5da8f173323 100644 --- a/pytorch-image-models/hfdocs/source/models/hrnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/hrnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/ig-resnext.mdx b/pytorch-image-models/hfdocs/source/models/ig-resnext.mdx index d5a035ba63f29bfa1ba729f418df4c5cd035e85e..8fd5dbe808e778d6b259980eee44961ab3ed0e5b 100644 --- a/pytorch-image-models/hfdocs/source/models/ig-resnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/ig-resnext.mdx @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/inception-resnet-v2.mdx b/pytorch-image-models/hfdocs/source/models/inception-resnet-v2.mdx index c4eb15869d8526ba67c60c0f707c1b81cd7f143f..c746cead19d61d3aa5ca4bfe549035ed8542ad18 100644 --- a/pytorch-image-models/hfdocs/source/models/inception-resnet-v2.mdx +++ b/pytorch-image-models/hfdocs/source/models/inception-resnet-v2.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/inception-v3.mdx b/pytorch-image-models/hfdocs/source/models/inception-v3.mdx index cd21e5de0f319c70891e1e22ce1180868013113b..c6ff6931e2b0721ca849c9297092d15522a2f529 100644 --- a/pytorch-image-models/hfdocs/source/models/inception-v3.mdx +++ b/pytorch-image-models/hfdocs/source/models/inception-v3.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/inception-v4.mdx b/pytorch-image-models/hfdocs/source/models/inception-v4.mdx index f9b4adf05157b2c87b6630fe932a89338e1ee41a..4072fbec15ee0b7cb1574ab49d95df08ca577075 100644 --- a/pytorch-image-models/hfdocs/source/models/inception-v4.mdx +++ b/pytorch-image-models/hfdocs/source/models/inception-v4.mdx @@ -72,7 +72,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/legacy-se-resnet.mdx b/pytorch-image-models/hfdocs/source/models/legacy-se-resnet.mdx index 68ed5a30b9bf3ce8255b6e0d2a47d9a83dd731f3..d96c75d689d4243b42bed1a55fb08bd891361373 100644 --- a/pytorch-image-models/hfdocs/source/models/legacy-se-resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/legacy-se-resnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/legacy-se-resnext.mdx b/pytorch-image-models/hfdocs/source/models/legacy-se-resnext.mdx index 8ff527f3dabb4f3a28b9cd87de02475ab989ad60..eef0c977db62297b442e6c08918aec0a5a02bdca 100644 --- a/pytorch-image-models/hfdocs/source/models/legacy-se-resnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/legacy-se-resnext.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/legacy-senet.mdx b/pytorch-image-models/hfdocs/source/models/legacy-senet.mdx index 9768d868e07710b55bbdc174cdb766458c6985c9..750621ff091ca8d638ff25a3c7074d19a369659b 100644 --- a/pytorch-image-models/hfdocs/source/models/legacy-senet.mdx +++ b/pytorch-image-models/hfdocs/source/models/legacy-senet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/mixnet.mdx b/pytorch-image-models/hfdocs/source/models/mixnet.mdx index 2e058027eaabd2095c80ac6ad2a430d2072bf36e..2ef8885e6c61106fb14e21f864c4daa6cb83eed6 100644 --- a/pytorch-image-models/hfdocs/source/models/mixnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/mixnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/mnasnet.mdx b/pytorch-image-models/hfdocs/source/models/mnasnet.mdx index e49c06cc73da9d14a9d3b34896aff6a011c3b14d..23f217206a13ffe39fc43a51acd3e4f2c5b0ad09 100644 --- a/pytorch-image-models/hfdocs/source/models/mnasnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/mnasnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/mobilenet-v2.mdx b/pytorch-image-models/hfdocs/source/models/mobilenet-v2.mdx index 507ec99dd22f55998f5002c45ff929efc414781f..2ea949e932195fd55b5c753d736659815b75cefb 100644 --- a/pytorch-image-models/hfdocs/source/models/mobilenet-v2.mdx +++ b/pytorch-image-models/hfdocs/source/models/mobilenet-v2.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/mobilenet-v3.mdx b/pytorch-image-models/hfdocs/source/models/mobilenet-v3.mdx index e1ff317ba2500f30ac46b6e9b265e9f1ace4e28e..35795ad0c94c0372e54e259f35bae30be1282eed 100644 --- a/pytorch-image-models/hfdocs/source/models/mobilenet-v3.mdx +++ b/pytorch-image-models/hfdocs/source/models/mobilenet-v3.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/nasnet.mdx b/pytorch-image-models/hfdocs/source/models/nasnet.mdx index 2cde9d2d61cca8deb82a093defa9c8dd02c43e7f..2332131a5703308df9b872cd442bed0d394a7972 100644 --- a/pytorch-image-models/hfdocs/source/models/nasnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/nasnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/noisy-student.mdx b/pytorch-image-models/hfdocs/source/models/noisy-student.mdx index 2d12e8c870cdcd434a50ba4999251a54d9105f60..480d48dd206c91ab82628e6c667eaab2bc69cd82 100644 --- a/pytorch-image-models/hfdocs/source/models/noisy-student.mdx +++ b/pytorch-image-models/hfdocs/source/models/noisy-student.mdx @@ -82,7 +82,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/pnasnet.mdx b/pytorch-image-models/hfdocs/source/models/pnasnet.mdx index fff5851cdcb5e64b403dcc7ab463616902c52b35..58141a641fedd77b72421ac3b3ddc6431c787490 100644 --- a/pytorch-image-models/hfdocs/source/models/pnasnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/pnasnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/regnetx.mdx b/pytorch-image-models/hfdocs/source/models/regnetx.mdx index 0a9f8e4b2c1724f2702ff77c9784141597f3ccb9..1e9548bd9ea977377379a0b927d8ac79b28b1c93 100644 --- a/pytorch-image-models/hfdocs/source/models/regnetx.mdx +++ b/pytorch-image-models/hfdocs/source/models/regnetx.mdx @@ -1,10 +1,10 @@ # RegNetX -**RegNetX** is a convolutional network design space with simple, regular models with parameters: depth \\( d \\), initial width \\( w\_{0} > 0 \\), and slope \\( w\_{a} > 0 \\), and generates a different block width \\( u\_{j} \\) for each block \\( j < d \\). The key restriction for the RegNet types of model is that there is a linear parameterisation of block widths (the design space only contains models with this linear structure): +**RegNetX** is a convolutional network design space with simple, regular models with parameters: depth \\( d \\), initial width \\( w_{0} > 0 \\), and slope \\( w_{a} > 0 \\), and generates a different block width \\( u_{j} \\) for each block \\( j < d \\). The key restriction for the RegNet types of model is that there is a linear parameterisation of block widths (the design space only contains models with this linear structure): -\\( \\) u\_{j} = w\_{0} + w\_{a}\cdot{j} \\( \\) +\\( u_{j} = w_{0} + w_{a}\cdot{j} \\) -For **RegNetX** we have additional restrictions: we set \\( b = 1 \\) (the bottleneck ratio), \\( 12 \leq d \leq 28 \\), and \\( w\_{m} \geq 2 \\) (the width multiplier). +For **RegNetX** we have additional restrictions: we set \\( b = 1 \\) (the bottleneck ratio), \\( 12 \leq d \leq 28 \\), and \\( w_{m} \geq 2 \\) (the width multiplier). ## How do I use this model on an image? @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/regnety.mdx b/pytorch-image-models/hfdocs/source/models/regnety.mdx index be1a5c1c7507e4d99cf6ef00920751b1c304117c..04d869280b4e9ab52a00b84dea26920264c1dcfe 100644 --- a/pytorch-image-models/hfdocs/source/models/regnety.mdx +++ b/pytorch-image-models/hfdocs/source/models/regnety.mdx @@ -1,10 +1,10 @@ # RegNetY -**RegNetY** is a convolutional network design space with simple, regular models with parameters: depth \\( d \\), initial width \\( w\_{0} > 0 \\), and slope \\( w\_{a} > 0 \\), and generates a different block width \\( u\_{j} \\) for each block \\( j < d \\). The key restriction for the RegNet types of model is that there is a linear parameterisation of block widths (the design space only contains models with this linear structure): +**RegNetY** is a convolutional network design space with simple, regular models with parameters: depth \\( d \\), initial width \\( w_{0} > 0 \\), and slope \\( w_{a} > 0 \\), and generates a different block width \\( u_{j} \\) for each block \\( j < d \\). The key restriction for the RegNet types of model is that there is a linear parameterisation of block widths (the design space only contains models with this linear structure): -\\( \\) u\_{j} = w\_{0} + w\_{a}\cdot{j} \\( \\) +\\( u_{j} = w_{0} + w_{a}\cdot{j} \\) -For **RegNetX** authors have additional restrictions: we set \\( b = 1 \\) (the bottleneck ratio), \\( 12 \leq d \leq 28 \\), and \\( w\_{m} \geq 2 \\) (the width multiplier). +For **RegNetX** authors have additional restrictions: we set \\( b = 1 \\) (the bottleneck ratio), \\( 12 \leq d \leq 28 \\), and \\( w_{m} \geq 2 \\) (the width multiplier). For **RegNetY** authors make one change, which is to include [Squeeze-and-Excitation blocks](https://paperswithcode.com/method/squeeze-and-excitation-block). @@ -79,7 +79,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/res2net.mdx b/pytorch-image-models/hfdocs/source/models/res2net.mdx index 751cf35d42fc6c7a67d9b3ca9e126c26f7779f27..bd5598d566e933956dd9246aa919a736860c2607 100644 --- a/pytorch-image-models/hfdocs/source/models/res2net.mdx +++ b/pytorch-image-models/hfdocs/source/models/res2net.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/res2next.mdx b/pytorch-image-models/hfdocs/source/models/res2next.mdx index 8c883dff7a67eb068a79e942984ffa06c698d62a..11ef5ece57c2dcf78bdc2a3888d0c54961000f28 100644 --- a/pytorch-image-models/hfdocs/source/models/res2next.mdx +++ b/pytorch-image-models/hfdocs/source/models/res2next.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/resnest.mdx b/pytorch-image-models/hfdocs/source/models/resnest.mdx index 59ac6c6156125debd8734e3a5b4418cddd8bed32..b6f73dcf6835e72cc70685a6ffb87d6be0350be9 100644 --- a/pytorch-image-models/hfdocs/source/models/resnest.mdx +++ b/pytorch-image-models/hfdocs/source/models/resnest.mdx @@ -1,6 +1,6 @@ # ResNeSt -A **ResNeSt** is a variant on a [ResNet](https://paperswithcode.com/method/resnet), which instead stacks [Split-Attention blocks](https://paperswithcode.com/method/split-attention). The cardinal group representations are then concatenated along the channel dimension: \\( V = \text{Concat} \\){\\( V^{1},V^{2},\cdots{V}^{K} \\)}. As in standard residual blocks, the final output \\( Y \\) of otheur Split-Attention block is produced using a shortcut connection: \\( Y=V+X \\), if the input and output feature-map share the same shape. For blocks with a stride, an appropriate transformation \\( \mathcal{T} \\) is applied to the shortcut connection to align the output shapes: \\( Y=V+\mathcal{T}(X) \\). For example, \\( \mathcal{T} \\) can be strided convolution or combined convolution-with-pooling. +A **ResNeSt** is a variant on a [ResNet](https://paperswithcode.com/method/resnet), which instead stacks [Split-Attention blocks](https://paperswithcode.com/method/split-attention). The cardinal group representations are then concatenated along the channel dimension: \\( V = \text{Concat} \{ V^{1},V^{2},\cdots,{V}^{K} \} \\). As in standard residual blocks, the final output \\( Y \\) of otheur Split-Attention block is produced using a shortcut connection: \\( Y=V+X \\), if the input and output feature-map share the same shape. For blocks with a stride, an appropriate transformation \\( \mathcal{T} \\) is applied to the shortcut connection to align the output shapes: \\( Y=V+\mathcal{T}(X) \\). For example, \\( \mathcal{T} \\) can be strided convolution or combined convolution-with-pooling. ## How do I use this model on an image? @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/resnet-d.mdx b/pytorch-image-models/hfdocs/source/models/resnet-d.mdx index 1f6b47b02a8dc65a704d8ffb69bcced37a43a3b9..8eb7f0457c646c4b4e8e505f23fdc34214e0df18 100644 --- a/pytorch-image-models/hfdocs/source/models/resnet-d.mdx +++ b/pytorch-image-models/hfdocs/source/models/resnet-d.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/resnet.mdx b/pytorch-image-models/hfdocs/source/models/resnet.mdx index 3f3641f785f5236ba095095c18632b6efc4d4db8..5aeb50c5a4cbeeb9ae45dd156e13ad88ca10e920 100644 --- a/pytorch-image-models/hfdocs/source/models/resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/resnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/resnext.mdx b/pytorch-image-models/hfdocs/source/models/resnext.mdx index 7c5eb166e18d07188e00e276a3e2b4ea4023466f..d89191ecc6319b439ac27abbc0f4e14fd0f5400f 100644 --- a/pytorch-image-models/hfdocs/source/models/resnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/resnext.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/rexnet.mdx b/pytorch-image-models/hfdocs/source/models/rexnet.mdx index 09fb2144b54dad93bea6965e55b82dc70fa95e54..f805729a74e7318dea84bfa3fab8f5ea3945624c 100644 --- a/pytorch-image-models/hfdocs/source/models/rexnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/rexnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/se-resnet.mdx b/pytorch-image-models/hfdocs/source/models/se-resnet.mdx index ba884bde95599de81b2235a5dc387de659b794eb..db1133cde5d69d66908f4dbecad9f2b726778e10 100644 --- a/pytorch-image-models/hfdocs/source/models/se-resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/se-resnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/selecsls.mdx b/pytorch-image-models/hfdocs/source/models/selecsls.mdx index 12813ba864d3a8ae8056c26ec8ff83c49d8206c5..aa43c8219fe5514a5b697bd79d99de44eccff1af 100644 --- a/pytorch-image-models/hfdocs/source/models/selecsls.mdx +++ b/pytorch-image-models/hfdocs/source/models/selecsls.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/seresnext.mdx b/pytorch-image-models/hfdocs/source/models/seresnext.mdx index 1f4534966753165318dcb71bc09254e3a0ed1774..997d39629a55586be79fecde37ac9ca3468b1f9b 100644 --- a/pytorch-image-models/hfdocs/source/models/seresnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/seresnext.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/skresnet.mdx b/pytorch-image-models/hfdocs/source/models/skresnet.mdx index 643a6cbcd86f466939f1cf4881bd4b4851695697..1229db5bdb16323319c256b70d627799eeb918b5 100644 --- a/pytorch-image-models/hfdocs/source/models/skresnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/skresnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/skresnext.mdx b/pytorch-image-models/hfdocs/source/models/skresnext.mdx index ae499b34dad41baa4cdf69fd541279a0c6a82eb6..036f895a598906c76524c89de06ac446925bacdb 100644 --- a/pytorch-image-models/hfdocs/source/models/skresnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/skresnext.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/spnasnet.mdx b/pytorch-image-models/hfdocs/source/models/spnasnet.mdx index a589b0fcdd94ee3b20bc5786f54f9812bec462a5..d7adf93b3b695d01d0e14b8a6cda3b1ad8b09039 100644 --- a/pytorch-image-models/hfdocs/source/models/spnasnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/spnasnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/ssl-resnet.mdx b/pytorch-image-models/hfdocs/source/models/ssl-resnet.mdx index 2e1d0a7a3d0f78ccc1b04a31b56317984714f75a..e781c576bb7ee7234633a0ccba4b5f0f4d390a7a 100644 --- a/pytorch-image-models/hfdocs/source/models/ssl-resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/ssl-resnet.mdx @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/swsl-resnet.mdx b/pytorch-image-models/hfdocs/source/models/swsl-resnet.mdx index 2def3c868e06025ebde566b206fd42243a2ec7b1..1e20024f200af2d4ebca12f83a7d9d22fd2f1905 100644 --- a/pytorch-image-models/hfdocs/source/models/swsl-resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/swsl-resnet.mdx @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/swsl-resnext.mdx b/pytorch-image-models/hfdocs/source/models/swsl-resnext.mdx index 66297082f0a1b4b8fc46f8cf33fb46a8ecda94a7..f551b875879b90c8d330b9a6c55103bbe4030526 100644 --- a/pytorch-image-models/hfdocs/source/models/swsl-resnext.mdx +++ b/pytorch-image-models/hfdocs/source/models/swsl-resnext.mdx @@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/tf-efficientnet-condconv.mdx b/pytorch-image-models/hfdocs/source/models/tf-efficientnet-condconv.mdx index eb3bcc9b539d8f06efab90d280fb5a0a3d1d9f25..f41db0608b713e01660d801494d3afd88d7843ed 100644 --- a/pytorch-image-models/hfdocs/source/models/tf-efficientnet-condconv.mdx +++ b/pytorch-image-models/hfdocs/source/models/tf-efficientnet-condconv.mdx @@ -1,10 +1,10 @@ # (Tensorflow) EfficientNet CondConv -**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scales network width, depth, and resolution in a principled way. +**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scale network width, depth, and resolution in a principled way. The compound scaling method is justified by the intuition that if the input image is bigger, then the network needs more layers to increase the receptive field and more channels to capture more fine-grained patterns on the bigger image. -The base EfficientNet-B0 network is based on the inverted bottleneck residual blocks of [MobileNetV2](https://paperswithcode.com/method/mobilenetv2), in addition to squeeze-and-excitation blocks. +The base EfficientNet-B0 network is based on the inverted bottleneck residual blocks of [MobileNetV2](https://paperswithcode.com/method/mobilenetv2), in addition to [squeeze-and-excitation blocks](https://paperswithcode.com/method/squeeze-and-excitation-block). This collection of models amends EfficientNet by adding [CondConv](https://paperswithcode.com/method/condconv) convolutions. @@ -81,7 +81,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/tf-efficientnet-lite.mdx b/pytorch-image-models/hfdocs/source/models/tf-efficientnet-lite.mdx index f72eaf0c383c151989362bc04853eb91575cd715..75e093ac675552eb02ae4540f1338ba8c201dab6 100644 --- a/pytorch-image-models/hfdocs/source/models/tf-efficientnet-lite.mdx +++ b/pytorch-image-models/hfdocs/source/models/tf-efficientnet-lite.mdx @@ -1,6 +1,6 @@ # (Tensorflow) EfficientNet Lite -**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scales network width, depth, and resolution in a principled way. +**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scale network width, depth, and resolution in a principled way. The compound scaling method is justified by the intuition that if the input image is bigger, then the network needs more layers to increase the receptive field and more channels to capture more fine-grained patterns on the bigger image. @@ -81,7 +81,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/tf-efficientnet.mdx b/pytorch-image-models/hfdocs/source/models/tf-efficientnet.mdx index 16be0a71b69be62bf8a18273feee14c32d30931f..890ccd2c6feba7373c4d10657e9c134ac1d219cb 100644 --- a/pytorch-image-models/hfdocs/source/models/tf-efficientnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/tf-efficientnet.mdx @@ -1,6 +1,6 @@ # (Tensorflow) EfficientNet -**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scales network width, depth, and resolution in a principled way. +**EfficientNet** is a convolutional neural network architecture and scaling method that uniformly scales all dimensions of depth/width/resolution using a *compound coefficient*. Unlike conventional practice that arbitrary scales these factors, the EfficientNet scaling method uniformly scales network width, depth, and resolution with a set of fixed scaling coefficients. For example, if we want to use \\( 2^N \\) times more computational resources, then we can simply increase the network depth by \\( \alpha ^ N \\), width by \\( \beta ^ N \\), and image size by \\( \gamma ^ N \\), where \\( \alpha, \beta, \gamma \\) are constant coefficients determined by a small grid search on the original small model. EfficientNet uses a compound coefficient \\( \phi \\) to uniformly scale network width, depth, and resolution in a principled way. The compound scaling method is justified by the intuition that if the input image is bigger, then the network needs more layers to increase the receptive field and more channels to capture more fine-grained patterns on the bigger image. @@ -79,7 +79,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/tf-inception-v3.mdx b/pytorch-image-models/hfdocs/source/models/tf-inception-v3.mdx index a5f402a904b2fc8ef01d3915cf87ed8b14911918..ddb871f6f72e20f20b199339c0a2aefd99619567 100644 --- a/pytorch-image-models/hfdocs/source/models/tf-inception-v3.mdx +++ b/pytorch-image-models/hfdocs/source/models/tf-inception-v3.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/tf-mixnet.mdx b/pytorch-image-models/hfdocs/source/models/tf-mixnet.mdx index d1ddda09fbab9dea98bc946ec358522691dc5e4d..68def0aabc6dc5a59c2dcb2c0801655da6be83f5 100644 --- a/pytorch-image-models/hfdocs/source/models/tf-mixnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/tf-mixnet.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/tf-mobilenet-v3.mdx b/pytorch-image-models/hfdocs/source/models/tf-mobilenet-v3.mdx index 3e8c6cba3022102122b4c6788fb1f66e56d660c4..9460f536504b39e150b2bab59947777530ff1376 100644 --- a/pytorch-image-models/hfdocs/source/models/tf-mobilenet-v3.mdx +++ b/pytorch-image-models/hfdocs/source/models/tf-mobilenet-v3.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/tresnet.mdx b/pytorch-image-models/hfdocs/source/models/tresnet.mdx index f2d5729d3a9e629d7dea5f0e400d28b4844703bd..8ff291057ccdedecef988507638add92327aa078 100644 --- a/pytorch-image-models/hfdocs/source/models/tresnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/tresnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/wide-resnet.mdx b/pytorch-image-models/hfdocs/source/models/wide-resnet.mdx index 47969325a46ed7c0df233613f7344887f01615a6..e8837607bbfb601b64c00796603a64224f40b3c3 100644 --- a/pytorch-image-models/hfdocs/source/models/wide-resnet.mdx +++ b/pytorch-image-models/hfdocs/source/models/wide-resnet.mdx @@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/hfdocs/source/models/xception.mdx b/pytorch-image-models/hfdocs/source/models/xception.mdx index f67e482c20d0a7f43a8205415bb77a2a071ac372..79f97f493724c3837727d5d76907b6a12a2ef98c 100644 --- a/pytorch-image-models/hfdocs/source/models/xception.mdx +++ b/pytorch-image-models/hfdocs/source/models/xception.mdx @@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py) ## How do I train this model? -You can follow the [timm recipe scripts](../scripts) for training a new model afresh. +You can follow the [timm recipe scripts](../training_script) for training a new model afresh. ## Citation diff --git a/pytorch-image-models/inference.py b/pytorch-image-models/inference.py index 60581978b7de892e5738e9fe89f143555349aba2..05f2d89a098093f952aad8d39d10d47a0df0dca9 100644 --- a/pytorch-image-models/inference.py +++ b/pytorch-image-models/inference.py @@ -12,6 +12,7 @@ import os import time from contextlib import suppress from functools import partial +from sys import maxsize import numpy as np import pandas as pd @@ -104,6 +105,8 @@ parser.add_argument('--amp', action='store_true', default=False, help='use Native AMP for mixed precision training') parser.add_argument('--amp-dtype', default='float16', type=str, help='lower precision AMP dtype (default: float16)') +parser.add_argument('--model-dtype', default=None, type=str, + help='Model dtype override (non-AMP) (default: float32)') parser.add_argument('--fuser', default='', type=str, help="Select jit fuser. One of ('', 'te', 'old', 'nvfuser')") parser.add_argument('--model-kwargs', nargs='*', default={}, action=ParseKwargs) @@ -160,9 +163,15 @@ def main(): device = torch.device(args.device) + model_dtype = None + if args.model_dtype: + assert args.model_dtype in ('float32', 'float16', 'bfloat16') + model_dtype = getattr(torch, args.model_dtype) + # resolve AMP arguments based on PyTorch / Apex availability amp_autocast = suppress if args.amp: + assert model_dtype is None or model_dtype == torch.float32, 'float32 model dtype must be used with AMP' assert args.amp_dtype in ('float16', 'bfloat16') amp_dtype = torch.bfloat16 if args.amp_dtype == 'bfloat16' else torch.float16 amp_autocast = partial(torch.autocast, device_type=device.type, dtype=amp_dtype) @@ -200,7 +209,7 @@ def main(): if args.test_pool: model, test_time_pool = apply_test_time_pool(model, data_config) - model = model.to(device) + model = model.to(device=device, dtype=model_dtype) model.eval() if args.channels_last: model = model.to(memory_format=torch.channels_last) @@ -236,6 +245,7 @@ def main(): use_prefetcher=True, num_workers=workers, device=device, + img_dtype=model_dtype or torch.float32, **data_config, ) @@ -279,7 +289,7 @@ def main(): np_labels = to_label(np_indices) all_labels.append(np_labels) - all_outputs.append(output.cpu().numpy()) + all_outputs.append(output.float().cpu().numpy()) # measure elapsed time batch_time.update(time.time() - end) @@ -343,6 +353,7 @@ def main(): def save_results(df, results_filename, results_format='csv', filename_col='filename'): + np.set_printoptions(threshold=maxsize) results_filename += _FMT_EXT[results_format] if results_format == 'parquet': df.set_index(filename_col).to_parquet(results_filename) diff --git a/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/args.yaml b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/args.yaml index acee6d35db5cfdad48b43b1f22ce5d5812f7f19a..713a2c8e9cb4190390bc5dcc6df9348e08fedd9c 100644 --- a/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/args.yaml +++ b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/args.yaml @@ -142,7 +142,7 @@ val_num_samples: null val_split: validation validation_batch_size: null vflip: 0.0 -wandb_project: null +wandb_project: ImageNetTraining90.0-frac-1over64 wandb_resume_id: '' wandb_tags: [] warmup_epochs: 5 diff --git a/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/checkpoint-0.pth.tar b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/checkpoint-0.pth.tar new file mode 100644 index 0000000000000000000000000000000000000000..6080d1f3c5eebeaa554c0cabd0daaf6a4385c2f8 --- /dev/null +++ b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/checkpoint-0.pth.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a55f7d6e3976c4f273836c506c0faeb75e79c335b3ba0e4572b5092d5f955f02 +size 175905122 diff --git a/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/model_best.pth.tar b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/model_best.pth.tar index 5edbfbe4eb97f04c69e7b20b30fc601eff7fb712..6080d1f3c5eebeaa554c0cabd0daaf6a4385c2f8 100644 --- a/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/model_best.pth.tar +++ b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/model_best.pth.tar @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:57eaa89d67622083932a0940d1171eea510d5c6100fc253125fca94c4c624413 -size 175905058 +oid sha256:a55f7d6e3976c4f273836c506c0faeb75e79c335b3ba0e4572b5092d5f955f02 +size 175905122 diff --git a/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/summary.csv b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/summary.csv index 45477b752c6c3ad7cf6b4ca68990f0b15ed81d0e..487c8ef58276d51b11af243a01e986cb249fd4a2 100644 --- a/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/summary.csv +++ b/pytorch-image-models/output/train/ImageNetTraining90.0-frac-1over64/summary.csv @@ -1,118 +1,4 @@ epoch,train_loss,eval_loss,eval_top1,eval_top5,lr -0,6.94168758392334,6.9204075790405275,0.104,0.5779999998664856,1e-05 +0,6.94168758392334,6.920409297790528,0.104,0.5779999998664856,1e-05 epoch,train_loss,eval_loss,eval_top1,eval_top5,lr -0,6.941688537597656,6.920408047943115,0.104,0.5779999998664856,1e-05 -1,6.923888683319092,6.933917341156006,0.106,0.5879999987220764,0.080008 -1,6.9240641593933105,6.931813433227539,0.108,0.553999999294281,0.080008 -2,6.915146827697754,6.943579843444824,0.0999999999332428,0.5180000001525878,0.160006 -2,6.914149761199951,6.957591007385254,0.11,0.5779999998664856,0.160006 -3,6.910592555999756,6.938051955413818,0.1539999998664856,0.6040000004577637,0.240004 -3,6.9114603996276855,6.937660621948242,0.1299999999332428,0.6199999991607666,0.240004 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+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: ImageNetTraining90.0-frac-1over64 +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-20250115_222214-mwdsqzl5/files/output.log b/pytorch-image-models/wandb/run-20250115_222214-mwdsqzl5/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..486b67d54530c73971d173e7117a0868166e39ac --- /dev/null +++ b/pytorch-image-models/wandb/run-20250115_222214-mwdsqzl5/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: 6.142s, 166.73/s (6.142s, 166.73/s) LR: 1.000e-05 Data: 1.761 (1.761) +Distributing BatchNorm running means and vars +Test: [ 0/48] Time: 2.464 (2.464) Loss: 6.925 ( 6.925) Acc@1: 0.098 ( 0.098) Acc@5: 0.293 ( 0.293) +Test: [ 48/48] Time: 1.362 (0.497) Loss: 6.923 ( 6.920) Acc@1: 0.000 ( 0.104) Acc@5: 0.472 ( 0.578) +Traceback (most recent call last): + File "/app/pytorch-image-models/train.py", line 1236, in + 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/ImageNetTraining90.0-frac-1over64/tmp.pth.tar' -> './output/train/ImageNetTraining90.0-frac-1over64/last.pth.tar' +[rank0]: Traceback (most recent call last): +[rank0]: File "/app/pytorch-image-models/train.py", line 1236, in +[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/ImageNetTraining90.0-frac-1over64/tmp.pth.tar' -> './output/train/ImageNetTraining90.0-frac-1over64/last.pth.tar' diff --git a/pytorch-image-models/wandb/run-20250115_222214-mwdsqzl5/files/requirements.txt b/pytorch-image-models/wandb/run-20250115_222214-mwdsqzl5/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..50af800e8de6862f76161418b71ef647e8b5a30c --- /dev/null +++ b/pytorch-image-models/wandb/run-20250115_222214-mwdsqzl5/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 +importlib_resources==6.5.2 +Jinja2==3.1.5 +kiwisolver==1.4.7 +markdown-it-py==3.0.0 +matplotlib==3.9.4 +mdurl==0.1.2 +multidict==6.1.0 +multiprocess==0.70.16 +orjson==3.10.14 +packaging==24.2 +pandas==2.2.3 +pillow==10.4.0 +platformdirs==4.3.6 +propcache==0.2.1 +protobuf==5.29.3 +psutil==6.1.1 +pyarrow==18.1.0 +pydantic==2.10.5 +pydantic_core==2.27.2 +pydub==0.25.1 +Pygments==2.19.1 +pyparsing==3.2.1 +python-dateutil==2.9.0.post0 +python-dotenv==1.0.1 +python-multipart==0.0.20 +pytz==2024.2 +requests==2.32.3 +rich==13.9.4 +ruff==0.9.1 +semantic-version==2.10.0 +sentry-sdk==2.20.0 +setproctitle==1.3.4 +shellingham==1.5.4 +six==1.17.0 +smmap==5.0.2 +sniffio==1.3.1 +starlette==0.41.3 +tomlkit==0.12.0 +tqdm==4.67.1 +typer==0.15.1 +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 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