@@ -4,7 +4,7 @@ SageMaker PyTorch Estimators and Models
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With PyTorch Estimators and Models, you can train and host PyTorch models on Amazon SageMaker.
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- Supported versions of PyTorch: ``0.4.0 ``, ``1.0.0 ``, ``1.1.0 ``, ``1.2.0 ``, ``1.3.1 ``, ``1.4.0 ``.
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+ Supported versions of PyTorch: ``0.4.0 ``, ``1.0.0 ``, ``1.1.0 ``, ``1.2.0 ``, ``1.3.1 ``, ``1.4.0 ``, `` 1.5.0 `` .
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Supported versions of PyTorch for Elastic Inference: ``1.3.1 ``.
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@@ -39,45 +39,49 @@ This Python version applies to both the Training Job, created by fit, and the En
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The PyTorch Docker images have the following dependencies installed:
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | Dependencies | pytorch 0.4.0 | pytorch 1.0.0 | pytorch 1.1.0 | pytorch 1.2.0 | pytorch 1.3.1 | pytorch 1.4.0 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | boto3 | >=1.7.35 | >=1.9.11 | 1.9.82 | 1.9.249 | 1.10.34 | 1.12.4 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | botocore | >=1.10.35 | >=1.12.11 | >= 1.12.11 | 1.12.249 | 1.13.34 | 1.15.4 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | CUDA (GPU image only) | 9.0 | 9.0 | 10.1 | 10.0 | 10.1 | 10.1 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | numpy | >=1.14.3 | >=1.15.2 | 1.16.4 | 1.16.4 | 1.16.4 | 1.16.4 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | Pillow | >=5.1.0 | >=5.2.0 | 6.0.0 | 5.4.1 | 6.2.1 | 6.2.0 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | pip | >=10.0.1 | >=18.0 | >=18.0 | 19.3 | 19.3.1 | 20.0.2 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | python-dateutil | >=2.7.3 | >=2.7.3 | >=2.7.3 | 2.8.0 | 2.8.0 | 2.8.1 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | retrying | >=1.3.3 | >=1.3.3 | 1.3.3 | 1.3.3 | 1.3.3 | 1.3.3 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | s3transfer | >=0.1.13 | >=0.1.13 | >=0.1.13 | 0.2.1 | 0.2.1 | 0.3.3 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | sagemaker-containers | >=2.1.0 | >=2.1.0 | 2.4.10.post0 | 2.5.4 | 2.5.4 | 2.5.4 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | sagemaker-inference (inference only) | N/A | N/A | N/A | N/A | 1.1.2 | 1.1.2 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | sagemaker-pytorch-container | 1.0 | 1.1 | 1.2 | 1.2 | 1.3 | N/A |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | sagemaker-pytorch-inference | N/A | N/A | N/A | N/A | N/A | 1.1.2 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | setuptools | >=39.2.0 | >=40.4.3 | >=40.4.3 | 41.4.0 | 42.0.2.post20191203 | N/A |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | six | >=1.11.0 | >=1.11.0 | 1.12.0 | 1.12.0 | 1.12.0 | 1.12.0 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | torch | 0.4.0 | 1.0.0 | 1.1.0 | 1.2.0 | 1.3.1 | 1.4.0 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | torchvision | 0.2.1 | 0.2.1 | 0.3.0 | 0.4.0a0+9232c4a | 0.4.2 | 0.5.0 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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- | Python | 2.7 or 3.5 | 2.7 or 3.6 | 2.7 or 3.6 | 2.7 or 3.6 | 2.7 or 3.6 | 2.7 or 3.6 |
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- +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | Dependencies | pytorch 0.4.0 | pytorch 1.0.0 | pytorch 1.1.0 | pytorch 1.2.0 | pytorch 1.3.1 | pytorch 1.4.0 | pytorch 1.5.0 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | boto3 | >=1.7.35 | >=1.9.11 | 1.9.82 | 1.9.249 | 1.10.34 | 1.12.4 | 1.10.32 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | botocore | >=1.10.35 | >=1.12.11 | >= 1.12.11 | 1.12.249 | 1.13.34 | 1.15.4 | 1.16.3 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | CUDA (GPU image only) | 9.0 | 9.0 | 10.1 | 10.0 | 10.1 | 10.1 | 10.1 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | numpy | >=1.14.3 | >=1.15.2 | 1.16.4 | 1.16.4 | 1.16.4 | 1.16.4 | 1.16.4 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | Pillow | >=5.1.0 | >=5.2.0 | 6.0.0 | 5.4.1 | 6.2.1 | 6.2.0 | 7.1.0 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | pip | >=10.0.1 | >=18.0 | >=18.0 | 19.3 | 19.3.1 | 20.0.2 | 20.0.2 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | python-dateutil | >=2.7.3 | >=2.7.3 | >=2.7.3 | 2.8.0 | 2.8.0 | 2.8.1 | 2.8.1 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | retrying | >=1.3.3 | >=1.3.3 | 1.3.3 | 1.3.3 | 1.3.3 | 1.3.3 | 1.3.3 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | s3transfer | >=0.1.13 | >=0.1.13 | >=0.1.13 | 0.2.1 | 0.2.1 | 0.3.3 | 0.3.3 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | sagemaker-containers | >=2.1.0 | >=2.1.0 | 2.4.10.post0 | 2.5.4 | 2.5.4 | 2.5.4 | N/A |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | sagemaker-training (training only) | N/A | N/A | N/A | N/A | N/A | N/A | >=3.4.2 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | sagemaker-inference (inference only) | N/A | N/A | N/A | N/A | 1.1.2 | 1.1.2 | >=1.2.2 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | sagemaker-pytorch-container | 1.0 | 1.1 | 1.2 | 1.2 | 1.3 | N/A | N/A |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | sagemaker-pytorch-training | N/A | N/A | N/A | N/A | N/A | N/A | >=2.1.1 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | sagemaker-pytorch-inference | N/A | N/A | N/A | N/A | N/A | 1.1.2 | >=1.2.2 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | setuptools | >=39.2.0 | >=40.4.3 | >=40.4.3 | 41.4.0 | 42.0.2.post20191203 | N/A | 46.1.3 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | six | >=1.11.0 | >=1.11.0 | 1.12.0 | 1.12.0 | 1.12.0 | 1.12.0 | >=1.12.0 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | torch | 0.4.0 | 1.0.0 | 1.1.0 | 1.2.0 | 1.3.1 | 1.4.0 | 1.5.0 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | torchvision | 0.2.1 | 0.2.1 | 0.3.0 | 0.4.0a0+9232c4a | 0.4.2 | 0.5.0 | 0.6.0 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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+ | Python | 2.7 or 3.5 | 2.7 or 3.6 | 2.7 or 3.6 | 2.7 or 3.6 | 2.7 or 3.6 | 2.7 or 3.6 | 3.6 |
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+ +---------------------------------------+---------------+----------------+---------------+-----------------+---------------------+---------------------+---------------------+
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The Docker images extend Ubuntu 16.04.
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