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Bump pytorch to 2.7.1 (#3531)
### Changes Bump pytorch to 2.7.1 ### Tests [examples](https://github.com/openvinotoolkit/nncf/actions/runs/15465717973) [wc](https://github.com/openvinotoolkit/nncf/actions/runs/15465730712) manual/job/post_training_quantization/669/ nightly/job/TriggerBetta/1062/ nightly/job/torch_nightly/565/
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constraints.txt

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openvino==2025.1
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# Pytorch
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torch==2.7.0
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torchvision==0.22.0
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torch==2.7.1
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torchvision==0.22.1
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# ONNX
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onnx==1.17.0

docs/Installation.md

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| NNCF | OpenVINO | PyTorch | ONNX | TensorFlow | Python |
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|-----------|------------|----------|----------|------------|--------|
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| `develop` | `2025.1.0` | `2.7.0` | `1.17.0` | `2.15.1` | `3.10` |
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| `develop` | `2025.1.0` | `2.7.1` | `1.17.0` | `2.15.1` | `3.10` |
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| `2.16.0` | `2025.1.0` | `2.6.0` | `1.17.0` | `2.15.1` | `3.10` |
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| `2.15.0` | `2025.0.0` | `2.5.1` | `1.17.0` | `2.15.1` | `3.10` |
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| `2.14.1` | `2024.6.0` | `2.5.1` | `1.17.0` | `2.15.1` | `3.10` |

examples/llm_compression/openvino/tiny_llama_synthetic_data/requirements.txt

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torch==2.7.0
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torch==2.7.1
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datasets==3.0.1
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numpy>=1.23.5,<2
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openvino==2025.1
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tensorboard==2.13.0
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torch==2.7.0
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torch==2.7.1
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numpy>=1.23.5,<2
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openvino==2025.1
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optimum-intel>=1.22.0
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transformers>=4.48.0
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lm_eval==0.4.8
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lm_eval==0.4.8

examples/llm_compression/torch/downstream_qat_with_nls/requirements.txt

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tensorboard==2.13.0
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torch==2.7.0
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torch==2.7.1
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numpy>=1.23.5,<2
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openvino==2025.1
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optimum-intel>=1.22.0
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fastdownload==0.0.7
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openvino==2025.1
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scikit-learn
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torch==2.7.0
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torchvision==0.22.0
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torch==2.7.1
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torchvision==0.22.1

examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt

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onnx==1.17.0
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openvino==2025.1
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pycocotools==2.0.7
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torch==2.7.0
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torch==2.7.1
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torchmetrics==1.0.1
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torchvision==0.22.0
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torchvision==0.22.1
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numpy<2
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fastdownload==0.0.7
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openvino==2025.1
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torch==2.7.0
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torchvision==0.22.0
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torch==2.7.1
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torchvision==0.22.1
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fastdownload==0.0.7
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openvino==2025.1
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torch==2.7.0
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torchvision==0.22.0
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torch==2.7.1
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torchvision==0.22.1

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