---
tags: Concept, CCS, ZH
title: CCS Image-PyTorch | zh
GA: UA-155999456-1
---
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# <img class="ccsimgicon" src="https://cos.twcc.ai/SYS-MANUAL/uploads/upload_60c298573392b441958d75106686c11d.png"> PyTorch
TWCC 提供 NGC optmized PyTorch 10 種立即可用的工作環境。PyTorch 是 GPU 加速的張量運算框架,並以 Python 為前端語言。使用常見的 Python 函式庫(如 NumPy、SciPy 和 Cython) 便能輕鬆地擴展多項功能。在功能神經網路層,採用以磁帶系統 (tape-based system) 為基礎而建構的自動微分庫 (automatic differentiation),為深度學習框架提供高度的靈活性和速度,並提供類似 NumPy 的加速功能。PyTorch 也包含標准定義下的神經網路層、深度學習最佳化引擎、數據載入功能,並支援使用多個GPU與多個節點。能立即執行運算,無需在靜止的流程圖中排隊等候,提升了易用性和絕佳的除錯體驗。
## <i class="fa fa-sticky-note" aria-hidden="true"></i> <span class="ccsimglist">映像檔版本資訊</span>
![](https://man.twcc.ai/_uploads/HksWlKfr1g.png)
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<summary>21.02 以前版本</summary>
![](https://cos.twcc.ai/SYS-MANUAL/uploads/upload_32149a22aca76584f6105f73574ec585.png)
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<br>
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`py3` 與 `py2` 為 Python 版本差異。
:::
<details class="docspoiler">
<summary><b>點我參考詳細版本套件資訊</b></summary>
- [pytorch-24.11-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-11.html)
- [pytorch-24.08-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-08.html)
- [pytorch-24.05-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-05.html)
- [pytorch-24.02-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-02.html)
- [pytorch-23.11-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-23-11.html)
- [pytorch-23.08-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-23-08.html)
- [pytorch-23.05-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-23-05.html)
- [pytorch-23.02-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-23-02.html#rel-23-02)
- [pytorch-22.08-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_22-08.html#rel_22-08)
- [pytorch-22.05-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_22-05.html#rel_22-05)
- [pytorch-22.02-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_22-02.html#rel_22-02)
- [pytorch-21.11-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_21-11.html#rel_21-11)
- [pytorch-21.08-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_21-08.html#rel_21-08)
- [pytorch-21.06-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_21-06.html#rel_21-06)
- [pytorch-21.02-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_21-02.html#rel_21-02)
- [pytorch-20.11-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_20-11.html#rel_20-11)
- [pytorch-20.08-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_20-08.html#rel_20-08)
- [pytorch-20.06-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_20-06.html#rel_20-06)
- [pytorch-20.02-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_20-02.html#rel_20-02)
- [pytorch-19.11-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_19-11.html#rel_19-11)
- [pytorch-19.08-py3](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_19-08.html#rel_19-08)
- [pytorch-19.02-py3-v1](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_19-02.html#rel_19-02)
- [pytorch-18.12-py3-v1](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_18-12.html#rel_18-12)
- [pytorch-18.10-py3-v1](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_18-10.html#rel_18-10)
- [pytorch-18.08-py3-v1](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel_18.08.html#rel_18.08)
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