docs: 更新CUDA提醒

[SuperWaterGod]

Clarify CUDA version and training parameters in README

由 Sourcery 总结

在 NeuralNetworkDetect 的 README 中澄清 CUDA 版本要求和训练参数说明。

文档更新：

• 指明推荐在所提供的 PyTorch 安装命令中使用 CUDA 11.8，并说明较新的 Blackwell GPU（50 系及之后）应至少使用 CUDA 12.8。
• 改进训练命令文档中对关键训练参数（epochs、patience、cos_lr、batch）的解释，以提升可读性。

Original summary in English

Summary by Sourcery

Clarify CUDA version requirements and training parameter descriptions in the NeuralNetworkDetect README.

Documentation:

• Specify the recommended CUDA 11.8 version for the provided PyTorch installation command and note that newer Blackwell GPUs (50-series and later) should use at least CUDA 12.8.
• Improve explanations of key training parameters (epochs, patience, cos_lr, batch) in the training command documentation for better readability.

[sourcery-ai]

Hey - 我发现了 1 个问题，并且有一些整体性的反馈：

• 关于 Blackwell 架构和“至少使用12.8版本”的说明，可以更明确地写清楚，这里具体指的是 CUDA toolkit 版本、PyTorch 的 cu12.x wheel 版本，还是两者都指，以免用户混淆不同的版本号体系。
• 建议补充一句简要说明，解释为什么在给出的安装命令中推荐使用 CUDA 11.8（例如：性能或兼容性方面的考虑），因为 PyTorch 提供了多个 cu11.x/cu12.x 版本的构建，用户可能会不确定为什么要特别强调 11.8。

Prompt for AI Agents

Please address the comments from this code review:

## Overall Comments
- The note about Blackwell architecture and "至少使用12.8版本" could be clarified to state explicitly whether this refers to the CUDA toolkit version, the PyTorch cu12.x wheel version, or both, so users don’t confuse different versioning schemes.
- Consider adding a brief rationale (e.g., performance or compatibility issues) for recommending CUDA 11.8 for the given install command, since PyTorch supports multiple cu11.x/cu12.x builds and users might be unsure why 11.8 is specifically called out.

## Individual Comments

### Comment 1
<location> `NeuralNetworkDetect/README.md:115` </location>
<code_context>

 - epochs: 训练轮次，可以适当调大些
+
 - patience: 在多少轮训练之后，如果mA等指标无明显提升则提前中止训练
+
 - cos_lr: 使用余弦学习率调度器，可以有效提高模型的收敛效果
</code_context>

<issue_to_address>
**issue (typo):** “mA” 很可能是 “mAP” 的拼写错误，并且“等”前面应该加一个空格。

可以考虑改成 `如果 mAP 等指标无明显提升则提前中止训练`，以修正度量名称并补上“等”前面缺失的空格。

```suggestion
- patience: 在多少轮训练之后，如果 mAP 等指标无明显提升则提前中止训练
```
</issue_to_address>

---

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Original comment in English

Hey - I've found 1 issue, and left some high level feedback:

• The note about Blackwell architecture and "至少使用12.8版本" could be clarified to state explicitly whether this refers to the CUDA toolkit version, the PyTorch cu12.x wheel version, or both, so users don’t confuse different versioning schemes.
• Consider adding a brief rationale (e.g., performance or compatibility issues) for recommending CUDA 11.8 for the given install command, since PyTorch supports multiple cu11.x/cu12.x builds and users might be unsure why 11.8 is specifically called out.

Prompt for AI Agents

Please address the comments from this code review:

## Overall Comments
- The note about Blackwell architecture and "至少使用12.8版本" could be clarified to state explicitly whether this refers to the CUDA toolkit version, the PyTorch cu12.x wheel version, or both, so users don’t confuse different versioning schemes.
- Consider adding a brief rationale (e.g., performance or compatibility issues) for recommending CUDA 11.8 for the given install command, since PyTorch supports multiple cu11.x/cu12.x builds and users might be unsure why 11.8 is specifically called out.

## Individual Comments

### Comment 1
<location> `NeuralNetworkDetect/README.md:115` </location>
<code_context>

 - epochs: 训练轮次，可以适当调大些
+
 - patience: 在多少轮训练之后，如果mA等指标无明显提升则提前中止训练
+
 - cos_lr: 使用余弦学习率调度器，可以有效提高模型的收敛效果
</code_context>

<issue_to_address>
**issue (typo):** “mA” is likely a typo for “mAP” and could use a space before “等”.

Consider updating this to `如果 mAP 等指标无明显提升则提前中止训练` to correct the metric name and add the missing space before “等”。

```suggestion
- patience: 在多少轮训练之后，如果 mAP 等指标无明显提升则提前中止训练
```
</issue_to_address>

---

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[sourcery-ai]

issue (typo): “mA” 很可能是 “mAP” 的拼写错误，并且“等”前面应该加一个空格。

可以考虑改成 如果 mAP 等指标无明显提升则提前中止训练，以修正度量名称并补上“等”前面缺失的空格。

Suggested change

	- patience: 在多少轮训练之后，如果mA等指标无明显提升则提前中止训练
	- patience: 在多少轮训练之后，如果 mAP 等指标无明显提升则提前中止训练

Original comment in English

issue (typo): “mA” is likely a typo for “mAP” and could use a space before “等”.

Consider updating this to 如果 mAP 等指标无明显提升则提前中止训练 to correct the metric name and add the missing space before “等”。

Suggested change

	- patience: 在多少轮训练之后，如果mA等指标无明显提升则提前中止训练
	- patience: 在多少轮训练之后，如果 mAP 等指标无明显提升则提前中止训练

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