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README.md

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<img src="https://github.com/ultralytics/assets/raw/main/partners/logo-neuralmagic.png" width="10%" alt="Neural Magic logo"></a>
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</div>
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| Ultralytics HUB 🌟 | Weights & Biases | Comet | Neural Magic |
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| :----------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------: |
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| Ultralytics HUB 🌟 | Weights & Biases | Comet | Neural Magic |
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| :-----------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------: |
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| Streamline YOLO workflows: Label, train, and deploy effortlessly with [Ultralytics HUB](https://hub.ultralytics.com/). Try now! | Track experiments, hyperparameters, and results with [Weights & Biases](https://docs.ultralytics.com/integrations/weights-biases/). | Free forever, [Comet ML](https://docs.ultralytics.com/integrations/comet/) lets you save YOLO models, resume training, and interactively visualize predictions. | Run YOLO inference up to 6x faster with [Neural Magic DeepSparse](https://docs.ultralytics.com/integrations/neural-magic/). |
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## ⭐ Ultralytics HUB

README.zh-CN.md

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<img src="https://github.com/ultralytics/assets/raw/main/partners/logo-neuralmagic.png" width="10%" alt="Neural Magic logo"></a>
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</div>
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| Ultralytics HUB 🌟 | Weights & Biases | Comet | Neural Magic |
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| :------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------: | :------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------: |
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| Ultralytics HUB 🌟 | Weights & Biases | Comet | Neural Magic |
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| :-------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------: | :------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------: |
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| 简化 YOLO 工作流程:使用 [Ultralytics HUB](https://hub.ultralytics.com/) 轻松标注、训练和部署。立即试用! | 使用 [Weights & Biases](https://docs.ultralytics.com/integrations/weights-biases/) 跟踪实验、超参数和结果。 | 永久免费的 [Comet ML](https://docs.ultralytics.com/integrations/comet/) 让您保存 YOLO 模型、恢复训练并交互式地可视化预测。 | 使用 [Neural Magic DeepSparse](https://docs.ultralytics.com/integrations/neural-magic/) 将 YOLO 推理速度提高多达 6 倍。 |
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## ⭐ Ultralytics HUB

utils/loggers/clearml/README.md

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1. **Install the ClearML Python package:**
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```bash
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pip install clearml
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```
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```bash
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pip install clearml
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```
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_Note: The `clearml` package is included in the YOLO requirements._
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_Note: The `clearml` package is included in the YOLO requirements._
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2. **Connect the ClearML SDK to your server:**
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[Create credentials](https://app.clear.ml/settings/workspace-configuration) (Settings → Workspace → Create new credentials), then run:
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```bash
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clearml-init
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```
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```bash
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clearml-init
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```
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Follow the prompts to complete setup.
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Follow the prompts to complete setup.
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For a general Ultralytics setup, see the [Quickstart Guide](https://docs.ultralytics.com/quickstart/).
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utils/loggers/comet/README.md

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```shell
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comet optimizer -j \
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utils/loggers/comet/hpo.py <num_workers> utils/loggers/comet/optimizer_config.json
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utils/loggers/comet/hpo.py < num_workers > utils/loggers/comet/optimizer_config.json
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```
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Replace `<num_workers>` with the desired number of parallel processes.

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