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@@ -23,15 +23,18 @@ cd SnakeAI
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  ## Training curve
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  | Round | 1 | 2 | 3 |
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  | :----------- | :--------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------: |
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- | Traing curve | ![round1](https://user-images.githubusercontent.com/20459298/233120722-d300c250-a07e-44c1-8986-d1f26d48c0f8.png) | ![round2](https://user-images.githubusercontent.com/20459298/233120780-43c9b35b-def6-4a57-b7b4-6599ad594c5c.png) | ![round3](https://user-images.githubusercontent.com/20459298/233120831-deb18303-25ec-4ff8-bafc-4726d1a81af4.png) |
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- | Evaluation | ![round1](https://user-images.githubusercontent.com/20459298/233120884-b0ea6080-8aa4-4382-9ce5-90c22737cdf3.gif) | ![round2](https://user-images.githubusercontent.com/20459298/233121028-f9431608-3833-49d5-9cde-573fdb82c692.gif) | ![round3](https://user-images.githubusercontent.com/20459298/233121080-9a4f2e95-0f49-40cf-91a4-f7f57d4b861f.gif) |
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  | Reward_eat | +2.0 | +2.0 | +2.0 |
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  | Reward_hit | -0.5 | -1.0 | -1.5 |
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  | Reward_bit | -0.8 | -1.5 | -2.0 |
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  | Avg record | ≈19 | ≈23 | ≈28 |
 
 
 
 
 
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  ## Mirror
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  <https://www.modelscope.cn/models/Genius-Society/SnakeAI>
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- ## Reference
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- [1] <https://github.com/Genius-Society/SnakeAI>
 
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  ## Training curve
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  | Round | 1 | 2 | 3 |
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  | :----------- | :--------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------: |
 
 
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  | Reward_eat | +2.0 | +2.0 | +2.0 |
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  | Reward_hit | -0.5 | -1.0 | -1.5 |
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  | Reward_bit | -0.8 | -1.5 | -2.0 |
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  | Avg record | ≈19 | ≈23 | ≈28 |
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+ | Traing curve | ![round1](https://user-images.githubusercontent.com/20459298/233120722-d300c250-a07e-44c1-8986-d1f26d48c0f8.png) | ![round2](https://user-images.githubusercontent.com/20459298/233120780-43c9b35b-def6-4a57-b7b4-6599ad594c5c.png) | ![round3](https://user-images.githubusercontent.com/20459298/233120831-deb18303-25ec-4ff8-bafc-4726d1a81af4.png) |
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+ | Evaluation | ![round1](https://user-images.githubusercontent.com/20459298/233120884-b0ea6080-8aa4-4382-9ce5-90c22737cdf3.gif) | ![round2](https://user-images.githubusercontent.com/20459298/233121028-f9431608-3833-49d5-9cde-573fdb82c692.gif) | ![round3](https://user-images.githubusercontent.com/20459298/233121080-9a4f2e95-0f49-40cf-91a4-f7f57d4b861f.gif) |
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+
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+ ## Report
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+ Download experiment report [here](https://www.modelscope.cn/models/Genius-Society/SnakeAI/resolve/master/report.pdf).
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  ## Mirror
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  <https://www.modelscope.cn/models/Genius-Society/SnakeAI>
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+ ## Thanks
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+ - <https://github.com/Genius-Society/SnakeAI>