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@@ -25,4 +25,11 @@ The example is given in `workflow.py`, users can run the code as follows.
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Run the example by running the following command:
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Run the example by running the following command:
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```bash
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```bash
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python workflow.py dump_and_load_dataset
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python workflow.py dump_and_load_dataset
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```
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```
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## Benchmarks Performance
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### Signal Test
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Here are the results of signal test for benchmark models. We will keep updating benchmark models in future.
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| Model Name | Dataset | IC | ICIR | Rank IC | Rank ICIR | Long precision| Short Precision | Long-Short Average Return | Long-Short Average Sharpe |
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|---|---|---|---|---|---|---|---|---|---|
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| LightGBM | Alpha158 | 0.3042±0.00 | 1.5372±0.00| 0.3117±0.00 | 1.6258±0.00 | 0.6720±0.00 | 0.6870±0.00 | 0.000769±0.00 | 1.0190±0.00 |
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