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README.md

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@@ -309,19 +309,19 @@ Qlib provides a tool named `qrun` to run the whole workflow automatically (inclu
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2. Graphical Reports Analysis: Run `examples/workflow_by_code.ipynb` with `jupyter notebook` to get graphical reports
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- Forecasting signal (model prediction) analysis
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- Cumulative Return of groups
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![Cumulative Return](http://fintech.msra.cn/images_v070/analysis/analysis_model_cumulative_return.png?v=0.1)
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![Cumulative Return](https://github.com/microsoft/qlib/blob/main/docs/_static/img/analysis/analysis_model_cumulative_return.png)
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- Return distribution
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![long_short](http://fintech.msra.cn/images_v070/analysis/analysis_model_long_short.png?v=0.1)
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![long_short](https://github.com/microsoft/qlib/blob/main/docs/_static/img/analysis/analysis_model_long_short.png)
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- Information Coefficient (IC)
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![Information Coefficient](http://fintech.msra.cn/images_v070/analysis/analysis_model_IC.png?v=0.1)
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![Monthly IC](http://fintech.msra.cn/images_v070/analysis/analysis_model_monthly_IC.png?v=0.1)
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![IC](http://fintech.msra.cn/images_v070/analysis/analysis_model_NDQ.png?v=0.1)
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![Information Coefficient](https://github.com/microsoft/qlib/blob/main/docs/_static/img/analysis/analysis_model_IC.png)
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![Monthly IC](https://github.com/microsoft/qlib/blob/main/docs/_static/img/analysis/analysis_model_monthly_IC.png)
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![IC](https://github.com/microsoft/qlib/blob/main/docs/_static/img/analysis/analysis_model_NDQ.png)
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- Auto Correlation of forecasting signal (model prediction)
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![Auto Correlation](http://fintech.msra.cn/images_v070/analysis/analysis_model_auto_correlation.png?v=0.1)
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![Auto Correlation](https://github.com/microsoft/qlib/blob/main/docs/_static/img/analysis/analysis_model_auto_correlation.png)
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- Portfolio analysis
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- Backtest return
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![Report](http://fintech.msra.cn/images_v070/analysis/report.png?v=0.1)
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![Report](https://github.com/microsoft/qlib/blob/main/docs/_static/img/analysis/report.png)
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<!--
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- Score IC
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![Score IC](docs/_static/img/score_ic.png)
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Join IM discussion groups:
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|[Gitter](https://gitter.im/Microsoft/qlib)|
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|----|
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|![image](http://fintech.msra.cn/images_v070/qrcode/gitter_qr.png)|
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|![image](https://github.com/microsoft/qlib/blob/main/docs/_static/img/qrcode/gitter_qr.png)|
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# Contributing
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We appreciate all contributions and thank all the contributors!

qlib/contrib/model/pytorch_hist.py

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raise ValueError("Empty data from dataset, please check your dataset config.")
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if not os.path.exists(self.stock2concept):
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url = "http://fintech.msra.cn/stock_data/downloads/qlib_csi300_stock2concept.npy"
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url = "https://github.com/SunsetWolf/qlib_dataset/releases/download/v0/qlib_csi300_stock2concept.npy"
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urllib.request.urlretrieve(url, self.stock2concept)
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stock_index = np.load(self.stock_index, allow_pickle=True).item()

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