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@@ -95,7 +95,7 @@ The hidden representation associated to the input batch of configurations can be
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  ```python
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  wf = FlaxAutoModel.from_pretrained("nqs-models/j1j2_square_10x10", trust_remote_code=True, return_z=True)
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- z = wf.__call__(wf.params, samples)
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  ```
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  #### Training Hyperparameters
 
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  ```python
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  wf = FlaxAutoModel.from_pretrained("nqs-models/j1j2_square_10x10", trust_remote_code=True, return_z=True)
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+ z = wf(wf.params, samples)
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  ```
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  #### Training Hyperparameters