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@@ -50,23 +50,6 @@ from dual_attention.hf import DualAttnTransformerLM_HFHub
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  DualAttnTransformerLM_HFHub.from_pretrained('awni00/DAT-sa8-ra8-nr32-ns1024-sh8-nkvh4-343M')
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  ```
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- Alternatively, you can download the pytorch checkpoint containing the state dict.
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-
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- To download the PyTorch checkpoint, run:
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- ```wget https://huggingface.co/awni00/DAT-sa8-ra8-nr32-ns1024-sh8-nkvh4-343M/resolve/main/pytorch_checkpoint.pt```
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-
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- Then, you can load model weights via:
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- ```
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- from dual_attention.language_models import DualAttnTransformerLM
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-
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- ckpt = torch.load(ckpt_path)
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- model_config = ckpt['config']
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- model_state_dict = ckpt['model']
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-
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- model = DualAttnTransformerLM(**model_config)
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- model.load_state_dict(model_state_dict)
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- ```
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-
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  ## Training Details
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  The model was trained using the following setup:
 
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  DualAttnTransformerLM_HFHub.from_pretrained('awni00/DAT-sa8-ra8-nr32-ns1024-sh8-nkvh4-343M')
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  ```
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  ## Training Details
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  The model was trained using the following setup: