daking vchiley commited on
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a140647
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add text-generation pipeline example with autocast (#47)

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- add text-generation pipeline example with autocast (2faa761bc10cdff64021541e93fa9b2f67482bf6)


Co-authored-by: Vitaliy Chiley <vchiley@users.noreply.huggingface.co>

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  1. README.md +16 -0
README.md CHANGED
@@ -102,6 +102,22 @@ from transformers import AutoTokenizer
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  tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-neox-20b")
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  ```
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  ### Formatting
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  This model was trained on data formatted in the dolly-15k format:
 
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  tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-neox-20b")
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  ```
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+ The model can then be used, for example, within a text-generation pipeline.
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+ Note: when running Torch modules in lower precision, it is best practice to use the [torch.autocast context manager](https://pytorch.org/docs/stable/amp.html).
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+
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+ ```python
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+ from transformers import pipeline
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+
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+ pipe = pipeline('text-generation', model=model, tokenizer=tokenizer, device='cuda:0')
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+
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+ with torch.autocast('cuda', dtype=torch.bfloat16):
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+ print(
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+ pipe('Here is a recipe for vegan banana bread:\n',
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+ max_new_tokens=100,
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+ do_sample=True,
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+ use_cache=True))
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+ ```
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+
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  ### Formatting
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  This model was trained on data formatted in the dolly-15k format: