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Add pipeline usage instructions
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Matthew Hayes 2023-04-12 09:08:16 +00:00 committed by huggingface-web
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@ -24,6 +24,32 @@ high quality instruction following behavior not characteristic of the foundation
[EleutherAI’s](https://www.eleuther.ai/) [Pythia-12b](https://huggingface.co/EleutherAI/pythia-12b) and fine-tuned [EleutherAI’s](https://www.eleuther.ai/) [Pythia-12b](https://huggingface.co/EleutherAI/pythia-12b) and fine-tuned
on a ~15K record instruction corpus generated by Databricks employees and released under a permissive license (CC-BY-SA) on a ~15K record instruction corpus generated by Databricks employees and released under a permissive license (CC-BY-SA)
## Usage
To use the model with the `transformers` library on a machine with GPUs:
```
from transformers import pipeline
instruct_pipeline = pipeline(model="databricks/dolly-v2-12b", trust_remote_code=True, device_map="auto")
```
You can then use the pipeline to answer instructions:
```
instruct_pipeline("Explain to me the difference between nuclear fission and fusion.")
```
To reduce memory usage you can load the model with `bfloat16`:
```
import torch
from transformers import pipeline
instruct_pipeline = pipeline(model="databricks/dolly-v2-12b", torch_dtype=torch.bfloat16, trust_remote_code=True, device_map="auto")
```
## Known Limitations ## Known Limitations
### Performance Limitations ### Performance Limitations