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README.md
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@@ -3,18 +3,26 @@ license: apache-2.0
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---
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import torch
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from hqq.engine.hf import HQQModelForCausalLM, AutoTokenizer
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from hqq.utils.patching import prepare_for_inference
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model = HQQModelForCausalLM.from_quantized("rohitg/Mixtral-8x22B-Instruct-v0.1-hf-4bit_g64-HQQ", device='cuda')
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tokenizer = AutoTokenizer.from_pretrained('mistralai/Mixtral-8x22B-Instruct-v0.1')
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prepare_for_inference(model, backend="torchao_int4")
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prompt = "<s> [INST] How do I build a car? [/INST] "
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inputs = tokenizer(prompt, return_tensors="pt", add_special_tokens=False)
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outputs = model.generate(**(inputs.to('cuda')), max_new_tokens=1000)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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---
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### Imports
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```python
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import torch
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from hqq.engine.hf import HQQModelForCausalLM, AutoTokenizer
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from hqq.utils.patching import prepare_for_inference
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```
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### Loading Weights
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model = HQQModelForCausalLM.from_quantized("rohitg/Mixtral-8x22B-Instruct-v0.1-hf-4bit_g64-HQQ", device='cuda')
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tokenizer = AutoTokenizer.from_pretrained('mistralai/Mixtral-8x22B-Instruct-v0.1')
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prepare_for_inference(model, backend="torchao_int4")
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### Text Generation
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```python
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prompt = "<s> [INST] How do I build a car? [/INST] "
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inputs = tokenizer(prompt, return_tensors="pt", add_special_tokens=False)
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outputs = model.generate(**(inputs.to('cuda')), max_new_tokens=1000)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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