ayoubkirouane
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README.md
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- mistral
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- mergekit
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- merge
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- mistral
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- mergekit
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- merge
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---
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## Mistral-Depth-UP-Scaled-9B
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An auto-regressive causal LM created by combining 2x finetuned mistral 7B into one.
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## Benchmarks
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Coming soon.
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## Usage :
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``` python
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# Load in4Bit
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from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig
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import torch
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nf4_config = BitsAndBytesConfig(
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load_in_4bit=True,
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bnb_4bit_quant_type="nf4",
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bnb_4bit_use_double_quant=True,
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bnb_4bit_compute_dtype=torch.bfloat16
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)
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model = AutoModelForCausalLM.from_pretrained(
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"ayoubkirouane/Mistral-Depth-UP-Scaled-9B",
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device_map='auto',
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quantization_config=nf4_config,
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use_cache=False
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)
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tokenizer = AutoTokenizer.from_pretrained("ayoubkirouane/Mistral-Depth-UP-Scaled-9B")
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tokenizer.pad_token = tokenizer.eos_token
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tokenizer.padding_side = "right"
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def generate_response(prompt, model , max_new_tokens):
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encoded_input = tokenizer(prompt, return_tensors="pt", add_special_tokens=True)
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model_inputs = encoded_input.to('cuda')
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generated_ids = model.generate(**model_inputs, max_new_tokens=max_new_tokens, do_sample=True, pad_token_id=tokenizer.eos_token_id)
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decoded_output = tokenizer.batch_decode(generated_ids)
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return decoded_output[0].replace(prompt, "")
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generate_response(prompt="What is GANs ?", model=model , max_new_tokens=100)
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```
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