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.gitignore ADDED
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+ checkpoint-*/
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+
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+ tmp*
README.md ADDED
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+ ---
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+ language:
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+ - fr
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+ pipeline_tag: text-generation
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+ library_name: transformers
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+ inference: false
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+ tags:
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+ - LLM
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+ - llama
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+ - llama-2
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+ ---
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+
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+ <p align="center" width="100%">
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+ <img src="https://huggingface.co/bofenghuang/vigogne-2-13b-instruct/resolve/main/vigogne_logo.png" alt="Vigogne" style="width: 40%; min-width: 300px; display: block; margin: auto;">
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+ </p>
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+
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+ # Vigogne-2-13B-Instruct: A Llama-2 based French instruction-following model
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+
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+ Vigogne-2-13B-Instruct is a model based on [LLaMA-2-13B](https://ai.meta.com/llama) that has been fine-tuned to follow French instructions.
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+
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+ For more information, please visit the Github repo: https://github.com/bofenghuang/vigogne
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+
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+ **Usage and License Notices**: Vigogne-2-13B-Instruct follows the same usage policy as Llama-2, which can be found [here](https://ai.meta.com/llama/use-policy).
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+
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+ ## Usage
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+
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+ ```python
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+ import torch
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+ from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig
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+ from vigogne.preprocess import generate_instruct_prompt
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+
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+ model_name_or_path = "bofenghuang/vigogne-2-13b-instruct"
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+ tokenizer = AutoTokenizer.from_pretrained(model_name_or_path, padding_side="right", use_fast=False)
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+ model = AutoModelForCausalLM.from_pretrained(model_name_or_path, torch_dtype=torch.float16, device_map="auto")
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+
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+ user_query = "Expliquez la différence entre DoS et phishing."
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+ prompt = generate_instruct_prompt(user_query)
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+ input_ids = tokenizer(prompt, return_tensors="pt")["input_ids"].to(model.device)
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+ input_length = input_ids.shape[1]
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+
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+ generated_outputs = model.generate(
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+ input_ids=input_ids,
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+ generation_config=GenerationConfig(
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+ temperature=0.1,
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+ do_sample=True,
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+ repetition_penalty=1.0,
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+ max_new_tokens=512,
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+ ),
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+ return_dict_in_generate=True,
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+ )
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+ generated_tokens = generated_outputs.sequences[0, input_length:]
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+ generated_text = tokenizer.decode(generated_tokens, skip_special_tokens=True)
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+ print(generated_text)
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+ ```
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+
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+ You can also infer this model by using the following Google Colab Notebook.
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+
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+ <a href="https://colab.research.google.com/github/bofenghuang/vigogne/blob/main/notebooks/infer_instruct.ipynb" target="_blank"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
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+
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+ ## Example Outputs
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+
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+ *todo*
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+
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+ ## Limitations
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+
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+ Vigogne is still under development, and there are many limitations that have to be addressed. Please note that it is possible that the model generates harmful or biased content, incorrect information or generally unhelpful answers.
config.json ADDED
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+ {
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+ "_name_or_path": "meta-llama/Llama-2-13b-hf",
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ ],
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+ "bos_token_id": 1,
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+ "hidden_act": "silu",
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+ "intermediate_size": 13824,
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+ "max_position_embeddings": 4096,
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+ "model_type": "llama",
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+ "num_attention_heads": 40,
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+ "num_hidden_layers": 40,
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+ "num_key_value_heads": 40,
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+ "pad_token_id": 0,
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+ "pretraining_tp": 1,
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+ "rms_norm_eps": 1e-05,
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+ "rope_scaling": null,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float16",
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+ "transformers_version": "4.32.0.dev0",
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+ "use_cache": true,
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+ "vocab_size": 32000
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+ }
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+ "temperature": 0.9,
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+ "transformers_version": "4.32.0.dev0"
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