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README.md CHANGED
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  ---
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- license: creativeml-openrail-m
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: apache-2.0
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+ pipeline_tag: text-generation
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+ tags:
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+ - finetuned
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  ---
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+
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+ # Model Card for Mistral-7B-Instruct-v0.1
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+
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+ The Mistral-7B-Instruct-v0.1 Large Language Model (LLM) is a instruct fine-tuned version of the [Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) generative text model using a variety of publicly available conversation datasets.
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+
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+ For full details of this model please read our [release blog post](https://mistral.ai/news/announcing-mistral-7b/)
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+
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+ ## Instruction format
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+
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+ In order to leverage instruction fine-tuning, your prompt should be surrounded by `[INST]` and `[\INST]` tokens. The very first instruction should begin with a begin of sentence id. The next instructions should not. The assistant generation will be ended by the end-of-sentence token id.
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+
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+ E.g.
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+ ```
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+ text = "<s>[INST] What is your favourite condiment? [/INST]"
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+ "Well, I'm quite partial to a good squeeze of fresh lemon juice. It adds just the right amount of zesty flavour to whatever I'm cooking up in the kitchen!</s> "
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+ "[INST] Do you have mayonnaise recipes? [/INST]"
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+ ```
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+
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+ This format is available as a [chat template](https://huggingface.co/docs/transformers/main/chat_templating) via the `apply_chat_template()` method:
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+
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+ ```python
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+
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+ device = "cuda" # the device to load the model onto
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+
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+ model = AutoModelForCausalLM.from_pretrained("mistralai/Mistral-7B-Instruct-v0.1")
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+ tokenizer = AutoTokenizer.from_pretrained("mistralai/Mistral-7B-Instruct-v0.1")
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+
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+ messages = [
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+ {"role": "user", "content": "What is your favourite condiment?"},
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+ {"role": "assistant", "content": "Well, I'm quite partial to a good squeeze of fresh lemon juice. It adds just the right amount of zesty flavour to whatever I'm cooking up in the kitchen!"},
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+ {"role": "user", "content": "Do you have mayonnaise recipes?"}
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+ ]
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+
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+ encodeds = tokenizer.apply_chat_template(messages, return_tensors="pt")
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+
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+ model_inputs = encodeds.to(device)
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+ model.to(device)
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+
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+ generated_ids = model.generate(model_inputs, max_new_tokens=1000, do_sample=True)
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+ decoded = tokenizer.batch_decode(generated_ids)
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+ print(decoded[0])
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+ ```
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+
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+ ## Model Architecture
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+ This instruction model is based on Mistral-7B-v0.1, a transformer model with the following architecture choices:
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+ - Grouped-Query Attention
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+ - Sliding-Window Attention
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+ - Byte-fallback BPE tokenizer
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+
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+ ## Troubleshooting
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+ - If you see the following error:
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+ ```
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+ Traceback (most recent call last):
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+ File "", line 1, in
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+ File "/transformers/models/auto/auto_factory.py", line 482, in from_pretrained
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+ config, kwargs = AutoConfig.from_pretrained(
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+ File "/transformers/models/auto/configuration_auto.py", line 1022, in from_pretrained
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+ config_class = CONFIG_MAPPING[config_dict["model_type"]]
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+ File "/transformers/models/auto/configuration_auto.py", line 723, in getitem
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+ raise KeyError(key)
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+ KeyError: 'mistral'
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+ ```
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+
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+ Installing transformers from source should solve the issue
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+ pip install git+https://github.com/huggingface/transformers
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+
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+ This should not be required after transformers-v4.33.4.
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+
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+ ## Limitations
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+
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+ The Mistral 7B Instruct model is a quick demonstration that the base model can be easily fine-tuned to achieve compelling performance.
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+ It does not have any moderation mechanisms. We're looking forward to engaging with the community on ways to
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+ make the model finely respect guardrails, allowing for deployment in environments requiring moderated outputs.
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+
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+ ## The Mistral AI Team
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+
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+ Albert Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lélio Renard Lavaud, Lucile Saulnier, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timothée Lacroix, William El Sayed.
config.json ADDED
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+ {
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+ "architectures": [
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+ "OpenGPT"
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+ ],
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+ "bos_token_id": 1,
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+ "eos_token_id": 2,
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+ "hidden_act": "OpenGPT",
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+ "hidden_size": 4096,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 14336,
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+ "max_position_embeddings": 32768,
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+ "model_type": "mistral",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 32,
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+ "num_key_value_heads": 8,
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+ "rms_norm_eps": 1e-05,
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+ "rope_theta": 10000.0,
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+ "sliding_window": 4096,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.34.0.dev0",
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+ "use_cache": true,
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+ "vocab_size": 32000
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+ }
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+ "_from_model_config": true,
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+ "eos_token_id": 2,
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+ "transformers_version": "4.34.0.dev0"
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+ }
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