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# vicuna-7b-v1.5_a13650666788876288723125
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---
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inference: false
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license: llama2
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---
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vicuna-7b-v1.5
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# Vicuna Model Card
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## Model Details
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Vicuna is a chat assistant trained by fine-tuning Llama 2 on user-shared conversations collected from ShareGPT.
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- **Developed by:** [LMSYS](https://lmsys.org/)
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- **Model type:** An auto-regressive language model based on the transformer architecture
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- **License:** Llama 2 Community License Agreement
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- **Finetuned from model:** [Llama 2](https://arxiv.org/abs/2307.09288)
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### Model Sources
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- **Repository:** https://github.com/lm-sys/FastChat
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- **Blog:** https://lmsys.org/blog/2023-03-30-vicuna/
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- **Paper:** https://arxiv.org/abs/2306.05685
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- **Demo:** https://chat.lmsys.org/
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## Uses
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The primary use of Vicuna is research on large language models and chatbots.
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The primary intended users of the model are researchers and hobbyists in natural language processing, machine learning, and artificial intelligence.
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## How to Get Started with the Model
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- Command line interface: https://github.com/lm-sys/FastChat#vicuna-weights
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- APIs (OpenAI API, Huggingface API): https://github.com/lm-sys/FastChat/tree/main#api
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## Training Details
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Vicuna v1.5 is fine-tuned from Llama 2 with supervised instruction fine-tuning.
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The training data is around 125K conversations collected from ShareGPT.com.
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See more details in the "Training Details of Vicuna Models" section in the appendix of this [paper](https://arxiv.org/pdf/2306.05685.pdf).
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## Evaluation
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![Evaluation Results](https://github.com/lm-sys/lm-sys.github.io/blob/main/public/images/webdata/vicuna_v1.5_eval.png?raw=true)
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Vicuna is evaluated with standard benchmarks, human preference, and LLM-as-a-judge. See more details in this [paper](https://arxiv.org/pdf/2306.05685.pdf) and [leaderboard](https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard).
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## Difference between different versions of Vicuna
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See [vicuna_weights_version.md](https://github.com/lm-sys/FastChat/blob/main/docs/vicuna_weights_version.md)
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{
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"_name_or_path": "vicuna-7b-v1.5",
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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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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 4096,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 32,
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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": "4.31.0",
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"use_cache": true,
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"vocab_size": 32000
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}
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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{
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"bos_token_id": 1,
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"max_length": 4096,
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"pad_token_id": 0,
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"temperature": 0.9,
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"top_p": 0.6,
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"transformers_version": "4.31.0"
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}
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||||||
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||||||
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||||||
|
}
|
||||||
|
}
|
|
@ -0,0 +1,24 @@
|
||||||
|
{
|
||||||
|
"bos_token": {
|
||||||
|
"content": "<s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
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"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
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||||||
|
"eos_token": {
|
||||||
|
"content": "</s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"pad_token": "<unk>",
|
||||||
|
"unk_token": {
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|
"content": "<unk>",
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"single_word": false
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}
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}
|
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|
@ -0,0 +1,35 @@
|
||||||
|
{
|
||||||
|
"add_bos_token": true,
|
||||||
|
"add_eos_token": false,
|
||||||
|
"bos_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "<s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "</s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"legacy": false,
|
||||||
|
"model_max_length": 4096,
|
||||||
|
"pad_token": null,
|
||||||
|
"padding_side": "right",
|
||||||
|
"sp_model_kwargs": {},
|
||||||
|
"tokenizer_class": "LlamaTokenizer",
|
||||||
|
"unk_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "<unk>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
Loading…
Reference in New Issue