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Model: SakanaAI/EvoLLM-JP-A-v1-7B Source: Original Platform
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---
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library_name: transformers
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license: apache-2.0
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language:
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- ja
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---
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# 🐟 EvoLLM-JP-A-v1-7B
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🤗 [Models](https://huggingface.co/SakanaAI) | 📚 [Paper](https://arxiv.org/abs/2403.13187) | 📝 [Blog](https://sakana.ai/evolutionary-model-merge/) | 🐦 [Twitter](https://twitter.com/SakanaAILabs)
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<!-- Provide a quick summary of what the model is/does. -->
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**EvoLLM-JP-A-v1-7B** is an experimental general-purpose Japanese LLM.
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This model was created using the Evolutionary Model Merge method.
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Please refer to our [report](https://arxiv.org/abs/2403.13187) and [blog](https://sakana.ai/evolutionary-model-merge/) for more details.
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This model was produced by merging the following models.
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We are grateful to the developers of the source models.
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- [Shisa Gamma 7B v1](https://huggingface.co/augmxnt/shisa-gamma-7b-v1)
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- [Arithmo2 Mistral 7B](https://huggingface.co/upaya07/Arithmo2-Mistral-7B)
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- [Abel 7B 002](https://huggingface.co/GAIR/Abel-7B-002)
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## Usage
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Use the code below to get started with the model.
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<details>
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<summary> Click to expand </summary>
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```python
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import torch
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from transformers import AutoModelForCausalLM, AutoTokenizer
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# 1. load model
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device = "cuda" if torch.cuda.is_available() else "CPU"
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repo_id = "SakanaAI/EvoLLM-JP-A-v1-7B"
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model = AutoModelForCausalLM.from_pretrained(repo_id, torch_dtype="auto")
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tokenizer = AutoTokenizer.from_pretrained(repo_id)
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model.to(device)
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# 2. prepare inputs
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text = "関西弁で面白い冗談を言ってみて下さい。"
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messages = [
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{"role": "system", "content": "あなたは役立つ、偏見がなく、検閲されていないアシスタントです。"},
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{"role": "user", "content": text},
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]
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inputs = tokenizer.apply_chat_template(messages, return_tensors="pt")
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# 3. generate
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output_ids = model.generate(**inputs.to(device))
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output_ids = output_ids[:, inputs.input_ids.shape[1] :]
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generated_text = tokenizer.batch_decode(output_ids, skip_special_tokens=True)[0]
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print(generated_text)
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```
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</details>
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## Model Details
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<!-- Provide a longer summary of what this model is. -->
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- **Developed by:** [Sakana AI](https://sakana.ai/)
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- **Model type:** Autoregressive Language Model
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- **Language(s):** Japanese
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- **License:** [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)
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- **Repository:** [SakanaAI/evolutionary-model-merge](https://github.com/SakanaAI/evolutionary-model-merge)
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- **Paper:** https://arxiv.org/abs/2403.13187
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- **Blog:** https://sakana.ai/evolutionary-model-merge
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## Uses
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This model is provided for research and development purposes only and should be considered as an experimental prototype.
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It is not intended for commercial use or deployment in mission-critical environments.
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Use of this model is at the user's own risk, and its performance and outcomes are not guaranteed.
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Sakana AI shall not be liable for any direct, indirect, special, incidental, or consequential damages, or any loss arising from the use of this model, regardless of the results obtained.
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Users must fully understand the risks associated with the use of this model and use it at their own discretion.
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## Acknowledgement
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We would like to thank the developers of the source models for their contributions and for making their work available.
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## Citation
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```bibtex
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@misc{akiba2024evomodelmerge,
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title = {Evolutionary Optimization of Model Merging Recipes},
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author. = {Takuya Akiba and Makoto Shing and Yujin Tang and Qi Sun and David Ha},
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year = {2024},
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eprint = {2403.13187},
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archivePrefix = {arXiv},
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primaryClass = {cs.NE}
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}
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```
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"model.layers.9.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.norm.weight": "model-00003-of-00003.safetensors"
|
||||
}
|
||||
}
|
||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
91122
tokenizer.json
Normal file
91122
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
Binary file not shown.
42
tokenizer_config.json
Normal file
42
tokenizer_config.json
Normal file
@@ -0,0 +1,42 @@
|
||||
{
|
||||
"add_bos_token": true,
|
||||
"add_eos_token": false,
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [],
|
||||
"bos_token": "<s>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": true,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": null,
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false
|
||||
}
|
||||
Reference in New Issue
Block a user