update
Browse files- README.md +99 -0
- config.json +27 -0
- gptq_model-4bit-128g.safetensors +3 -0
- quantize_config.json +11 -0
- rinna.png +0 -0
- special_tokens_map.json +23 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +39 -0
README.md
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---
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thumbnail: https://github.com/rinnakk/japanese-pretrained-models/blob/master/rinna.png
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license: llama2
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datasets:
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- mc4
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- cc100
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- oscar
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- wikipedia
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- EleutherAI/pile
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language:
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- ja
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- en
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inference: false
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---
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# `rinna/youri-7b-gptq`
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![rinna-icon](./rinna.png)
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# Overview
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`rinna/youri-7b-gptq` is the quantized model for [`rinna/youri-7b`](https://huggingface.co/rinna/youri-7b) using AutoGPTQ. The quantized version is 4x smaller than the original model and thus requires less memory and provides faster inference.
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* **Library**
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Refer to the [original model](https://huggingface.co/rinna/youri-7b) for library details.
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* **Model architecture**
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Refer to the [original model](https://huggingface.co/rinna/youri-7b) for architecture details.
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* **Continual pre-training**
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Refer to the [original model](https://huggingface.co/rinna/youri-7b) for pre-training details.
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* **Authors**
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- [Toshiaki Wakatsuki](https://huggingface.co/t-w)
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- [Tianyu Zhao](https://huggingface.co/tianyuz)
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- [Kei Sawada](https://huggingface.co/keisawada)
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---
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# Benchmarking
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Our evaluation experiments show that the quantization yields slight performance degradation on downstream tasks.
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Results will be updated soon.
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---
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# How to use the model
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~~~~python
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import torch
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from transformers import AutoTokenizer
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from auto_gptq import AutoGPTQForCausalLM
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tokenizer = AutoTokenizer.from_pretrained("rinna/youri-7b-gptq")
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model = AutoGPTQForCausalLM.from_quantized("rinna/youri-7b-gptq", use_safetensors=True)
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text = "西田幾多郎は、"
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token_ids = tokenizer.encode(text, add_special_tokens=False, return_tensors="pt")
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with torch.no_grad():
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output_ids = model.generate(
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input_ids=token_ids.to(model.device),
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max_new_tokens=200,
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min_new_tokens=200,
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do_sample=True,
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temperature=1.0,
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top_p=0.95,
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pad_token_id=tokenizer.pad_token_id,
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bos_token_id=tokenizer.bos_token_id,
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eos_token_id=tokenizer.eos_token_id
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)
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output = tokenizer.decode(output_ids.tolist()[0])
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print(output)
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~~~~
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---
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# Tokenization
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The model uses the original llama-2 tokenizer.
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---
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# How to cite
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~~~
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@misc{RinnaYouri7bGPTQ,
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url={https://huggingface.co/rinna/youri-7b-gptq},
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title={rinna/youri-7b-gptq},
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author={Wakatsuki, Toshiaki and Zhao, Tianyu and Sawada, Kei}
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}
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~~~
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---
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# License
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[The llama2 license](https://ai.meta.com/llama/license/)
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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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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"rope_theta": 10000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.34.1",
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"use_cache": true,
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"vocab_size": 32000
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}
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gptq_model-4bit-128g.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ac39727e2223dcc453ff57aec70f0111c5024f8a8051516a3e651244c58a7250
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size 3896714728
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quantize_config.json
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{
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"bits": 4,
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"group_size": 128,
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"damp_percent": 0.01,
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"desc_act": false,
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"static_groups": false,
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"sym": true,
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"true_sequential": true,
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"model_name_or_path": null,
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"model_file_base_name": null
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}
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rinna.png
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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See raw diff
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
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size 499723
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"legacy": false,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": null,
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"padding_side": "right",
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"sp_model_kwargs": {},
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"tokenizer_class": "LlamaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": true
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}
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