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README.md
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license: mit
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license: mit
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language:
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- ja
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# Overview
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This model generates text like viewer comments in live streaming, such as Youtube Live.
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This model was trained on [rinna/japanese-gpt-neox-3.6b-instruction-ppo](https://huggingface.co/rinna/japanese-gpt-neox-3.6b-instruction-ppo) using Lora.
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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, AutoModelForCausalLM
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tokenizer = AutoTokenizer.from_pretrained("rinna/japanese-gpt-neox-3.6b-instruction-ppo", use_fast=False)
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model = AutoModelForCausalLM.from_pretrained("rinna/japanese-gpt-neox-3.6b-instruction-ppo", torch_dtype=torch.float16, device_map="auto")
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from peft import PeftModel
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peft_model = PeftModel.from_pretrained(model, "oshizo/comment-generation-japanese-3.6b-lora", device_map="auto")
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prompt = f"ユーザー: 今朝うちの小さな畑でトマトがね、いい感じに赤くなってたんだよね。そのまま通学路を歩いてたんだけどさ、一つちぎって弁当に入れておけば良かっな~と思って。トマト可愛くて好き。<NL>システム: "
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token_ids = tokenizer.encode(prompt, 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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token_ids.to(model.device),
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do_sample=True,
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max_new_tokens=32,
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num_return_sequences=4,
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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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for output in output_ids.tolist():
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print(tokenizer.decode(output[token_ids.size(1):], skip_special_tokens=True))
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# これから剥くの面倒くさいよ<NL>
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# なんやその可愛い好きは<NL>
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# 冷やしておくと美味しいよな<NL>
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# 食レポ具体的に<NL>
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~~~~
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