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schroneko/cyberagent-calm2-7b-chat.ipynb Secret

Created November 2, 2023 06:38
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cyberagent-calm2-7b-chat.ipynb
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"\u001b[?25hRequirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (1.12)\n",
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"Installing collected packages: safetensors, huggingface-hub, tokenizers, accelerate, transformers\n",
"Successfully installed accelerate-0.24.1 huggingface-hub-0.17.3 safetensors-0.4.0 tokenizers-0.14.1 transformers-4.34.1\n"
]
}
],
"source": [
"!pip install transformers==4.34.1 accelerate"
]
},
{
"cell_type": "code",
"source": [
"import transformers\n",
"from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer\n",
"\n",
"assert transformers.__version__ >= \"4.34.1\"\n",
"\n",
"model = AutoModelForCausalLM.from_pretrained(\"cyberagent/calm2-7b-chat\", device_map=\"auto\", torch_dtype=\"auto\")\n",
"tokenizer = AutoTokenizer.from_pretrained(\"cyberagent/calm2-7b-chat\")\n",
"streamer = TextStreamer(tokenizer, skip_prompt=True, skip_special_tokens=True)\n",
"\n",
"prompt = \"\"\"USER: AIによって私達の暮らしはどのように変わりますか？\n",
"ASSISTANT: \"\"\"\n",
"\n",
"token_ids = tokenizer.encode(prompt, return_tensors=\"pt\")\n",
"output_ids = model.generate(\n",
" input_ids=token_ids.to(model.device),\n",
" max_new_tokens=300,\n",
" do_sample=True,\n",
" temperature=0.8,\n",
" streamer=streamer,\n",
")\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 583,
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},
"id": "n3wGt_1Vt5XL",
"outputId": "0996d7f7-5f8f-42c2-c345-e1f4a3d01465"
},
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
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}
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{
"output_type": "stream",
"name": "stdout",
"text": [
"人工知能（AI）は、人類が直面している最大の課題を解決するための鍵であると言えるでしょう。いくつかの具体的な例を見てみましょう。\n",
"\n",
"1. 医療分野: AIは、医師がより迅速に正確な診断を下し、患者個々に応じた最適な治療を行うのに役立ちます。これにより、病気の治療や予防が可能になります。\n",
"\n",
"2. 物流・配送: AIは、物流業界の無人化・自動化を推進し、時間通りに正確に商品を配送することが可能になります。\n",
"\n",
"3. 金融・投資: AIは、投資判断やリスク管理、保険商品の設計など、金融業界の様々な分野での自動化を推進し、より効率的なサービス提供が可能になります。\n",
"\n",
"4. エンターテインメント: AIは、映画制作や音楽制作など、エンターテインメント業界でも革命を起こしています。ロボットや自動翻訳技術など、様々な面で人の手による作業を支援しています。\n",
"\n",
"5. コミュニケーション: AIは、音声認識や自然言語処理技術の進歩により、会話型のAIアシスタントやチャットボットが、人とのコミュニケーションをより自然なものへと変化させつつあります。\n",
"\n",
"ただし、AIが完全に人間の代わりに働くようになると、人間の雇用が失われる可能性があるという懸念も指摘されています。そのため、AIをより良く活用するためには、AIと人間の共存の道を模索する必要があるでしょう。\n"
]
}
]
}
]
}
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