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Created November 2, 2023 06:42
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cyberagent-calm2-7b.ipynb
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"Requirement already satisfied: transformers==4.34.1 in /usr/local/lib/python3.10/dist-packages (4.34.1)\n",
"Requirement already satisfied: accelerate in /usr/local/lib/python3.10/dist-packages (0.24.1)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (3.12.4)\n",
"Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (0.17.3)\n",
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (1.23.5)\n",
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (23.2)\n",
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (6.0.1)\n",
"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (2023.6.3)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (2.31.0)\n",
"Requirement already satisfied: tokenizers<0.15,>=0.14 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (0.14.1)\n",
"Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (0.4.0)\n",
"Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers==4.34.1) (4.66.1)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate) (5.9.5)\n",
"Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (2.1.0+cu118)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->transformers==4.34.1) (2023.6.0)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->transformers==4.34.1) (4.5.0)\n",
"Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (1.12)\n",
"Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.2)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.1.2)\n",
"Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (2.1.0)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.34.1) (3.3.1)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.34.1) (3.4)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.34.1) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.34.1) (2023.7.22)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate) (2.1.3)\n",
"Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate) (1.3.0)\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\", device_map=\"auto\", torch_dtype=\"auto\")\n",
"tokenizer = AutoTokenizer.from_pretrained(\"cyberagent/calm2-7b\")\n",
"streamer = TextStreamer(tokenizer, skip_prompt=True, skip_special_tokens=True)\n",
"\n",
"prompt = \"AIによって私達の暮らしは、\"\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=100,\n",
" do_sample=True,\n",
" temperature=0.9,\n",
" streamer=streamer,\n",
")\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 394,
"referenced_widgets": [
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},
"id": "nPuHLf7Ytf9M",
"outputId": "e1617dea-dac5-4766-8ee6-2d7d0fb08e8e"
},
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "9431d6e82de64648801da64a774dd1ee"
}
},
"metadata": {}
},
{
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}
},
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},
{
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{
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],
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{
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"metadata": {}
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}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"より快適で便利なものになっていくと言われています。\n",
"ですが、便利になる反面、人工知能によって職が奪われるのではというような不安を抱えている人も少なくはないと思います。\n",
"私達が人工知能とどう向き合っていかなければならないのか。\n",
"人工知能によって奪われる仕事、奪われない仕事について考察していきます。\n",
"人工知能で奪われる仕事の筆頭に上げられるのは、やはり事務の仕事ではないでしょうか。\n",
"例えば、事務の仕事がロボットにとって代わられると仮定した場合をシミュレーションしてみましょう。\n",
"\n"
]
}
]
}
]
}
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