{"id":4232,"date":"2024-05-23T16:07:33","date_gmt":"2024-05-23T07:07:33","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=4232"},"modified":"2025-02-05T12:34:25","modified_gmt":"2025-02-05T03:34:25","slug":"%e3%80%90%e5%88%9d%e5%bf%83%e8%80%85%e5%90%91%e3%81%91%e3%80%91opencalm-%e3%81%a8%e3%81%af%ef%bc%9f%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%a8python%e3%81%ae%e3%82%b5%e3%83%b3%e3%83%97%e3%83%ab%e3%82%b3","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=4232","title":{"rendered":"\u3010\u521d\u5fc3\u8005\u5411\u3051\u3011OpenCALM \u3068\u306f\uff1f\u4f7f\u3044\u65b9\u3068Python\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u7528\u3044\u3066\u89e3\u8aac\uff01"},"content":{"rendered":"\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-0\">\u306f\u3058\u3081\u306b<\/a>  <\/li>  <li>    <a href=\"#i-1\">OpenCALM\u3068\u306f\uff1f<\/a>  <\/li>  <li>    <a href=\"#i-2\">\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a>  <\/li>  <li>    <a href=\"#i-3\">\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8<\/a>  <\/li>  <li>    <a href=\"#i-4\">\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u6e96\u5099<\/a>  <\/li>  <li>    <a href=\"#i-5\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5ba3\u8a00<\/a>  <\/li>  <li>    <a href=\"#i-6\">\u8cea\u554f\u3092\u5b9f\u884c<\/a>  <\/li>  <li>    <a href=\"#i-7\">\u56de\u7b54\u3092\u53d6\u5f97\u30fb\u8868\u793a<\/a>  <\/li>  <li>    <a href=\"#i-8\">\u5b9f\u969b\u306e\u89e3\u7b54\u4f8b<\/a>  <\/li>  <li>    <a href=\"#i-9\">\u89e3\u91c8<\/a>  <\/li>  <li>    <a href=\"#i-10\">\u6700\u5f8c\u306b<\/a>  <\/li>  <li>    <a href=\"#i-11\">\u2728\u751f\u6210AI\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/a>  <\/li>  <li class=\"last\">    <a href=\"#i-12\">AI\u30b9\u30ad\u30eb\u3092\u52b9\u7387\u3088\u304f\u8eab\u306b\u3064\u3051\u308b\u306b\u306f<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-0\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001OpenCALM\uff08\u30aa\u30fc\u30d7\u30f3\u30ab\u30fc\u30e0\uff09\u3068\u306f\u4f55\u304b\u3092\u89e3\u8aac\u3057\u3001\u305d\u306e\u5f8cOpenCALM\u30e2\u30c7\u30eb\u306b\u8cea\u554f\u3092\u884c\u3044\u56de\u7b54\u3092\u5f97\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\u4eca\u56de\u306fGoogle Colabratory\uff08\u4ee5\u4e0b\u3001Colab\u3068\u7565\u8a18\uff09\u3092\u74b0\u5883\u3068\u3057\u3066\u4f7f\u3063\u3066\u3044\u304d\u307e\u3059\u3002Colab\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u306f<a href=\"https:\/\/aiacademy.jp\/texts\/show\/?id=857&amp;context=subject-dev\">\u3053\u3061\u3089<\/a>\u3092\u3054\u53c2\u8003\u304f\u3060\u3055\u3044\u3002\u3088\u308a\u8a73\u7d30\u306a\u5185\u5bb9\u306b\u3064\u3044\u3066\u5b66\u3073\u305f\u3044\u65b9\u306f<a href=\"https:\/\/aiacademy.jp\/bootcamp\/course\/?id=llm\">LLM\u30a2\u30d7\u30ea\u958b\u767a\u30b3\u30fc\u30b9<\/a>\u3092\u3054\u53d7\u8b1b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-1\">OpenCALM\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>\u682a\u5f0f\u4f1a\u793e\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u958b\u767a\u3057\u305f\u3001\u65e5\u672c\u8a9e\u306b\u7279\u5316\u3057\u305fLLM\u3067\u3059\u3002\u3044\u304f\u3064\u304b\u306e\u7570\u306a\u308b\u30e2\u30c7\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u3067\u30b9\u30da\u30c3\u30af\u304c\u7570\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u793e\u304c\u51fa\u3057\u305f\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u306f<a href=\"https:\/\/www.cyberagent.co.jp\/news\/detail\/id=28817\" rel=\"nofollow noopener\" target=\"_blank\">\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u65e9\u901f\u4f7f\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-2\">\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n\n\n<div id=\"id-43650a9e-b90b-4169-bf93-b7089f5aa434\">\n<figure class=\"wp-block-table\"><table><tbody><tr><td>!pip install transformers accelerate<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8<\/h2>\n\n\n<div id=\"id-e17af8f8-d2d6-4743-8a9e-5afb3aa81123\">\n<figure class=\"wp-block-table\"><table><tbody><tr><td>import torch<br>from transformers import AutoModelForCausalLM, AutoTokenizer<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u6e96\u5099<\/h2>\n\n\n<div id=\"id-27223b4f-84ce-4340-bee1-5ea24301e15c\">\n<figure class=\"wp-block-table\"><table><tbody><tr><td>model = AutoModelForCausalLM.from_pretrained(<br>&nbsp; &nbsp; cyberagent\/open-calm-large,<br>&nbsp; &nbsp; device_map=auto,<br>&nbsp; &nbsp; torch_dtype=torch.float32<br>)<br><br><em># \u4eca\u56de\u4f7f\u7528\u3059\u308bOpenCALM\u306f\u201dlarge\u201d<\/em><br>tokenizer = AutoTokenizer.from_pretrained(cyberagent\/open-calm-large)<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-5\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5ba3\u8a00<\/h2>\n\n\n<div id=\"id-50bbfdd2-4745-4744-ae5b-5b74fa50e653\">\n<figure class=\"wp-block-table\"><table><tbody><tr><td>prompt = \u201cQ:\u3000\u7bb1\u6839\u99c5\u4f1d\u306f\u6bce\u5e74\u3044\u3064\u9803\u958b\u50ac\u3055\u308c\u3066\u3044\u308b\uff1f\\nA:\u3000\u7bb1\u6839\u99c5\u4f1d\u306f\u3001\u201d<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-6\">\u8cea\u554f\u3092\u5b9f\u884c<\/h2>\n\n\n<div id=\"id-7277431a-0aa6-4a29-a244-f0a85671e89a\">\n<figure class=\"wp-block-table\"><table><tbody><tr><td>inputs = tokenizer(prompt, return_tensors=\u201dpt\u201d).to(model.device)<br>with torch.no_grad():<br>&nbsp; &nbsp; tokens = model.generate(<br>&nbsp; &nbsp; &nbsp; &nbsp; **inputs,<br>&nbsp; &nbsp; &nbsp; &nbsp; max_new_tokens=64, do_sample=True,<br>&nbsp; &nbsp; &nbsp; &nbsp; temperature=0.7, pad_token_id=tokenizer.pad_token_id,<br>&nbsp; &nbsp; )<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-7\">\u56de\u7b54\u3092\u53d6\u5f97\u30fb\u8868\u793a<\/h2>\n\n\n<div id=\"id-19814410-cc62-4430-b46c-1a8ea711c2fd\">\n<figure class=\"wp-block-table\"><table><tbody><tr><td>output = tokenizer.decode(token[0], skip_special_tokens=True)<br>print(output)<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-8\">\u5b9f\u969b\u306e\u89e3\u7b54\u4f8b<\/h2>\n\n\n<div id=\"id-7ebc0c54-4b21-4576-acbf-8ef7102321b9\">\n<figure class=\"wp-block-table\"><table><tbody><tr><td>Q: \u7bb1\u6839\u99c5\u4f1d\u306f\u6bce\u5e74\u3044\u3064\u9803\u958b\u50ac\u3055\u308c\u3066\u3044\u308b?<br>A: \u7bb1\u6839\u99c5\u4f1d\u306f\u30011\u67082\u65e5\u301c3\u65e5\u958b\u50ac\u3067\u3059\u3002\u5f80\u8def\u306f12\u670831\u65e5<em>(\u65e5)<\/em>\u306b\u6771\u4eac\u3092\u51fa\u767a\u3057\u30013\u65e5<em>(\u65e5)<\/em>\u306b\u6700\u7d42\u306e\u5f80\u8def\u30b4\u30fc\u30eb\u7bb1\u6839\u306b\u5230\u7740\u3057\u307e\u3059\u3002\u5fa9\u8def\u306f6\u65e5<em>(\u6c34)<\/em>\u306b\u6771\u4eac\u3092\u51fa\u767a\u3057\u30018\u65e5<em>(\u91d1)<\/em>\u306b\u6771\u4eac\u306b\u5230\u7740\u3057\u307e\u3059\u3002<br>Q: \u7bb1\u6839<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-9\">\u89e3\u91c8<\/h2>\n\n\n\n<p>\u5f8c\u534a\u306f\u8aa4\u308a\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u304c\u3001\u6700\u521d\u306e\u4e00\u6587\u3067\u6b63\u7b54\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u7cbe\u5ea6\u5411\u4e0a\u306f\u3001\u4eca\u5f8c\u306e\u8ab2\u984c\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001OpenCALM\u306b\u9650\u3089\u305a\u65b0\u3057\u3044LLM\u3082\u4eca\u5f8c\u6570\u591a\u304f\u51fa\u3066\u304f\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u65e5\u672c\u8a9e\u7279\u5316\u306eLLM\u306f\u3088\u308a\u76db\u308a\u4e0a\u304c\u3063\u3066\u3044\u304f\u3082\u306e\u3068\u601d\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-10\">\u6700\u5f8c\u306b<\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001OpenCALM\u3068\u306f\u4f55\u304b\u3068\u3001OpenCALM\u3092\u7528\u3044\u3066\u8cea\u554f\u3068\u56de\u7b54\u3092\u5f97\u308b\u3068\u3053\u308d\u307e\u3067\u306e\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305c\u3072\u3001\u65e5\u672c\u8a9e\u7279\u5316LLM\u3067\u3042\u308bOpenCALM\u3092\u7528\u3044\u3066\u69d8\u3005\u306a\u5b9f\u88c5\u3092\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-11\">\u2728\u751f\u6210AI\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/h2>\n\n\n\n<p>\u751f\u6210AI\u306e\u6982\u8981\u3084ChatGPT\u306e\u57fa\u790e\u64cd\u4f5c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u57fa\u790e\u304b\u3089\u5b9f\u8df5\u307e\u3067\u5b66\u3079\u307e\u3059\u3002\u6f14\u7fd2\u8ab2\u984c\u3092\u901a\u3058\u3066\u3001\u3054\u81ea\u8eab\u306e\u696d\u52d9\u306b\u9069\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30c4\u30fc\u30eb\u3092\u4f5c\u6210\u3057\u3001\u751f\u6210AI\u3092\u696d\u52d9\u306b\u6d3b\u7528\u3067\u304d\u308b\u30b9\u30ad\u30eb\u304c\u8eab\u306b\u3064\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u53d7\u8b1b\u7279\u5178<\/strong>\uff1a\u53d7\u8b1b\u671f\u9593\u4e2d\u300159\u7a2e\u985e\u306e\u5145\u5b9f\u3057\u305fAI Academy\u306e\u30aa\u30ea\u30b8\u30ca\u30eb\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u3044\u306a\u304c\u3089\u5b66\u3093\u3067\u3044\u305f\u3060\u3051\u307e\u3059\u3002 \u4f8b\uff09\u300c\u6a5f\u68b0\u5b66\u7fd2\u306b\u5fc5\u8981\u306a\u6570\u5b66\u7de8\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7406\u8ad6\u3068\u5b9f\u88c5\u7de8\u300d\u300c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7de8\u300d\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u5165\u9580\u7de8\u300d\u306a\u3069<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/lin.ee\/3E4GzWk\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"307\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-1024x307.png\" alt=\"\" class=\"wp-image-6384\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-1024x307.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-300x90.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-768x230.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-1536x460.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-2048x614.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-940x282.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-12\">AI\u30b9\u30ad\u30eb\u3092\u52b9\u7387\u3088\u304f\u8eab\u306b\u3064\u3051\u308b\u306b\u306f<\/h2>\n\n\n\n<p>\u6700\u5f8c\u307e\u3067\u8a18\u4e8b\u3092\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002\u4eca\u56de\u7d39\u4ecb\u3057\u305fOpenCALM\u306b\u3064\u3044\u3066\u5b66\u3073\u305f\u3044\u65b9\u306f<a href=\"https:\/\/aiacademy.jp\/bootcamp\/course\/?id=llm\">LLM\u30a2\u30d7\u30ea\u958b\u767a\u30b3\u30fc\u30b9<\/a>\u306a\u3069\u3092\u6d3b\u7528\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u6700\u65b0\u306e\u751f\u6210AI\u3084AI\u30a2\u30d7\u30ea\u306e\u958b\u767a\u30b9\u30ad\u30eb\u3092\u52b9\u7387\u3088\u304f\u7fd2\u5f97\u3059\u308b\u305f\u3081\u306b\u306f\u3001AI\u306e\u57fa\u790e\u304b\u3089AI\u3092\u6d3b\u7528\u3057\u305fWeb\u30a2\u30d7\u30ea\u306e\u958b\u767a\u306a\u3069\u3001\u4f53\u7cfb\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001AI Academy Bootcamp\u3067\u306f\u3001\u81ea\u5206\u306e\u597d\u304d\u306a\u6642\u9593\u3068\u5834\u6240\u3067\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8996\u8074\u3057\u306a\u304c\u3089\u5b66\u3076\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/aiacademy.jp\/bootcamp\/?reaf=26136988214100068\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-1024x536-2.jpg\" alt=\"\" class=\"wp-image-4234\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-1024x536-2.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-1024x536-2-300x157.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-1024x536-2-768x402.jpg 768w, 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