{"id":1642,"date":"2023-04-16T00:33:30","date_gmt":"2023-04-15T15:33:30","guid":{"rendered":"https:\/\/fukugyouhistory.tokyo\/?p=1642"},"modified":"2023-04-22T19:04:13","modified_gmt":"2023-04-22T10:04:13","slug":"dolly-2-0%e3%80%80%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9%ef%bc%8b%e5%95%86%e7%94%a8%e5%88%a9%e7%94%a8%e5%8f%af%e8%83%bd%e3%81%aallm%ef%bc%88language-larage-model%e3%82%92","status":"publish","type":"post","link":"https:\/\/fukugyouhistory.tokyo\/?p=1642","title":{"rendered":"Dolly 2.0 + Hugging Face\u3000\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff0b\u5546\u7528\u5229\u7528\u53ef\u80fd\u306aLLM\uff08Language Large Model\uff09\u3092\u8a66\u3057\u3066\u307f\u308b"},"content":{"rendered":"\n

\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5546\u7528\u5229\u7528\u53ef\u80fd\u306aLLM\u306eDolly 2.0<\/a>\u304c\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u306e\u3067\u3001Google Colaboratory<\/a>\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306b\u8a66\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002
Hugging Face<\/a>\u3092\u901a\u3057\u3066\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u7c21\u5358\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n

<\/p>\n\n\n\n

Dolly 2.0\u3092\u5b9f\u884c\u3057\u3066\u307f\u308b<\/h2>\n\n\n\n

Google Colaboratory<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u6700\u521d\u306b\u3001\u300c\u7de8\u96c6\u300d\u2192\u300c\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u8a2d\u5b9a\u300d\u304b\u3089\u3001
\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30c8\u3092\u300cGPU\u300d\u306b\u8a2d\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3001Shift+Enter\u3092\u62bc\u3057\u3066\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002
GPU\u306e\u60c5\u5831\u304c\u51fa\u3066\u304f\u308c\u3070\u3001\u6b63\u5e38\u306b\u8a2d\u5b9a\u5909\u66f4\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

!nvidia-smi<\/code><\/pre>\n\n\n\n
\u7d9a\u3051\u3066\u30b3\u30fc\u30c9\u3092\u8a18\u8f09\u3057\u3066\u304d\u307e\u3059\u3002\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
!pip install accelerate\n!pip install transformers<\/code><\/pre>\n\n\n\n
\u7d9a\u3044\u3066\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u3001Dolly 2.0\u306e\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u30e2\u30c7\u30eb\u306f\u8907\u6570\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001Google Colaboratory\u306eRAM\u306e\u95a2\u4fc2\u3067\u3001\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u3057\u304b\u52d5\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
    \n
  • databricks\/dolly-v2-3b<\/li>\n\n\n\n
  • databricks\/dolly-v2-7b<\/li>\n\n\n\n
  • databricks\/dolly-v2-12b<\/li>\n<\/ul>\n\n\n\n
    import torch\nfrom transformers import pipeline\n\ngenerate_text = pipeline(model=\"databricks\/dolly-v2-3b\", torch_dtype=torch.bfloat16, trust_remote_code=True, device_map=\"auto\")\n#generate_text = pipeline(model=\"databricks\/dolly-v2-7b\", torch_dtype=torch.bfloat16, trust_remote_code=True, device_map=\"auto\")\n#generate_text = pipeline(model=\"databricks\/dolly-v2-12b\", torch_dtype=torch.bfloat16, trust_remote_code=True, device_map=\"auto\")<\/code><\/pre>\n\n\n\n
    \u672c\u5bb6\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u6cbf\u3063\u3066\u8cea\u554f\u4e8b\u9805\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u8a18\u8f09\u3057\u3066\u3001\u7d50\u679c\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3059\u3002
    \u203b\u51fa\u529b\u7d50\u679c\u304cJson\u5f62\u5f0f\u306b\u4ed5\u69d8\u5909\u66f4\u3057\u3066\u3044\u305f\u306e\u3067\u3001\u4fee\u6b63\u3002<\/p>\n\n\n\n
    result = generate_text(\"Explain to me the difference between nuclear fission and fusion.\")\nprint(result[0]['generated_text'])<\/code><\/pre>\n\n\n\n
    ChatGPT\u306a\u3069\u3068\u540c\u69d8\u306b\u3001\u5b9f\u884c\u3059\u308b\u305f\u3073\u306b\u56de\u7b54\u5185\u5bb9\u306f\u5909\u308f\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306e\u7d50\u679c\u306f\u4e0b\u8a18\u306e\u901a\u308a\u3067\u3057\u305f\u3002
    \u5b9f\u884c\u6642\u9593\u306f2\uff5e3\u5206\u307b\u3069\u304b\u304b\u308a\u307e\u3059\u3002\u51e6\u7406\u901f\u5ea6\u304c\u9045\u3044\u306e\u306f\u4ed5\u65b9\u304c\u306a\u3044\u3067\u3059\u306d\u3002<\/p>\n\n\n\n
    \u56de\u7b54\u6587\u304c\u9577\u3044\u5834\u5408\u306b\u306f\u3001\u9014\u4e2d\u3067\u5207\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n
    \"\"<\/figure>\n\n\n\n
    Deep-L\u3067\u7ffb\u8a33\u3057\u305f\u65e5\u672c\u8a9e\u8a33\u3092\u8f09\u305b\u3066\u304a\u304d\u307e\u3059\u3002\u4e00\u90e8\u3001\u6587\u8108\u306b\u304a\u304b\u3057\u306a\u70b9\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u306d\u3002
    \u3088\u308a\u5927\u304d\u3044\u30b5\u30a4\u30ba\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
    \n
    \u6838\u5206\u88c2\u306f\u3001\u91cd\u3044\u539f\u5b50\u6838\u304c\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6e90\u306e\u52a9\u3051\u3092\u501f\u308a\u305a\u306b\u3001\u81ea\u7136\u306b2\u3064\u306e\u8efd\u3044\u539f\u5b50\u6838\u306b\u5206\u88c2\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u6fc0\u3057\u3044\u71b1\u3092\u52a0\u3048\u308b\u3053\u3068\u306a\u304f\u3001\u300c\u7a81\u7136\u300d\u8d77\u3053\u308b\u306e\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u300c\u653e\u5c04\u6027\u03b2\u5d29\u58ca\u300d\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002\u653e\u5c04\u80fd\u3068\u306f\u3001\u3042\u308b\u539f\u5b50\u6838\u304c\u81ea\u7136\u306b\u5225\u306e\u539f\u5b50\u6838\u306b\u300c\u5d29\u58ca\u300d\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306e\u3053\u3068\u3067\u3001\u30a2\u30eb\u30d5\u30a1\u7c92\u5b50\u3082\u30d9\u30fc\u30bf\u7c92\u5b50\u3082\u975e\u5e38\u306b\u9ad8\u3044\u300c\u30a4\u30aa\u30f3\u5316\u30a8\u30cd\u30eb\u30ae\u30fc\u300d\uff08\u3064\u307e\u308a\u539f\u5b50\u6838\u306e\u300c\u653e\u5c04\u80fd\u300d\uff09\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
    \u6838\u878d\u5408\u3067\u306f\u30012\u3064\u306e\u8efd\u3044\u539f\u5b50\u6838\u304c\u4e92\u3044\u306b\u5f71\u97ff\u3057\u5408\u3063\u3066\u30011\u3064\u4ee5\u4e0a\u306e\u65b0\u3057\u3044\u91cd\u3044\u539f\u5b50\u6838\u3092\u5f62\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u53cd\u5fdc\u3067\u306f\u3001\u8efd\u3044\u539f\u5b50\u6838\u306b\u542b\u307e\u308c\u308b\u967d\u5b50\u3068\u4e2d\u6027\u5b50\u306e\u9593\u306b\u5f37\u3044\u6838\u529b\u304c\u50cd\u304f\u305f\u3081\u3001\u591a\u304f\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u653e\u51fa\u3055\u308c\u307e\u3059\u3002\u6838\u878d\u5408\u306f\u3001\u592a\u967d\u3084\u661f\u306e\u4ed6\u306e\u539f\u5b50\u6838\u3092\u4f5c\u308a\u51fa\u3059\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308b\u3002<\/p>\n\n\n\n
    \u5730\u7403\u306e\u8868\u9762\u3067\u306f\u3001\u6c88\u307f\u8fbc\u307f\u3068\u547c\u3070\u308c\u308b\u539f\u5b50\u6838\u306e\u5206\u88c2\u3067\u3001\u6c34\u7d20\u306e\u539f\u5b50\u6838\u304c\u878d\u5408\u3057\u3066\u30d8\u30ea\u30a6\u30e0\u306b\u306a\u308b\u3002\u3053\u308c\u306f\u3001\u592a\u967d\u306e\u3088\u3046\u306a\u661f\u3067\u8d77\u3053\u308b\u6838\u878d\u5408\u53cd\u5fdc\u306b\u6bd4\u3079\u308c\u3070\u3001\u3054\u304f\u308f\u305a\u304b\u306a\u30a8\u30cd\u30eb\u30ae\u30fc\u3057\u304b\u751f\u307f\u51fa\u3055\u306a\u3044\u3002<\/p>\n\n\n\n
    \u5730\u7403\u4e0a\u3067\u306f\u3001\u592a\u967d\u3084\u5730\u7403\u306e\u6838\u3001\u6052\u661f\u306e\u6c34\u7d20\u6838\u878d\u5408\u3001\u539f\u5b50\u529b\u7523\u696d\u306a\u3069\u3067\u6838\u878d\u5408\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n
    \n\n\n\n
    \u76f4\u63a5\u3001\u65e5\u672c\u8a9e\u3067\u8cea\u554f\u3057\u305f\u5834\u5408\u306e\u7d50\u679c\u3082\u8a18\u8f09\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
    result = generate_text(\"\u6838\u878d\u5408\u3068\u6838\u5206\u88c2\u306e\u9055\u3044\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\")\nprint(result[0]['generated_text'])<\/code><\/pre>\n\n\n\n
    \"\"<\/figure>\n\n\n\n
    \u9014\u4e2d\u3067\u5207\u308c\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3057\u3001\u5185\u5bb9\u3082\u826f\u304f\u5206\u304b\u3089\u306a\u3044\u7d50\u679c\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
    \u65e5\u672c\u8a9e\u3078\u306e\u5bfe\u5fdc\u306f\u826f\u304f\u306a\u3044\u3088\u3046\u306a\u306e\u3067\u3001\u7ffb\u8a33\u3092\u9593\u306b\u304b\u307e\u305b\u3066\u300c\u65e5\u672c\u8a9e\u300d\u2192\uff08\u7ffb\u8a33\uff09\u2192\u300c\u82f1\u8a9e\u300d\u2192\uff08Dolly\u51e6\u7406\uff09\u2192\u300c\u82f1\u8a9e\u300d\u2192\uff08\u7ffb\u8a33\uff09\u2192\u300c\u65e5\u672c\u8a9e\u300d\u3068\u51e6\u7406\u3092\u7d44\u3080\u5fc5\u8981\u304c\u3042\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n
    \n\n\n\n
    \u4eca\u5f8c\u306b\u8ab2\u984c\u306f\u3042\u308b\u3082\u306e\u306e\u3001Google Colaboratory\u4e0a\u3067\u3082\u5229\u7528\u53ef\u80fd\u306aLLM\u3068\u3057\u3066\u3001\u307e\u305f\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u306a\u70b9\u3067\u6ce8\u76ee\u3059\u3079\u304d\u30e2\u30c7\u30eb\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n
    \u3068\u308a\u3042\u3048\u305a\u3001\u3053\u3053\u307e\u3067\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
    \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5546\u7528\u5229\u7528\u53ef\u80fd\u306aLLM\u306eDolly 2.0\u304c\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u306e\u3067\u3001Google Colaboratory\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306b\u8a66\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002Hugging Face\u3092\u901a\u3057\u3066\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u7c21\u5358\u306b\u4f7f\u7528\u3059 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":{"0":"post-1642","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-ai"},"_links":{"self":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts\/1642","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1642"}],"version-history":[{"count":11,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts\/1642\/revisions"}],"predecessor-version":[{"id":1661,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts\/1642\/revisions\/1661"}],"wp:attachment":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1642"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}