\u30d0\u30fc\u30b8\u30e7\u30f3 0.35 \u4ee5\u964d\u3001Ollama \u306f TypeSafe \u306e Jev API \u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u305f\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u901a\u5e38\u306e\u610f\u5473\u3067\u306e\u30c1\u30e3\u30c3\u30c8 \u30e2\u30c7\u30eb\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c6\u30ad\u30b9\u30c8\u306f\u66f8\u304d\u307e\u305b\u3093\u304c\u3001\u8ee2\u9001\u3055\u308c\u305f\u72b6\u614b\u306b\u3064\u3044\u3066\u5165\u529b\u3055\u308c\u305f\u4e00\u9023\u306e\u8cea\u554f\u306b\u7b54\u3048\u307e\u3059\u3002\u5206\u985e\u3001\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30c8\u30ea\u30a2\u30fc\u30b8\u306b\u95a2\u3057\u3066\u306f\u3001\u901a\u5e38\u306e LLM \u306b JSON \u3092\u8fd4\u3059\u3088\u3046\u306b\u8981\u6c42\u3057\u3066\u305d\u306e\u5fdc\u7b54\u3092\u89e3\u6790\u3059\u308b\u3088\u308a\u3082\u3001\u3053\u306e\u65b9\u304c\u9ad8\u901f\u3067\u4fe1\u983c\u6027\u304c\u9ad8\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u6295\u7a3f\u3067\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u3068\u306f\u4f55\u304b\u3001\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u304c HTTP \u30ec\u30d9\u30eb\u3067\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3001\u3059\u3067\u306b\u5229\u7528\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u3068\u306f\u4f55\u304b\u3001\u305d\u3057\u3066\u901a\u5e38\u306e\u751f\u6210\u30e2\u30c7\u30eb\u304c\u5f15\u304d\u7d9a\u304d\u6a5f\u80fd\u3059\u308b\u3088\u3046\u306b\u305d\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u306b\u7d44\u307f\u8fbc\u3080\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\u901a\u5e38\u306e LLM \u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u53d7\u3051\u53d6\u308a\u3001\u30c8\u30fc\u30af\u30f3\u3054\u3068\u306b\u30c6\u30ad\u30b9\u30c8 \u30c8\u30fc\u30af\u30f3\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u4e00\u8a00\u3067\u7b54\u3048\u308b\u3088\u3046\u306b\u983c\u3093\u3060\u3068\u3057\u3066\u3082\u3001\u5fc3\u306e\u4e2d\u3067\u306f\u751f\u6210\u304c\u767a\u751f\u3057\u3001\u7b54\u3048\u306e\u5f62\u5f0f\u306f\u56f3\u3001\u6307\u793a\u3001\u305d\u306e\u5f8c\u306e\u691c\u8a3c\u306b\u3088\u3063\u3066\u5236\u5fa1\u3055\u308c\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c\u306f\u7570\u306a\u308a\u307e\u3059\u3002\u72b6\u614b\u3068\u8cea\u554f\u3092\u30bf\u30a4\u30d7\u3067\u6e21\u3057\u3001\u30e2\u30c7\u30eb\u306f\u78ba\u7387\u3068\u9078\u629e\u3055\u308c\u305f\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8fd4\u3057\u307e\u3059\u3002\u30d5\u30ea\u30fc \u30c6\u30ad\u30b9\u30c8\u3084\u5fdc\u7b54\u304b\u3089\u306e JSON \u306e\u89e3\u6790\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n
\u65b0\u3057\u3044\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306f \/v1\/systemone \u3068\u547c\u3070\u308c\u307e\u3059\u3002 1 \u3064\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u4e00\u5ea6\u306b\u8907\u6570\u306e\u8cea\u554f\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30e2\u30c7\u30eb\u306f\u3059\u3079\u3066\u306e\u8cea\u554f\u306b\u7b54\u3048\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c1\u30fc\u30e0\u306e\u6c7a\u5b9a\u3001\u8fd4\u54c1\u306e\u5fc5\u8981\u6027\u3001\u30c1\u30b1\u30c3\u30c8\u306e\u7dca\u6025\u6027\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u95a2\u9023\u3059\u308b\u6c7a\u5b9a\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308b\u30bf\u30b9\u30af\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u3067\u3001Ollama \u3092\u901a\u3058\u3066 3 \u3064\u306e\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u3053\u308c\u3089\u306f\u3059\u3079\u3066\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u4f5c\u3057\u3001\u652f\u6255\u3044\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u306b\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3057\u307e\u305b\u3093\u3002 Ollama 0.35 \u4ee5\u964d\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305a Ollama \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n
ollama --version\n<\/code><\/pre>\n<\/div>\n\u6b21\u306b\u3001\u76ee\u7684\u306e\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u3068\u3057\u3066\u306f\u3001\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n
\nollama pull tev1:0.8b\n<\/code><\/pre>\n<\/div>\ntev1 \u306e\u5b8c\u5168\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u5834\u5408:<\/p>\n
\nollama pull tev1\n<\/code><\/pre>\n<\/div>\n\u8efd\u5feb\u306a\u5834\u5408:<\/p>\n
\nollama pull nimble\n<\/code><\/pre>\n<\/div>\n\u8efd\u5feb\u306a\u30e2\u30c7\u30eb\u306f\u7d04 9.5 GB \u306e\u30c7\u30a3\u30b9\u30af\u9818\u57df\u3092\u5360\u6709\u3059\u308b\u305f\u3081\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u524d\u306b\u3042\u308b\u7a0b\u5ea6\u306e\u9818\u57df\u3092\u7a7a\u3051\u3066\u304a\u304f\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002 tev1:0.8b \u306e\u5360\u6709\u91cf\u306f 1 GB \u672a\u6e80\u3067\u3059\u3002<\/p>\n
curl \u7d4c\u7531\u306e\u6700\u521d\u306e\u30ea\u30af\u30a8\u30b9\u30c8<\/h2>\n
\u6700\u3082\u5358\u7d14\u306a\u4f8b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u304c\u6c42\u4eba\u5e83\u544a\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n
\ncurl http:\/\/localhost:11434\/v1\/systemone -d '{\n \"model\": \"tev1:0.8b\",\n \"state\": {\n \"message\": \"Senior Swift developer, Berlin, remote friendly\"\n },\n \"questions\": {\n \"isJob\": {\n \"type\": \"noul\",\n \"instructions\": \"Does the message advertise a job posting that someone can apply to?\"\n }\n }\n}'\n<\/code><\/pre>\n<\/div>\n\u7b54\u3048\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\n{\n \"model\": \"tev1:0.8b\",\n \"answers\": {\n \"isJob\": {\n \"type\": \"noul\",\n \"noul\": 0.921\n }\n },\n \"usage\": {\n \"input_tokens\": 42,\n \"output_tokens\": 0\n }\n}\n<\/code><\/pre>\n<\/div>\nnoul \u30d5\u30a3\u30fc\u30eb\u30c9\u306f 0 \u304b\u3089 1 \u307e\u3067\u306e\u78ba\u7387\u3067\u3059\u3002\u6c7a\u5b9a\u306f\u3001\u3057\u304d\u3044\u5024 (\u901a\u5e38\u306f 0.5) \u3068\u306e\u6bd4\u8f03\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u307e\u3059\u3002\u751f\u6210\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001JSON \u5f62\u5f0f\u3067\u5fdc\u7b54\u3092\u8981\u6c42\u3057\u3001\u30e2\u30c7\u30eb\u304c\u58ca\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n
\u8cea\u554f\u306e\u7a2e\u985e<\/h2>\n
\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306f 3 \u7a2e\u985e\u306e\u8cea\u554f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n
noul<\/b> \u306f\u4e8c\u9805\u8cea\u554f\u3067\u3059\u3002\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u304c true \u3067\u3042\u308b\u78ba\u7387\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n{\n \"questions\": {\n \"refund\": {\n \"type\": \"noul\",\n \"instructions\": \"Does the customer explicitly ask for a refund?\"\n }\n }\n}\n<\/code><\/pre>\n<\/div>\n\u9078\u629e<\/b> – \u6307\u5b9a\u3055\u308c\u305f\u30bb\u30c3\u30c8\u304b\u3089 1 \u3064\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u9078\u629e\u3057\u305f\u30aa\u30d7\u30b7\u30e7\u30f3\u3001\u3059\u3079\u3066\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u78ba\u7387\u3001\u304a\u3088\u3073\u4fe1\u983c\u5ea6\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n{\n \"questions\": {\n \"team\": {\n \"type\": \"choice\",\n \"instructions\": \"Which team should handle this ticket?\",\n \"criteria\": {\n \"billing\": \"Payments and refunds\",\n \"technical\": \"Bugs and integrations\",\n \"other\": \"None of the above\"\n }\n }\n }\n}\n<\/code><\/pre>\n<\/div>\n\u30b9\u30b3\u30a2<\/b> – \u30b9\u30b1\u30fc\u30eb\u4e0a\u306e\u8a55\u4fa1\u3002\u5404\u30b9\u30b1\u30fc\u30eb \u30dd\u30a4\u30f3\u30c8\u306e\u6570\u5024\u3001\u51e1\u4f8b\u3001\u78ba\u7387\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n{\n \"questions\": {\n \"urgency\": {\n \"type\": \"score\",\n \"instructions\": \"How urgent is this ticket?\",\n \"criteria\": [\"Routine\", \"Soon\", \"Urgent\"]\n }\n }\n}\n<\/code><\/pre>\n<\/div>\n1 \u3064\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u8907\u6570\u306e\u8cea\u554f\u3092\u540c\u6642\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u304c\u30c8\u30ea\u30a2\u30fc\u30b8\u306b\u4fbf\u5229\u306b\u306a\u308a\u307e\u3059 (1 \u3064\u306e\u64cd\u4f5c\u30011 \u3064\u306e\u72b6\u614b\u3001\u8907\u6570\u306e\u72ec\u7acb\u3057\u305f\u6c7a\u5b9a)\u3002<\/p>\n
\u8ffd\u52a0\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u306a\u3044 Python<\/h2>\n
\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5834\u5408\u306f\u3001\u6a19\u6e96\u306e urllib \u3067\u5341\u5206\u3067\u3059\u3002\u5225\u500b\u306e SDK \u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n
\nimport json\nfrom urllib.request import Request, urlopen\n\nOLLAMA_DECISION_URL = \"http:\/\/localhost:11434\/v1\/systemone\"\n\ndef ask_decision(state, questions, model=\"tev1:0.8b\"):\n payload = {\n \"model\": model,\n \"state\": state,\n \"questions\": questions,\n }\n request = Request(\n OLLAMA_DECISION_URL,\n data=json.dumps(payload).encode(),\n headers={\"Content-Type\": \"application\/json\"},\n method=\"POST\",\n )\n with urlopen(request, timeout=3600) as response:\n return json.loads(response.read().decode())[\"answers\"]\n<\/code><\/pre>\n<\/div>\n\u4f7f\u7528\u6cd5\uff1a<\/p>\n
\nanswers = ask_decision(\n {\"message\": \"Senior Swift developer, Berlin, remote friendly\"},\n {\n \"isJob\": {\n \"type\": \"noul\",\n \"instructions\": \"Does the message advertise a job posting that someone can apply to?\"\n }\n },\n)\n\nprobability = answers[\"isJob\"][\"noul\"]\nis_job = probability >= 0.5\n<\/code><\/pre>\n<\/div>\n\u516c\u5f0f\u306e Python SDK \u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001typesafe-sdk \u3068\u547c\u3070\u308c\u307e\u3059\u3002 localhost \u306e\u5834\u5408\u3001\u74b0\u5883\u5909\u6570 TYPESAFE_BASE_URL\u3001TYPESAFE_API_KEY\u3001\u304a\u3088\u3073 TYPESAFE_DEFAULT_MODEL \u3092\u4f7f\u7528\u3057\u3066 Ollama \u306b\u9001\u4fe1\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5358\u7d14\u306a\u30bf\u30b9\u30af\u306e\u5834\u5408\u306f\u3001\u76f4\u63a5\u306e HTTP \u30ea\u30af\u30a8\u30b9\u30c8\u3067\u5341\u5206\u3067\u3059\u3002<\/p>\n
\u30e2\u30c7\u30eb\u304c\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u7406\u89e3\u3059\u308b\u65b9\u6cd5<\/h2>\n
\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306f\u3001\/api\/generate \u307e\u305f\u306f \/api\/chat \u7d4c\u7531\u3067\u5fdc\u7b54\u3067\u304d\u307e\u305b\u3093\u3002\u3053\u306e\u3088\u3046\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3059\u308b\u3068\u3001Ollama \u306f\u6b21\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u542b\u3080 400 \u30a8\u30e9\u30fc\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n
\n\"tev1:0.8b\" does not support generate\n<\/code><\/pre>\n<\/div>\n\u3053\u308c\u306f\u3001\/api\/generate \u3092\u4ecb\u3057\u3066\u901a\u5e38\u306e\u30e2\u30c7\u30eb\u3067\u52d5\u4f5c\u3059\u308b\u30b3\u30fc\u30c9\u304c\u3059\u3067\u306b\u3042\u308b\u5834\u5408\u306b\u91cd\u8981\u3067\u3059\u3002\u30e2\u30c7\u30eb\u3092\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306b\u5909\u66f4\u3059\u308b\u3068\u3001\u52d5\u4f5c\u3057\u306a\u304f\u306a\u308a\u307e\u3059\u3002 \/api\/show \u3092\u4ecb\u3057\u3066\u30e2\u30c7\u30eb\u306e\u6a5f\u80fd\u3092\u4e8b\u524d\u306b\u78ba\u8a8d\u3057\u3001\u9069\u5207\u306a\u547c\u3073\u51fa\u3057\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n
\nimport json\nfrom urllib.request import Request, urlopen\n\nOLLAMA_SHOW_URL = \"http:\/\/localhost:11434\/api\/show\"\n\ndef supports_decision(model):\n request = Request(\n OLLAMA_SHOW_URL,\n data=json.dumps({\"model\": model}).encode(),\n headers={\"Content-Type\": \"application\/json\"},\n method=\"POST\",\n )\n try:\n with urlopen(request, timeout=30) as response:\n capabilities = json.loads(response.read().decode()).get(\"capabilities\", [])\n except (OSError, TypeError, ValueError):\n return False\n return \"decision\" in capabilities\n<\/code><\/pre>\n<\/div>\n\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306e\u6a5f\u80fd\u306b\u306f\u610f\u601d\u6c7a\u5b9a\u306e\u307f\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u901a\u5e38\u306e\u30e2\u30c7\u30eb\u306b\u306f\u3001\u5b8c\u6210\u54c1\u3001\u30c4\u30fc\u30eb\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002 Ollama \u304c\u5229\u7528\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u30e2\u30c7\u30eb\u3092\u6a19\u6e96\u3068\u307f\u306a\u3057\u3066\u751f\u6210\u30d1\u30b9\u3092\u4f7f\u7528\u3059\u308b\u306e\u304c\u5408\u7406\u7684\u3067\u3059\u3002<\/p>\n
\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u306b\u57cb\u3081\u8fbc\u3080\u65b9\u6cd5<\/h2>\n
\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001\u5206\u985e\u5b50\u3092\u66f8\u304d\u76f4\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u5206\u985e\u5b50\u3092 2 \u3064\u306e\u6226\u7565\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u751f\u6210\u6226\u7565\u306f\u4ee5\u524d\u3068\u540c\u69d8\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u53ce\u96c6\u3057\u3001\/api\/generate \u306b\u9001\u4fe1\u3057\u3066\u3001JSON \u3092\u89e3\u6790\u3057\u307e\u3059\u3002\u6c7a\u5b9a\u6226\u7565\u306f\u3001\u72b6\u614b\u3068\u5165\u529b\u3055\u308c\u305f\u8cea\u554f\u3092 \/v1\/systemone \u306b\u9001\u4fe1\u3057\u3001\u78ba\u7387\u3092\u3057\u304d\u3044\u5024\u3068\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n
\u6226\u7565\u306e\u9078\u629e\u306f\u3001\u5206\u985e\u5b50\u306e\u4f5c\u6210\u6642\u306b 1 \u304b\u6240\u3067\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n
\ndef create_classifier(model):\n if supports_decision(model):\n return DecisionClassifier(model)\n return GenerativeClassifier(model)\n<\/code><\/pre>\n<\/div>\n\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u751f\u6210\u30e2\u30c7\u30eb\u306f\u5909\u66f4\u305b\u305a\u306b\u5b9f\u884c\u3057\u7d9a\u3051\u307e\u3059\u3002\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306f\u30011 \u3064\u306e\u74b0\u5883\u5909\u6570\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u6709\u52b9\u306b\u3067\u304d\u307e\u3059\u3002\u305d\u3057\u3066\u30012 \u3064\u306e\u65b9\u6cd5\u306e\u9055\u3044\u5168\u4f53\u306f 2 \u3064\u306e\u5c0f\u3055\u306a\u30af\u30e9\u30b9\u306b\u96c6\u4e2d\u3057\u3066\u304a\u308a\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5168\u4f53\u306b\u306f\u5e83\u304c\u308a\u307e\u305b\u3093\u3002<\/p>\n
\u4e8c\u9805\u5206\u985e\u306e\u5834\u5408\u3001\u6c7a\u5b9a\u6226\u7565\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\nasync def classify(text):\n answers = await ask_decision(\n {\"message\": text},\n {\n \"isJob\": {\n \"type\": \"noul\",\n \"instructions\": instructions,\n }\n },\n model,\n )\n probability = answers[\"isJob\"][\"noul\"]\n return probability >= 0.5, probability\n<\/code><\/pre>\n<\/div>\n\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306f\u8aac\u660e\u3092\u8fd4\u3055\u306a\u3044\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7d50\u679c\u306e\u5f62\u5f0f\u306b\u7406\u7531\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u78ba\u7387\u304b\u3089\u7406\u7531\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u78ba\u7387\u81ea\u4f53\u3001\u307e\u305f\u306f\u300c\u30e2\u30c7\u30eb\u306f\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u7a7a\u5e2d\u3068\u3057\u3066 0.935 \u3068\u8a55\u4fa1\u3057\u307e\u3057\u305f\u300d\u306e\u3088\u3046\u306a\u6587\u5b57\u5217\u3092\u683c\u7d0d\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u793a\u3055\u306a\u304b\u3063\u305f\u7406\u7531\u3092\u3067\u3063\u3061\u4e0a\u3052\u308b\u3088\u308a\u3082\u6b63\u76f4\u3067\u3059\u3002<\/p>\n
\u6307\u793a\u306f\u8cea\u554f\u3067\u3042\u308b\u3079\u304d\u3067\u3059<\/h2>\n
\u3053\u308c\u306f\u6700\u3082\u91cd\u8981\u306a\u5b9f\u969b\u7684\u306a\u7d50\u8ad6\u3067\u3059\u3002\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306f\u3001\u300c\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u5206\u985e\u3057\u3001… \u306e\u5834\u5408\u306f true\u3001\u305d\u3046\u3067\u306a\u3044\u5834\u5408\u306f false \u3068\u7b54\u3048\u308b\u300d\u3068\u3044\u3046\u30b9\u30bf\u30a4\u30eb\u306e\u9577\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7406\u89e3\u3067\u304d\u307e\u305b\u3093\u3002\u5f7c\u3089\u306f\u77ed\u304f\u3066\u76f4\u63a5\u7684\u306a\u8cea\u554f\u3092\u671b\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n
\u6b20\u54e1\u306b\u95a2\u3059\u308b\u540c\u3058\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u3001\u6b21\u306e\u78ba\u7387\u3092\u53d7\u3051\u53d6\u308a\u307e\u3057\u305f\u3002<\/p>\n
\n- \u76f4\u63a5\u7684\u306a\u8cea\u554f\u300c\u3053\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u6c42\u4eba\u60c5\u5831\u3067\u3059\u304b?\u300d \u2014 0.921.<\/li>\n
- \u6b20\u54e1\u3068\u307f\u306a\u3055\u308c\u308b\u3082\u306e\u3092\u8aac\u660e\u3059\u308b\u9577\u3044\u8aac\u660e – 0.026<\/li>\n
- \u6700\u5f8c\u306b\u8cea\u554f\u304c\u3042\u308b\u9577\u3044\u8aac\u660e – 0.391<\/li>\n<\/ul>\n
\u305d\u306e\u5dee\u306f30\u500d\u8fd1\u304f\u3042\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u5206\u985e\u304c\u9593\u9055\u3063\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u304c\u6bb5\u843d\u5185\u306b\u96a0\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306b\u4f55\u3092\u6c42\u3081\u3066\u3044\u308b\u306e\u304b\u3092\u7406\u89e3\u3057\u3066\u3044\u306a\u3044\u3060\u3051\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u306f\u3001\u77ed\u3044\u547d\u4ee4\u3092\u500b\u5225\u306b\u4fdd\u6301\u3057\u3001\u751f\u6210\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u306f\u9577\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6b8b\u3057\u3066\u304a\u304f\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u5225\u306e\u74b0\u5883\u5909\u6570\u3092\u4f5c\u6210\u3059\u308b\u3068\u4fbf\u5229\u3067\u3059\u3002<\/p>\n
\nOLLAMA_JOB_CLASSIFIER_DECISION_INSTRUCTIONS=Does the message advertise a job posting that someone can apply to?\n<\/code><\/pre>\n<\/div>\n\u307e\u305f\u3001\u751f\u6210\u30d1\u30b9\u306b\u5bfe\u3057\u3066\u306e\u307f\u901a\u5e38\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
\u3057\u304d\u3044\u5024\u3068\u78ba\u7387<\/h2>\n
\u3057\u304d\u3044\u5024 0.5 \u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u3068\u3057\u3066\u9069\u5207\u3067\u3059\u304c\u3001\u8a2d\u5b9a\u306b\u542b\u3081\u308b\u3068\u4fbf\u5229\u3067\u3059\u3002\u30bf\u30b9\u30af\u304c\u7570\u306a\u308c\u3070\u3001\u507d\u967d\u6027\u5fdc\u7b54\u3068\u507d\u9670\u6027\u5fdc\u7b54\u306e\u30b3\u30b9\u30c8\u3082\u7570\u306a\u308a\u307e\u3059\u3002\u9069\u5ea6\u306b\u3059\u308b\u306b\u306f\u3001\u3057\u304d\u3044\u5024\u3092\u4e0a\u3052\u308b\u65b9\u304c\u5b89\u5168\u3067\u3059\u3002\u6c42\u4eba\u60c5\u5831\u3092\u63a2\u3059\u5834\u5408\u306f\u3001\u6709\u76ca\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u898b\u9003\u3055\u306a\u3044\u3088\u3046\u306b\u3001\u5024\u3092\u4e0b\u3052\u305f\u65b9\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n
\u7d50\u679c\u306e\u30d6\u30fc\u30eb\u5024\u3060\u3051\u3067\u306a\u304f\u3001\u78ba\u7387\u81ea\u4f53\u3092\u30ed\u30b0\u306b\u8a18\u9332\u3059\u308b\u3053\u3068\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002\u5206\u985e\u5668\u304c\u30a8\u30e9\u30fc\u3092\u8d77\u3053\u3057\u305f\u5834\u5408\u3001\u305d\u308c\u304c\u81ea\u4fe1\u3092\u6301\u3063\u305f\u7b54\u3048\u3060\u3063\u305f\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u5883\u754c\u4e0a\u306e\u6c7a\u5b9a\u3067\u3042\u3063\u305f\u306e\u304b\u304c\u30ed\u30b0\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u9078\u629e\u80a2\u306e\u8cea\u554f\u306b\u3064\u3044\u3066\u306f\u3001\u78ba\u7387\u3068\u4fe1\u983c\u5ea6\u3092\u4fdd\u5b58\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002\u78ba\u7387\u3068\u4fe1\u983c\u5ea6\u306f\u3001\u30e2\u30c7\u30eb\u304c\u9078\u629e\u80a2\u9593\u3067\u3069\u308c\u3060\u3051\u5909\u52d5\u3059\u308b\u304b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30e1\u30e2\u30ea<\/h2>\n
\u901f\u5ea6\u306f\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3068\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002\u79c1\u306e\u30c6\u30b9\u30c8\u3067\u306f CPU \u3067\u6b21\u306e\u6570\u5024\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n
\n- tev1:0.8b<\/b> – \u6570\u79d2\u3067\u89e3\u3051\u308b\u306e\u3067\u3001\u7c21\u5358\u306b\u8a18\u61b6\u306b\u6b8b\u308a\u307e\u3059\u3002<\/li>\n
- tev1<\/b> – 4B\u3001\u304b\u306a\u308a\u9045\u3044\u3067\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n
- \u8efd\u5feb<\/b> – Q8_0 \u3067\u306f 9B\u3001\u30e1\u30e2\u30ea\u306f\u7d04 10 GB\u3002\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3092\u542b\u3080\u6700\u521d\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u306f\u7d04 137 \u79d2\u304b\u304b\u308a\u3001\u305d\u306e\u5f8c\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u306f CPU \u3067 12 \uff5e 32 \u79d2\u304b\u304b\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n
Nimble \u306f\u5927\u91cf\u306e RAM \u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002 16 GB \u3068\u7d04 8 GB \u306e\u5236\u9650\u304c\u3042\u308b Docker\/WSL \u3092\u5099\u3048\u305f\u30de\u30b7\u30f3\u3067\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306f\u9069\u5408\u3057\u307e\u305b\u3093\u3002\u30b7\u30b9\u30c6\u30e0\u304c\u30b9\u30ef\u30c3\u30d7\u3092\u958b\u59cb\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u304c\u5fdc\u7b54\u3092\u505c\u6b62\u3057\u307e\u3059\u3002 .wslconfig \u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u7528\u3057\u3066 WSL \u5236\u9650\u3092 12 GB \u306b\u5897\u3084\u3059\u3068\u3001\u6b21\u306e\u3053\u3068\u304c\u5f79\u306b\u7acb\u3061\u307e\u3057\u305f\u3002<\/p>\n
\n[wsl2]\nmemory=12GB\nswap=8GB\n<\/code><\/pre>\n<\/div>\n\u5909\u66f4\u5f8c\u306f\u3001wsl –shutdown \u3092\u5b9f\u884c\u3057\u3066 Docker Desktop \u3092\u518d\u8d77\u52d5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u300112 GB \u3067\u3042\u3063\u3066\u3082\u3001\u30ea\u30b6\u30fc\u30d6\u306f\u5c0f\u3055\u3044\u307e\u307e\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u7d04 10 GB \u3092\u5360\u6709\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306b\u3042\u307e\u308a\u6b8b\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n
\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u3001Ollama \u306f 5 \u5206\u9593\u975e\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u72b6\u614b\u304c\u7d9a\u3044\u305f\u5f8c\u306b\u30e2\u30c7\u30eb\u3092\u30a2\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30e1\u30e2\u30ea\u3092\u89e3\u653e\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u4fbf\u5229\u3067\u3059\u3002nimble \u306f\u5e38\u306b 10 GB \u3092\u30d3\u30b8\u30fc\u72b6\u614b\u306b\u4fdd\u3064\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4e00\u6642\u505c\u6b62\u5f8c\u306b\u65b0\u305f\u306b\u8d77\u52d5\u3059\u308b\u305f\u3073\u306b\u3001\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u304c\u518d\u958b\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408<\/h2>\n
\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306f\u3001\u660e\u78ba\u306b\u5b9a\u5f0f\u5316\u3055\u308c\u305f\u8cea\u554f\u306b\u5bfe\u3057\u3066\u8fc5\u901f\u304b\u3064\u5b89\u4fa1\u306a\u56de\u7b54\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\n- \u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30c1\u30b1\u30c3\u30c8\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5206\u985e<\/li>\n
- \u30b3\u30de\u30f3\u30c9\u307e\u305f\u306f\u30a8\u30b0\u30bc\u30ad\u30e5\u30fc\u30bf\u306b\u3088\u308b\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3002<\/li>\n
- \u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u7ba1\u7406\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30c1\u30a7\u30c3\u30af<\/li>\n
- \u30b2\u30fc\u30e0\u3084\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u9ad8\u901f\u306a\u30d0\u30a4\u30ca\u30ea\u304a\u3088\u3073\u591a\u5909\u91cf\u30bd\u200b\u200b\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/li>\n<\/ul>\n
\u3053\u308c\u3089\u306f\u3001\u8aac\u660e\u3001\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u62bd\u51fa\u3001\u8981\u7d04\u3001\u56de\u7b54\u306e\u751f\u6210\u306a\u3069\u3001\u8a73\u7d30\u306a\u30c6\u30ad\u30b9\u30c8\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u306f\u3042\u307e\u308a\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u3053\u306e\u76ee\u7684\u306e\u305f\u3081\u306b\u3001\u901a\u5e38\u306e\u751f\u6210\u30e2\u30c7\u30eb\u304c\u6b8b\u308a\u307e\u3059\u3002\u6700\u826f\u306e\u7d50\u679c\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u304c\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u3001\u751f\u6210\u30e2\u30c7\u30eb\u304c\u305d\u308c\u3092\u8aac\u660e\u3059\u308b\u304b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u3068\u3044\u3046\u7d44\u307f\u5408\u308f\u305b\u3067\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u5408\u8a08<\/h2>\n
Ollama \u306e\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u306f\u3001\u901a\u5e38\u306e LLM \u3088\u308a\u3082\u7bc4\u56f2\u304c\u72ed\u3044\u72ec\u7acb\u3057\u305f\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3053\u308c\u3089\u306f\u751f\u6210\u30e2\u30c7\u30eb\u3092\u7f6e\u304d\u63db\u3048\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u5165\u529b\u3055\u308c\u305f\u5fdc\u7b54\u3001\u30c6\u30ad\u30b9\u30c8\u89e3\u6790\u306e\u4ee3\u308f\u308a\u306e\u78ba\u7387\u3001\u4e88\u6e2c\u53ef\u80fd\u306a\u5f62\u5f0f\u306a\u3069\u3001\u4f5c\u696d\u306e\u65e5\u5e38\u7684\u306a\u90e8\u5206\u3092\u53d6\u308a\u9664\u304d\u307e\u3059\u3002\u3059\u3067\u306b\u5206\u985e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u3042\u308b\u5834\u5408\u3001\u79fb\u884c\u306f\u30e2\u30c7\u30eb\u306e\u6a5f\u80fd\u3001\u5225\u500b\u306e\u547c\u3073\u51fa\u3057\u6226\u7565\u3001\u304a\u3088\u3073\u77ed\u3044\u8aac\u660e\u7528\u306e\u8cea\u554f\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u60c5\u5831\u6e90
\nhttps:\/\/ollama.com\/blog\/ollama-now-supports-jev-style-decision-models<\/a>
\nhttps:\/\/ollama.com\/library\/nimble<\/a>
\nhttps:\/\/ollama.com\/library\/tev1<\/a>
\nhttps:\/\/typesafe.ai<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u30d0\u30fc\u30b8\u30e7\u30f3 0.35 \u4ee5\u964d\u3001Ollama \u306f TypeSafe \u306e Jev API \u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u305f\u610f\u601d\u6c7a\u5b9a\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u901a\u5e38\u306e\u610f\u5473\u3067\u306e\u30c1\u30e3\u30c3\u30c8 \u30e2\u30c7\u30eb\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c6\u30ad\u30b9\u30c8\u306f\u66f8\u304d\u307e\u305b\u3093\u304c\u3001\u8ee2\u9001\u3055\u308c\u305f\u72b6\u614b\u306b\u3064\u3044\u3066\u5165\u529b\u3055\u308c\u305f\u4e00\u9023\u306e\u8cea\u554f\u306b\u7b54\u3048\u307e\u3059\u3002\u5206\u985e\u3001\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30c8\u30ea\u30a2\u30fc\u30b8\u306b\u95a2\u3057\u3066\u306f\u3001\u901a\u5e38\u306e LLM \u306b JSON 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