\n| \u5f97\u3089\u308c\u308b\u30e1\u30ea\u30c3\u30c8<\/td>\n | \uff1a \u30ed\u30fc\u30ab\u30ebSLM\u306b\u304a\u3051\u308b\u6027\u80fd\u6307\u6a19\u306e\u53ef\u8996\u5316\u3084\u30ed\u30b0\u306e\u53d6\u5f97\u65b9\u6cd5\u304c\u308f\u304b\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n <\/p>\n SLM\u306e\u201c\u5b9f\u529b\u201d\u3092\u3069\u3046\u6e2c\u308b\u304b\uff1f<\/h2>\n\u751f\u6210AI\u3068\u3044\u3048\u3070\u3001\u300c\u6587\u7ae0\u306e\u81ea\u7136\u3055\u300d\u3084\u300c\u8ce2\u3055\u300d\u306b\u76ee\u304c\u3044\u304d\u304c\u3061\u3067\u3059\u304c\u3001\u30ed\u30fc\u30ab\u30eb\u3067\u306e\u696d\u52d9\u6d3b\u7528\u3092\u8003\u3048\u305f\u5834\u5408\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002
\n\u3080\u3057\u308d\u3001\u91cd\u8981\u306b\u306a\u308b\u306e\u306f\u6027\u80fd\u6307\u6a19\uff08\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff09<\/strong>\u3067\u3059\u3002<\/p>\n\u305f\u3068\u3048\u3070\u2500\u2500<\/p>\n \n- \u51e6\u7406\u304c\u9045\u3059\u304e\u3066\u30b9\u30c8\u30ec\u30b9\u306b\u306a\u308b<\/li>\n
- GPU\u306e\u30e1\u30e2\u30ea\u3092\u98df\u3044\u3059\u304e\u3066\u3001\u4ed6\u306e\u30a2\u30d7\u30ea\u304c\u52d5\u304b\u306a\u304f\u306a\u308b<\/li>\n
- \u975eGPU\u74b0\u5883\u3067\u306f\u4f7f\u3044\u7269\u306b\u306a\u3089\u306a\u3044<\/li>\n<\/ul>\n
\u3053\u3046\u3044\u3063\u305f\u201c\u73fe\u5834\u3042\u308b\u3042\u308b\u201d\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3082\u3001\u5b9a\u91cf\u7684\u306a\u6307\u6a19\u3067\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068<\/span>\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\u5b9f\u52d9\u3067\u91cd\u8996\u3057\u305f\u3044 5\u3064\u306e\u6307\u6a19<\/span><\/em><\/strong><\/p>\n\u79c1\u304c\u4eca\u56de\u610f\u8b58\u3057\u305f\u306e\u306f\u3001\u6b21\u306e5\u3064\u3067\u3059\u3002<\/p>\n \n\n\n| \u6307\u6a19<\/td>\n | \u610f\u5473\u3068\u5b9f\u52d9\u3067\u306e\u91cd\u8981\u6027<\/td>\n<\/tr>\n | \n| tokens\/sec<\/td>\n | \n\n \u3069\u308c\u3060\u3051\u901f\u304f\u6587\u7ae0\u3092\u751f\u6210\u3067\u304d\u308b\u304b<\/span><\/div>\n\uff081\u79d2\u3042\u305f\u308a\u306b\u751f\u6210\u3055\u308c\u308b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u8a2d\u8a08\u306e\u57fa\u790e\uff09<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n\n| \u521d\u671f\u5fdc\u7b54\u6642\u9593<\/td>\n | \u30e6\u30fc\u30b6\u30fc\u304c\u5f85\u305f\u3055\u308c\u308b\u4f53\u611f\u6642\u9593<\/span><\/td>\n<\/tr>\n\n| VRAM\u4f7f\u7528\u91cf<\/td>\n | \u5b9f\u884c\u3067\u304d\u308bPC\u3084\u30b5\u30fc\u30d0\u30fc\u306e\u6761\u4ef6\u628a\u63e1\u306b\u76f4\u7d50<\/span><\/td>\n<\/tr>\n\n| CPU\u4f7f\u7528\u7387<\/td>\n | \u975eGPU\u74b0\u5883\u3084\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306e\u8ca0\u8377\u78ba\u8a8d<\/span><\/td>\n<\/tr>\n\n| \u51fa\u529b\u81ea\u7136\u6027<\/td>\n | \u5b9f\u7528\u6027\u3084\u8aad\u307f\u3084\u3059\u3055\u306e\u8a55\u4fa1\u57fa\u6e96<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u00a0
\n\u3053\u308c\u3089\u306f\u30012024\u5e74\u306b\u516c\u958b\u3055\u308c\u305f\u300cSmall Language Models: Survey, Measurements, and Insights<\/a>\u300d\u3068\u3044\u3046\u8ad6\u6587\u3067\u3082\u3001SLM\u306e\u8a55\u4fa1\u8ef8\u3068\u3057\u3066\u3057\u3063\u304b\u308a\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059<\/strong>\u3002
\n\u306a\u304a\u3001\u4eca\u56de\u306f\u305d\u306e\u4e2d\u3067\u3082\u3001\u6bd4\u8f03\u7684\u53d6\u5f97\u304c\u5bb9\u6613\u3060\u3063\u305f\u300ctokens\/sec\uff08\u751f\u6210\u901f\u5ea6\uff09\u300d\u3092\u4e2d\u5fc3\u306b\u6e2c\u5b9a\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u4ed6\u306e\u6307\u6a19\u306b\u3064\u3044\u3066\u306f\u3001\u4eca\u5f8c\u3001\u53d6\u5f97\u65b9\u6cd5\u306e\u5de5\u592b\u3092\u9032\u3081\u3001\u9806\u6b21\u53ef\u8996\u5316\u3057\u3066\u3044\u304f\u4e88\u5b9a\u306a\u306e\u3067\u3001\u3054\u7406\u89e3\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n <\/p>\n \u524d\u63d0\u6761\u4ef6<\/h2>\n\u4eca\u56de\u306e\u691c\u8a3c\u306f\u3001\u4ee5\u4e0b\u306ePC\u74b0\u5883\u3067\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002\u524d\u56de\u306e\u8a18\u4e8b\u3068\u540c\u3058\u69cb\u6210\u3067\u3059\u3002<\/p>\n \n\n\n| OS<\/td>\n | Windows 11 Home (24H2)<\/span><\/td>\n<\/tr>\n\n| CPU<\/td>\n | AMD Ryzen AI9 HX370<\/span><\/td>\n<\/tr>\n\n| \u30e1\u30e2\u30ea<\/td>\n | 32GB<\/span><\/td>\n<\/tr>\n\n| \u30c7\u30a3\u30b9\u30af<\/td>\n | 1TB<\/span><\/td>\n<\/tr>\n\n| GPU\/VRAM<\/td>\n | NVIDIA GeForce RTX 4060 \/ 8GB<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u00a0
\n\u306a\u304a\u3001\u4eca\u56de\u306e\u691c\u8a3c\u5185\u5bb9\u3084\u7d50\u679c\u306f\u3001\u3053\u306e\u69cb\u6210\u306b\u57fa\u3065\u304f\u3082\u306e\u3067\u3059\u3002\u74b0\u5883\u304c\u7570\u306a\u308b\u5834\u5408\u306f\u3001\u6027\u80fd\u50be\u5411\u304c\u5909\u308f\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u70b9\u306b\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n <\/p>\n \u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306e\u6e2c\u5b9a\u306e\u58c1\u3068\u5de5\u592b<\/h2>\n\n \u300c\u3058\u3083\u3042\u3001\u305d\u306e\u6570\u5024\u3001\u3069\u3046\u3084\u3063\u3066\u53d6\u308b\u306e\uff1f\u300d\u3053\u308c\u304c\u610f\u5916\u3068\u30cf\u30de\u308a\u3069\u3053\u308d\u3067\u3057\u305f\u3002<\/div>\n \u7b2c\u4e00\u56de\u3067\u69cb\u7bc9\u3057\u305fOllama\u3068Open WebUI\u306e\u69cb\u6210\u3060\u3068\u3001<\/div>\n \n \n \n- tokens\/sec\uff081\u79d2\u3042\u305f\u308a\u306b\u751f\u6210\u3055\u308c\u308b\u30c8\u30fc\u30af\u30f3\u6570\uff09<\/li>\n
- \u521d\u671f\u5fdc\u7b54\u6642\u9593<\/li>\n<\/ul>\n
\u3068\u3044\u3063\u305f\u7d30\u304b\u306a\u30c7\u30fc\u30bf\u306f\u3001\u7d20\u76f4\u306b\u53d6\u308c\u307e\u305b\u3093\u3002
\n\u307e\u305f\u3001WebUI\u5074\u306eOpen WebUI\u3092\u76f4\u63a5\u3044\u3058\u3063\u3066\u8868\u793a\u3055\u305b\u308b\u3053\u3068\u3082\u8003\u3048\u307e\u3057\u305f\u304c\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u5bfe\u5fdc\u304c\u5927\u5909\u306a\u306e\u3067\u73fe\u5b9f\u7684\u3067\u306f\u306a\u3044\u3068\u5224\u65ad\u3057\u307e\u3057\u305f\u3002\uff08Open WebUI\u306e\u30ea\u30ea\u30fc\u30b9\u72b6\u6cc1\u3092\u898b\u3066\u3082\u308f\u304b\u308b\u3088\u3046\u306b\u3001\u307b\u307c\u6bce\u9031\u3001\u6642\u306b\u306f\u9031\u306b\u6570\u56de\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3073\u306b\u4e2d\u8eab\u3092\u76f4\u63a5\u4fee\u6b63\u3059\u308b\u306e\u306f\u3001\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3088\u306d\u2026\uff09<\/p>\n \u30ea\u30ec\u30fc\u51e6\u7406\u3092\u5c0e\u5165\u3057\u3066\u201c\u5916\u304b\u3089\u8997\u304f\u201d<\/span><\/em><\/strong><\/p>\n<\/div>\n\n \u305d\u3053\u3067\u8003\u3048\u305f\u306e\u304c\u3001 Ollama\u3068Open WebUI\u306e\u9593\u306b\u3001\u30ea\u30ec\u30fc\u51e6\u7406\u3092\u304b\u307e\u3059\u65b9\u6cd5<\/span>\u3067\u3059\u3002<\/div>\n\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/div>\n \n [Open WebUI] \u21c4 [\u30ea\u30ec\u30fc\u51e6\u7406\uff08\u81ea\u4f5c\u30d7\u30ed\u30ad\u30b7\uff09] \u21c4 [Ollama]<\/pre>\n\u3053\u306e\u30d7\u30ed\u30ad\u30b7\u3067\u3001\u30ea\u30ec\u30fc\u51e6\u7406\u306e\u4e2d\u3067\u30ea\u30af\u30a8\u30b9\u30c8\u3068\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u8997\u304d\u898b\u308b\u3053\u3068\u3067\u3001<\/p>\n<\/div>\n \n- \u30d7\u30ed\u30f3\u30d7\u30c8\u9001\u4fe1\u6642\u523b<\/li>\n
- \u6700\u521d\u306e\u5fdc\u7b54\u30c8\u30fc\u30af\u30f3\u306e\u623b\u308a\u6642\u523b<\/li>\n
- \u30c8\u30fc\u30bf\u30eb\u306e\u751f\u6210\u6642\u9593<\/li>\n
- tokens\/sec\u306e\u7b97\u51fa\u7d50\u679c\uff081\u79d2\u3042\u305f\u308a\u306b\u751f\u6210\u3055\u308c\u308b\u30c8\u30fc\u30af\u30f3\u6570\uff09<\/li>\n<\/ul>\n<\/div>\n
\u3068\u3044\u3063\u305f\u30ed\u30b0\u60c5\u5831\u3092\u51fa\u529b\u3059\u308b\u4ed5\u7d44\u307f\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n \u5b9f\u969b\u306e\u30b3\u30fc\u30c9<\/span><\/strong><\/em><\/p>\n\n \u30ea\u30ec\u30fc\u51e6\u7406\u3067\u4f7f\u7528\u3059\u308b\u300c\u81ea\u4f5c\u30d7\u30ed\u30ad\u30b7\u300d\u51e6\u7406\u3067\u3059\u304c\u3001\u4eca\u56de\u306f Python \u3092\u4f7f\u3063\u305f\u30b7\u30f3\u30d7\u30eb\u306aFlask\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/div>\n \u4ee5\u4e0b\u304c\u300c\u81ea\u4f5c\u30d7\u30ed\u30ad\u30b7\u300d\u306e\u30b3\u30fc\u30c9\uff08 proxy_server.py<\/span>\uff09\u306b\u306a\u308a\u307e\u3059\u3002<\/div>\n<\/div>\n\n from flask import Flask, request, Response\r\nimport requests, os, json, time\r\n\r\napp = Flask(__name__)\r\nOLLAMA_API = 'http:\/\/ollama:11434'\r\nLOG_PATH = '\/logs\/bench.log'\r\n\r\n@app.route('\/api\/generate', methods=['POST'])\r\ndef proxy_generate():\r\n start_time = time.time()\r\n resp = requests.post(f\"{OLLAMA_API}\/api\/generate\", json=request.get_json())\r\n duration = time.time() - start_time\r\n data = resp.json()\r\n\r\n eval_count = data.get(\"eval_count\")\r\n eval_duration_ns = data.get(\"eval_duration\")\r\n\r\n if eval_count and eval_duration_ns:\r\n token_sec = eval_count \/ (eval_duration_ns \/ 1_000_000_000)\r\n log_entry = {\r\n \"timestamp\": time.strftime(\"%Y-%m-%d %H:%M:%S\"),\r\n \"token_per_sec\": token_sec\r\n }\r\n os.makedirs(os.path.dirname(LOG_PATH), exist_ok=True)\r\n with open(LOG_PATH, \"a\") as f:\r\n f.write(json.dumps(log_entry, ensure_ascii=False) + \"\\n\")\r\n\r\n return Response(resp.content, status=resp.status_code, content_type=resp.headers.get('Content-Type'))<\/pre>\n\n \u30dd\u30a4\u30f3\u30c8\u306f\u3001Ollama\u3078\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u4e2d\u7d99\u3057\u3064\u3064\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u30ed\u30b0\u306b\u8a18\u9332\u3059\u308b\u90e8\u5206\u3067\u3059\u3002<\/div>\n \u307e\u305f\u3001\u3053\u306e\u30d7\u30ed\u30ad\u30b7\u51e6\u7406\u5185\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u53d6\u5f97\u3059\u308b requirements.txt<\/span> \u3082\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u304a\u5fd8\u308c\u306a\u304f\uff01\uff08requirements.txt<\/span>\u00a0\u306f\u4e0a\u8a18\u30b3\u30fc\u30c9\u3068\u540c\u3058\u5834\u6240\u306b\u914d\u7f6e\u3057\u3066\u304f\u3060\u3055\u3044\uff09<\/div>\n<\/div>\n<\/div>\n\n flask\r\nrequests<\/pre>\n<\/div>\n\u5b9f\u884c\u74b0\u5883\u306e\u30d5\u30a9\u30eb\u30c0\u69cb\u6210<\/span><\/strong><\/em><\/p>\n\n \u300c\u8a18\u4e8b\u306f\u898b\u305f\u3051\u3069\u3001\u81ea\u5206\u306e\u74b0\u5883\u3067\u52d5\u304b\u305b\u306a\u3044\u3068\u610f\u5473\u304c\u306a\u3044\u300d\u305d\u3093\u306a\u65b9\u306e\u305f\u3081\u306b\u3001\u4eca\u56de\u79c1\u304c\u691c\u8a3c\u3057\u305f\u30d5\u30a9\u30eb\u30c0\u69cb\u6210\u306e\u5168\u4f53\u30a4\u30e1\u30fc\u30b8\u3092\u8f09\u305b\u3066\u304a\u304d\u307e\u3059\u3002\uff08\u30d5\u30a9\u30eb\u30c0\u69cb\u6210\u5185\u306e\u30b3\u30e1\u30f3\u30c8\u5148\u982d\u306b (*)<\/span> \u304c\u3042\u308b\u30d5\u30a9\u30eb\u30c0\u306f\u3001\u65b0\u898f\u3067\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff09<\/p>\n\n .\/ollama\r\n \u251c compose.yaml\r\n \u251c ollama # ollama\u7528\u306edocker\u30de\u30a6\u30f3\u30c8\u30d5\u30a9\u30eb\u30c0\r\n \u2502 \u2514 \uff1a\r\n \u251c open-webui # open webui\u7528\u306edocker\u30de\u30a6\u30f3\u30c8\u30d5\u30a9\u30eb\u30c0\r\n \u2502 \u2514 \uff1a\r\n \u251c proxy_server # (*) \u81ea\u4f5c\u30d7\u30ed\u30ad\u30b7\u7528\u306e\u30d5\u30a9\u30eb\u30c0\r\n \u2502 \u251c proxy_server.py\r\n \u2502 \u2514 requirements.txt\r\n \u2514 logs # (*) \u81ea\u4f5c\u30d7\u30ed\u30ad\u30b7\u304c\u51fa\u529b\u3059\u308b\u30ed\u30b0\u7528\u30d5\u30a9\u30eb\u30c0\r\n \u2514 bench.log # \u30ed\u30b0\u30d5\u30a1\u30a4\u30eb<\/pre>\n\u3053\u306e\u69cb\u6210\u3067\u3042\u308c\u3070\u3001\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u540c\u3058\u968e\u5c64\u306b\u307e\u3068\u3081\u3066\u304a\u3051\u308b\u306e\u3067\u3001\u74b0\u5883\u518d\u73fe\u3084\u69cb\u6210\u7ba1\u7406\u304c\u975e\u5e38\u306b\u697d\u306b\u306a\u308a\u307e\u3059\u3002\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n Docker\u30a4\u30e1\u30fc\u30b8\u5316\u3068\u5b9f\u884c\u624b\u9806<\/span><\/strong><\/em><\/p>\n<\/div>\n<\/div>\n\u6b21\u306b\u3001\u4e0a\u8a18\u3067\u4f5c\u6210\u3057\u305f\u300c\u81ea\u4f5c\u30d7\u30ed\u30ad\u30b7\u300d\u3092\u542b\u3081\u3066\u30ea\u30ec\u30fc\u3055\u305b\u308b\u3088\u3046\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b compose.yaml \u3092\u7528\u610f\u3057\u307e\u3059\u3002 \n\uff08\u81ea\u4f5c\u30d7\u30ed\u30ad\u30b7\u304c\u4e0a\u8a18\u300c\u5b9f\u969b\u306e\u30b3\u30fc\u30c9\u300d\u3067\u4f5c\u6210\u3057\u305f proxy_server.py<\/span> \u3068\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u65e2\u5b58\u306e\u69cb\u6210\u304c\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u3053\u306e\u5185\u5bb9\u3067\u65b0\u898f\u4f5c\u6210\u3059\u308c\u3070\u554f\u984c\u3042\u308a\u307e\u305b\u3093\uff09<\/div>\n\n \n services:\r\n ollama:\r\n image: ollama\/ollama\r\n ports:\r\n - \"11434:11434\"\r\n volumes:\r\n - .\/ollama:\/root\/.ollama\r\n deploy:\r\n resources:\r\n reservations:\r\n devices:\r\n - capabilities: [gpu]\r\n driver: nvidia\r\n count: all\r\n\r\n proxy:\r\n image: python:3.10-slim\r\n working_dir: \/app\r\n volumes:\r\n - .\/proxy_server:\/app\r\n - .\/logs:\/logs\r\n command: [\"sh\", \"-c\", \"pip install -r requirements.txt && exec python proxy_server.py\"]\r\n ports:\r\n - \"8001:8001\"\r\n depends_on:\r\n - ollama\r\n\r\n open-webui:\r\n image: ghcr.io\/open-webui\/open-webui:latest\r\n ports:\r\n - \"8080:8080\"\r\n environment:\r\n API_URL: http:\/\/proxy:8001\r\n ENABLE_OLLAMA_API: \"True\"\r\n OLLAMA_BASE_URL: http:\/\/proxy:8001<\/pre>\n\u30dd\u30a4\u30f3\u30c8\u306f\u3001Open WebUI\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u30d7\u30ed\u30ad\u30b7\uff08proxy\u30b3\u30f3\u30c6\u30ca\uff09\u7d4c\u7531\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002
\n\u3053\u306e\u69cb\u6210\u306a\u3089\u3001Open WebUI\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u304c\u3042\u3063\u3066\u5185\u90e8\u4ed5\u69d8\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u30d7\u30ed\u30ad\u30b7\u3067\u5916\u5074\u304b\u3089\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u898b\u3066\u3044\u308b\u305f\u3081\u3001\u30ed\u30b0\u306e\u53d6\u5f97\u306b\u5f71\u97ff\u3057\u306b\u304f\u3044\u69cb\u6210\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n <\/p>\n<\/div>\n<\/div>\n \n \u5b9f\u969b\u306b\u53d6\u308c\u305f\u30ed\u30b0\u3068\u305d\u306e\u8003\u5bdf<\/h2>\n\u30ea\u30ec\u30fc\u51e6\u7406\u3092\u631f\u3093\u3060\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30ed\u30b0\u304c\u53d6\u308c\u307e\u3057\u305f\u3002\uff08\u30ed\u30b0\u306f\u629c\u7c8b\u3057\u3066\u8868\u793a\u3057\u3066\u307e\u3059\uff09<\/p>\n {\"timestamp\": \"2025-06-28 12:24:22\", \"model\": \"gemma3:27b\", \"total_duration_ns\": 94632160664, \"load_duration_ns\": 19994323564, \"prompt_eval_count\": 1031, \"prompt_eval_duration_ns\": 60875012677, \"eval_count\": 58, \"eval_duration_ns\": 13735608879, \"token_per_sec\": 4.222601306642811}\r\n{\"timestamp\": \"2025-06-28 12:30:58\", \"model\": \"gemma3:27b\", \"total_duration_ns\": 394963073595, \"load_duration_ns\": 53579880, \"prompt_eval_count\": 3546, \"prompt_eval_duration_ns\": 195046011140, \"eval_count\": 760, \"eval_duration_ns\": 199816400248, \"token_per_sec\": 3.8034916005729964}\r\n{\"timestamp\": \"2025-06-28 13:59:10\", \"model\": \"qwen2.5vl:7b\", \"total_duration_ns\": 759561136, \"load_duration_ns\": 13410971, \"prompt_eval_count\": 667, \"prompt_eval_duration_ns\": 408703073, \"eval_count\": 13, \"eval_duration_ns\": 334954117, \"token_per_sec\": 38.81128590516772}\r\n{\"timestamp\": \"2025-06-28 13:59:10\", \"model\": \"qwen2.5vl:7b\", \"total_duration_ns\": 875906258, \"load_duration_ns\": 11146979, \"prompt_eval_count\": 558, \"prompt_eval_duration_ns\": 335325142, \"eval_count\": 20, \"eval_duration_ns\": 526305136, \"token_per_sec\": 38.00076919636977}\r\n{\"timestamp\": \"2025-06-28 13:59:37\", \"model\": \"qwen2.5vl:7b\", \"total_duration_ns\": 3153000322, \"load_duration_ns\": 11314367, \"prompt_eval_count\": 721, \"prompt_eval_duration_ns\": 754606991, \"eval_count\": 72, \"eval_duration_ns\": 2383351049, \"token_per_sec\": 30.20956565765231}\r\n{\"timestamp\": \"2025-06-28 14:05:37\", \"model\": \"gemma3:12b\", \"total_duration_ns\": 5428418296, \"load_duration_ns\": 22034384, \"prompt_eval_count\": 448, \"prompt_eval_duration_ns\": 4024403009, \"eval_count\": 21, \"eval_duration_ns\": 1380531832, \"token_per_sec\": 15.21152900152758}\r\n{\"timestamp\": \"2025-06-28 14:05:42\", \"model\": \"gemma3:12b\", \"total_duration_ns\": 4395797252, \"load_duration_ns\": 24517951, \"prompt_eval_count\": 337, \"prompt_eval_duration_ns\": 2879844775, \"eval_count\": 23, \"eval_duration_ns\": 1490088937, \"token_per_sec\": 15.435320287865476}\r\n{\"timestamp\": \"2025-06-28 14:06:01\", \"model\": \"gemma3:12b\", \"total_duration_ns\": 8595806105, \"load_duration_ns\": 30188016, \"prompt_eval_count\": 497, \"prompt_eval_duration_ns\": 4741797711, \"eval_count\": 51, \"eval_duration_ns\": 3822096375, \"token_per_sec\": 13.343462591259227}\r\n{\"timestamp\": \"2025-06-28 16:06:21\", \"model\": \"gemma3n:e4b\", \"total_duration_ns\": 23945618955, \"load_duration_ns\": 13359735942, \"prompt_eval_count\": 16, \"prompt_eval_duration_ns\": 800558935, \"eval_count\": 200, \"eval_duration_ns\": 9782352502, \"token_per_sec\": 20.444979871570773}\r\n{\"timestamp\": \"2025-06-28 16:06:25\", \"model\": \"gemma3n:e4b\", \"total_duration_ns\": 3821787614, \"load_duration_ns\": 62551020, \"prompt_eval_count\": 477, \"prompt_eval_duration_ns\": 593423184, \"eval_count\": 67, \"eval_duration_ns\": 3164968738, \"token_per_sec\": 21.169245432211913}\r\n{\"timestamp\": \"2025-06-28 16:06:27\", \"model\": \"gemma3n:e4b\", \"total_duration_ns\": 1725808520, \"load_duration_ns\": 49401411, \"prompt_eval_count\": 556, \"prompt_eval_duration_ns\": 768251988, \"eval_count\": 20, \"eval_duration_ns\": 907228651, \"token_per_sec\": 22.045159153599084}\r\n{\"timestamp\": \"2025-06-28 16:06:30\", \"model\": \"gemma3n:e4b\", \"total_duration_ns\": 2859492266, \"load_duration_ns\": 43687267, \"prompt_eval_count\": 432, \"prompt_eval_duration_ns\": 542335379, \"eval_count\": 46, \"eval_duration_ns\": 2272627867, \"token_per_sec\": 20.24088530636679}<\/pre>\n\n \u4eca\u56de\u691c\u8a3c\u3057\u305f\u306e\u306f\u3001\u4ee5\u4e0b\u306e4\u3064\u306e\u30ed\u30fc\u30ab\u30ebSLM\u30e2\u30c7\u30eb\u3067\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3068\u3001\u5b9f\u969b\u306b\u53d6\u5f97\u3067\u304d\u305f\u5e73\u5747\u30c8\u30fc\u30af\u30f3\u751f\u6210\u901f\u5ea6\uff08tokens\/sec\uff09\u306f\u6b21\u306e\u901a\u308a\u3067\u3057\u305f\u3002<\/div>\n \n \n\n\n| \u30e2\u30c7\u30eb\u540d<\/td>\n | \u30d1\u30e9\u30e1\u30fc\u30bf\u898f\u6a21<\/td>\n | \u7279\u5fb4\u30fb\u5099\u8003<\/td>\n | \u5e73\u5747 tokens\/sec<\/td>\n<\/tr>\n | \n| qwen2.5vl:7b<\/td>\n | 7B<\/td>\n | \u8efd\u91cf\u30fb\u9ad8\u901f\u30e2\u30c7\u30eb<\/span><\/td>\n | 35.7<\/td>\n<\/tr>\n | \n| gemma3n:e4b<\/td>\n | 12B\u76f8\u5f53\uff08\u6700\u65b0\uff09<\/td>\n | gemma3\u7cfb\u306e\u6700\u65b0\u4e16\u4ee3\u3001\u6700\u9069\u5316\u30e2\u30c7\u30eb<\/span><\/td>\n | 20.5<\/td>\n<\/tr>\n | \n| gemma3:12b<\/td>\n | 12B<\/td>\n | \u6a19\u6e96\u7684\u306a\u4e2d\u91cf\u30e2\u30c7\u30eb\u3001\u30d0\u30e9\u30f3\u30b9\u578b<\/span><\/td>\n | 14.7<\/td>\n<\/tr>\n | \n| gemma3:27b<\/td>\n | 27B<\/td>\n | \u9ad8\u7cbe\u5ea6\u5bc4\u308a\u306e\u5927\u578b\u30e2\u30c7\u30eb\u3001\u4f4e\u901f<\/span><\/td>\n | 4.0<\/td>\n<\/tr>\n | \n\u203b \u5e73\u5747\u5024\u306f\u5c0f\u6570\u7b2c2\u4f4d\u307e\u3067\u3001\u56db\u6368\u4e94\u5165<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n \u00a0<\/div>\n \u8003\u5bdf\u307e\u3068\u3081<\/span><\/strong><\/em><\/div>\n\n \n \u3053\u306e\u691c\u8a3c\u7d50\u679c\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/div>\n<\/div>\n<\/div>\n<\/div>\n \u00a0<\/div>\n \n \n\n\n| qwen2.5vl:7b<\/td>\n | \n\n \u7fa4\u3092\u629c\u3044\u3066\u9ad8\u901f\u3067\u3001\u30c8\u30fc\u30af\u30f3\u751f\u6210\u901f\u5ea6\u306f 35\u301c38 tokens\/sec \u7a0b\u5ea6<\/strong>\u3092\u8a18\u9332\u3057\u305f\u3002<\/span><\/div>\n\u8efd\u91cf\u30e2\u30c7\u30eb\u306a\u3089\u3067\u306f\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u6700\u5927\u9650\u306b\u6d3b\u304b\u305b\u308b\u305f\u3081\u3001\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u7c21\u6613\u751f\u6210\u30bf\u30b9\u30af\u306b\u306f\u6700\u9069<\/strong>\u3068\u3044\u3048\u308b\u3002<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n\n| gemma3:12b<\/td>\n | \n\n \u30c8\u30fc\u30af\u30f3\u751f\u6210\u901f\u5ea6\u306f\u7d04 13\u301c15 tokens\/sec \u3067\u3001\u4e2d\u91cf\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306f\u6a19\u6e96\u7684\u306a\u7d50\u679c<\/strong>\u3067\u3042\u3063\u305f\u3002<\/span><\/div>\nqwen2.5vl:7b \u3068\u6bd4\u3079\u308b\u3068\u901f\u5ea6\u9762\u3067\u306f\u52a3\u308b\u304c\u3001\u3088\u308a\u5b89\u5b9a\u3057\u305f\u51fa\u529b\u54c1\u8cea\u3084\u6c4e\u7528\u6027\u306e\u9ad8\u3055\u304c\u671f\u5f85\u3067\u304d\u3001\u51e6\u7406\u6642\u9593\u3068\u54c1\u8cea\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u91cd\u8996\u3059\u308b\u5834\u9762\u3067\u306f\u6709\u529b\u306a\u9078\u629e\u80a2<\/strong>\u3068\u306a\u308b\u3002<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n\n| gemma3n:e4b<\/td>\n | \u6700\u9069\u5316\u4e16\u4ee3\u3068\u3044\u3046\u7279\u5fb4\u901a\u308a\u3001\u540c\u305812B\u30af\u30e9\u30b9\u3067\u3082\u7d0420\u301c22 tokens\/sec \u3068\u3001\u65e7\u4e16\u4ee3\u306e gemma3:12b \u3088\u308a\u660e\u78ba\u306b\u9ad8\u901f\u5316<\/strong>\u3055\u308c\u3066\u3044\u308b\u3002<\/span>
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\n\u3000\u2705 \u5b9f\u7528\u6027\u3084\u9650\u754c\u3092\u3001\u611f\u899a\u3067\u306f\u306a\u304f\u30c7\u30fc\u30bf\u3067\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f<\/span><\/strong><\/p>\n\u6b21\u56de\u306e\u5c55\u958b<\/span><\/strong><\/em><\/p>\n\u6b21\u306f\u3001\u3055\u3089\u306b\u5b9f\u696d\u52d9\u306b\u5bc4\u305b\u305f\u4ee5\u4e0b\u306e\u30c6\u30fc\u30de\u306b\u3082\u8e0f\u307f\u8fbc\u307f\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n \n- \u30ed\u30fc\u30ab\u30ebSLM\u3068RAG\u306e\u5b9f\u52d9\u30ec\u30d9\u30eb\u6d3b\u7528<\/li>\n
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