{"id":1347,"date":"2023-02-25T22:29:26","date_gmt":"2023-02-25T14:29:26","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=1347"},"modified":"2023-02-25T22:36:26","modified_gmt":"2023-02-25T14:36:26","slug":"openai-api-%e6%8e%a5%e5%8f%a3%e5%8f%82%e8%80%83","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=1347","title":{"rendered":"OpenAI API \u53c2\u8003"},"content":{"rendered":"\n

\u4ecb\u7ecd<\/a><\/h2>\n\n\n\n

\u60a8\u53ef\u4ee5\u901a\u8fc7\u6765\u81ea\u4efb\u4f55\u8bed\u8a00\u7684 HTTP \u8bf7\u6c42\u3001\u6211\u4eec\u7684\u5b98\u65b9 Python \u7ed1\u5b9a\u3001\u6211\u4eec\u7684\u5b98\u65b9 Node.js \u5e93\u6216\u793e\u533a\u7ef4\u62a4\u7684\u5e93<\/a>\u4e0e API \u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n\n\n\n

\u539f\u6587\u94fe\u63a5\uff1aAPI Reference – OpenAI API<\/a><\/p>\n\n\n\n

\u82e5\u8981\u5b89\u88c5\u5b98\u65b9 Python \u7ed1\u5b9a\uff0c\u8bf7\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n

pip install openai<\/code><\/pre>\n\n\n\n
\u8981\u5b89\u88c5\u5b98\u65b9\u7684 Node.js \u5e93\uff0c\u8bf7\u5728 Node.js \u9879\u76ee\u76ee\u5f55\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n
npm install openai<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u8ba4\u8bc1<\/a><\/h2>\n\n\n\n
OpenAI API \u4f7f\u7528 API \u5bc6\u94a5\u8fdb\u884c\u8eab\u4efd\u9a8c\u8bc1\u3002\u8bbf\u95ee\u60a8\u7684 API \u5bc6\u94a5\u9875\u9762\uff0c\u68c0\u7d22\u60a8\u5c06\u5728\u8bf7\u6c42\u4e2d\u4f7f\u7528\u7684 API \u5bc6\u94a5<\/a>\u3002<\/p>\n\n\n\n
\u8bf7\u8bb0\u4f4f\uff0c\u60a8\u7684API\u5bc6\u94a5\u662f\u4e00\u4e2a\u79d8\u5bc6\uff01<\/strong>\u4e0d\u8981\u4e0e\u4ed6\u4eba\u5171\u4eab\u6216\u5728\u4efb\u4f55\u5ba2\u6237\u7aef\u4ee3\u7801\uff08\u6d4f\u89c8\u5668\u3001\u5e94\u7528\u7a0b\u5e8f\uff09\u4e2d\u516c\u5f00\u5b83\u3002\u751f\u4ea7\u8bf7\u6c42\u5fc5\u987b\u901a\u8fc7\u60a8\u81ea\u5df1\u7684\u540e\u7aef\u670d\u52a1\u5668\u8fdb\u884c\u8def\u7531\uff0c\u5728\u8be5\u670d\u52a1\u5668\u4e0a\uff0c\u53ef\u4ee5\u4ece\u73af\u5883\u53d8\u91cf\u6216\u5bc6\u94a5\u7ba1\u7406\u670d\u52a1\u5b89\u5168\u5730\u52a0\u8f7d API \u5bc6\u94a5\u3002<\/p>\n\n\n\n
\u6240\u6709 API \u8bf7\u6c42\u90fd\u5e94\u5728 Authorization<\/code> HTTP \u6807\u5934\u4e2d\u5305\u542b\u60a8\u7684 API \u5bc6\u94a5\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n
Authorization: Bearer YOUR_API_KEY<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u8bf7\u6c42\u7ec4\u7ec7<\/a><\/h3>\n\n\n\n
\u5bf9\u4e8e\u5c5e\u4e8e\u591a\u4e2a\u7ec4\u7ec7\u7684\u7528\u6237\uff0c\u60a8\u53ef\u4ee5\u4f20\u9012\u6807\u5934\u4ee5\u6307\u5b9a\u7528\u4e8e API \u8bf7\u6c42\u7684\u7ec4\u7ec7\u3002\u8fd9\u4e9b API \u8bf7\u6c42\u7684\u4f7f\u7528\u91cf\u5c06\u8ba1\u5165\u6307\u5b9a\u7ec4\u7ec7\u7684\u8ba2\u9605\u914d\u989d\u3002<\/p>\n\n\n\n
\u793a\u4f8b curl \u547d\u4ee4\uff1a<\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/models \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -H 'OpenAI-Organization: org-xpMoAv99i8jdZvhGXPfiRXug'<\/code><\/pre>\n\n\n\n
Python \u5305\u7684openai<\/code>\u793a\u4f8b\uff1a<\/p>\n\n\n\n
import os\nimport openai\nopenai.organization = \"org-xpMoAv99i8jdZvhGXPfiRXug\"\nopenai.api_key = os.getenv(\"OPENAI_API_KEY\")\nopenai.Model.list()<\/code><\/pre>\n\n\n\n
Node.js \u5305\u7684openai<\/code>\u793a\u4f8b\uff1a<\/p>\n\n\n\n
import { Configuration, OpenAIApi } from \"openai\";\nconst configuration = new Configuration({\n    organization: \"org-xpMoAv99i8jdZvhGXPfiRXug\",\n    apiKey: process.env.OPENAI_API_KEY,\n});\nconst openai = new OpenAIApi(configuration);\nconst response = await openai.listEngines();<\/code><\/pre>\n\n\n\n
\u53ef\u4ee5\u5728\u7ec4\u7ec7\u8bbe\u7f6e<\/a>\u9875\u9762\u4e0a\u627e\u5230\u7ec4\u7ec7 ID\u3002<\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u63d0\u51fa\u8bf7\u6c42<\/a><\/h2>\n\n\n\n
\u60a8\u53ef\u4ee5\u5c06\u4ee5\u4e0b\u547d\u4ee4\u7c98\u8d34\u5230\u7ec8\u7aef\u4e2d\u4ee5\u8fd0\u884c\u60a8\u7684\u7b2c\u4e00\u4e2a API \u8bf7\u6c42\u3002\u786e\u4fdd\u66ff\u6362\u4e3a\u60a8\u7684\u79c1\u6709 API \u5bc6\u94a5\u3002YOUR_API_KEY<\/code><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/completions \\\n  -H \"Content-Type: application\/json\" \\\n  -H \"Authorization: Bearer YOUR_API_KEY\" \\\n  -d '{\"model\": \"text-davinci-003\", \"prompt\": \"Say this is a test\", \"temperature\": 0, \"max_tokens\": 7}'<\/code><\/pre>\n\n\n\n
\u6b64\u8bf7\u6c42\u67e5\u8be2 Davinci \u6a21\u578b\u4ee5\u5b8c\u6210\u6587\u672c\uff0c\u5e76\u63d0\u793a\u201c\u8bf4\u8fd9\u662f\u4e00\u4e2a\u6d4b\u8bd5<\/em>\u201d\u3002max_tokens<\/code> \u53c2\u6570\u8bbe\u7f6e API \u5c06\u8fd4\u56de\u7684\u4ee4\u724c<\/a>\u6570\u7684\u4e0a\u9650\u3002\u60a8\u5e94\u8be5\u6536\u5230\u7c7b\u4f3c\u4e8e\u4ee5\u4e0b\u5185\u5bb9\u7684\u56de\u590d\uff1a<\/p>\n\n\n\n
{\n    \"id\": \"cmpl-GERzeJQ4lvqPk8SkZu4XMIuR\",\n    \"object\": \"text_completion\",\n    \"created\": 1586839808,\n    \"model\": \"text-davinci:003\",\n    \"choices\": [\n        {\n            \"text\": \"\\n\\nThis is indeed a test\",\n            \"index\": 0,\n            \"logprobs\": null,\n            \"finish_reason\": \"length\"\n        }\n    ],\n    \"usage\": {\n        \"prompt_tokens\": 5,\n        \"completion_tokens\": 7,\n        \"total_tokens\": 12\n    }\n}<\/code><\/pre>\n\n\n\n
\u73b0\u5728\uff0c\u60a8\u5df2\u7ecf\u751f\u6210\u4e86\u7b2c\u4e00\u4e2a\u5b8c\u6210\u3002\u5982\u679c\u8fde\u63a5\u63d0\u793a\u548c\u5b8c\u6210\u6587\u672c\uff08\u5982\u679c\u5c06\u53c2\u6570 echo<\/code> \u8bbe\u7f6e\u4e3a true<\/code>\uff09\uff0cAPI \u5c06\u4e3a\u60a8\u6267\u884c\u6b64\u64cd\u4f5c\uff09\uff0c\u5219\u751f\u6210\u7684\u6587\u672c\u4e3a\u201c\u5047\u8bbe\u8fd9\u662f\u4e00\u4e2a\u6d4b\u8bd5\u3002\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u8003\u9a8c\u3002<\/em>\u60a8\u8fd8\u53ef\u4ee5\u5c06 API \u53c2\u6570stream<\/code> \u8bbe\u7f6e\u4e3a true \uff0c\u4ee5\u4fbf\u6d41\u5f0f\u4f20\u8f93\u56de\u6587\u672c\uff08\u4f5c\u4e3a\u7eaf\u6570\u636e\u670d\u52a1\u5668\u53d1\u9001\u7684\u4e8b\u4ef6<\/a>\uff09\u3002true<\/code><\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u6a21\u578b<\/a><\/h2>\n\n\n\n
\u5217\u51fa\u5e76\u63cf\u8ff0 API \u4e2d\u53ef\u7528\u7684\u5404\u79cd\u6a21\u578b\u3002\u60a8\u53ef\u4ee5\u53c2\u8003\u6a21\u578b\u6587\u6863\u4ee5\u4e86\u89e3\u53ef\u7528\u7684\u6a21\u578b<\/a>\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5217\u51fa\u6a21\u578b<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/models<\/code><\/pre>\n\n\n\n
\u5217\u51fa\u5f53\u524d\u53ef\u7528\u7684\u6a21\u578b\uff0c\u5e76\u63d0\u4f9b\u6709\u5173\u6bcf\u4e2a\u6a21\u578b\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u4f8b\u5982\u6240\u6709\u8005\u548c\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/models \\\n  -H 'Authorization: Bearer YOUR_API_KEY'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"data\": [\n    {\n      \"id\": \"model-id-0\",\n      \"object\": \"model\",\n      \"owned_by\": \"organization-owner\",\n      \"permission\": [...]\n    },\n    {\n      \"id\": \"model-id-1\",\n      \"object\": \"model\",\n      \"owned_by\": \"organization-owner\",\n      \"permission\": [...]\n    },\n    {\n      \"id\": \"model-id-2\",\n      \"object\": \"model\",\n      \"owned_by\": \"openai\",\n      \"permission\": [...]\n    },\n  ],\n  \"object\": \"list\"\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u68c0\u7d22\u6a21\u578b<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/models\/{model}<\/code><\/pre>\n\n\n\n
\u68c0\u7d22\u6a21\u578b\u5b9e\u4f8b\uff0c\u63d0\u4f9b\u6709\u5173\u6a21\u578b\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u4f8b\u5982\u6240\u6709\u8005\u548c\u6743\u9650\u3002<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
model<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u6b64\u8bf7\u6c42\u7684\u6a21\u578b\u7684 ID<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/models\/text-davinci-003 \\\n  -H 'Authorization: Bearer YOUR_API_KEY'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"text-davinci-003\",\n  \"object\": \"model\",\n  \"owned_by\": \"openai\",\n  \"permission\": [...]\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5b8c\u6210<\/a><\/h2>\n\n\n\n
\u7ed9\u5b9a\u63d0\u793a\uff0c\u6a21\u578b\u5c06\u8fd4\u56de\u4e00\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u5b8c\u6210\uff0c\u8fd8\u53ef\u4ee5\u8fd4\u56de\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u66ff\u4ee3\u4ee4\u724c\u7684\u6982\u7387\u3002<\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u521b\u5efa\u5b8c\u6210<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/completions<\/code><\/pre>\n\n\n\n
\u4e3a\u63d0\u4f9b\u7684\u63d0\u793a\u548c\u53c2\u6570\u521b\u5efa\u8865\u5168<\/p>\n\n\n\n
\u8bf7\u6c42 body<\/h3>\n\n\n\n
model<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4f7f\u7528\u7684\u6a21\u578b\u7684 ID\u3002\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u6a21\u578b<\/a> API \u67e5\u770b\u6240\u6709\u53ef\u7528\u6a21\u578b\uff0c\u6216\u53c2\u9605\u6a21\u578b\u6982\u8ff0<\/a>\u4e86\u89e3\u5b83\u4eec\u7684\u63cf\u8ff0\u3002<\/p>\n\n\n\n
prompt<\/strong> string or array Optional Defaults to <|endoftext|><\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u751f\u6210\u5b8c\u6210\u3001\u7f16\u7801\u4e3a\u5b57\u7b26\u4e32\u3001\u5b57\u7b26\u4e32\u6570\u7ec4\u3001\u6807\u8bb0\u6570\u7ec4\u6216\u6807\u8bb0\u6570\u7ec4\u6570\u7ec4\u7684\u63d0\u793a\u3002<\/p>\n\n\n\n
\u8bf7\u6ce8\u610f\uff0c<|endoftext|> \u662f\u6a21\u578b\u5728\u8bad\u7ec3\u671f\u95f4\u770b\u5230\u7684\u6587\u6863\u5206\u9694\u7b26\uff0c\u56e0\u6b64\u5982\u679c\u672a\u6307\u5b9a\u63d0\u793a\uff0c\u6a21\u578b\u5c06\u751f\u6210\uff0c\u5c31\u50cf\u4ece\u65b0\u6587\u6863\u7684\u5f00\u5934\u4e00\u6837\u3002<\/p>\n\n\n\n
suffix<\/strong> string Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
\u5b8c\u6210\u63d2\u5165\u6587\u672c\u540e\u7684\u540e\u7f00\u3002<\/p>\n\n\n\n
max_tokens<\/strong> integer Optional Defaults to 16<\/mark><\/code><\/pre>\n\n\n\n
\u5b8c\u6210\u65f6\u8981\u751f\u6210\u7684\u6700\u5927\u4ee4\u724c<\/a>\u6570\u3002<\/p>\n\n\n\n
\u63d0\u793a\u52a0\u53f7\u7684\u4ee4\u724c\u8ba1\u6570\u4e0d\u80fd\u8d85\u8fc7\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6 max_tokens<\/code>\u3002\u5927\u591a\u6570\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a 2048 \u4e2a\u4ee4\u724c\uff08\u6700\u65b0\u6a21\u578b\u9664\u5916\uff0c\u5b83\u652f\u6301 4096\uff09\u3002<\/p>\n\n\n\n
temperature<\/strong> number Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u4f7f\u7528\u4ec0\u4e48\u91c7\u6837\u6e29\u5ea6\uff0c\u4ecb\u4e8e 0 \u548c 2 \u4e4b\u95f4\u3002\u8f83\u9ad8\u7684\u503c\uff08\u5982 0.8\uff09\u5c06\u4f7f\u8f93\u51fa\u66f4\u52a0\u968f\u673a\uff0c\u800c\u8f83\u4f4e\u7684\u503c\uff08\u5982 0.2\uff09\u5c06\u4f7f\u5176\u66f4\u52a0\u96c6\u4e2d\u548c\u786e\u5b9a\u3002<\/p>\n\n\n\n
\u6211\u4eec\u901a\u5e38\u5efa\u8bae\u66f4\u6539\u6b64\u8bbe\u7f6e\uff0c\u4f46\u4e0d\u8981\u540c\u65f6\u66f4\u6539 top_p<\/code> \u4e24\u8005\u3002<\/p>\n\n\n\n
top_p<\/strong> number Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u4f7f\u7528temperature \u91c7\u6837\u7684\u66ff\u4ee3\u65b9\u6cd5\u79f0\u4e3a\u6838\u5fc3\u91c7\u6837\uff0c\u5176\u4e2d\u6a21\u578b\u8003\u8651\u5177\u6709top_p\u6982\u7387\u8d28\u91cf\u7684\u4ee4\u724c\u7684\u7ed3\u679c\u3002\u56e0\u6b64\uff0c0.1 \u610f\u5473\u7740\u53ea\u8003\u8651\u5305\u542b\u524d 10% \u6982\u7387\u8d28\u91cf\u7684\u4ee3\u5e01\u3002<\/p>\n\n\n\n
\u6211\u4eec\u901a\u5e38\u5efa\u8bae\u66f4\u6539\u6b64\u8bbe\u7f6e\uff0c\u4f46\u4e0d\u8981\u540c\u65f6\u66f4\u6539temperature<\/code>\u4e24\u8005\u3002<\/p>\n\n\n\n
n<\/strong> integer Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u4e3a\u6bcf\u4e2a\u63d0\u793a\u751f\u6210\u7684\u5b8c\u6210\u6b21\u6570\u3002<\/p>\n\n\n\n
\u6ce8\u610f\uff1a<\/strong>\u7531\u4e8e\u6b64\u53c2\u6570\u4f1a\u751f\u6210\u8bb8\u591a\u5b8c\u6210\uff0c\u56e0\u6b64\u5b83\u4f1a\u5feb\u901f\u6d88\u8017\u4ee4\u724c\u914d\u989d\u3002\u8bf7\u8c28\u614e\u4f7f\u7528\uff0c\u5e76\u786e\u4fdd\u5bf9 max_tokens<\/code> \u548c stop<\/code> \u8fdb\u884c\u5408\u7406\u7684\u8bbe\u7f6e\u3002 <\/p>\n\n\n\n
stream<\/strong> boolean Optional Defaults to false<\/mark><\/code><\/pre>\n\n\n\n
\u662f\u5426\u6d41\u5f0f\u4f20\u8f93\u56de\u90e8\u5206\u8fdb\u5ea6\u3002\u5982\u679c\u8bbe\u7f6e\uff0c\u4ee4\u724c\u5c06\u5728\u53ef\u7528\u65f6\u4f5c\u4e3a\u7eaf\u6570\u636e\u670d\u52a1\u5668\u53d1\u9001\u7684\u4e8b\u4ef6\u53d1\u9001<\/a>\uff0c\u6d41\u7531data: [DONE]<\/code>\u6d88\u606f\u7ec8\u6b62\u3002<\/p>\n\n\n\n
logprobs<\/strong> integer Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
logprobs<\/code>\u5305\u62ec\u6700\u53ef\u80fd\u7684\u4ee4\u724c\u7684\u65e5\u5fd7\u6982\u7387\uff0c\u4ee5\u53ca\u6240\u9009\u4ee4\u724c\u3002\u4f8b\u5982\uff0c\u5982\u679c logprobs<\/code> \u4e3a 5\uff0c\u5219 API \u5c06\u8fd4\u56de 5 \u4e2a\u6700\u53ef\u80fd\u7684\u4ee4\u724c\u7684 logprob<\/code> \u5217\u8868\u3002API \u5c06\u59cb\u7ec8\u8fd4\u56de\u91c7\u6837\u4ee4\u724c\u7684 logprobs+1<\/code> \uff0c\u56e0\u6b64\u54cd\u5e94\u4e2d\u6700\u591a\u53ef\u80fd\u6709\u5143\u7d20\u3002<\/p>\n\n\n\n
logprobs<\/code> \u7684\u6700\u5927\u503c\u4e3a 5\u3002\u5982\u679c\u60a8\u9700\u8981\u66f4\u591a\uff0c\u8bf7\u901a\u8fc7\u6211\u4eec\u7684\u5e2e\u52a9\u4e2d\u5fc3<\/a>\u4e0e\u6211\u4eec\u8054\u7cfb\u5e76\u63cf\u8ff0\u60a8\u7684\u4f7f\u7528\u6848\u4f8b\u3002<\/p>\n\n\n\n
echo<\/strong> boolean Optional Defaults to false<\/mark><\/code><\/pre>\n\n\n\n
\u9664\u4e86\u5b8c\u6210\u4e4b\u5916\uff0c\u8fd8\u56de\u663e\u63d0\u793a<\/p>\n\n\n\n
stop<\/strong> string or array Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
<\/p>\n\n\n\n
\u6700\u591a 4 \u4e2a\u5e8f\u5217\uff0c\u5176\u4e2d API \u5c06\u505c\u6b62\u751f\u6210\u66f4\u591a\u4ee4\u724c\u3002\u8fd4\u56de\u7684\u6587\u672c\u5c06\u4e0d\u5305\u542b\u505c\u6b62\u5e8f\u5217\u3002<\/p>\n\n\n\n
presence_penalty<\/strong> number Optional Defaults to 0<\/mark><\/code><\/pre>\n\n\n\n
\u4ecb\u4e8e -2.0 \u548c 2.0 \u4e4b\u95f4\u7684\u6570\u5b57\u3002\u6b63\u503c\u4f1a\u6839\u636e\u65b0\u6807\u8bb0\u5230\u76ee\u524d\u4e3a\u6b62\u662f\u5426\u51fa\u73b0\u5728\u6587\u672c\u4e2d\u6765\u60e9\u7f5a\u5b83\u4eec\uff0c\u4ece\u800c\u589e\u52a0\u6a21\u578b\u8ba8\u8bba\u65b0\u4e3b\u9898\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n
frequency_penalty<\/strong> number Optional Defaults to 0<\/mark><\/code><\/pre>\n\n\n\n
\u4ecb\u4e8e -2.0 \u548c 2.0 \u4e4b\u95f4\u7684\u6570\u5b57\u3002\u6b63\u503c\u4f1a\u6839\u636e\u65b0\u6807\u8bb0\u5230\u76ee\u524d\u4e3a\u6b62\u5728\u6587\u672c\u4e2d\u7684\u73b0\u6709\u9891\u7387\u6765\u60e9\u7f5a\u65b0\u6807\u8bb0\uff0c\u4ece\u800c\u964d\u4f4e\u6a21\u578b\u9010\u5b57\u91cd\u590d\u540c\u4e00\u884c\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n
\u67e5\u770b\u6709\u5173\u9891\u7387\u548c\u72b6\u6001\u5904\u7f5a\u7684\u66f4\u591a\u4fe1\u606f\u3002<\/a><\/p>\n\n\n\n
best_of<\/strong> integer Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u5728\u670d\u52a1\u5668\u7aef\u751f\u6210\u5b8c\u6210\u5e76\u8fd4\u56de best_of<\/code>\uff08\u6bcf\u4e2a\u4ee4\u724c\u7684\u65e5\u5fd7\u6982\u7387\u6700\u9ad8\u7684\u90a3\u4e2a\uff09\u3002\u65e0\u6cd5\u6d41\u5f0f\u4f20\u8f93\u7ed3\u679c\u3002<\/p>\n\n\n\n
n<\/code> \u4e0e  best_of<\/code>\u4e00\u8d77\u4f7f\u7528\u65f6\uff0c\u63a7\u5236\u5019\u9009\u5b8c\u6210\u6b21\u6570 \u5e76\u6307\u5b9a\u8981\u8fd4\u56de\u7684\u5b8c\u6210\u6b21\u6570 \u2013 best_of<\/code> \u5fc5\u987b\u5927\u4e8e n<\/code>\u3002<\/p>\n\n\n\n
\u6ce8\u610f\uff1a<\/strong>\u7531\u4e8e\u6b64\u53c2\u6570\u4f1a\u751f\u6210\u8bb8\u591a\u5b8c\u6210\uff0c\u56e0\u6b64\u5b83\u4f1a\u5feb\u901f\u6d88\u8017\u4ee4\u724c\u914d\u989d\u3002\u8bf7\u8c28\u614e\u4f7f\u7528\uff0c\u5e76\u786e\u4fdd\u5bf9 \u548c \u8fdb\u884c\u5408\u7406\u7684\u8bbe\u7f6e\u3002max_tokens<\/code>stop<\/code><\/p>\n\n\n\n
logit_bias<\/strong> map Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
\u4fee\u6539\u5b8c\u6210\u4e2d\u51fa\u73b0\u6307\u5b9a\u4ee4\u724c\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n
\u63a5\u53d7\u5c06\u4ee4\u724c\uff08\u7531\u5176\u5728 GPT \u6807\u8bb0\u5668\u4e2d\u7684\u4ee4\u724c ID \u6307\u5b9a\uff09\u6620\u5c04\u5230 -100 \u5230 100 \u4e4b\u95f4\u7684\u5173\u8054\u504f\u5dee\u503c\u7684 json \u5bf9\u8c61\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u6b64\u5206\u8bcd\u5668\u5de5\u5177<\/a>\uff08\u9002\u7528\u4e8e GPT-2 \u548c GPT-3\uff09\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u4ee4\u724c ID\u3002\u5728\u6570\u5b66\u4e0a\uff0c\u504f\u5dee\u5728\u91c7\u6837\u4e4b\u524d\u88ab\u6dfb\u52a0\u5230\u6a21\u578b\u751f\u6210\u7684\u5bf9\u6570\u4e2d\u3002\u786e\u5207\u7684\u6548\u679c\u56e0\u6a21\u578b\u800c\u5f02\uff0c\u4f46\u4ecb\u4e8e -1 \u548c 1 \u4e4b\u95f4\u7684\u503c\u5e94\u964d\u4f4e\u6216\u589e\u52a0\u9009\u62e9\u7684\u53ef\u80fd\u6027;\u50cf -100 \u6216 100 \u8fd9\u6837\u7684\u503c\u5e94\u8be5\u4f1a\u5bfc\u81f4\u7981\u6b62\u6216\u6392\u4ed6\u6027\u9009\u62e9\u76f8\u5173\u4ee4\u724c\u3002<\/p>\n\n\n\n
\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4f20\u9012{\"50256\": -100}<\/code>\u4ee5\u9632\u6b62\u751f\u6210 <|endoftext|> \u4ee4\u724c\u3002<\/p>\n\n\n\n
user<\/strong> string Optional<\/mark><\/code><\/pre>\n\n\n\n
\u4ee3\u8868\u6700\u7ec8\u7528\u6237\u7684\u552f\u4e00\u6807\u8bc6\u7b26\uff0c\u53ef\u5e2e\u52a9 OpenAI \u76d1\u63a7\u548c\u68c0\u6d4b\u6ee5\u7528\u884c\u4e3a\u3002\u4e86\u89e3\u66f4\u591a<\/a>\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/completions \\   -H ‘Content-Type: application\/json’ \\   -H ‘Authorization: Bearer YOUR_API_KEY’ \\   -d ‘{   “model”: “text-davinci-003”,   “prompt”: “Say this is a test”,   “max_tokens”: 7,   “temperature”: 0 }’ <\/p>\n\n\n\n
\u53c2\u6570<\/strong><\/p>\n\n\n\n
{\n  \"model\": \"text-davinci-003\",\n  \"prompt\": \"Say this is a test\",\n  \"max_tokens\": 7,\n  \"temperature\": 0,\n  \"top_p\": 1,\n  \"n\": 1,\n  \"stream\": false,\n  \"logprobs\": null,\n  \"stop\": \"\\n\"\n}\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"cmpl-uqkvlQyYK7bGYrRHQ0eXlWi7\",\n  \"object\": \"text_completion\",\n  \"created\": 1589478378,\n  \"model\": \"text-davinci-003\",\n  \"choices\": [\n    {\n      \"text\": \"\\n\\nThis is indeed a test\",\n      \"index\": 0,\n      \"logprobs\": null,\n      \"finish_reason\": \"length\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 5,\n    \"completion_tokens\": 7,\n    \"total_tokens\": 12\n  }\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u7f16\u8f91<\/a><\/h2>\n\n\n\n
\u7ed9\u5b9a\u63d0\u793a\u548c\u6307\u4ee4\uff0c\u6a21\u578b\u5c06\u8fd4\u56de\u63d0\u793a\u7684\u7f16\u8f91\u7248\u672c\u3002<\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u521b\u5efa\u7f16\u8f91<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/edits<\/code><\/pre>\n\n\n\n
\u4e3a\u63d0\u4f9b\u7684\u8f93\u5165\u3001\u6307\u4ee4\u548c\u53c2\u6570\u521b\u5efa\u65b0\u7684\u7f16\u8f91\u3002<\/p>\n\n\n\n
\u8bf7\u6c42 body<\/h3>\n\n\n\n
model<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4f7f\u7528\u7684\u6a21\u578b\u7684 ID\u3002\u53ef\u4ee5\u5c06 text-davinci-edit-001<\/code> \u6216 code-davinci-edit-001<\/code> \u6a21\u578b\u7528\u4e8e\u6b64\u7ec8\u7ed3\u70b9\u3002<\/p>\n\n\n\n
input<\/strong> string Optional Defaults to ''<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u7528\u4f5c\u7f16\u8f91\u8d77\u70b9\u7684\u8f93\u5165\u6587\u672c\u3002<\/p>\n\n\n\n
instruction<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u544a\u77e5\u6a21\u578b\u5982\u4f55\u7f16\u8f91\u63d0\u793a\u7684\u8bf4\u660e\u3002<\/p>\n\n\n\n
n<\/strong> integer Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4e3a\u8f93\u5165\u548c\u6307\u4ee4\u751f\u6210\u7684\u7f16\u8f91\u6b21\u6570\u3002<\/p>\n\n\n\n
temperature<\/strong> number Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u4f7f\u7528\u4ec0\u4e48\u91c7\u6837\u6e29\u5ea6\uff0c\u4ecb\u4e8e 0 \u548c 2 \u4e4b\u95f4\u3002\u8f83\u9ad8\u7684\u503c\uff08\u5982 0.8\uff09\u5c06\u4f7f\u8f93\u51fa\u66f4\u52a0\u968f\u673a\uff0c\u800c\u8f83\u4f4e\u7684\u503c\uff08\u5982 0.2\uff09\u5c06\u4f7f\u5176\u66f4\u52a0\u96c6\u4e2d\u548c\u786e\u5b9a\u3002<\/p>\n\n\n\n
\u6211\u4eec\u901a\u5e38\u5efa\u8bae\u66f4\u6539\u6b64\u8bbe\u7f6e\uff0c\u4f46\u4e0d\u8981\u540c\u65f6\u66f4\u6539 top_p<\/code> \u4e24\u8005\u3002<\/p>\n\n\n\n
top_p<\/strong> number Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u4f7f\u7528\u6e29\u5ea6\u91c7\u6837\u7684\u66ff\u4ee3\u65b9\u6cd5\u79f0\u4e3a\u6838\u5fc3\u91c7\u6837\uff0c\u5176\u4e2d\u6a21\u578b\u8003\u8651\u5177\u6709top_p\u6982\u7387\u8d28\u91cf\u7684\u4ee4\u724c\u7684\u7ed3\u679c\u3002\u56e0\u6b64\uff0c0.1 \u610f\u5473\u7740\u53ea\u8003\u8651\u5305\u542b\u524d 10% \u6982\u7387\u8d28\u91cf\u7684\u4ee3\u5e01\u3002<\/p>\n\n\n\n
\u6211\u4eec\u901a\u5e38\u5efa\u8bae\u66f4\u6539\u6b64\u8bbe\u7f6e\uff0c\u4f46\u4e0d\u8981\u540c\u65f6\u66f4\u6539 temperature<\/code> \u4e24\u8005\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/edits \\\n  -H 'Content-Type: application\/json' \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -d '{\n  \"model\": \"text-davinci-edit-001\",\n  \"input\": \"What day of the wek is it?\",\n  \"instruction\": \"Fix the spelling mistakes\"\n}'\n<\/code><\/pre>\n\n\n\n
\u53c2\u6570<\/strong><\/p>\n\n\n\n
{\n  \"model\": \"text-davinci-edit-001\",\n  \"input\": \"What day of the wek is it?\",\n  \"instruction\": \"Fix the spelling mistakes\",\n}\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"object\": \"edit\",\n  \"created\": 1589478378,\n  \"choices\": [\n    {\n      \"text\": \"What day of the week is it?\",\n      \"index\": 0,\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 25,\n    \"completion_tokens\": 32,\n    \"total_tokens\": 57\n  }\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u56fe\u50cf<\/a><\/h2>\n\n\n\n
\u7ed9\u5b9a\u63d0\u793a\u548c\/\u6216\u8f93\u5165\u56fe\u50cf\uff0c\u6a21\u578b\u5c06\u751f\u6210\u4e00\u4e2a\u65b0\u56fe\u50cf\u3002<\/p>\n\n\n\n
\u76f8\u5173\u6307\u5357\uff1a\u56fe\u50cf\u751f\u6210<\/a><\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u521b\u5efa\u6620\u50cf \u8bd5\u7528\u7248<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/images\/generations<\/code><\/pre>\n\n\n\n
\u521b\u5efa\u7ed9\u5b9a\u63d0\u793a\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n
\u8bf7\u6c42 Body<\/h3>\n\n\n\n
prompt<\/strong> string Required<\/mark><\/p>\n\n\n\n
\u6240\u9700\u56fe\u50cf\u7684\u6587\u672c\u63cf\u8ff0\u3002\u6700\u5927\u957f\u5ea6\u4e3a 1000 \u4e2a\u5b57\u7b26\u3002<\/p>\n\n\n\n
n<\/strong> integer Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u751f\u6210\u7684\u56fe\u50cf\u6570\u3002\u5fc5\u987b\u4ecb\u4e8e 1 \u548c 10 \u4e4b\u95f4\u3002<\/p>\n\n\n\n
size <\/strong>string Optional Defaults to 1024x1024<\/mark><\/code><\/pre>\n\n\n\n
\u751f\u6210\u7684\u56fe\u50cf\u7684\u5927\u5c0f\u3002\u5fc5\u987b\u662f 256x256<\/code>\u3001 512x512<\/code> \u6216 1024x1024<\/code> \u4e4b\u4e00\u3002<\/p>\n\n\n\n
response_format<\/strong> string Optional Defaults to url<\/mark><\/code><\/pre>\n\n\n\n
\u8fd4\u56de\u751f\u6210\u7684\u56fe\u50cf\u7684\u683c\u5f0f\u3002\u5fc5\u987b\u662f url<\/code> \u6216 b64_json<\/code> \u4e4b\u4e00\u3002<\/p>\n\n\n\n
user<\/strong> string Optional<\/mark><\/code><\/pre>\n\n\n\n
\u4ee3\u8868\u6700\u7ec8\u7528\u6237\u7684\u552f\u4e00\u6807\u8bc6\u7b26\uff0c\u53ef\u5e2e\u52a9 OpenAI \u76d1\u63a7\u548c\u68c0\u6d4b\u6ee5\u7528\u884c\u4e3a\u3002\u4e86\u89e3\u66f4\u591a<\/a>\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/images\/generations \\\n  -H 'Content-Type: application\/json' \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -d '{\n  \"prompt\": \"A cute baby sea otter\",\n  \"n\": 2,\n  \"size\": \"1024x1024\"\n}'\n<\/code><\/pre>\n\n\n\n
\u53c2\u6570<\/strong><\/p>\n\n\n\n
{\n  \"prompt\": \"A cute baby sea otter\",\n  \"n\": 2,\n  \"size\": \"1024x1024\"\n}\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"created\": 1589478378,\n  \"data\": [\n    {\n      \"url\": \"https:\/\/...\"\n    },\n    {\n      \"url\": \"https:\/\/...\"\n    }\n  ]\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u521b\u5efa\u56fe\u50cf\u7f16\u8f91 \u8bd5\u7528\u7248<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/images\/edits<\/code><\/pre>\n\n\n\n
\u5728\u7ed9\u5b9a\u539f\u59cb\u56fe\u50cf\u548c\u63d0\u793a\u7684\u60c5\u51b5\u4e0b\u521b\u5efa\u7f16\u8f91\u6216\u6269\u5c55\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n
\u8bf7\u6c42 Body<\/h3>\n\n\n\n
image <\/strong>string Required<\/mark><\/code><\/pre>\n\n\n\n
<\/a>\u8981\u7f16\u8f91\u7684\u56fe\u50cf\u3002\u5fc5\u987b\u662f\u6709\u6548\u7684 PNG \u6587\u4ef6\uff0c\u5c0f\u4e8e 4MB\uff0c\u5e76\u4e14\u662f\u6b63\u65b9\u5f62\u3002\u5982\u679c\u672a\u63d0\u4f9b\u8499\u7248\uff0c\u5219\u56fe\u50cf\u5fc5\u987b\u5177\u6709\u900f\u660e\u5ea6\uff0c\u8be5\u900f\u660e\u5ea6\u5c06\u7528\u4f5c\u8499\u7248\u3002<\/p>\n\n\n\n
mask<\/strong> string Optional<\/mark><\/code><\/pre>\n\n\n\n
\u4e00\u4e2a\u9644\u52a0\u56fe\u50cf\uff0c\u5176\u5b8c\u5168\u900f\u660e\u7684\u533a\u57df\uff08\u4f8b\u5982\uff0calpha\u4e3a\u96f6\uff09\u6307\u793a image<\/code> \u5e94\u7f16\u8f91\u7684\u4f4d\u7f6e\u3002\u5fc5\u987b\u662f\u6709\u6548\u7684 PNG \u6587\u4ef6\uff0c\u5c0f\u4e8e 4MB\uff0c\u5e76\u4e14\u5c3a\u5bf8\u4e0e image<\/code> \u76f8\u540c\u3002<\/p>\n\n\n\n
prompt<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u6240\u9700\u56fe\u50cf\u7684\u6587\u672c\u63cf\u8ff0\u3002\u6700\u5927\u957f\u5ea6\u4e3a 1000 \u4e2a\u5b57\u7b26\u3002<\/p>\n\n\n\n
n<\/strong> integer Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u751f\u6210\u7684\u56fe\u50cf\u6570\u3002\u5fc5\u987b\u4ecb\u4e8e 1 \u548c 10 \u4e4b\u95f4\u3002<\/p>\n\n\n\n
size<\/strong> string Optional Defaults to 1024x1024<\/mark><\/code><\/pre>\n\n\n\n
\u751f\u6210\u7684\u56fe\u50cf\u7684\u5927\u5c0f\u3002\u5fc5\u987b\u662f 256x256<\/code> \u3001 512x512<\/code> \u6216 1024x1024<\/code> \u4e4b\u4e00\u3002<\/p>\n\n\n\n
response_format<\/strong> string Optional Defaults to url<\/mark><\/code><\/pre>\n\n\n\n
\u8fd4\u56de\u751f\u6210\u7684\u56fe\u50cf\u7684\u683c\u5f0f\u3002\u5fc5\u987b\u662f url<\/code> \u6216 b64_json<\/code> \u4e4b\u4e00\u3002b64_json<\/code><\/p>\n\n\n\n
user<\/strong> string Optional<\/mark><\/code><\/pre>\n\n\n\n
\u4ee3\u8868\u6700\u7ec8\u7528\u6237\u7684\u552f\u4e00\u6807\u8bc6\u7b26\uff0c\u53ef\u5e2e\u52a9 OpenAI \u76d1\u63a7\u548c\u68c0\u6d4b\u6ee5\u7528\u884c\u4e3a\u3002\u4e86\u89e3\u66f4\u591a<\/a>\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/images\/edits \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -F image='@otter.png' \\\n  -F mask='@mask.png' \\\n  -F prompt=\"A cute baby sea otter wearing a beret\" \\\n  -F n=2 \\\n  -F size=\"1024x1024\"\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"created\": 1589478378,\n  \"data\": [\n    {\n      \"url\": \"https:\/\/...\"\n    },\n    {\n      \"url\": \"https:\/\/...\"\n    }\n  ]\n}\n<\/code><\/pre>\n\n\n\n
\u521b\u5efa\u56fe\u50cf\u53d8\u4f53 \u8bd5\u7528\u7248<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/images\/variations<\/code><\/pre>\n\n\n\n
\u521b\u5efa\u7ed9\u5b9a\u56fe\u50cf\u7684\u53d8\u4f53\u3002<\/p>\n\n\n\n
\u8bf7\u6c42 Body<\/h3>\n\n\n\n
image <\/strong>string Required<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4f5c\u53d8\u4f53\u57fa\u7840\u7684\u56fe\u50cf\u3002\u5fc5\u987b\u662f\u6709\u6548\u7684 PNG \u6587\u4ef6\uff0c\u5c0f\u4e8e 4MB\uff0c\u5e76\u4e14\u662f\u6b63\u65b9\u5f62\u3002<\/p>\n\n\n\n
n<\/strong> integer Optional Defaults to 1<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u751f\u6210\u7684\u56fe\u50cf\u6570\u3002\u5fc5\u987b\u4ecb\u4e8e 1 \u548c 10 \u4e4b\u95f4\u3002<\/p>\n\n\n\n
size<\/strong> string Optional Defaults to 1024x1024<\/mark><\/code><\/pre>\n\n\n\n
\u751f\u6210\u7684\u56fe\u50cf\u7684\u5927\u5c0f\u3002\u5fc5\u987b\u662f 256x256<\/code> \u3001 512x512<\/code> \u6216 1024x1024<\/code> \u4e4b\u4e00\u3002<\/p>\n\n\n\n
response_format<\/strong> string Optional Defaults to url<\/mark><\/code><\/pre>\n\n\n\n
\u8fd4\u56de\u751f\u6210\u7684\u56fe\u50cf\u7684\u683c\u5f0f\u3002\u5fc5\u987b\u662f url<\/code> \u6216 b64_json<\/code> \u4e4b\u4e00\u3002b64_json<\/code><\/p>\n\n\n\n
user<\/strong> string Optional<\/mark><\/code><\/pre>\n\n\n\n
\u4ee3\u8868\u6700\u7ec8\u7528\u6237\u7684\u552f\u4e00\u6807\u8bc6\u7b26\uff0c\u53ef\u5e2e\u52a9 OpenAI \u76d1\u63a7\u548c\u68c0\u6d4b\u6ee5\u7528\u884c\u4e3a\u3002\u4e86\u89e3\u66f4\u591a<\/a>\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/images\/variations \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -F image='@otter.png' \\\n  -F n=2 \\\n  -F size=\"1024x1024\"\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"created\": 1589478378,\n  \"data\": [\n    {\n      \"url\": \"https:\/\/...\"\n    },\n    {\n      \"url\": \"https:\/\/...\"\n    }\n  ]\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5d4c\u5165<\/a><\/h2>\n\n\n\n
\u83b7\u53d6\u7ed9\u5b9a\u8f93\u5165\u7684\u5411\u91cf\u8868\u793a\u5f62\u5f0f\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548c\u7b97\u6cd5\u53ef\u4ee5\u8f7b\u677e\u4f7f\u7528\u8be5\u8868\u793a\u5f62\u5f0f\u3002<\/p>\n\n\n\n
\u76f8\u5173\u6307\u5357\uff1a\u5d4c\u5165<\/a><\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u521b\u5efa\u5d4c\u5165<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/embeddings<\/code><\/pre>\n\n\n\n
\u521b\u5efa\u8868\u793a\u8f93\u5165\u6587\u672c\u7684\u5d4c\u5165\u5411\u91cf\u3002<\/p>\n\n\n\n
\u8bf7\u6c42 Body<\/h3>\n\n\n\n
model<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4f7f\u7528\u7684\u6a21\u578b\u7684 ID\u3002\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u6a21\u578b<\/a> API \u67e5\u770b\u6240\u6709\u53ef\u7528\u6a21\u578b\uff0c\u6216\u53c2\u9605\u6a21\u578b\u6982\u8ff0<\/a>\u4e86\u89e3\u5b83\u4eec\u7684\u63cf\u8ff0\u3002<\/p>\n\n\n\n
input<\/strong> string or array Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4e3a\u5176\u5d4c\u5165\u7684\u8f93\u5165\u6587\u672c\uff0c\u7f16\u7801\u4e3a\u5b57\u7b26\u4e32\u6216\u6807\u8bb0\u6570\u7ec4\u3002\u82e5\u8981\u5728\u5355\u4e2a\u8bf7\u6c42\u4e2d\u83b7\u53d6\u591a\u4e2a\u8f93\u5165\u7684\u5d4c\u5165\uff0c\u8bf7\u4f20\u9012\u5b57\u7b26\u4e32\u6570\u7ec4\u6216\u4ee4\u724c\u6570\u7ec4\u6570\u7ec4\u3002\u6bcf\u4e2a\u8f93\u5165\u7684\u957f\u5ea6\u4e0d\u5f97\u8d85\u8fc7 8192 \u4e2a\u4ee4\u724c\u3002<\/p>\n\n\n\n
user<\/strong> string Optional<\/mark><\/code><\/pre>\n\n\n\n
\u4ee3\u8868\u6700\u7ec8\u7528\u6237\u7684\u552f\u4e00\u6807\u8bc6\u7b26\uff0c\u53ef\u5e2e\u52a9 OpenAI \u76d1\u63a7\u548c\u68c0\u6d4b\u6ee5\u7528\u884c\u4e3a\u3002\u4e86\u89e3\u66f4\u591a<\/a>\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/embeddings \\\n  -X POST \\\n  -H \"Authorization: Bearer YOUR_API_KEY\" \\\n  -H \"Content-Type: application\/json\" \\\n  -d '{\"input\": \"The food was delicious and the waiter...\",\n       \"model\": \"text-embedding-ada-002\"}'\n<\/code><\/pre>\n\n\n\n
\u53c2\u6570<\/strong><\/p>\n\n\n\n
{\n  \"model\": \"text-embedding-ada-002\",\n  \"input\": \"The food was delicious and the waiter...\"\n}\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"object\": \"list\",\n  \"data\": [\n    {\n      \"object\": \"embedding\",\n      \"embedding\": [\n        0.0023064255,\n        -0.009327292,\n        .... (1536 floats total for ada-002)\n        -0.0028842222,\n      ],\n      \"index\": 0\n    }\n  ],\n  \"model\": \"text-embedding-ada-002\",\n  \"usage\": {\n    \"prompt_tokens\": 8,\n    \"total_tokens\": 8\n  }\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u6587\u4ef6<\/a><\/h2>\n\n\n\n
\u6587\u4ef6\u7528\u4e8e\u4e0a\u4f20\u53ef\u4e0e\u5fae\u8c03<\/a>\u7b49\u529f\u80fd\u4e00\u8d77\u4f7f\u7528\u7684\u6587\u6863\u3002<\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5217\u8868\u6587\u4ef6<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/files<\/p>\n\n\n\n
\u8fd4\u56de\u5c5e\u4e8e\u7528\u6237\u7ec4\u7ec7\u7684\u6587\u4ef6\u5217\u8868\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/files \\
-H ‘Authorization: Bearer YOUR_API_KEY’<\/p>\n\n\n\n
\u54cd\u5e94<\/p>\n\n\n\n
{\n  \"data\": [\n    {\n      \"id\": \"file-ccdDZrC3iZVNiQVeEA6Z66wf\",\n      \"object\": \"file\",\n      \"bytes\": 175,\n      \"created_at\": 1613677385,\n      \"filename\": \"train.jsonl\",\n      \"purpose\": \"search\"\n    },\n    {\n      \"id\": \"file-XjGxS3KTG0uNmNOK362iJua3\",\n      \"object\": \"file\",\n      \"bytes\": 140,\n      \"created_at\": 1613779121,\n      \"filename\": \"puppy.jsonl\",\n      \"purpose\": \"search\"\n    }\n  ],\n  \"object\": \"list\"\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u4e0a\u4f20\u6587\u4ef6<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/files<\/p>\n\n\n\n
\u4e0a\u4f20\u5305\u542b\u8981\u8de8\u5404\u79cd\u7aef\u70b9\/\u529f\u80fd\u4f7f\u7528\u7684\u6587\u6863\u7684\u6587\u4ef6\u3002\u76ee\u524d\uff0c\u4e00\u4e2a\u7ec4\u7ec7\u4e0a\u4f20\u7684\u6240\u6709\u6587\u4ef6\u7684\u5927\u5c0f\u6700\u5927\u4e3a 1 GB\u3002\u5982\u679c\u60a8\u9700\u8981\u589e\u52a0\u5b58\u50a8\u9650\u5236\uff0c\u8bf7\u8054\u7cfb\u6211\u4eec\u3002<\/p>\n\n\n\n
\u8bf7\u6c42 Body<\/h3>\n\n\n\n
file<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4e0a\u4f20\u7684 JSON \u884c<\/a>\u6587\u4ef6\u7684\u540d\u79f0\u3002<\/p>\n\n\n\n
\u5982\u679c\u8bbe\u7f6e\u4e3a\u201c\u5fae\u8c03\u201d\uff0c\u5219\u6bcf\u884c\u90fd\u662f\u4e00\u4e2a JSON \u8bb0\u5f55\uff0c\u5176\u4e2d\u201c\u63d0\u793a\u201d\u548c\u201c\u5b8c\u6210\u201d\u5b57\u6bb5\u8868\u793a\u60a8\u7684\u8bad\u7ec3\u793a\u4f8b<\/a>\u3002purpose<\/code><\/p>\n\n\n\n
purpose<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u4e0a\u4f20\u6587\u6863\u7684\u9884\u671f\u7528\u9014\u3002<\/p>\n\n\n\n
\u4f7f\u7528\u201c\u5fae\u8c03\u201d\u8fdb\u884c\u5fae\u8c03<\/a>\u3002\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u9a8c\u8bc1\u4e0a\u4f20\u6587\u4ef6\u7684\u683c\u5f0f\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/files \\\n  -H \"Authorization: Bearer YOUR_API_KEY\" \\\n  -F purpose=\"fine-tune\" \\\n  -F file='@mydata.jsonl'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/p>\n\n\n\n
{\n  \"id\": \"file-XjGxS3KTG0uNmNOK362iJua3\",\n  \"object\": \"file\",\n  \"bytes\": 140,\n  \"created_at\": 1613779121,\n  \"filename\": \"mydata.jsonl\",\n  \"purpose\": \"fine-tune\"\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5220\u9664\u6587\u4ef6<\/a><\/h2>\n\n\n\n
DELETE https:\/\/api.openai.com\/v1\/files\/{file_id}<\/p>\n\n\n\n
\u5220\u9664\u6587\u4ef6\u3002<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
file_id<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u6b64\u8bf7\u6c42\u7684\u6587\u4ef6\u7684 ID<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/files\/file-XjGxS3KTG0uNmNOK362iJua3 \\\n  -X DELETE \\\n  -H 'Authorization: Bearer YOUR_API_KEY'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94\u590d\u5236<\/p>\n\n\n\n
{\n  \"id\": \"file-XjGxS3KTG0uNmNOK362iJua3\",\n  \"object\": \"file\",\n  \"deleted\": true\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u68c0\u7d22\u6587\u4ef6<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/files\/{file_id}<\/p>\n\n\n\n
\u8fd4\u56de\u6709\u5173\u7279\u5b9a\u6587\u4ef6\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
file_id<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u6b64\u8bf7\u6c42\u7684\u6587\u4ef6\u7684 ID<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/files\/file-XjGxS3KTG0uNmNOK362iJua3 \\\n  -H 'Authorization: Bearer YOUR_API_KEY'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"file-XjGxS3KTG0uNmNOK362iJua3\",\n  \"object\": \"file\",\n  \"bytes\": 140,\n  \"created_at\": 1613779657,\n  \"filename\": \"mydata.jsonl\",\n  \"purpose\": \"fine-tune\"\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u68c0\u7d22\u6587\u4ef6\u5185\u5bb9<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/files\/{file_id}\/\u5185\u5bb9<\/p>\n\n\n\n
\u8fd4\u56de\u6307\u5b9a\u6587\u4ef6\u7684\u5185\u5bb9<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
file_id<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u6b64\u8bf7\u6c42\u7684\u6587\u4ef6\u7684 ID<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/files\/file-XjGxS3KTG0uNmNOK362iJua3\/content \\\n  -H 'Authorization: Bearer YOUR_API_KEY' > file.jsonl\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5fae\u8c03<\/a><\/h2>\n\n\n\n
\u7ba1\u7406\u5fae\u8c03\u4f5c\u4e1a\uff0c\u4ee5\u6839\u636e\u7279\u5b9a\u8bad\u7ec3\u6570\u636e\u5b9a\u5236\u6a21\u578b\u3002<\/p>\n\n\n\n
\u76f8\u5173\u6307\u5357\uff1a\u5fae\u8c03\u6a21\u578b<\/a><\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u521b\u5efa\u5fae\u8c03<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/fine-tunes<\/p>\n\n\n\n
\u521b\u5efa\u4e00\u4e2a\u4f5c\u4e1a\uff0c\u7528\u4e8e\u5fae\u8c03\u7ed9\u5b9a\u6570\u636e\u96c6\u4e2d\u7684\u6307\u5b9a\u6a21\u578b\u3002<\/p>\n\n\n\n
\u54cd\u5e94\u5305\u62ec\u6392\u961f\u4f5c\u4e1a\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u5305\u62ec\u4f5c\u4e1a\u72b6\u6001\u548c\u5b8c\u6210\u540e\u5fae\u8c03\u6a21\u578b\u7684\u540d\u79f0\u3002<\/p>\n\n\n\n
\u4e86\u89e3\u6709\u5173\u5fae\u8c03\u7684\u66f4\u591a\u4fe1\u606f<\/a><\/p>\n\n\n\n
\u8bf7\u6c42 Body<\/h3>\n\n\n\n
training_file<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u5305\u542b\u8bad\u7ec3\u6570\u636e\u7684\u4e0a\u4f20\u6587\u4ef6\u7684 ID\u3002<\/p>\n\n\n\n
\u6709\u5173\u5982\u4f55\u4e0a\u4f20\u6587\u4ef6\u7684\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u4e0a\u4f20\u6587\u4ef6<\/a>\u3002<\/p>\n\n\n\n
\u60a8\u7684\u6570\u636e\u96c6\u5fc5\u987b\u683c\u5f0f\u5316\u4e3a JSONL \u6587\u4ef6\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8bad\u7ec3 \u793a\u4f8b\u662f\u5177\u6709\u952e\u201c\u63d0\u793a\u201d\u548c\u201c\u5b8c\u6210\u201d\u7684 JSON \u5bf9\u8c61\u3002 \u6b64\u5916\uff0c\u60a8\u5fc5\u987b\u4e0a\u4f20\u5177\u6709\u76ee\u7684\u7684\u6587\u4ef6 fine-tune<\/code>\u3002<\/p>\n\n\n\n
\u6709\u5173\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u5fae\u8c03\u6307\u5357<\/a>\u3002<\/p>\n\n\n\n
validation<\/strong>_file string Optional<\/mark><\/code><\/pre>\n\n\n\n
\u5305\u542b\u9a8c\u8bc1\u6570\u636e\u7684\u4e0a\u8f7d\u6587\u4ef6\u7684 ID\u3002<\/p>\n\n\n\n
\u5982\u679c\u63d0\u4f9b\u6b64\u6587\u4ef6\uff0c\u5219\u6570\u636e\u5c06\u7528\u4e8e\u751f\u6210\u9a8c\u8bc1 \u5fae\u8c03\u671f\u95f4\u5b9a\u671f\u6267\u884c\u6307\u6807\u3002\u53ef\u4ee5\u5728 \u5fae\u8c03\u7ed3\u679c\u6587\u4ef6<\/a>\u3002 \u8bad\u7ec3\u6570\u636e\u548c\u9a8c\u8bc1\u6570\u636e\u5e94\u4e92\u65a5\u3002<\/p>\n\n\n\n
\u6570\u636e\u96c6\u5fc5\u987b\u683c\u5f0f\u5316\u4e3a JSONL \u6587\u4ef6\uff0c\u5176\u4e2d\u6bcf\u4e2a\u9a8c\u8bc1 \u793a\u4f8b\u662f\u5177\u6709\u952e\u201c\u63d0\u793a\u201d\u548c\u201c\u5b8c\u6210\u201d\u7684 JSON \u5bf9\u8c61\u3002 \u6b64\u5916\uff0c\u60a8\u5fc5\u987b\u4e0a\u4f20\u5177\u6709\u76ee\u7684\u7684\u6587\u4ef6\u3002fine-tune<\/code><\/p>\n\n\n\n
\u6709\u5173\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u5fae\u8c03\u6307\u5357<\/a>\u3002<\/p>\n\n\n\n
model<\/strong> string Optional Defaults to curie<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u5fae\u8c03\u7684\u57fa\u672c\u6a21\u578b\u7684\u540d\u79f0\u3002\u60a8\u53ef\u4ee5\u9009\u62e9\u201cada\u201d\u4e4b\u4e00\uff0c \u201c\u5df4\u8d1d\u5947\u201d\u3001\u201c\u5c45\u91cc\u201d\u3001\u201c\u8fbe\u82ac\u5947\u201d\u6216 2022-04-21 \u4e4b\u540e\u521b\u5efa\u7684\u5fae\u8c03\u6a21\u578b\u3002 \u82e5\u8981\u4e86\u89e3\u6709\u5173\u8fd9\u4e9b\u6a21\u578b\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u6a21\u578b<\/a>\u6587\u6863\u3002<\/p>\n\n\n\n
n_epochs<\/strong> integer Optional Defaults to 4<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4e3a\u5176\u8bad\u7ec3\u6a21\u578b\u7684\u7eaa\u5143\u6570\u3002\u7eaa\u5143\u662f\u6307\u4e00\u4e2a \u901a\u8fc7\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u5b8c\u6574\u5468\u671f\u3002<\/p>\n\n\n\n
batch_size<\/strong> integer Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u8bad\u7ec3\u7684\u6279\u5927\u5c0f\u3002\u6279\u5927\u5c0f\u662f \u7528\u4e8e\u8bad\u7ec3\u5355\u4e2a\u524d\u8fdb\u548c\u540e\u9000\u4f20\u9012\u7684\u8bad\u7ec3\u793a\u4f8b\u3002<\/p>\n\n\n\n
\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6279\u5927\u5c0f\u5c06\u52a8\u6001\u914d\u7f6e\u4e3a ~\u8bad\u7ec3\u96c6\u4e2d\u6837\u672c\u6570\u7684 0.2%\uff0c\u4e0a\u9650\u4e3a 256 – \u4e00\u822c\u6765\u8bf4\uff0c\u6211\u4eec\u53d1\u73b0\u8f83\u5927\u7684\u6279\u91cf\u5f80\u5f80\u6548\u679c\u66f4\u597d \u5bf9\u4e8e\u8f83\u5927\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n
learning_rate_multiplier<\/strong> number Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u8bad\u7ec3\u7684\u5b66\u4e60\u7387\u4e58\u6570\u3002 \u5fae\u8c03\u5b66\u4e60\u7387\u662f\u7528\u4e8e \u9884\u8bad\u7ec3\u4e58\u4ee5\u6b64\u503c\u3002<\/p>\n\n\n\n
\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5b66\u4e60\u7387\u4e58\u6570\u4e3a 0.05\u30010.1 \u6216 0.2 \u53d6\u51b3\u4e8e\u6700\u7ec8 batch_size<\/code>\uff08\u8f83\u5927\u7684\u5b66\u4e60\u7387\u5f80\u5f80 \u4f7f\u7528\u8f83\u5927\u7684\u6279\u91cf\u65f6\u6027\u80fd\u66f4\u597d\uff09\u3002\u6211\u4eec\u5efa\u8bae\u5c1d\u8bd5 \u503c\u5728 0.02 \u5230 0.2 \u8303\u56f4\u5185\uff0c\u4ee5\u67e5\u770b\u4ea7\u751f\u6700\u4f73\u7ed3\u679c \u7ed3\u679c\u3002<\/p>\n\n\n\n
prompt_loss_weigh<\/strong>t number Optional Defaults to 0.01<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u63d0\u793a\u4ee4\u724c\u635f\u5931\u7684\u6743\u91cd\u3002\u8fd9\u5c06\u63a7\u5236\u5982\u4f55 \u6a21\u578b\u8bd5\u56fe\u5b66\u4e60\u751f\u6210\u63d0\u793a\uff08\u76f8\u6bd4\u4e4b\u4e0b \u5b8c\u6210\u7684\u6743\u91cd\u59cb\u7ec8\u4e3a 1.0\uff09\uff0c\u5e76\u4e14\u53ef\u4ee5\u6dfb\u52a0 \u5f53\u5b8c\u6210\u65f6\u95f4\u77ed\u65f6\uff0c\u5bf9\u57f9\u8bad\u8d77\u5230\u7a33\u5b9a\u4f5c\u7528\u3002<\/p>\n\n\n\n
\u5982\u679c\u63d0\u793a\u975e\u5e38\u957f\uff08\u76f8\u5bf9\u4e8e\u5b8c\u6210\uff09\uff0c\u5219\u53ef\u80fd\u4f1a\u4f7f \u51cf\u8f7b\u6b64\u6743\u91cd\u4ee5\u907f\u514d\u8fc7\u5ea6\u4f18\u5148 \u5b66\u4e60\u63d0\u793a\u3002<\/p>\n\n\n\n
compute_classification_metrics boolean Optional Defaults to false<\/code><\/pre>\n\n\n\n
\u5982\u679c\u8bbe\u7f6e\uff0c\u6211\u4eec\u5c06\u8ba1\u7b97\u7279\u5b9a\u4e8e\u5206\u7c7b\u7684\u6307\u6807\uff0c\u4f8b\u5982\u51c6\u786e\u6027 \u4ee5\u53ca\u4f7f\u7528\u6bcf\u4e2a\u7eaa\u5143\u672b\u5c3e\u7684\u9a8c\u8bc1\u96c6\u8fdb\u884c F-1 \u5206\u6570\u3002 \u53ef\u4ee5\u5728\u7ed3\u679c\u6587\u4ef6\u4e2d<\/a>\u67e5\u770b\u8fd9\u4e9b\u6307\u6807\u3002<\/p>\n\n\n\n
\u8981\u8ba1\u7b97\u5206\u7c7b\u6307\u6807\uff0c\u5fc5\u987b\u63d0\u4f9b validation_file<\/code> .\u6b64\u5916\uff0c\u60a8\u5fc5\u987b \u6307\u5b9a\u591aclassification_n_classes<\/code> \u7c7b\u5206\u7c7b\u6216classification_positive_class<\/code> \u4e8c\u5143\u5206\u7c7b\u3002<\/p>\n\n\n\n
classification_n_classes<\/strong> integer Optional Defaults to\u00a0null<\/mark><\/p>\n\n\n\n
\u5206\u7c7b\u4efb\u52a1\u4e2d\u7684\u7c7b\u6570\u3002<\/p>\n\n\n\n
\u6b64\u53c2\u6570\u5bf9\u4e8e\u591a\u7c7b\u5206\u7c7b\u662f\u5fc5\u9700\u7684\u3002<\/p>\n\n\n\n
classification_positive_class<\/strong> string Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
\u4e8c\u5143\u5206\u7c7b\u4e2d\u7684\u6b63\u7c7b\u3002<\/p>\n\n\n\n
\u9700\u8981\u6b64\u53c2\u6570\u6765\u751f\u6210\u7cbe\u5ea6\u3001\u53ec\u56de\u7387\u548c F1 \u6267\u884c\u4e8c\u5143\u5206\u7c7b\u65f6\u7684\u6307\u6807\u3002<\/p>\n\n\n\n
classification_betas<\/strong> array Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
\u5982\u679c\u63d0\u4f9b\uff0c\u6211\u4eec\u5c06\u8ba1\u7b97\u6307\u5b9a F-beta \u5206\u6570 \u8d1d\u5854\u503c\u3002F-beta \u5206\u6570\u662f F-1 \u5206\u6570\u7684\u6982\u62ec\u3002 \u8fd9\u4ec5\u7528\u4e8e\u4e8c\u5143\u5206\u7c7b\u3002<\/p>\n\n\n\n
\u5f53 beta \u4e3a 1\uff08\u5373 F-1 \u5206\u6570\uff09\u65f6\uff0c\u7cbe\u5ea6\u548c\u53ec\u56de\u7387\u662f \u7ed9\u5b9a\u76f8\u540c\u7684\u6743\u91cd\u3002\u8d1d\u5854\u5206\u6570\u8d8a\u9ad8\uff0c\u6743\u91cd\u8d8a\u9ad8 \u53ec\u56de\uff0c\u7cbe\u5ea6\u8f83\u5c11\u3002\u8f83\u5c0f\u7684 beta \u5206\u6570\u5e26\u6765\u66f4\u5927\u7684\u6743\u91cd \u5728\u7cbe\u5ea6\u4e0a\uff0c\u5728\u53ec\u56de\u65b9\u9762\u66f4\u5c11\u3002<\/p>\n\n\n\n
suffix string Optional Defaults to null<\/mark><\/code><\/pre>\n\n\n\n
\u6700\u591a 40 \u4e2a\u5b57\u7b26\u7684\u5b57\u7b26\u4e32\uff0c\u5c06\u6dfb\u52a0\u5230\u5fae\u8c03\u7684\u6a21\u578b\u540d\u79f0\u4e2d\u3002<\/p>\n\n\n\n
\u4f8b\u5982\uff0c\u201c\u81ea\u5b9a\u4e49\u6a21\u578b\u540d\u79f0\u201d\u5c06\u751f\u6210\u7c7b\u4f3c .suffix<\/code>ada:ft-your-org:custom-model-name-2022-02-15-04-21-04<\/code><\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/fine-tunes \\\n  -X POST \\\n  -H \"Content-Type: application\/json\" \\\n  -H \"Authorization: Bearer YOUR_API_KEY\" \\\n  -d '{\n  \"training_file\": \"file-XGinujblHPwGLSztz8cPS8XY\"\n}'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"ft-AF1WoRqd3aJAHsqc9NY7iL8F\",\n  \"object\": \"fine-tune\",\n  \"model\": \"curie\",\n  \"created_at\": 1614807352,\n  \"events\": [\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807352,\n      \"level\": \"info\",\n      \"message\": \"Job enqueued. Waiting for jobs ahead to complete. Queue number: 0.\"\n    }\n  ],\n  \"fine_tuned_model\": null,\n  \"hyperparams\": {\n    \"batch_size\": 4,\n    \"learning_rate_multiplier\": 0.1,\n    \"n_epochs\": 4,\n    \"prompt_loss_weight\": 0.1,\n  },\n  \"organization_id\": \"org-...\",\n  \"result_files\": [],\n  \"status\": \"pending\",\n  \"validation_files\": [],\n  \"training_files\": [\n    {\n      \"id\": \"file-XGinujblHPwGLSztz8cPS8XY\",\n      \"object\": \"file\",\n      \"bytes\": 1547276,\n      \"created_at\": 1610062281,\n      \"filename\": \"my-data-train.jsonl\",\n      \"purpose\": \"fine-tune-train\"\n    }\n  ],\n  \"updated_at\": 1614807352,\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5217\u8868\u5fae\u8c03<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/fine-tunes<\/p>\n\n\n\n
\u5217\u51fa\u7ec4\u7ec7\u7684\u5fae\u8c03\u4f5c\u4e1a<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/fine-tunes \\\n  -H 'Authorization: Bearer YOUR_API_KEY'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"object\": \"list\",\n  \"data\": [\n    {\n      \"id\": \"ft-AF1WoRqd3aJAHsqc9NY7iL8F\",\n      \"object\": \"fine-tune\",\n      \"model\": \"curie\",\n      \"created_at\": 1614807352,\n      \"fine_tuned_model\": null,\n      \"hyperparams\": { ... },\n      \"organization_id\": \"org-...\",\n      \"result_files\": [],\n      \"status\": \"pending\",\n      \"validation_files\": [],\n      \"training_files\": [ { ... } ],\n      \"updated_at\": 1614807352,\n    },\n    { ... },\n    { ... }\n  ]\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u68c0\u7d22\u5fae\u8c03<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/fine-tunes\/{fine_tune_id}<\/p>\n\n\n\n
\u83b7\u53d6\u6709\u5173\u5fae\u8c03\u4f5c\u4e1a\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n
\u4e86\u89e3\u6709\u5173\u5fae\u8c03\u7684\u66f4\u591a\u4fe1\u606f<\/a><\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
fine_tune_id<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/fine-tunes\/ft-AF1WoRqd3aJAHsqc9NY7iL8F \\\n  -H \"Authorization: Bearer YOUR_API_KEY\"\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"ft-AF1WoRqd3aJAHsqc9NY7iL8F\",\n  \"object\": \"fine-tune\",\n  \"model\": \"curie\",\n  \"created_at\": 1614807352,\n  \"events\": [\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807352,\n      \"level\": \"info\",\n      \"message\": \"Job enqueued. Waiting for jobs ahead to complete. Queue number: 0.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807356,\n      \"level\": \"info\",\n      \"message\": \"Job started.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807861,\n      \"level\": \"info\",\n      \"message\": \"Uploaded snapshot: curie:ft-acmeco-2021-03-03-21-44-20.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807864,\n      \"level\": \"info\",\n      \"message\": \"Uploaded result files: file-QQm6ZpqdNwAaVC3aSz5sWwLT.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807864,\n      \"level\": \"info\",\n      \"message\": \"Job succeeded.\"\n    }\n  ],\n  \"fine_tuned_model\": \"curie:ft-acmeco-2021-03-03-21-44-20\",\n  \"hyperparams\": {\n    \"batch_size\": 4,\n    \"learning_rate_multiplier\": 0.1,\n    \"n_epochs\": 4,\n    \"prompt_loss_weight\": 0.1,\n  },\n  \"organization_id\": \"org-...\",\n  \"result_files\": [\n    {\n      \"id\": \"file-QQm6ZpqdNwAaVC3aSz5sWwLT\",\n      \"object\": \"file\",\n      \"bytes\": 81509,\n      \"created_at\": 1614807863,\n      \"filename\": \"compiled_results.csv\",\n      \"purpose\": \"fine-tune-results\"\n    }\n  ],\n  \"status\": \"succeeded\",\n  \"validation_files\": [],\n  \"training_files\": [\n    {\n      \"id\": \"file-XGinujblHPwGLSztz8cPS8XY\",\n      \"object\": \"file\",\n      \"bytes\": 1547276,\n      \"created_at\": 1610062281,\n      \"filename\": \"my-data-train.jsonl\",\n      \"purpose\": \"fine-tune-train\"\n    }\n  ],\n  \"updated_at\": 1614807865,\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u53d6\u6d88\u5fae\u8c03<\/a><\/h2>\n\n\n\n
POST https:\/\/api.openai.com\/v1\/fine-tunes\/{fine_tune_id}\/\u53d6\u6d88<\/p>\n\n\n\n
\u7acb\u5373\u53d6\u6d88\u5fae\u8c03\u4f5c\u4e1a\u3002<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
fine_tune<\/strong>_id string Required<\/mark><\/code><\/pre>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/fine-tunes\/ft-AF1WoRqd3aJAHsqc9NY7iL8F\/cancel \\\n  -X POST \\\n  -H \"Authorization: Bearer YOUR_API_KEY\"\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"ft-xhrpBbvVUzYGo8oUO1FY4nI7\",\n  \"object\": \"fine-tune\",\n  \"model\": \"curie\",\n  \"created_at\": 1614807770,\n  \"events\": [ { ... } ],\n  \"fine_tuned_model\": null,\n  \"hyperparams\": { ... },\n  \"organization_id\": \"org-...\",\n  \"result_files\": [],\n  \"status\": \"cancelled\",\n  \"validation_files\": [],\n  \"training_files\": [\n    {\n      \"id\": \"file-XGinujblHPwGLSztz8cPS8XY\",\n      \"object\": \"file\",\n      \"bytes\": 1547276,\n      \"created_at\": 1610062281,\n      \"filename\": \"my-data-train.jsonl\",\n      \"purpose\": \"fine-tune-train\"\n    }\n  ],\n  \"updated_at\": 1614807789,\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5217\u51fa\u5fae\u8c03\u4e8b\u4ef6<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/fine-tunes\/{fine_tune_id}\/events<\/p>\n\n\n\n
\u83b7\u53d6\u5fae\u8c03\u4f5c\u4e1a\u7684\u7cbe\u7ec6\u72b6\u6001\u66f4\u65b0\u3002<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
fine_tune<\/strong>_id string Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u4e3a\u5176\u83b7\u53d6\u4e8b\u4ef6\u7684\u5fae\u8c03\u4f5c\u4e1a\u7684 ID\u3002<\/p>\n\n\n\n
\u67e5\u8be2\u53c2\u6570<\/h3>\n\n\n\n
stream<\/strong> boolean Optional Defaults to false<\/mark><\/code><\/pre>\n\n\n\n
\u662f\u5426\u6d41\u5f0f\u4f20\u8f93\u5fae\u8c03\u4f5c\u4e1a\u7684\u4e8b\u4ef6\u3002\u5982\u679c\u8bbe\u7f6e\u4e3a true\uff0c \u4e8b\u4ef6\u5c06\u5728\u53ef\u7528\u65f6\u4f5c\u4e3a\u7eaf\u6570\u636e\u670d\u52a1\u5668\u53d1\u9001\u7684\u4e8b\u4ef6\u53d1\u9001<\/a>\u3002\u4f5c\u4e1a\u5b8c\u6210\u540e\uff0c\u6d41\u5c06\u7ec8\u6b62\u5e76\u663e\u793a\u4e00\u6761data: [DONE]<\/code>\u6d88\u606f\uff08\u6210\u529f\u3001\u5df2\u53d6\u6d88\u3001 \u6216\u5931\u8d25\uff09\u3002<\/p>\n\n\n\n
\u5982\u679c\u8bbe\u7f6e\u4e3a false\uff0c\u5219\u4ec5\u8fd4\u56de\u5230\u76ee\u524d\u4e3a\u6b62\u751f\u6210\u7684\u4e8b\u4ef6\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/fine-tunes\/ft-AF1WoRqd3aJAHsqc9NY7iL8F\/events \\\n  -H \"Authorization: Bearer YOUR_API_KEY\"\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"object\": \"list\",\n  \"data\": [\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807352,\n      \"level\": \"info\",\n      \"message\": \"Job enqueued. Waiting for jobs ahead to complete. Queue number: 0.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807356,\n      \"level\": \"info\",\n      \"message\": \"Job started.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807861,\n      \"level\": \"info\",\n      \"message\": \"Uploaded snapshot: curie:ft-acmeco-2021-03-03-21-44-20.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807864,\n      \"level\": \"info\",\n      \"message\": \"Uploaded result files: file-QQm6ZpqdNwAaVC3aSz5sWwLT.\"\n    },\n    {\n      \"object\": \"fine-tune-event\",\n      \"created_at\": 1614807864,\n      \"level\": \"info\",\n      \"message\": \"Job succeeded.\"\n    }\n  ]\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5220\u9664\u5fae\u8c03\u6a21\u578b<\/a><\/h2>\n\n\n\n
DELETE https:\/\/api.openai.com\/v1\/models\/{\u6a21\u578b}<\/p>\n\n\n\n
\u5220\u9664\u5fae\u8c03\u7684\u6a21\u578b\u3002\u60a8\u5fc5\u987b\u5728\u7ec4\u7ec7\u4e2d\u5177\u6709\u6240\u6709\u8005\u89d2\u8272\u3002<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
model<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u5220\u9664\u7684\u6a21\u578b<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/models\/curie:ft-acmeco-2021-03-03-21-44-20 \\\n  -X DELETE \\\n  -H \"Authorization: Bearer YOUR_API_KEY\"\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"curie:ft-acmeco-2021-03-03-21-44-20\",\n  \"object\": \"model\",\n  \"deleted\": true\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5ba1\u6838<\/a><\/h2>\n\n\n\n
\u7ed9\u5b9a\u8f93\u5165\u6587\u672c\uff0c\u5982\u679c\u6a21\u578b\u5c06\u5176\u5f52\u7c7b\u4e3a\u8fdd\u53cd OpenAI \u7684\u5185\u5bb9\u7b56\u7565\uff0c\u5219\u8f93\u51fa\u3002<\/p>\n\n\n\n
\u76f8\u5173\u6307\u5357\uff1a\u5ba1\u6838<\/a><\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
OST https:\/\/api.openai.com\/v1\/moderations<\/h2>\n\n\n\n
\u5bf9\u6587\u672c\u8fdd\u53cd OpenAI \u5185\u5bb9\u653f\u7b56\u8fdb\u884c\u5206\u7c7b<\/p>\n\n\n\n
\u8bf7\u6c42 BODY<\/h3>\n\n\n\n
input<\/strong> string or array Required<\/mark><\/code><\/pre>\n\n\n\n
\u8981\u5206\u7c7b\u7684\u8f93\u5165\u6587\u672c<\/p>\n\n\n\n
model<\/strong> string Optional Defaults to text-moderation-latest<\/mark><\/code><\/pre>\n\n\n\n
\u6709\u4e24\u79cd\u5185\u5bb9\u5ba1\u67e5\u6a21\u578b\u53ef\u7528\uff1atext-moderation-stable<\/code> \u548c text-moderation-latest<\/code> \u3002<\/p>\n\n\n\n
\u9ed8\u8ba4\u503c\u4e3a text-moderation-latest<\/code> \u5c06\u968f\u65f6\u95f4\u81ea\u52a8\u5347\u7ea7\u3002\u8fd9\u53ef\u786e\u4fdd\u60a8\u59cb\u7ec8\u4f7f\u7528\u6211\u4eec\u6700\u51c6\u786e\u7684\u6a21\u578b\u3002\u5982\u679c\u60a8\u4f7f\u7528 text-moderation-stable<\/code>\uff0c\u6211\u4eec\u5c06\u5728\u66f4\u65b0\u6a21\u578b\u4e4b\u524d\u63d0\u4f9b\u63d0\u524d\u901a\u77e5\u3002text-moderation-stable<\/code>\u7684\u51c6\u786e\u5ea6\u53ef\u80fd\u7565\u4f4e\u4e8etext-moderation-latest<\/code>\u7684\u7cbe\u5ea6\u3002<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/moderations \\\n  -H 'Content-Type: application\/json' \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -d '{\n  \"input\": \"I want to kill them.\"\n}'\n<\/code><\/pre>\n\n\n\n
\u53c2\u6570<\/strong><\/p>\n\n\n\n
{\n  \"input\": \"I want to kill them.\"\n}\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"modr-5MWoLO\",\n  \"model\": \"text-moderation-001\",\n  \"results\": [\n    {\n      \"categories\": {\n        \"hate\": false,\n        \"hate\/threatening\": true,\n        \"self-harm\": false,\n        \"sexual\": false,\n        \"sexual\/minors\": false,\n        \"violence\": true,\n        \"violence\/graphic\": false\n      },\n      \"category_scores\": {\n        \"hate\": 0.22714105248451233,\n        \"hate\/threatening\": 0.4132447838783264,\n        \"self-harm\": 0.005232391878962517,\n        \"sexual\": 0.01407341007143259,\n        \"sexual\/minors\": 0.0038522258400917053,\n        \"violence\": 0.9223177433013916,\n        \"violence\/graphic\": 0.036865197122097015\n      },\n      \"flagged\": true\n    }\n  ]\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u53d1\u52a8\u673a<\/a><\/h2>\n\n\n\n
\u5f15\u64ce\u7ec8\u7ed3\u70b9\u5df2\u5f03\u7528\u3002<\/p>\n\n\n\n
\u8bf7\u6539\u7528\u4ed6\u4eec\u7684\u66ff\u4ee3\u54c1\uff0c\u6a21\u578b<\/a>\u3002\u4e86\u89e3\u66f4\u591a<\/a>\u3002<\/p>\n\n\n\n
\u8fd9\u4e9b\u7ec8\u7ed3\u70b9\u63cf\u8ff0\u5e76\u63d0\u4f9b\u5bf9 API \u4e2d\u53ef\u7528\u7684\u5404\u79cd\u5f15\u64ce\u7684\u8bbf\u95ee\u3002<\/p>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u5217\u51fa\u5f15\u64ce \u8352\u5e9f\u7684<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/engines<\/p>\n\n\n\n
\u5217\u51fa\u5f53\u524d\u53ef\u7528\u7684\uff08\u975e\u5fae\u8c03\u7684\uff09\u6a21\u578b\uff0c\u5e76\u63d0\u4f9b\u6709\u5173\u6bcf\u4e2a\u6a21\u578b\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u4f8b\u5982\u6240\u6709\u8005\u548c\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/engines \\\n  -H 'Authorization: Bearer YOUR_API_KEY'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"data\": [\n    {\n      \"id\": \"engine-id-0\",\n      \"object\": \"engine\",\n      \"owner\": \"organization-owner\",\n      \"ready\": true\n    },\n    {\n      \"id\": \"engine-id-2\",\n      \"object\": \"engine\",\n      \"owner\": \"organization-owner\",\n      \"ready\": true\n    },\n    {\n      \"id\": \"engine-id-3\",\n      \"object\": \"engine\",\n      \"owner\": \"openai\",\n      \"ready\": false\n    },\n  ],\n  \"object\": \"list\"\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u68c0\u7d22\u5f15\u64ce\u8352\u5e9f\u7684<\/a><\/h2>\n\n\n\n
GET https:\/\/api.openai.com\/v1\/engines\/{engine_id}<\/p>\n\n\n\n
\u68c0\u7d22\u6a21\u578b\u5b9e\u4f8b\uff0c\u63d0\u4f9b\u6709\u5173\u8be5\u5b9e\u4f8b\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u4f8b\u5982\u6240\u6709\u8005\u548c\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n
\u8def\u5f84\u53c2\u6570<\/h3>\n\n\n\n
engine_id<\/strong> string Required<\/mark><\/code><\/pre>\n\n\n\n
\u7528\u4e8e\u6b64\u8bf7\u6c42\u7684\u5f15\u64ce\u7684 ID<\/p>\n\n\n\n
\u793a\u4f8b\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
curl https:\/\/api.openai.com\/v1\/engines\/text-davinci-003 \\\n  -H 'Authorization: Bearer YOUR_API_KEY'\n<\/code><\/pre>\n\n\n\n
\u54cd\u5e94<\/strong><\/p>\n\n\n\n
{\n  \"id\": \"text-davinci-003\",\n  \"object\": \"engine\",\n  \"owner\": \"openai\",\n  \"ready\": true\n}\n<\/code><\/pre>\n\n\n\n
<\/a><\/p>\n\n\n\n
\u53c2\u6570\u8be6\u7ec6\u4fe1\u606f<\/a><\/h2>\n\n\n\n
\u9891\u7387\u548c\u5b58\u5728\u5904\u7f5a<\/strong><\/p>\n\n\n\n
\u5728\u5b8c\u6210 API<\/a> \u4e2d\u627e\u5230\u7684\u9891\u7387\u548c\u5b58\u5728\u60e9\u7f5a\u53ef\u7528\u4e8e\u964d\u4f4e\u5bf9\u91cd\u590d\u7684\u4ee4\u724c\u5e8f\u5217\u8fdb\u884c\u91c7\u6837\u7684\u53ef\u80fd\u6027\u3002 \u5b83\u4eec\u901a\u8fc7\u76f4\u63a5\u4fee\u6539\u5177\u6709\u52a0\u6027\u8d21\u732e\u7684\u5bf9\u6570\uff08\u975e\u89c4\u8303\u5316\u5bf9\u6570\u6982\u7387\uff09\u6765\u5de5\u4f5c\u3002<\/p>\n\n\n\n
mu[j] -> mu[j] - c[j] * alpha_frequency - float(c[j] > 0) * alpha_presence<\/code><\/pre>\n\n\n\n
\u54ea\u91cc\uff1a<\/p>\n\n\n\n
    \n
  • mu[j]<\/code>\u662f j \u4ee4\u724c\u7684\u5bf9\u6570<\/li>\n\n\n\n
  • c[j]<\/code>\u662f\u8be5\u4ee3\u5e01\u5728\u5f53\u524d\u4f4d\u7f6e\u4e4b\u524d\u91c7\u6837\u7684\u9891\u7387<\/li>\n\n\n\n
  • float(c[j] > 0)<\/code>\u5982\u679c\u4e3a 1\uff0c\u5426\u5219\u4e3a 0c[j] > 0<\/code><\/li>\n\n\n\n
  • alpha_frequency<\/code>\u662f\u9891\u7387\u60e9\u7f5a\u7cfb\u6570<\/li>\n\n\n\n
  • alpha_presence<\/code>\u662f\u5b58\u5728\u60e9\u7f5a\u7cfb\u6570<\/li>\n<\/ul>\n\n\n\n
    \u6b63\u5982\u6211\u4eec\u6240\u770b\u5230\u7684\uff0c\u5b58\u5728\u60e9\u7f5a\u662f\u4e00\u6b21\u6027\u7684\u52a0\u6027\u8d21\u732e\uff0c\u9002\u7528\u4e8e\u81f3\u5c11\u91c7\u6837\u8fc7\u4e00\u6b21\u7684\u6240\u6709\u4ee3\u5e01\uff0c\u9891\u7387\u60e9\u7f5a\u662f\u4e0e\u7279\u5b9a\u4ee3\u5e01\u5df2\u88ab\u91c7\u6837\u7684\u9891\u7387\u6210\u6b63\u6bd4\u7684\u8d21\u732e\u3002<\/p>\n\n\n\n
    \u60e9\u7f5a\u7cfb\u6570\u7684\u5408\u7406\u503c\u7ea6\u4e3a 0.1 \u6bd4 1\uff0c\u5982\u679c\u76ee\u7684\u662f\u7a0d\u5fae\u51cf\u5c11\u91cd\u590d\u6837\u672c\u3002\u5982\u679c\u76ee\u7684\u662f\u5f3a\u70c8\u6291\u5236\u91cd\u590d\uff0c\u5219\u53ef\u4ee5\u5c06\u7cfb\u6570\u589e\u52a0\u5230 2\uff0c\u4f46\u8fd9\u4f1a\u663e\u7740\u964d\u4f4e\u6837\u672c\u7684\u8d28\u91cf\u3002\u8d1f\u503c\u53ef\u7528\u4e8e\u589e\u52a0\u91cd\u590d\u7684\u53ef\u80fd\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
    \u4ecb\u7ecd \u60a8\u53ef\u4ee5\u901a\u8fc7\u6765\u81ea\u4efb\u4f55\u8bed\u8a00\u7684 HTTP \u8bf7\u6c42\u3001\u6211\u4eec\u7684\u5b98\u65b9 Python \u7ed1\u5b9a\u3001\u6211\u4eec\u7684\u5b98\u65b9 Node.js \u5e93 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[289,312,43],"tags":[242,314],"class_list":["post-1347","post","type-post","status-publish","format-standard","hentry","category-gpt","category-openai","category-infoarticle","tag-chatgpt","tag-openai-api"],"views":3546,"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts\/1347","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1347"}],"version-history":[{"count":16,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts\/1347\/revisions"}],"predecessor-version":[{"id":1363,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts\/1347\/revisions\/1363"}],"wp:attachment":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1347"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1347"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1347"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}