File size: 7,220 Bytes
3b6afc0 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 |
const { Tool } = require('langchain/tools');
const yaml = require('js-yaml');
/*
export interface AIPluginToolParams {
name: string;
description: string;
apiSpec: string;
openaiSpec: string;
model: BaseLanguageModel;
}
export interface PathParameter {
name: string;
description: string;
}
export interface Info {
title: string;
description: string;
version: string;
}
export interface PathMethod {
summary: string;
operationId: string;
parameters?: PathParameter[];
}
interface ApiSpec {
openapi: string;
info: Info;
paths: { [key: string]: { [key: string]: PathMethod } };
}
*/
function isJson(str) {
try {
JSON.parse(str);
} catch (e) {
return false;
}
return true;
}
function convertJsonToYamlIfApplicable(spec) {
if (isJson(spec)) {
const jsonData = JSON.parse(spec);
return yaml.dump(jsonData);
}
return spec;
}
function extractShortVersion(openapiSpec) {
openapiSpec = convertJsonToYamlIfApplicable(openapiSpec);
try {
const fullApiSpec = yaml.load(openapiSpec);
const shortApiSpec = {
openapi: fullApiSpec.openapi,
info: fullApiSpec.info,
paths: {},
};
for (let path in fullApiSpec.paths) {
shortApiSpec.paths[path] = {};
for (let method in fullApiSpec.paths[path]) {
shortApiSpec.paths[path][method] = {
summary: fullApiSpec.paths[path][method].summary,
operationId: fullApiSpec.paths[path][method].operationId,
parameters: fullApiSpec.paths[path][method].parameters?.map((parameter) => ({
name: parameter.name,
description: parameter.description,
})),
};
}
}
return yaml.dump(shortApiSpec);
} catch (e) {
console.log(e);
return '';
}
}
function printOperationDetails(operationId, openapiSpec) {
openapiSpec = convertJsonToYamlIfApplicable(openapiSpec);
let returnText = '';
try {
let doc = yaml.load(openapiSpec);
let servers = doc.servers;
let paths = doc.paths;
let components = doc.components;
for (let path in paths) {
for (let method in paths[path]) {
let operation = paths[path][method];
if (operation.operationId === operationId) {
returnText += `The API request to do for operationId "${operationId}" is:\n`;
returnText += `Method: ${method.toUpperCase()}\n`;
let url = servers[0].url + path;
returnText += `Path: ${url}\n`;
returnText += 'Parameters:\n';
if (operation.parameters) {
for (let param of operation.parameters) {
let required = param.required ? '' : ' (optional),';
returnText += `- ${param.name} (${param.in},${required} ${param.schema.type}): ${param.description}\n`;
}
} else {
returnText += ' None\n';
}
returnText += '\n';
let responseSchema = operation.responses['200'].content['application/json'].schema;
// Check if schema is a reference
if (responseSchema.$ref) {
// Extract schema name from reference
let schemaName = responseSchema.$ref.split('/').pop();
// Look up schema in components
responseSchema = components.schemas[schemaName];
}
returnText += 'Response schema:\n';
returnText += '- Type: ' + responseSchema.type + '\n';
returnText += '- Additional properties:\n';
returnText += ' - Type: ' + responseSchema.additionalProperties?.type + '\n';
if (responseSchema.additionalProperties?.properties) {
returnText += ' - Properties:\n';
for (let prop in responseSchema.additionalProperties.properties) {
returnText += ` - ${prop} (${responseSchema.additionalProperties.properties[prop].type}): Description not provided in OpenAPI spec\n`;
}
}
}
}
}
if (returnText === '') {
returnText += `No operation with operationId "${operationId}" found.`;
}
return returnText;
} catch (e) {
console.log(e);
return '';
}
}
class AIPluginTool extends Tool {
/*
private _name: string;
private _description: string;
apiSpec: string;
openaiSpec: string;
model: BaseLanguageModel;
*/
get name() {
return this._name;
}
get description() {
return this._description;
}
constructor(params) {
super();
this._name = params.name;
this._description = params.description;
this.apiSpec = params.apiSpec;
this.openaiSpec = params.openaiSpec;
this.model = params.model;
}
async _call(input) {
let date = new Date();
let fullDate = `Date: ${date.getDate()}/${
date.getMonth() + 1
}/${date.getFullYear()}, Time: ${date.getHours()}:${date.getMinutes()}:${date.getSeconds()}`;
const prompt = `${fullDate}\nQuestion: ${input} \n${this.apiSpec}.`;
console.log(prompt);
const gptResponse = await this.model.predict(prompt);
let operationId = gptResponse.match(/operationId: (.*)/)?.[1];
if (!operationId) {
return 'No operationId found in the response';
}
if (operationId == 'No API path found to answer the question') {
return 'No API path found to answer the question';
}
let openApiData = printOperationDetails(operationId, this.openaiSpec);
return openApiData;
}
static async fromPluginUrl(url, model) {
const aiPluginRes = await fetch(url, {});
if (!aiPluginRes.ok) {
throw new Error(`Failed to fetch plugin from ${url} with status ${aiPluginRes.status}`);
}
const aiPluginJson = await aiPluginRes.json();
const apiUrlRes = await fetch(aiPluginJson.api.url, {});
if (!apiUrlRes.ok) {
throw new Error(
`Failed to fetch API spec from ${aiPluginJson.api.url} with status ${apiUrlRes.status}`,
);
}
const apiUrlJson = await apiUrlRes.text();
const shortApiSpec = extractShortVersion(apiUrlJson);
return new AIPluginTool({
name: aiPluginJson.name_for_model.toLowerCase(),
description: `A \`tool\` to learn the API documentation for ${aiPluginJson.name_for_model.toLowerCase()}, after which you can use 'http_request' to make the actual API call. Short description of how to use the API's results: ${
aiPluginJson.description_for_model
})`,
apiSpec: `
As an AI, your task is to identify the operationId of the relevant API path based on the condensed OpenAPI specifications provided.
Please note:
1. Do not imagine URLs. Only use the information provided in the condensed OpenAPI specifications.
2. Do not guess the operationId. Identify it strictly based on the API paths and their descriptions.
Your output should only include:
- operationId: The operationId of the relevant API path
If you cannot find a suitable API path based on the OpenAPI specifications, please answer only "operationId: No API path found to answer the question".
Now, based on the question above and the condensed OpenAPI specifications given below, identify the operationId:
\`\`\`
${shortApiSpec}
\`\`\`
`,
openaiSpec: apiUrlJson,
model: model,
});
}
}
module.exports = AIPluginTool;
|