From f9a3c01efe4d079d69cedc575bd18cc69c8e104f Mon Sep 17 00:00:00 2001 From: Nadeesha Cabral Date: Tue, 3 Dec 2024 12:00:02 +1100 Subject: [PATCH] feat: Integrate OpenAPI client into data connector (#206) * feat: Integrate OpenAPI client into data connector module for enhanced API support and flexibility. Update dev script for dotenv support. Add OpenAPI client class with initialization and request execution capabilities. Modify config to support OpenAPI connector type. Update index.ts to handle OpenAPI connections. Create open-api.ts for OpenAPI client implementation. Adjust package.json dev script to use tsx with dotenv. PR Description: - Added OpenAPI client class to handle API requests. - Updated config.json to support OpenAPI connector type. - Modified index.ts to integrate OpenAPI connections. - Created open-api.ts for OpenAPI client implementation. - Adjusted package.json dev script to use tsx with dotenv. * feat: Enhance data-connector with OpenAPI operations and initialization improvements * update * Update data-connector/README.md Co-authored-by: John Smith * update * update --------- Co-authored-by: John Smith --- data-connector/.env.example | 7 + data-connector/README.md | 37 +++-- data-connector/assets/hero.png | Bin 0 -> 290598 bytes data-connector/config.json | 10 +- data-connector/package.json | 2 +- data-connector/src/index.ts | 11 ++ data-connector/src/open-api.ts | 258 +++++++++++++++++++++++++++++++++ data-connector/src/postgres.ts | 3 +- data-connector/src/types.ts | 5 +- 9 files changed, 316 insertions(+), 17 deletions(-) create mode 100644 data-connector/assets/hero.png create mode 100644 data-connector/src/open-api.ts diff --git a/data-connector/.env.example b/data-connector/.env.example index 7c1fa457..ba8237b0 100644 --- a/data-connector/.env.example +++ b/data-connector/.env.example @@ -8,3 +8,10 @@ INFERABLE_API_SECRET=your_api_secret_here # Get one from https://app.inferable.a # POSTGRES_URL=postgresql://postgres:postgres@db:5432/postgres POSTGRES_SCHEMA=public + +# +# OpenAPI config example. +# +# OPENAPI_SPEC_URL=https://api.inferable.ai/public/oas.json +# SERVER_URL=https://api.inferable.ai +# SERVER_AUTH_HEADER=Authorization: Bearer your_api_key_here diff --git a/data-connector/README.md b/data-connector/README.md index fa726383..75344c89 100644 --- a/data-connector/README.md +++ b/data-connector/README.md @@ -1,8 +1,6 @@ -# Inferable Data Connector +![Inferable Data Connector](./assets/hero.png) -Inferable Data Connector is a bridge between your data systems and Inferable. Configure your data sources in a json file and start conversing with your data in natural language. - -Works locally, and in any dockerized environment without exposing your database to the public internet. +Inferable Data Connector is a bridge between your data systems and Inferable. Configure your data sources in a json file and start conversing with your data in natural language. Works locally, and in any dockerized environment allowing connection to private resources (DB connection / API endpoints) without exposing them to the public internet. ## Features @@ -13,6 +11,14 @@ Works locally, and in any dockerized environment without exposing your database - 🤿 **Optional Privacy Mode**: Query outputs are never sent to the model. Instead, the function returns results directly to the end user without any model involvement. - 🔍 **Optional Paranoid Mode**: Adds an additional safety layer by requiring manual approval before executing any query so you can review the query and data before it is executed. +## Connectors + +- [x] [Postgres](./src/postgres.ts) +- [x] [OpenAPI](./src/open-api.ts) +- [ ] [GraphQL](./src/graphql.ts) +- [ ] [MySQL](./src/mysql.ts) +- [ ] [SQLite](./src/sqlite.ts) + ## Quick Start ### Running with your own Postgres DB @@ -88,14 +94,25 @@ Example configuration: Each connector is defined in the `config.connectors` array. -- `type`: The type of connector. Currently only `postgres` is supported. -- `name`: The name of the connector. This is the Inferable service name. One will be generated if not provided. +- `config.connectors[].type`: The type of connector. Currently only `postgres` is supported. +- `config.connectors[].name`: The name of the connector. This is the Inferable service name. One will be generated if not provided. + +
+Postgres Connector Configuration + +- `config.connectors[].connectionString`: The connection string to your database. (e.g. `postgresql://postgres:postgres@localhost:5432/postgres`) +- `config.connectors[].schema`: The schema to use. (e.g. `public`) + +
+ +
+OpenAPI Connector Configuration -### Connector-specific configuration +- `config.connectors[].specUrl`: The URL to your OpenAPI spec. Must be publicly accessible. +- `config.connectors[].endpoint`: The endpoint to use. (e.g. `https://api.inferable.ai`) +- `config.connectors[].defaultHeaders`: The default headers to use. (e.g. `{"Authorization": "Bearer "}`) -| Connector | Configuration | -| --------- | ------------------------------- | -| Postgres | `connectionString` and `schema` | +
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z@sEw!IW*~D77*=1#2(lm2B0}lSvBWON^SzV8UUUi{`pjWC?j>_s;vn3uV{E*tl#C? z!GWvXjg-%(xYk9ERuoC@+FC)PcF?*NG^`&$KJ|8k zHJy0!dmpwzk~!7=*}`fRF{5ASspmGE>$lmsGK6vNBqw2Y%pJIUie+a_(il2#KCQ{a zXM~-QF@GywNhQ=6mb~$>bLh5BXm@aNG1W=x!{!lN_^stz0U1Av$-V{s=P-hK*Hg?w5MO2rpf(QZ0LH``_Ydg$N8o}j*j^m)71^zQK$lZD2XQZd#^jy3Q<|6%(3X-gZe*~Pj@JobJvFOKaGhdh zn(@QZ2J8;X4P#ncL1DB&%v+5SD5_GgMXgpmtgqH^9f_FnzpXo>ISBjGG-vF>sLjr)_h5)zkLpjZJQ7hJTUm3D*1a<+heHM zvcn#|&8G~=Cxvf*BpS^Fboh2uEf}bH&MXatFE8<51t5MlSj7mq{N-Hhz>@oHcjj^64jhb_qjO7yr&fx8Cbb$ zl;4<;@UfNnsQcc@?x)n(7rWRr7~v|g?bEgq9I3n$vtdB-VKB~`%!`*4nexJ|JeU_DqU+=Cp%+hP_UQ)jA!}+=J zmUs4%rkX<}a?cbhw!>}kz@U1q_gz0_T|G0k7XuYpfcxlG*u}ipO%Gr{D|i0acKll$ z{jWy)t094HG*tT}j2{qKNkSk+4jlXk5Xr7f${l*84|{|HHLp6>&Cokws&w1hPd1xZ z5~4O%-qelfDESU;RbHw3Jicx)oy6udRpeg3zHGq+jJl+1=>31cHf&7JRJzIE`@TNA z$}u`$x%biJbsKh!QWJxeJ?+0&>W}aKe}7PKW4P#7T~;dA{Q_;p)L|7N*{ZP@<-N { const config = require("../config.json"); @@ -41,8 +42,18 @@ const parseConfig = () => { paranoidMode: config.paranoidMode === 1, privacyMode: config.privacyMode === 1, }); + await postgresClient.initialize(); const service = postgresClient.createService(client); services.push(service); + } else if (connector.type === "open-api") { + const openAPIClient = new OpenAPIClient({ + ...connector, + paranoidMode: config.paranoidMode === 1, + privacyMode: config.privacyMode === 1, + }); + await openAPIClient.initialize(); + const service = openAPIClient.createService(client); + services.push(service); } } diff --git a/data-connector/src/open-api.ts b/data-connector/src/open-api.ts new file mode 100644 index 00000000..07d850f2 --- /dev/null +++ b/data-connector/src/open-api.ts @@ -0,0 +1,258 @@ +import { approvalRequest, blob, ContextInput, Inferable } from "inferable"; +import { z } from "zod"; +import fetch from "node-fetch"; +import type { DataConnector } from "./types"; +import { OpenAPIV3 } from "openapi-types"; +import crypto from "crypto"; +import { FunctionRegistrationInput } from "inferable/bin/types"; +import assert from "assert"; + +export class OpenAPIClient implements DataConnector { + private spec: OpenAPIV3.Document | null = null; + private initialized = false; + private operations: ReturnType< + typeof this.openApiOperationToInferableFunction + >[] = []; + + constructor( + private params: { + name?: string; + specUrl: string; + endpoint?: string; + defaultHeaders?: Record; + privacyMode: boolean; + paranoidMode: boolean; + }, + ) {} + + public initialize = async () => { + try { + const response = await fetch(this.params.specUrl); + this.spec = (await response.json()) as OpenAPIV3.Document; + console.log( + `OpenAPI spec loaded successfully from ${this.params.specUrl}`, + ); + + // Convert paths and their operations into functions + for (const [path, pathItem] of Object.entries(this.spec.paths)) { + if (!pathItem) continue; + + const operations = ["get", "post", "put", "delete", "patch"] as const; + + for (const method of operations) { + const operation = pathItem[method]; + if (!operation || !operation.operationId) continue; + + const inferableFunction = this.openApiOperationToInferableFunction( + operation, + path, + method, + ); + + this.operations.push(inferableFunction); + } + } + + console.log( + `Loaded ${this.operations.length} operations from OpenAPI spec`, + ); + + if (this.params.privacyMode) { + console.log( + "Privacy mode is enabled, response data will not be sent to the model.", + ); + } + + this.initialized = true; + } catch (error) { + console.error("Failed to initialize OpenAPI connection:", error); + throw error; + } + }; + + private openApiOperationToInferableFunction = ( + operation: OpenAPIV3.OperationObject, + path: string, + method: string, + ): FunctionRegistrationInput => { + // Build input parameters schema + const parameters = operation.parameters || []; + const parameterSchemas: Record = {}; + + // Group parameters by their location (path, query, header) + const parametersByLocation = { + path: [] as string[], + query: [] as string[], + header: [] as string[], + }; + + parameters.forEach((param) => { + if ("name" in param && "in" in param) { + parametersByLocation[ + param.in as keyof typeof parametersByLocation + ]?.push(param.name); + if (param.schema) { + parameterSchemas[param.name] = param.schema; + } + } + }); + + // Handle request body if it exists + let bodySchema: + | OpenAPIV3.ReferenceObject + | OpenAPIV3.SchemaObject + | undefined = undefined; + if (operation.requestBody && "content" in operation.requestBody) { + const content = operation.requestBody.content["application/json"]; + if (content?.schema) { + bodySchema = content.schema; + } + } + + assert(operation.operationId, "Operation ID is required"); + assert(path, "Path is required"); + + const hasParameters = Object.keys(parameterSchemas).length > 0; + + const summary = + operation.summary || + operation.description || + `${method.toUpperCase()} ${path}`; + + return { + name: operation.operationId, + description: `${summary}. Ask the user to provide values for any required parameters.`, + func: this.executeRequest, + schema: { + input: z.object({ + path: path.includes(":") + ? z + .string() + .describe( + `Must be ${path} with values substituted for any path parameters.`, + ) + : z.literal(path), + method: z.literal(method.toUpperCase()), + parameters: hasParameters + ? z + .record(z.any()) + .optional() + .describe( + `URL and query parameters. Must match the following: ${JSON.stringify( + parametersByLocation, + )}`, + ) + : z.undefined(), + body: bodySchema + ? z + .any() + .optional() + .describe( + `Request body. Must match: ${JSON.stringify(bodySchema)}`, + ) + : z.undefined(), + }), + }, + }; + }; + + executeRequest = async ( + input: { + path: string; + method: string; + parameters?: Record; + body?: any; + }, + ctx: ContextInput, + ) => { + if (this.params.paranoidMode) { + if (!ctx.approved) { + console.log("Request requires approval"); + return approvalRequest(); + } else { + console.log("Request approved"); + } + } + + if (!this.initialized) throw new Error("OpenAPI spec not initialized"); + if (!this.spec) throw new Error("OpenAPI spec not initialized"); + + // Use the provided endpoint or fall back to the spec's server URL + let url = ( + this.params.endpoint || + this.spec.servers?.[0]?.url || + "" + ).toString(); + let finalPath = input.path; + + if (input.parameters) { + // Replace path parameters + Object.entries(input.parameters).forEach(([key, value]) => { + finalPath = finalPath.replace( + `{${key}}`, + encodeURIComponent(String(value)), + ); + }); + } + + url += finalPath; + + // Merge default headers with the Content-Type header + const headers = { + "Content-Type": "application/json", + ...this.params.defaultHeaders, + }; + + const response = await fetch(url, { + method: input.method, + headers, + body: input.body ? JSON.stringify(input.body) : undefined, + }); + + const data = await response.text(); + + let parsed: object; + + try { + parsed = JSON.parse(data); + } catch (error) { + parsed = { + data, + }; + } + + if (this.params.privacyMode) { + return { + message: + "This request was executed in privacy mode. Data was returned to the user directly.", + blob: blob({ + name: "Results", + type: "application/json", + data: parsed, + }), + }; + } + + return parsed; + }; + + private connectionStringHash = () => { + return crypto + .createHash("sha256") + .update(this.params.specUrl) + .digest("hex") + .substring(0, 8); + }; + + createService = (client: Inferable) => { + const service = client.service({ + name: this.params.name ?? `openapi${this.connectionStringHash()}`, + }); + + this.operations.forEach((operation) => { + service.register(operation); + }); + + return service; + }; +} diff --git a/data-connector/src/postgres.ts b/data-connector/src/postgres.ts index 78a324ce..4fdbc44b 100644 --- a/data-connector/src/postgres.ts +++ b/data-connector/src/postgres.ts @@ -19,10 +19,9 @@ export class PostgresClient implements DataConnector { }, ) { assert(params.schema, "Schema parameter is required"); - this.initialized = this.initialize(); } - private initialize = async () => { + public initialize = async () => { try { const client = await this.getClient(); const res = await client.query(`SELECT NOW() as now`); diff --git a/data-connector/src/types.ts b/data-connector/src/types.ts index 353a2e5c..ef2fb4d2 100644 --- a/data-connector/src/types.ts +++ b/data-connector/src/types.ts @@ -1,7 +1,6 @@ -import type { ContextInput, Inferable } from "inferable"; +import type { Inferable } from "inferable"; export interface DataConnector { - getContext(): Promise; - executeQuery(input: { query: string }, ctx: ContextInput): Promise; + initialize(): Promise; createService(client: Inferable): any; }