LibreChat/packages/data-provider/src/actions.ts
owengo d844e56c50
🔨 feat: Use x-strict attribute in OpenAPI Actions for Strict Function Definition (#4639)
* feat: manage an 'x-strict': true attribute in openapi specs for assistants which generates function calls with stric attribute

* fix typo and lint errors

---------

Co-authored-by: Olivier Schiavo <olivier.schiavo@wengo.com>
2025-02-10 16:02:21 -05:00

539 lines
16 KiB
TypeScript

import { z } from 'zod';
import _axios from 'axios';
import { URL } from 'url';
import crypto from 'crypto';
import { load } from 'js-yaml';
import type {
FunctionTool,
Schema,
Reference,
ActionMetadata,
ActionMetadataRuntime,
} from './types/assistants';
import type { OpenAPIV3 } from 'openapi-types';
import { Tools, AuthTypeEnum, AuthorizationTypeEnum } from './types/assistants';
export type ParametersSchema = {
type: string;
properties: Record<string, Reference | Schema>;
required: string[];
additionalProperties?: boolean;
};
export type OpenAPISchema = OpenAPIV3.SchemaObject &
ParametersSchema & {
items?: OpenAPIV3.ReferenceObject | OpenAPIV3.SchemaObject;
};
export type ApiKeyCredentials = {
api_key: string;
custom_auth_header?: string;
authorization_type?: AuthorizationTypeEnum;
};
export type OAuthCredentials = {
tokenUrl: string;
clientId: string;
clientSecret: string;
scope: string;
};
export type Credentials = ApiKeyCredentials | OAuthCredentials;
type MediaTypeObject =
| undefined
| {
[media: string]: OpenAPIV3.MediaTypeObject | undefined;
};
type RequestBodyObject = Omit<OpenAPIV3.RequestBodyObject, 'content'> & {
content: MediaTypeObject;
};
export function sha1(input: string) {
return crypto.createHash('sha1').update(input).digest('hex');
}
export function createURL(domain: string, path: string) {
const cleanDomain = domain.replace(/\/$/, '');
const cleanPath = path.replace(/^\//, '');
const fullURL = `${cleanDomain}/${cleanPath}`;
return new URL(fullURL).toString();
}
const schemaTypeHandlers: Record<string, (schema: OpenAPISchema) => z.ZodTypeAny> = {
string: (schema) => {
if (schema.enum) {
return z.enum(schema.enum as [string, ...string[]]);
}
let stringSchema = z.string();
if (schema.minLength !== undefined) {
stringSchema = stringSchema.min(schema.minLength);
}
if (schema.maxLength !== undefined) {
stringSchema = stringSchema.max(schema.maxLength);
}
return stringSchema;
},
number: (schema) => {
let numberSchema = z.number();
if (schema.minimum !== undefined) {
numberSchema = numberSchema.min(schema.minimum);
}
if (schema.maximum !== undefined) {
numberSchema = numberSchema.max(schema.maximum);
}
return numberSchema;
},
integer: (schema) => (schemaTypeHandlers.number(schema) as z.ZodNumber).int(),
boolean: () => z.boolean(),
array: (schema) => {
if (schema.items) {
const zodSchema = openAPISchemaToZod(schema.items as OpenAPISchema);
if (zodSchema) {
return z.array(zodSchema);
}
return z.array(z.unknown());
}
return z.array(z.unknown());
},
object: (schema) => {
const shape: { [key: string]: z.ZodTypeAny } = {};
if (schema.properties) {
Object.entries(schema.properties).forEach(([key, value]) => {
const zodSchema = openAPISchemaToZod(value as OpenAPISchema);
shape[key] = zodSchema || z.unknown();
if (schema.required && schema.required.includes(key)) {
shape[key] = shape[key].describe(value.description || '');
} else {
shape[key] = shape[key].optional().describe(value.description || '');
}
});
}
return z.object(shape);
},
};
function openAPISchemaToZod(schema: OpenAPISchema): z.ZodTypeAny | undefined {
if (schema.type === 'object' && Object.keys(schema.properties || {}).length === 0) {
return undefined;
}
const handler = schemaTypeHandlers[schema.type as string] || (() => z.unknown());
return handler(schema);
}
export class FunctionSignature {
name: string;
description: string;
parameters: ParametersSchema;
strict: boolean;
constructor(name: string, description: string, parameters: ParametersSchema, strict?: boolean) {
this.name = name;
this.description = description;
this.parameters = parameters;
this.strict = strict ?? false;
}
toObjectTool(): FunctionTool {
const parameters = {
...this.parameters,
additionalProperties: this.strict ? false : undefined,
};
return {
type: Tools.function,
function: {
name: this.name,
description: this.description,
parameters,
strict: this.strict,
},
};
}
}
class RequestConfig {
constructor(
readonly domain: string,
readonly basePath: string,
readonly method: string,
readonly operation: string,
readonly isConsequential: boolean,
readonly contentType: string,
) {}
}
class RequestExecutor {
path: string;
params?: object;
private operationHash?: string;
private authHeaders: Record<string, string> = {};
private authToken?: string;
constructor(private config: RequestConfig) {
this.path = config.basePath;
}
setParams(params: object) {
this.operationHash = sha1(JSON.stringify(params));
this.params = Object.assign({}, params);
for (const [key, value] of Object.entries(params)) {
const paramPattern = `{${key}}`;
if (this.path.includes(paramPattern)) {
this.path = this.path.replace(paramPattern, encodeURIComponent(value as string));
delete (this.params as Record<string, unknown>)[key];
}
}
return this;
}
async setAuth(metadata: ActionMetadataRuntime) {
if (!metadata.auth) {
return this;
}
const {
type,
/* API Key */
authorization_type,
custom_auth_header,
/* OAuth */
authorization_url,
client_url,
scope,
token_exchange_method,
} = metadata.auth;
const {
/* API Key */
api_key,
/* OAuth */
oauth_client_id,
oauth_client_secret,
oauth_token_expires_at,
oauth_access_token = '',
} = metadata;
const isApiKey = api_key != null && api_key.length > 0 && type === AuthTypeEnum.ServiceHttp;
const isOAuth = !!(
oauth_client_id != null &&
oauth_client_id &&
oauth_client_secret != null &&
oauth_client_secret &&
type === AuthTypeEnum.OAuth &&
authorization_url != null &&
authorization_url &&
client_url != null &&
client_url &&
scope != null &&
scope &&
token_exchange_method
);
if (isApiKey && authorization_type === AuthorizationTypeEnum.Basic) {
const basicToken = Buffer.from(api_key).toString('base64');
this.authHeaders['Authorization'] = `Basic ${basicToken}`;
} else if (isApiKey && authorization_type === AuthorizationTypeEnum.Bearer) {
this.authHeaders['Authorization'] = `Bearer ${api_key}`;
} else if (
isApiKey &&
authorization_type === AuthorizationTypeEnum.Custom &&
custom_auth_header != null &&
custom_auth_header
) {
this.authHeaders[custom_auth_header] = api_key;
} else if (isOAuth) {
// TODO: maybe doing it in a different way later on. but we want that the user needs to folllow the oauth flow.
// If we do not have a valid token, bail or ask user to sign in
const now = new Date();
// 1. Check if token is set
if (!oauth_access_token) {
throw new Error('No access token found. Please log in first.');
}
// 2. Check if token is expired
if (oauth_token_expires_at && now >= new Date(oauth_token_expires_at)) {
// Optionally check refresh_token logic, or just prompt user to re-login
throw new Error('Access token is expired. Please re-login.');
}
// If valid, use it
this.authToken = oauth_access_token;
this.authHeaders['Authorization'] = `Bearer ${this.authToken}`;
}
return this;
}
async execute() {
const url = createURL(this.config.domain, this.path);
const headers = {
...this.authHeaders,
'Content-Type': this.config.contentType,
};
const method = this.config.method.toLowerCase();
const axios = _axios.create();
if (method === 'get') {
return axios.get(url, { headers, params: this.params });
} else if (method === 'post') {
return axios.post(url, this.params, { headers });
} else if (method === 'put') {
return axios.put(url, this.params, { headers });
} else if (method === 'delete') {
return axios.delete(url, { headers, data: this.params });
} else if (method === 'patch') {
return axios.patch(url, this.params, { headers });
} else {
throw new Error(`Unsupported HTTP method: ${method}`);
}
}
getConfig() {
return this.config;
}
}
export class ActionRequest {
private config: RequestConfig;
constructor(
domain: string,
path: string,
method: string,
operation: string,
isConsequential: boolean,
contentType: string,
) {
this.config = new RequestConfig(domain, path, method, operation, isConsequential, contentType);
}
// Add getters to maintain backward compatibility
get domain() {
return this.config.domain;
}
get path() {
return this.config.basePath;
}
get method() {
return this.config.method;
}
get operation() {
return this.config.operation;
}
get isConsequential() {
return this.config.isConsequential;
}
get contentType() {
return this.config.contentType;
}
createExecutor() {
return new RequestExecutor(this.config);
}
// Maintain backward compatibility by delegating to a new executor
setParams(params: object) {
const executor = this.createExecutor();
executor.setParams(params);
return executor;
}
async setAuth(metadata: ActionMetadata) {
const executor = this.createExecutor();
return executor.setAuth(metadata);
}
async execute() {
const executor = this.createExecutor();
return executor.execute();
}
}
export function resolveRef(
schema: OpenAPIV3.SchemaObject | OpenAPIV3.ReferenceObject | RequestBodyObject,
components?: OpenAPIV3.ComponentsObject,
): OpenAPIV3.SchemaObject {
if ('$ref' in schema && components) {
const refPath = schema.$ref.replace(/^#\/components\/schemas\//, '');
const resolvedSchema = components.schemas?.[refPath];
if (!resolvedSchema) {
throw new Error(`Reference ${schema.$ref} not found`);
}
return resolveRef(resolvedSchema, components);
}
return schema as OpenAPIV3.SchemaObject;
}
function sanitizeOperationId(input: string) {
return input.replace(/[^a-zA-Z0-9_-]/g, '');
}
/** Function to convert OpenAPI spec to function signatures and request builders */
export function openapiToFunction(
openapiSpec: OpenAPIV3.Document,
generateZodSchemas = false,
): {
functionSignatures: FunctionSignature[];
requestBuilders: Record<string, ActionRequest>;
zodSchemas?: Record<string, z.ZodTypeAny>;
} {
const functionSignatures: FunctionSignature[] = [];
const requestBuilders: Record<string, ActionRequest> = {};
const zodSchemas: Record<string, z.ZodTypeAny> = {};
const baseUrl = openapiSpec.servers?.[0]?.url ?? '';
// Iterate over each path and method in the OpenAPI spec
for (const [path, methods] of Object.entries(openapiSpec.paths)) {
for (const [method, operation] of Object.entries(methods as OpenAPIV3.PathsObject)) {
const operationObj = operation as OpenAPIV3.OperationObject & {
'x-openai-isConsequential'?: boolean;
} & {
'x-strict'?: boolean
};
// Operation ID is used as the function name
const defaultOperationId = `${method}_${path}`;
const operationId = operationObj.operationId || sanitizeOperationId(defaultOperationId);
const description = operationObj.summary || operationObj.description || '';
const isStrict = operationObj['x-strict'] ?? false;
const parametersSchema: OpenAPISchema = {
type: 'object',
properties: {},
required: [],
};
if (operationObj.parameters) {
for (const param of operationObj.parameters) {
const paramObj = param as OpenAPIV3.ParameterObject;
const resolvedSchema = resolveRef(
{ ...paramObj.schema } as OpenAPIV3.ReferenceObject | OpenAPIV3.SchemaObject,
openapiSpec.components,
);
parametersSchema.properties[paramObj.name] = resolvedSchema;
if (paramObj.required === true) {
parametersSchema.required.push(paramObj.name);
}
}
}
if (operationObj.requestBody) {
const requestBody = operationObj.requestBody as RequestBodyObject;
const content = requestBody.content;
const contentType = Object.keys(content ?? {})[0];
const schema = content?.[contentType]?.schema;
const resolvedSchema = resolveRef(
schema as OpenAPIV3.ReferenceObject | OpenAPIV3.SchemaObject,
openapiSpec.components,
);
parametersSchema.properties = {
...parametersSchema.properties,
...resolvedSchema.properties,
};
if (resolvedSchema.required) {
parametersSchema.required.push(...resolvedSchema.required);
}
}
const functionSignature = new FunctionSignature(operationId, description, parametersSchema, isStrict);
functionSignatures.push(functionSignature);
const actionRequest = new ActionRequest(
baseUrl,
path,
method,
operationId,
!!(operationObj['x-openai-isConsequential'] ?? false),
operationObj.requestBody ? 'application/json' : '',
);
requestBuilders[operationId] = actionRequest;
if (generateZodSchemas && Object.keys(parametersSchema.properties).length > 0) {
const schema = openAPISchemaToZod(parametersSchema);
if (schema) {
zodSchemas[operationId] = schema;
}
}
}
}
return { functionSignatures, requestBuilders, zodSchemas };
}
export type ValidationResult = {
status: boolean;
message: string;
spec?: OpenAPIV3.Document;
};
export function validateAndParseOpenAPISpec(specString: string): ValidationResult {
try {
let parsedSpec;
try {
parsedSpec = JSON.parse(specString);
} catch {
parsedSpec = load(specString);
}
// Check for servers
if (
!parsedSpec.servers ||
!Array.isArray(parsedSpec.servers) ||
parsedSpec.servers.length === 0
) {
return { status: false, message: 'Could not find a valid URL in `servers`' };
}
if (!parsedSpec.servers[0].url) {
return { status: false, message: 'Could not find a valid URL in `servers`' };
}
// Check for paths
const paths = parsedSpec.paths;
if (!paths || typeof paths !== 'object' || Object.keys(paths).length === 0) {
return { status: false, message: 'No paths found in the OpenAPI spec.' };
}
const components = parsedSpec.components?.schemas || {};
const messages = [];
for (const [path, methods] of Object.entries(paths)) {
for (const [httpMethod, operation] of Object.entries(methods as OpenAPIV3.PathItemObject)) {
// Ensure operation is a valid operation object
const { responses } = operation as OpenAPIV3.OperationObject | { responses: undefined };
if (typeof operation === 'object' && responses) {
for (const [statusCode, response] of Object.entries(responses)) {
const content = (response as OpenAPIV3.ResponseObject).content as MediaTypeObject;
if (content && content['application/json'] && content['application/json'].schema) {
const schema = content['application/json'].schema;
if ('$ref' in schema && typeof schema.$ref === 'string') {
const refName = schema.$ref.split('/').pop();
if (refName && !components[refName]) {
messages.push(
`In context=('paths', '${path}', '${httpMethod}', '${statusCode}', 'response', 'content', 'application/json', 'schema'), reference to unknown component ${refName}; using empty schema`,
);
}
}
}
}
}
}
}
return {
status: true,
message: messages.join('\n') || 'OpenAPI spec is valid.',
spec: parsedSpec,
};
} catch (error) {
console.error(error);
return { status: false, message: 'Error parsing OpenAPI spec.' };
}
}