🅰️ feat: Azure Config to Allow Different Deployments per Model (#1863)

* wip: first pass for azure endpoint schema

* refactor: azure config to return groupMap and modelConfigMap

* wip: naming and schema changes

* refactor(errorsToString): move to data-provider

* feat: rename to azureGroups, add additional tests, tests all expected outcomes, return errors

* feat(AppService): load Azure groups

* refactor(azure): use imported types, write `mapModelToAzureConfig`

* refactor: move `extractEnvVariable` to data-provider

* refactor(validateAzureGroups): throw on duplicate groups or models; feat(mapModelToAzureConfig): throw if env vars not present, add tests

* refactor(AppService): ensure each model is properly configured on startup

* refactor: deprecate azureOpenAI environment variables in favor of librechat.yaml config

* feat: use helper functions to handle and order enabled/default endpoints; initialize azureOpenAI from config file

* refactor: redefine types as well as load azureOpenAI models from config file

* chore(ci): fix test description naming

* feat(azureOpenAI): use validated model grouping for request authentication

* chore: bump data-provider following rebase

* chore: bump config file version noting significant changes

* feat: add title options and switch azure configs for titling and vision requests

* feat: enable azure plugins from config file

* fix(ci): pass tests

* chore(.env.example): mark `PLUGINS_USE_AZURE` as deprecated

* fix(fetchModels): early return if apiKey not passed

* chore: fix azure config typing

* refactor(mapModelToAzureConfig): return baseURL and headers as well as azureOptions

* feat(createLLM): use `azureOpenAIBasePath`

* feat(parsers): resolveHeaders

* refactor(extractBaseURL): handle invalid input

* feat(OpenAIClient): handle headers and baseURL for azureConfig

* fix(ci): pass `OpenAIClient` tests

* chore: extract env var for azureOpenAI group config, baseURL

* docs: azureOpenAI config setup docs

* feat: safe check of potential conflicting env vars that map to unique placeholders

* fix: reset apiKey when model switches from originally requested model (vision or title)

* chore: linting

* docs: CONFIG_PATH notes in custom_config.md
This commit is contained in:
Danny Avila 2024-02-26 14:12:25 -05:00 committed by GitHub
parent 7a55132e42
commit 097a978e5b
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37 changed files with 2066 additions and 394 deletions

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@ -0,0 +1,211 @@
import type { ZodError } from 'zod';
import type {
TAzureGroups,
TAzureGroupMap,
TAzureModelGroupMap,
TValidatedAzureConfig,
} from '../src/config';
import { errorsToString, extractEnvVariable, envVarRegex } from '../src/parsers';
import { azureGroupConfigsSchema } from '../src/config';
export const deprecatedAzureVariables = [
/* "related to" precedes description text */
{ key: 'AZURE_OPENAI_DEFAULT_MODEL', description: 'setting a default model' },
{ key: 'AZURE_OPENAI_MODELS', description: 'setting models' },
{
key: 'AZURE_USE_MODEL_AS_DEPLOYMENT_NAME',
description: 'using model names as deployment names',
},
{ key: 'AZURE_API_KEY', description: 'setting a single Azure API key' },
{ key: 'AZURE_OPENAI_API_INSTANCE_NAME', description: 'setting a single Azure instance name' },
{
key: 'AZURE_OPENAI_API_DEPLOYMENT_NAME',
description: 'setting a single Azure deployment name',
},
{ key: 'AZURE_OPENAI_API_VERSION', description: 'setting a single Azure API version' },
{
key: 'AZURE_OPENAI_API_COMPLETIONS_DEPLOYMENT_NAME',
description: 'setting a single Azure completions deployment name',
},
{
key: 'AZURE_OPENAI_API_EMBEDDINGS_DEPLOYMENT_NAME',
description: 'setting a single Azure embeddings deployment name',
},
{
key: 'PLUGINS_USE_AZURE',
description: 'using Azure for Plugins',
},
];
export const conflictingAzureVariables = [
{
key: 'INSTANCE_NAME',
},
{
key: 'DEPLOYMENT_NAME',
},
];
export function validateAzureGroups(configs: TAzureGroups): TValidatedAzureConfig & {
isValid: boolean;
errors: (ZodError | string)[];
} {
let isValid = true;
const modelNames: string[] = [];
const modelGroupMap: TAzureModelGroupMap = {};
const groupMap: TAzureGroupMap = {};
const errors: (ZodError | string)[] = [];
const result = azureGroupConfigsSchema.safeParse(configs);
if (!result.success) {
isValid = false;
errors.push(errorsToString(result.error.errors));
} else {
for (const group of result.data) {
const {
group: groupName,
apiKey,
instanceName,
deploymentName,
version,
baseURL,
additionalHeaders,
models,
} = group;
if (groupMap[groupName]) {
errors.push(`Duplicate group name detected: "${groupName}". Group names must be unique.`);
return { isValid: false, modelNames, modelGroupMap, groupMap, errors };
}
groupMap[groupName] = {
apiKey,
instanceName,
deploymentName,
version,
baseURL,
additionalHeaders,
models,
};
for (const modelName in group.models) {
modelNames.push(modelName);
const model = group.models[modelName];
if (modelGroupMap[modelName]) {
errors.push(
`Duplicate model name detected: "${modelName}". Model names must be unique across groups.`,
);
return { isValid: false, modelNames, modelGroupMap, groupMap, errors };
}
if (typeof model === 'boolean') {
// For boolean models, check if group-level deploymentName and version are present.
if (!group.deploymentName || !group.version) {
errors.push(
`Model "${modelName}" in group "${groupName}" is missing a deploymentName or version.`,
);
return { isValid: false, modelNames, modelGroupMap, groupMap, errors };
}
modelGroupMap[modelName] = {
group: groupName,
};
} else {
// For object models, check if deploymentName and version are required but missing.
if (
(!model.deploymentName && !group.deploymentName) ||
(!model.version && !group.version)
) {
errors.push(
`Model "${modelName}" in group "${groupName}" is missing a required deploymentName or version.`,
);
return { isValid: false, modelNames, modelGroupMap, groupMap, errors };
}
modelGroupMap[modelName] = {
group: groupName,
// deploymentName: model.deploymentName || group.deploymentName,
// version: model.version || group.version,
};
}
}
}
}
return { isValid, modelNames, modelGroupMap, groupMap, errors };
}
type AzureOptions = {
azureOpenAIApiKey: string;
azureOpenAIApiInstanceName: string;
azureOpenAIApiDeploymentName: string;
azureOpenAIApiVersion: string;
};
type MappedAzureConfig = {
azureOptions: AzureOptions;
baseURL?: string;
headers?: Record<string, string>;
};
export function mapModelToAzureConfig({
modelName,
modelGroupMap,
groupMap,
}: Omit<TValidatedAzureConfig, 'modelNames'> & {
modelName: string;
}): MappedAzureConfig {
const modelConfig = modelGroupMap[modelName];
if (!modelConfig) {
throw new Error(`Model named "${modelName}" not found in configuration.`);
}
const groupConfig = groupMap[modelConfig.group];
if (!groupConfig) {
throw new Error(
`Group "${modelConfig.group}" for model "${modelName}" not found in configuration.`,
);
}
const modelDetails = groupConfig.models[modelName];
const deploymentName =
typeof modelDetails === 'object'
? modelDetails.deploymentName || groupConfig.deploymentName
: groupConfig.deploymentName;
const version =
typeof modelDetails === 'object'
? modelDetails.version || groupConfig.version
: groupConfig.version;
if (!deploymentName || !version) {
throw new Error(
`Model "${modelName}" in group "${modelConfig.group}" is missing a deploymentName ("${deploymentName}") or version ("${version}").`,
);
}
const azureOptions: AzureOptions = {
azureOpenAIApiKey: extractEnvVariable(groupConfig.apiKey),
azureOpenAIApiInstanceName: extractEnvVariable(groupConfig.instanceName),
azureOpenAIApiDeploymentName: extractEnvVariable(deploymentName),
azureOpenAIApiVersion: extractEnvVariable(version),
};
for (const value of Object.values(azureOptions)) {
if (typeof value === 'string' && envVarRegex.test(value)) {
throw new Error(`Azure configuration environment variable "${value}" was not found.`);
}
}
const result: MappedAzureConfig = { azureOptions };
if (groupConfig.baseURL) {
result.baseURL = extractEnvVariable(groupConfig.baseURL);
}
if (groupConfig.additionalHeaders) {
result.headers = groupConfig.additionalHeaders;
}
return result;
}

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@ -8,6 +8,55 @@ export const defaultSocialLogins = ['google', 'facebook', 'openid', 'github', 'd
export const fileSourceSchema = z.nativeEnum(FileSources);
export const modelConfigSchema = z
.object({
deploymentName: z.string().optional(),
version: z.string().optional(),
})
.or(z.boolean());
export type TAzureModelConfig = z.infer<typeof modelConfigSchema>;
export const azureBaseSchema = z.object({
apiKey: z.string(),
instanceName: z.string(),
deploymentName: z.string().optional(),
version: z.string().optional(),
baseURL: z.string().optional(),
additionalHeaders: z.record(z.any()).optional(),
});
export type TAzureBaseSchema = z.infer<typeof azureBaseSchema>;
export const azureGroupSchema = z
.object({
group: z.string(),
models: z.record(z.string(), modelConfigSchema),
})
.required()
.and(azureBaseSchema);
export const azureGroupConfigsSchema = z.array(azureGroupSchema).min(1);
export type TAzureGroups = z.infer<typeof azureGroupConfigsSchema>;
export type TAzureModelMapSchema = {
// deploymentName?: string;
// version?: string;
group: string;
};
export type TAzureModelGroupMap = Record<string, TAzureModelMapSchema>;
export type TAzureGroupMap = Record<
string,
TAzureBaseSchema & { models: Record<string, TAzureModelConfig> }
>;
export type TValidatedAzureConfig = {
modelNames: string[];
modelGroupMap: TAzureModelGroupMap;
groupMap: TAzureGroupMap;
};
export const assistantEndpointSchema = z.object({
/* assistants specific */
disableBuilder: z.boolean().optional(),
@ -56,8 +105,30 @@ export const endpointSchema = z.object({
headers: z.record(z.any()).optional(),
addParams: z.record(z.any()).optional(),
dropParams: z.array(z.string()).optional(),
customOrder: z.number().optional(),
});
export const azureEndpointSchema = z
.object({
groups: azureGroupConfigsSchema,
plugins: z.boolean().optional(),
})
.and(
endpointSchema
.pick({
titleConvo: true,
titleMethod: true,
titleModel: true,
summarize: true,
summaryModel: true,
customOrder: true,
})
.partial(),
);
export type TAzureConfig = Omit<z.infer<typeof azureEndpointSchema>, 'groups'> &
TValidatedAzureConfig;
export const rateLimitSchema = z.object({
fileUploads: z
.object({
@ -83,6 +154,7 @@ export const configSchema = z.object({
fileConfig: fileConfigSchema.optional(),
endpoints: z
.object({
[EModelEndpoint.azureOpenAI]: azureEndpointSchema.optional(),
[EModelEndpoint.assistants]: assistantEndpointSchema.optional(),
custom: z.array(endpointSchema.partial()).optional(),
})
@ -371,7 +443,7 @@ export enum Constants {
/**
* Key for the Custom Config's version (librechat.yaml).
*/
CONFIG_VERSION = '1.0.3',
CONFIG_VERSION = '1.0.4',
/**
* Standard value for the first message's `parentMessageId` value, to indicate no parent exists.
*/

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@ -1,4 +1,5 @@
/* config */
export * from './azure';
export * from './config';
export * from './file-config';
/* schema helpers */

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@ -1,5 +1,6 @@
import type { ZodIssue } from 'zod';
import type { TConversation, TPreset } from './schemas';
import type { TEndpointOption } from './types';
import type { TConfig, TEndpointOption, TEndpointsConfig } from './types';
import {
EModelEndpoint,
openAISchema,
@ -42,6 +43,101 @@ const endpointSchemas: Record<EModelEndpoint, EndpointSchema> = {
// [EModelEndpoint.google]: createGoogleSchema,
// };
/** Get the enabled endpoints from the `ENDPOINTS` environment variable */
export function getEnabledEndpoints() {
const defaultEndpoints: string[] = [
EModelEndpoint.openAI,
EModelEndpoint.assistants,
EModelEndpoint.azureOpenAI,
EModelEndpoint.google,
EModelEndpoint.bingAI,
EModelEndpoint.chatGPTBrowser,
EModelEndpoint.gptPlugins,
EModelEndpoint.anthropic,
];
const endpointsEnv = process.env.ENDPOINTS || '';
let enabledEndpoints = defaultEndpoints;
if (endpointsEnv) {
enabledEndpoints = endpointsEnv
.split(',')
.filter((endpoint) => endpoint?.trim())
.map((endpoint) => endpoint.trim());
}
return enabledEndpoints;
}
/** Orders an existing EndpointsConfig object based on enabled endpoint/custom ordering */
export function orderEndpointsConfig(endpointsConfig: TEndpointsConfig) {
if (!endpointsConfig) {
return {};
}
const enabledEndpoints = getEnabledEndpoints();
const endpointKeys = Object.keys(endpointsConfig);
const defaultCustomIndex = enabledEndpoints.indexOf(EModelEndpoint.custom);
return endpointKeys.reduce(
(accumulatedConfig: Record<string, TConfig | null | undefined>, currentEndpointKey) => {
const isCustom = !(currentEndpointKey in EModelEndpoint);
const isEnabled = enabledEndpoints.includes(currentEndpointKey);
if (!isEnabled && !isCustom) {
return accumulatedConfig;
}
const index = enabledEndpoints.indexOf(currentEndpointKey);
if (isCustom) {
accumulatedConfig[currentEndpointKey] = {
order: defaultCustomIndex >= 0 ? defaultCustomIndex : 9999,
...(endpointsConfig[currentEndpointKey] as Omit<TConfig, 'order'> & { order?: number }),
};
} else if (endpointsConfig[currentEndpointKey]) {
accumulatedConfig[currentEndpointKey] = {
...endpointsConfig[currentEndpointKey],
order: index,
};
}
return accumulatedConfig;
},
{},
);
}
/** Converts an array of Zod issues into a string. */
export function errorsToString(errors: ZodIssue[]) {
return errors
.map((error) => {
const field = error.path.join('.');
const message = error.message;
return `${field}: ${message}`;
})
.join(' ');
}
export const envVarRegex = /^\${(.+)}$/;
/** Extracts the value of an environment variable from a string. */
export function extractEnvVariable(value: string) {
const envVarMatch = value.match(envVarRegex);
if (envVarMatch) {
return process.env[envVarMatch[1]] || value;
}
return value;
}
/** Resolves header values to env variables if detected */
export function resolveHeaders(headers: Record<string, string> | undefined) {
const resolvedHeaders = { ...(headers ?? {}) };
if (headers && typeof headers === 'object' && !Array.isArray(headers)) {
Object.keys(headers).forEach((key) => {
resolvedHeaders[key] = extractEnvVariable(headers[key]);
});
}
return resolvedHeaders;
}
export function getFirstDefinedValue(possibleValues: string[]) {
let returnValue;
for (const value of possibleValues) {