LibreChat/api/app/clients/tools/util/loadSpecs.js
Danny Avila 365c39c405
feat: Accurate Token Usage Tracking & Optional Balance (#1018)
* refactor(Chains/llms): allow passing callbacks

* refactor(BaseClient): accurately count completion tokens as generation only

* refactor(OpenAIClient): remove unused getTokenCountForResponse, pass streaming var and callbacks in initializeLLM

* wip: summary prompt tokens

* refactor(summarizeMessages): new cut-off strategy that generates a better summary by adding context from beginning, truncating the middle, and providing the end
wip: draft out relevant providers and variables for token tracing

* refactor(createLLM): make streaming prop false by default

* chore: remove use of getTokenCountForResponse

* refactor(agents): use BufferMemory as ConversationSummaryBufferMemory token usage not easy to trace

* chore: remove passing of streaming prop, also console log useful vars for tracing

* feat: formatFromLangChain helper function to count tokens for ChatModelStart

* refactor(initializeLLM): add role for LLM tracing

* chore(formatFromLangChain): update JSDoc

* feat(formatMessages): formats langChain messages into OpenAI payload format

* chore: install openai-chat-tokens

* refactor(formatMessage): optimize conditional langChain logic
fix(formatFromLangChain): fix destructuring

* feat: accurate prompt tokens for ChatModelStart before generation

* refactor(handleChatModelStart): move to callbacks dir, use factory function

* refactor(initializeLLM): rename 'role' to 'context'

* feat(Balance/Transaction): new schema/models for tracking token spend
refactor(Key): factor out model export to separate file

* refactor(initializeClient): add req,res objects to client options

* feat: add-balance script to add to an existing users' token balance
refactor(Transaction): use multiplier map/function, return balance update

* refactor(Tx): update enum for tokenType, return 1 for multiplier if no map match

* refactor(Tx): add fair fallback value multiplier incase the config result is undefined

* refactor(Balance): rename 'tokens' to 'tokenCredits'

* feat: balance check, add tx.js for new tx-related methods and tests

* chore(summaryPrompts): update prompt token count

* refactor(callbacks): pass req, res
wip: check balance

* refactor(Tx): make convoId a String type, fix(calculateTokenValue)

* refactor(BaseClient): add conversationId as client prop when assigned

* feat(RunManager): track LLM runs with manager, track token spend from LLM,
refactor(OpenAIClient): use RunManager to create callbacks, pass user prop to langchain api calls

* feat(spendTokens): helper to spend prompt/completion tokens

* feat(checkBalance): add helper to check, log, deny request if balance doesn't have enough funds
refactor(Balance): static check method to return object instead of boolean now
wip(OpenAIClient): implement use of checkBalance

* refactor(initializeLLM): add token buffer to assure summary isn't generated when subsequent payload is too large
refactor(OpenAIClient): add checkBalance
refactor(createStartHandler): add checkBalance

* chore: remove prompt and completion token logging from route handler

* chore(spendTokens): add JSDoc

* feat(logTokenCost): record transactions for basic api calls

* chore(ask/edit): invoke getResponseSender only once per API call

* refactor(ask/edit): pass promptTokens to getIds and include in abort data

* refactor(getIds -> getReqData): rename function

* refactor(Tx): increase value if incomplete message

* feat: record tokenUsage when message is aborted

* refactor: subtract tokens when payload includes function_call

* refactor: add namespace for token_balance

* fix(spendTokens): only execute if corresponding token type amounts are defined

* refactor(checkBalance): throws Error if not enough token credits

* refactor(runTitleChain): pass and use signal, spread object props in create helpers, and use 'call' instead of 'run'

* fix(abortMiddleware): circular dependency, and default to empty string for completionTokens

* fix: properly cancel title requests when there isn't enough tokens to generate

* feat(predictNewSummary): custom chain for summaries to allow signal passing
refactor(summaryBuffer): use new custom chain

* feat(RunManager): add getRunByConversationId method, refactor: remove run and throw llm error on handleLLMError

* refactor(createStartHandler): if summary, add error details to runs

* fix(OpenAIClient): support aborting from summarization & showing error to user
refactor(summarizeMessages): remove unnecessary operations counting summaryPromptTokens and note for alternative, pass signal to summaryBuffer

* refactor(logTokenCost -> recordTokenUsage): rename

* refactor(checkBalance): include promptTokens in errorMessage

* refactor(checkBalance/spendTokens): move to models dir

* fix(createLanguageChain): correctly pass config

* refactor(initializeLLM/title): add tokenBuffer of 150 for balance check

* refactor(openAPIPlugin): pass signal and memory, filter functions by the one being called

* refactor(createStartHandler): add error to run if context is plugins as well

* refactor(RunManager/handleLLMError): throw error immediately if plugins, don't remove run

* refactor(PluginsClient): pass memory and signal to tools, cleanup error handling logic

* chore: use absolute equality for addTitle condition

* refactor(checkBalance): move checkBalance to execute after userMessage and tokenCounts are saved, also make conditional

* style: icon changes to match official

* fix(BaseClient): getTokenCountForResponse -> getTokenCount

* fix(formatLangChainMessages): add kwargs as fallback prop from lc_kwargs, update JSDoc

* refactor(Tx.create): does not update balance if CHECK_BALANCE is not enabled

* fix(e2e/cleanUp): cleanup new collections, import all model methods from index

* fix(config/add-balance): add uncaughtException listener

* fix: circular dependency

* refactor(initializeLLM/checkBalance): append new generations to errorMessage if cost exceeds balance

* fix(handleResponseMessage): only record token usage in this method if not error and completion is not skipped

* fix(createStartHandler): correct condition for generations

* chore: bump postcss due to moderate severity vulnerability

* chore: bump zod due to low severity vulnerability

* chore: bump openai & data-provider version

* feat(types): OpenAI Message types

* chore: update bun lockfile

* refactor(CodeBlock): add error block formatting

* refactor(utils/Plugin): factor out formatJSON and cn to separate files (json.ts and cn.ts), add extractJSON

* chore(logViolation): delete user_id after error is logged

* refactor(getMessageError -> Error): change to React.FC, add token_balance handling, use extractJSON to determine JSON instead of regex

* fix(DALL-E): use latest openai SDK

* chore: reorganize imports, fix type issue

* feat(server): add balance route

* fix(api/models): add auth

* feat(data-provider): /api/balance query

* feat: show balance if checking is enabled, refetch on final message or error

* chore: update docs, .env.example with token_usage info, add balance script command

* fix(Balance): fallback to empty obj for balance query

* style: slight adjustment of balance element

* docs(token_usage): add PR notes
2023-10-05 18:34:10 -04:00

132 lines
3.3 KiB
JavaScript

const fs = require('fs');
const path = require('path');
const { z } = require('zod');
const { createOpenAPIPlugin } = require('../dynamic/OpenAPIPlugin');
// The minimum Manifest definition
const ManifestDefinition = z.object({
schema_version: z.string().optional(),
name_for_human: z.string(),
name_for_model: z.string(),
description_for_human: z.string(),
description_for_model: z.string(),
auth: z.object({}).optional(),
api: z.object({
// Spec URL or can be the filename of the OpenAPI spec yaml file,
// located in api\app\clients\tools\.well-known\openapi
url: z.string(),
type: z.string().optional(),
is_user_authenticated: z.boolean().nullable().optional(),
has_user_authentication: z.boolean().nullable().optional(),
}),
// use to override any params that the LLM will consistently get wrong
params: z.object({}).optional(),
logo_url: z.string().optional(),
contact_email: z.string().optional(),
legal_info_url: z.string().optional(),
});
function validateJson(json, verbose = true) {
try {
return ManifestDefinition.parse(json);
} catch (error) {
if (verbose) {
console.debug('validateJson error', error);
}
return false;
}
}
// omit the LLM to return the well known jsons as objects
async function loadSpecs({
llm,
user,
message,
tools = [],
map = false,
memory,
signal,
verbose = false,
}) {
const directoryPath = path.join(__dirname, '..', '.well-known');
let files = [];
for (let i = 0; i < tools.length; i++) {
const filePath = path.join(directoryPath, tools[i] + '.json');
try {
// If the access Promise is resolved, it means that the file exists
// Then we can add it to the files array
await fs.promises.access(filePath, fs.constants.F_OK);
files.push(tools[i] + '.json');
} catch (err) {
console.error(`File ${tools[i] + '.json'} does not exist`);
}
}
if (files.length === 0) {
files = (await fs.promises.readdir(directoryPath)).filter(
(file) => path.extname(file) === '.json',
);
}
const validJsons = [];
const constructorMap = {};
if (verbose) {
console.debug('files', files);
}
for (const file of files) {
if (path.extname(file) === '.json') {
const filePath = path.join(directoryPath, file);
const fileContent = await fs.promises.readFile(filePath, 'utf8');
const json = JSON.parse(fileContent);
if (!validateJson(json)) {
verbose && console.debug('Invalid json', json);
continue;
}
if (llm && map) {
constructorMap[json.name_for_model] = async () =>
await createOpenAPIPlugin({
data: json,
llm,
message,
memory,
signal,
user,
verbose,
});
continue;
}
if (llm) {
validJsons.push(createOpenAPIPlugin({ data: json, llm, verbose }));
continue;
}
validJsons.push(json);
}
}
if (map) {
return constructorMap;
}
const plugins = (await Promise.all(validJsons)).filter((plugin) => plugin);
// if (verbose) {
// console.debug('plugins', plugins);
// console.debug(plugins[0].name);
// }
return plugins;
}
module.exports = {
loadSpecs,
validateJson,
ManifestDefinition,
};