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6 commits
| Author | SHA1 | Message | Date | |
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Danny Avila
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8263ddda3f
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🤖 feat(Anthropic): Claude 3 & Vision Support (#1984)
* chore: bump anthropic SDK * chore: update anthropic config settings (fileSupport, default models) * feat: anthropic multi modal formatting * refactor: update vision models and use endpoint specific max long side resizing * feat(anthropic): multimodal messages, retry logic, and messages payload * chore: add more safety to trimming content due to whitespace error for assistant messages * feat(anthropic): token accounting and resending multiple images in progress * chore: bump data-provider * feat(anthropic): resendImages feature * chore: optimize Edit/Ask controllers, switch model back to req model * fix: false positive of invalid model * refactor(validateVisionModel): use object as arg, pass in additional/available models * refactor(validateModel): use helper function, `getModelsConfig` * feat: add modelsConfig to endpointOption so it gets passed to all clients, use for properly validating vision models * refactor: initialize default vision model and make sure it's available before assigning it * refactor(useSSE): avoid resetting model if user selected a new model between request and response * feat: show rate in transaction logging * fix: return tokenCountMap regardless of payload shape |
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Danny Avila
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b2ef75e009
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🖥️ feat: Match STDOUT Logs with Debug File Logs (#1944)
* chore: improve token balance logging post-request * feat: match stdout logging with file debug logging when using DEBUG_CONSOLE |
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Danny Avila
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ecd63eb9f1
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✨ feat: Assistants API, General File Support, Side Panel, File Explorer (#1696)
* feat: assistant name/icon in Landing & Header * feat: assistname in textarea placeholder, and use `Assistant` as default name * feat: display non-image files in user messages * fix: only render files if files.length is > 0 * refactor(config -> file-config): move file related configuration values to separate module, add excel types * chore: spreadsheet file rendering * fix(Landing): dark mode style for Assistant Name * refactor: move progress incrementing to own hook, start smaller, cap near limit \(1\) * refactor(useContentHandler): add empty Text part if last part was completed tool or image * chore: add accordion trigger border styling for dark mode * feat: Assistant Builder model selection * chore: use Spinner when Assistant is mutating * fix(get/assistants): return correct response object `AssistantListResponse` * refactor(Spinner): pass size as prop * refactor: make assistant crud mutations optimistic, add types for options * chore: remove assistants route and view * chore: move assistant builder components to separate directory * feat(ContextButton): delete Assistant via context button/dialog, add localization * refactor: conditionally show use and context menu buttons, add localization for create assistant * feat: save side panel states to localStorage * style(SidePanel): improve avatar menu and assistant select styling for dark mode * refactor: make NavToggle reusable for either side (left or right), add SidePanel Toggle with ability to close it completely * fix: resize handle and navToggle behavior * fix(/avatar/:assistant_id): await `deleteFile` and assign unique name to uploaded image * WIP: file UI components from PR #576 * refactor(OpenAIMinimalIcon): pass className * feat: formatDate helper fn * feat: DataTableColumnHeader * feat: add row selection, formatted row values, number of rows selected * WIP: add files to Side panel temporarily * feat: `LB_QueueAsyncCall`: Leaky Bucket queue for external APIs, use in `processDeleteRequest` * fix(TFile): correct `source` type with `FileSources` * fix(useFileHandling): use `continue` instead of return when iterating multiple files, add file type to extendedFile * chore: add generic setter type * refactor(processDeleteRequest): settle promises to prevent rejections from processing deletions, log errors * feat: `useFileDeletion` to reuse file deletion logic * refactor(useFileDeletion): make `setFiles` an optional param and use object as param * feat: useDeleteFilesFromTable * feat: use real `files` data and add deletion action to data table * fix(Table): make headers sticky * feat: add dynamic filtering for columns; only show to user Host or OpenAI storage type * style(DropdownMenu): replace `slate` with `gray` * style(DataTable): apply dark mode themes and other misc styling * style(Columns): add color to OpenAI Storage option * refactor(FileContainer): make file preview reusable * refactor(Images): make image preview reusable * refactor(FilePreview): make file prop optional for FileIcon and FilePreview, fix relative style * feat(Columns): add file/image previews, set a minimum size to show for file size in bytes * WIP: File Panel with real files and formatted * feat: open files dialog from panel * style: file data table mobile and general column styling fixes * refactor(api/files): return files sorted by the most recently updated * refactor: provide fileMap through context to prevent re-selecting files to map in different areas; remove unused imports commented out in PanelColumns * refactor(ExtendFile): make File type optional, add `attached` to prevent attached files from being deleted on remove, make Message.files a partial TFile type * feat: attach files through file panel * refactor(useFileHandling): move files to the start of cache list when uploaded * refactor(useDeleteFilesMutation): delete files from cache when successfully deleted from server * fix(FileRow): handle possible edge case of duplication due to attaching recently uploaded file * style(SidePanel): make resize grip border transparent, remove unnecessary styling on close sidepanel button * feat: action utilities and tests * refactor(actions): add `ValidationResult` type and change wording for no server URL found * refactor(actions): check for empty server URL * fix(data-provider): revert tsconfig to fix type issue resolution * feat(client): first pass of actions input for assistants * refactor(FunctionSignature): change method to output object instead of string * refactor(models/Assistant): add actions field to schema, use searchParams object for methods, and add `getAssistant` * feat: post actions input first pass - create new Action document - add actions to Assistant DB document - create /action/:assistant_id POST route - pass more props down from PanelSwitcher, derive assistant_id from switcher - move privacy policy to ActionInput - reset data on input change/validation - add `useUpdateAction` - conform FunctionSignature type to FunctionTool - add action, assistant doc, update hook related types * refactor: optimize assistant/actions relationship - past domain in metadata as hostname and not a URL - include domain in tool name - add `getActions` for actions retrieval by user - add `getAssistants` for assistant docs retrieval by user - add `assistant_id` to Action schema - move actions to own module as a subroute to `api/assistants` - add `useGetActionsQuery` and `useGetAssistantDocsQuery` hooks - fix Action type def * feat: show assistant actions in assistant builder * feat: switch to actions on action click, editing action styling * fix: add Assistant state for builder panel to allow immediate selection of newly created assistants as well as retaining the current assistant when switching to a different panel within the builder * refactor(SidePanel/NavToggle): offset less from right when SidePanel is completely collapsed * chore: rename `processActions` -> `processRequiredActions` * chore: rename Assistant API Action to RequiredAction * refactor(actions): avoid nesting actual API params under generic `requestBody` to optimize LLM token usage * fix(handleTools): avoid calling `validTool` if not defined, add optional param to skip the loading of specs, which throws an error in the context of assistants * WIP: working first pass of toolCalls generated from openapi specs * WIP: first pass ToolCall styling * feat: programmatic iv encryption/decryption helpers * fix: correct ActionAuth types/enums, and define type for AuthForm * feat: encryption/decryption helpers for Action AuthMetadata * refactor(getActions): remove sensitive fields from query response * refactor(POST/actions): encrypt and remove sensitive fields from mutation response * fix(ActionService): change ESM import to CJS * feat: frontend auth handling for actions + optimistic update on action update/creation * refactor(actions): use the correct variables and types for setAuth method * refactor: POST /:assistant_id action can now handle updating an existing action, add `saved_auth_fields` to determine when user explicitly saves new auth creds. only send auth metadata if user explicitly saved fields * refactor(createActionTool): catch errors and send back meaningful error message, add flag to `getActions` to determine whether to retrieve sensitive values or not * refactor(ToolService): add `action` property to ToolCall PartMetadata to determine if the tool call was an action, fix parsing function name issue with actionDelimiter * fix(ActionRequest): use URL class to correctly join endpoint parts for `execute` call * feat: delete assistant actions * refactor: conditionally show Available actions * refactor: show `retrieval` and `code_interpreter` as Capabilities, swap `Switch` for `Checkbox` * chore: remove shadow-stroke from messages * WIP: first pass of Assistants Knowledge attachments * refactor: remove AssistantsProvider in favor of FormProvider, fix selectedAssistant re-render bug, map Assistant file_ids to files via fileMap, initialize Knowledge component with mapped files if any exist * fix: prevent deleting files on assistant file upload * chore: remove console.log * refactor(useUploadFileMutation): update files and assistants cache on upload * chore: disable oauth option as not supported yet * feat: cancel assistant runs * refactor: initialize OpenAI client with helper function, resolve all related circular dependencies * fix(DALL-E): initialization * fix(process): openai client initialization * fix: select an existing Assistant when the active one is deleted * chore: allow attaching files for assistant endpoint, send back relevant OpenAI error message when uploading, deconstruct openAI initialization correctly, add `message_file` to formData when a file is attached to the message but not the assistant * fix: add assistant_id on newConvo * fix(initializeClient): import fix * chore: swap setAssistant for setOption in useEffect * fix(DALL-E): add processFileURL to loadTools call * chore: add customConfig to debug logs * feat: delete threads on convo delete * chore: replace Assistants icon * chore: remove console.dir() in `abortRun` * feat(AssistantService): accumulate text values from run in openai.responseText * feat: titling for assistants endpoint * chore: move panel file components to appropriate directory, add file checks for attaching files, change icon for Attach Files * refactor: add localizations to tools, plugins, add condition for adding/remove user plugins so tool selections don't affect this value * chore: disable `import from url` action for now * chore: remove textMimeTypes from default fileConfig for now * fix: catch tool errors and send as outputs with error messages * fix: React warning about button as descendant of button * style: retrieval and cancelled icon * WIP: pass isSubmitting to Parts, use InProgressCall to display cancelled tool calls correctly, show domain/function name * fix(meilisearch): fix `postSaveHook` issue where indexing expects a mongo document, and join all text content parts for meili indexing * ci: fix dall-e tests * ci: fix client tests * fix: button types in actions panel * fix: plugin auth form persisting across tool selections * fix(ci): update AppService spec with `loadAndFormatTools` * fix(clearConvos): add id check earlier on * refactor(AssistantAvatar): set previewURL dynamically when emtadata.avatar changes * feat(assistants): addTitle cache setting * fix(useSSE): resolve rebase conflicts * fix: delete mutation * style(SidePanel): make grip visible on active and hover, invisible otherwise * ci: add data-provider tests to workflow, also update eslint/tsconfig to recognize specs, and add `text/csv` to fileConfig * fix: handle edge case where auth object is undefined, and log errors * refactor(actions): resolve schemas, add tests for resolving refs, import specs from separate file for tests * chore: remove comment * fix(ActionsInput): re-render bug when initializing states with action fields * fix(patch/assistant): filter undefined tools * chore: add logging for errors in assistants routes * fix(updateAssistant): map actions to functions to avoid overwriting * fix(actions): properly handle GET paths * fix(convos): unhandled delete thread exception * refactor(AssistantService): pass both thread_id and conversationId when sending intermediate assistant messages, remove `mapMessagesToSteps` from AssistantService * refactor(useSSE): replace all messages with runMessages and pass latestMessageId to abortRun; fix(checkMessageGaps): include tool calls when syncing messages * refactor(assistants/chat): invoke `createOnTextProgress` after thread creation * chore: add typing * style: sidepanel styling * style: action tool call domain styling * feat(assistants): default models, limit retrieval to certain models, add env variables to to env.example * feat: assistants api key in EndpointService * refactor: set assistant model to conversation on assistant switch * refactor: set assistant model to conversation on assistant select from panel * fix(retrieveAndProcessFile): catch attempt to download file with `assistant` purpose which is not allowed; add logging * feat: retrieval styling, handling, and logging * chore: rename ASSISTANTS_REVERSE_PROXY to ASSISTANTS_BASE_URL * feat: FileContext for file metadata * feat: context file mgmt and filtering * style(Select): hover/rounded changes * refactor: explicit conversation switch, endpoint dependent, through `useSelectAssistant`, which does not create new chat if current endpoint is assistant endpoint * fix(AssistantAvatar): make empty previewURL if no avatar present * refactor: side panel mobile styling * style: merge tool and action section, optimize mobile styling for action/tool buttons * fix: localStorage issues * fix(useSelectAssistant): invoke react query hook directly in select hook as Map was not being updated in time * style: light mode fixes * fix: prevent sidepanel nav styling from shifting layout up * refactor: change default layout (collapsed by default) * style: mobile optimization of DataTable * style: datatable * feat: client-side hide right-side panel * chore(useNewConvo): add partial typing for preset * fix(useSelectAssistant): pass correct model name by using template as preset * WIP: assistant presets * refactor(ToolService): add native solution for `TavilySearchResults` and log tool output errors * refactor: organize imports and use native TavilySearchResults * fix(TavilySearchResults): stringify result * fix(ToolCall): show tool call outputs when not an action * chore: rename Prompt Prefix to custom instructions (in user facing text only) * refactor(EditPresetDialog): Optimize setting title by debouncing, reset preset on dialog close to avoid state mixture * feat: add `presetOverride` to overwrite active conversation settings when saving a Preset (relevant for client side updates only) * feat: Assistant preset settings (client-side) * fix(Switcher): only set assistant_id and model if current endpoint is Assistants * feat: use `useDebouncedInput` for updating conversation settings, starting with EditPresetDialog title setting and Assistant instructions setting * feat(Assistants): add instructions field to settings * feat(chat/assistants): pass conversation settings to run body * wip: begin localization and only allow actions if the assistant is created * refactor(AssistantsPanel): knowledge localization, allow tools on creation * feat: experimental: allow 'priming' values before assistant is created, that would normally require an assistant_id to be defined * chore: trim console logs and make more meaningful * chore: toast messages * fix(ci): date test * feat: create file when uploading Assistant Avatar * feat: file upload rate limiting from custom config with dynamic file route initialization * refactor: use file upload limiters on post routes only * refactor(fileConfig): add endpoints field for endpoint specific fileconfigs, add mergeConfig function, add tests * refactor: fileConfig route, dynamic multer instances used on all '/' and '/images' POST routes, data service and query hook * feat: supportedMimeTypesSchema, test for array of regex * feat: configurable file config limits * chore: clarify assistants file knowledge prereq. * chore(useTextarea): default to localized 'Assistant' if assistant name is empty * feat: configurable file limits and toggle file upload per endpoint * fix(useUploadFileMutation): prevent updating assistant.files cache if file upload is a message_file attachment * fix(AssistantSelect): set last selected assistant only when timeout successfully runs * refactor(queries): disable assistant queries if assistants endpoint is not enabled * chore(Switcher): add localization * chore: pluralize `assistant` for `EModelEndpoint key and value * feat: show/hide assistant UI components based on endpoint availability; librechat.yaml config for disabling builder section and setting polling/timeout intervals * fix(compactEndpointSchemas): use EModelEndpoint for schema access * feat(runAssistant): use configured values from `librechat.yaml` for `pollIntervalMs` and `timeout` * fix: naming issue * wip: revert landing * 🎉 happy birthday LibreChat (#1768) * happy birthday LibreChat * Refactor endpoint condition in Landing component * Update birthday message in Eng.tsx * fix(/config): avoid nesting ternaries * refactor(/config): check birthday --------- Co-authored-by: Danny Avila <messagedaniel@protonmail.com> * fix: landing * fix: landing * fix(useMessageHelpers): hardcoded check to use EModelEndpoint instead * fix(ci): convo test revert to main * fix(assistants/chat): fix issue where assistant_id was being saved as model for convo * chore: added logging, promises racing to prevent longer timeouts, explicit setting of maxRetries and timeouts, robust catching of invalid abortRun params * refactor: use recoil state for `showStopButton` and only show for assistants endpoint after syncing conversation data * refactor: optimize abortRun strategy using localStorage, refactor `abortConversation` to use async/await and await the result, refactor how the abortKey cache is set for runs * fix(checkMessageGaps): assign `assistant_id` to synced messages if defined; prevents UI from showing blank assistant for cancelled messages * refactor: re-order sequence of chat route, only allow aborting messages after run is created, cancel abortRun if there was a cancelling error (likely due already cancelled in chat route), and add extra logging * chore(typedefs): add httpAgent type to OpenAIClient * refactor: use custom implementation of retrieving run with axios to allow for timing out run query * fix(waitForRun): handle timed out run retrieval query * refactor: update preset conditions: - presets will retain settings when a different endpoint is selected; for existing convos, either when modular or is assistant switch - no longer use `navigateToConvo` on preset select * fix: temporary calculator hack as expects string input when invoked * fix: cancel abortRun only when cancelling error is a result of the run already being cancelled * chore: remove use of `fileMaxSizeMB` and total counterpart (redundant) * docs: custom config documentation update * docs: assistants api setup and dotenv, new custom config fields * refactor(Switcher): make Assistant switcher sticky in SidePanel * chore(useSSE): remove console log of data and message index * refactor(AssistantPanel): button styling and add secondary select button to bottom of panel * refactor(OpenAIClient): allow passing conversationId to RunManager through titleConvo and initializeLLM to properly record title context tokens used in cases where conversationId was not defined by the client * feat(assistants): token tracking for assistant runs * chore(spendTokens): improve logging * feat: support/exclude specific assistant Ids * chore: add update `librechat.example.yaml`, optimize `AppService` handling, new tests for `AppService`, optimize missing/outdate config logging * chore: mount docker logs to root of project * chore: condense axios errors * chore: bump vite * chore: vite hot reload fix using latest version * chore(getOpenAIModels): sort instruct models to the end of models list * fix(assistants): user provided key * fix(assistants): user provided key, invalidate more queries on revoke --------- Co-authored-by: Marco Beretta <81851188+Berry-13@users.noreply.github.com> |
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Danny Avila
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30e143e96d
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🪙 feat: Use OpenRouter Model Data for Token Cost and Context (#1703)
* feat: use openrouter data for model token cost/context * chore: add ttl for tokenConfig and refetch models if cache expired |
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Danny Avila
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ea1dd59ef4
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refactor(api): Central Logging 📜 (#1348)
* WIP: initial logging changes add several transports in ~/config/winston omit messages in logs, truncate long strings add short blurb in dotenv for debug logging GoogleClient: using logger OpenAIClient: using logger, handleOpenAIErrors Adding typedef for payload message bumped winston and using winston-daily-rotate-file moved config for server paths to ~/config dir Added `DEBUG_LOGGING=true` to .env.example * WIP: Refactor logging statements in code * WIP: Refactor logging statements and import configurations * WIP: Refactor logging statements and import configurations * refactor: broadcast Redis initialization message with `info` not `debug` * refactor: complete Refactor logging statements and import configurations * chore: delete unused tools * fix: circular dependencies due to accessing logger * refactor(handleText): handle booleans and write tests * refactor: redact sensitive values, better formatting * chore: improve log formatting, avoid passing strings to 2nd arg * fix(ci): fix jest tests due to logger changes * refactor(getAvailablePluginsController): cache plugins as they are static and avoids async addOpenAPISpecs call every time * chore: update docs * chore: update docs * chore: create separate meiliSync logger, clean up logs to avoid being unnecessarily verbose * chore: spread objects where they are commonly logged to allow string truncation * chore: improve error log formatting |
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Danny Avila
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365c39c405
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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 |