diff --git a/README.md b/README.md index 80c3ca9c14..1b2403ba4a 100644 --- a/README.md +++ b/README.md @@ -4,7 +4,7 @@ **The fastest way to build AI applications that never go down.** -Bifrost is a high-performance AI gateway that connects you to 8+ providers (OpenAI, Anthropic, Bedrock, and more) through a single API. Get automatic failover, load balancing, and zero-downtime deployments in under 30 seconds. +Bifrost is a high-performance AI gateway that connects you to 10+ providers (OpenAI, Anthropic, Bedrock, and more) through a single API. Get automatic failover, load balancing, and zero-downtime deployments in under 30 seconds. ![Bifrost](./docs/media/cover.png) @@ -260,7 +260,7 @@ Choose higher settings (like the t3.xlarge profile above) for raw speed, or lowe
🎯 I want to understand what Bifrost can do -- **[🔗 Multi-Provider Support](./docs/usage/providers.md)** - Connect to 8+ AI providers with one API +- **[🔗 Multi-Provider Support](./docs/usage/providers.md)** - Connect to 10+ AI providers with one API - **[🛡️ Fallback & Reliability](./docs/usage/providers.md#fallback-mechanisms)** - Never lose a request with automatic failover - **[🛠️ MCP Tool Integration](./docs/usage/http-transport/configuration/mcp.md)** - Give your AI external capabilities - **[🔌 Plugin Ecosystem](./docs/usage/http-transport/configuration/plugins.md)** - Extend Bifrost with custom middleware diff --git a/core/bifrost.go b/core/bifrost.go index 2d0552b789..3a6ccf5244 100644 --- a/core/bifrost.go +++ b/core/bifrost.go @@ -21,9 +21,10 @@ import ( type RequestType string const ( - TextCompletionRequest RequestType = "text_completion" - ChatCompletionRequest RequestType = "chat_completion" - EmbeddingRequest RequestType = "embedding" + TextCompletionRequest RequestType = "text_completion" + ChatCompletionRequest RequestType = "chat_completion" + ChatCompletionStreamRequest RequestType = "chat_completion_stream" + EmbeddingRequest RequestType = "embedding" ) // executor is a function type that handles specific request types. @@ -40,10 +41,11 @@ var messageExecutors = map[RequestType]executor{ // It contains the request, response and error channels, and the request type. type ChannelMessage struct { schemas.BifrostRequest - Context context.Context - Response chan *schemas.BifrostResponse - Err chan schemas.BifrostError - Type RequestType + Context context.Context + Response chan *schemas.BifrostResponse + ResponseStream chan chan *schemas.BifrostStream + Err chan schemas.BifrostError + Type RequestType } // Bifrost manages providers and maintains sepcified open channels for concurrent processing. @@ -315,6 +317,70 @@ func (bifrost *Bifrost) ChatCompletionRequest(ctx context.Context, req *schemas. return nil, primaryErr } +// ChatCompletionStreamRequest sends a chat completion stream request to the specified provider. +// It handles plugin hooks, request validation, response processing, and fallback providers. +// If the primary provider fails, it will try each fallback provider in order until one succeeds. +func (bifrost *Bifrost) ChatCompletionStreamRequest(ctx context.Context, req *schemas.BifrostRequest) (chan *schemas.BifrostStream, *schemas.BifrostError) { + if err := validateRequest(req); err != nil { + err.Provider = req.Provider + return nil, err + } + + // Try the primary provider first + primaryResult, primaryErr := bifrost.tryStreamRequest(req, ctx, ChatCompletionStreamRequest) + if primaryErr == nil { + return primaryResult, nil + } + + if primaryErr.Error.Type != nil && *primaryErr.Error.Type == schemas.RequestCancelled { + primaryErr.Provider = req.Provider + return nil, primaryErr + } + + // Check if this is a short-circuit error that doesn't allow fallbacks + // Note: AllowFallbacks = nil is treated as true (allow fallbacks by default) + if primaryErr.AllowFallbacks != nil && !*primaryErr.AllowFallbacks { + primaryErr.Provider = req.Provider + return nil, primaryErr + } + + // If primary provider failed and we have fallbacks, try them in order + // This includes both regular provider errors and plugin short-circuit errors with AllowFallbacks=true/nil + if len(req.Fallbacks) > 0 { + for _, fallback := range req.Fallbacks { + // Check if we have config for this fallback provider + _, err := bifrost.account.GetConfigForProvider(fallback.Provider) + if err != nil { + bifrost.logger.Warn(fmt.Sprintf("Config not found for provider %s, skipping fallback: %v", fallback.Provider, err)) + continue + } + + // Create a new request with the fallback provider and model + fallbackReq := *req + fallbackReq.Provider = fallback.Provider + fallbackReq.Model = fallback.Model + + // Try the fallback provider + result, fallbackErr := bifrost.tryStreamRequest(&fallbackReq, ctx, ChatCompletionStreamRequest) + if fallbackErr == nil { + bifrost.logger.Info(fmt.Sprintf("Successfully used fallback provider %s with model %s", fallback.Provider, fallback.Model)) + return result, nil + } + if fallbackErr.Error.Type != nil && *fallbackErr.Error.Type == schemas.RequestCancelled { + fallbackErr.Provider = fallback.Provider + return nil, fallbackErr + } + + bifrost.logger.Warn(fmt.Sprintf("Fallback provider %s failed: %s", fallback.Provider, fallbackErr.Error.Message)) + } + } + + primaryErr.Provider = req.Provider + + // All providers failed, return the original error + return nil, primaryErr +} + // EmbeddingRequest sends an embedding request to the specified provider. // It handles plugin hooks, request validation, response processing, and fallback providers. // If the primary provider fails, it will try each fallback provider in order until one succeeds. @@ -752,6 +818,10 @@ func (bifrost *Bifrost) createProviderFromProviderKey(providerKey schemas.ModelP return providers.NewMistralProvider(config, bifrost.logger), nil case schemas.Ollama: return providers.NewOllamaProvider(config, bifrost.logger) + case schemas.Groq: + return providers.NewGroqProvider(config, bifrost.logger) + case schemas.SGL: + return providers.NewSGLProvider(config, bifrost.logger) default: return nil, fmt.Errorf("unsupported provider: %s", providerKey) } @@ -930,6 +1000,82 @@ func (bifrost *Bifrost) tryRequest(req *schemas.BifrostRequest, ctx context.Cont } } +// tryStreamRequest is a generic function that handles common request processing logic +// It consolidates queue setup, plugin pipeline execution, enqueue logic, and response handling +func (bifrost *Bifrost) tryStreamRequest(req *schemas.BifrostRequest, ctx context.Context, requestType RequestType) (chan *schemas.BifrostStream, *schemas.BifrostError) { + queue, err := bifrost.getProviderQueue(req.Provider) + if err != nil { + return nil, newBifrostError(err) + } + + // Add MCP tools to request if MCP is configured and requested + if requestType != EmbeddingRequest && bifrost.mcpManager != nil { + req = bifrost.mcpManager.addMCPToolsToBifrostRequest(ctx, req) + } + + pipeline := bifrost.getPluginPipeline() + defer bifrost.releasePluginPipeline(pipeline) + + preReq, shortCircuit, preCount := pipeline.RunPreHooks(&ctx, req) + if shortCircuit != nil { + // Handle short-circuit with response (success case) + if shortCircuit.Response != nil { + resp, bifrostErr := pipeline.RunPostHooks(&ctx, shortCircuit.Response, nil, preCount) + if bifrostErr != nil { + return nil, bifrostErr + } + return newBifrostMessageChan(resp), nil + } + // Handle short-circuit with error + if shortCircuit.Error != nil { + resp, bifrostErr := pipeline.RunPostHooks(&ctx, nil, shortCircuit.Error, preCount) + if bifrostErr != nil { + return nil, bifrostErr + } + return newBifrostMessageChan(resp), nil + } + } + if preReq == nil { + return nil, newBifrostErrorFromMsg("bifrost request after plugin hooks cannot be nil") + } + + msg := bifrost.getChannelMessage(*preReq, requestType) + msg.Context = ctx + + select { + case queue <- *msg: + // Message was sent successfully + case <-ctx.Done(): + bifrost.releaseChannelMessage(msg) + return nil, newBifrostErrorFromMsg("request cancelled while waiting for queue space") + default: + if bifrost.dropExcessRequests.Load() { + bifrost.releaseChannelMessage(msg) + bifrost.logger.Warn("Request dropped: queue is full, please increase the queue size or set dropExcessRequests to false") + return nil, newBifrostErrorFromMsg("request dropped: queue is full") + } + if ctx == nil { + ctx = bifrost.backgroundCtx + } + select { + case queue <- *msg: + // Message was sent successfully + case <-ctx.Done(): + bifrost.releaseChannelMessage(msg) + return nil, newBifrostErrorFromMsg("request cancelled while waiting for queue space") + } + } + + select { + case stream := <-msg.ResponseStream: + bifrost.releaseChannelMessage(msg) + return stream, nil + case bifrostErrVal := <-msg.Err: + bifrost.releaseChannelMessage(msg) + return nil, &bifrostErrVal + } +} + // requestWorker handles incoming requests from the queue for a specific provider. // It manages retries, error handling, and response processing. func (bifrost *Bifrost) requestWorker(provider schemas.Provider, queue chan ChannelMessage) { @@ -942,6 +1088,7 @@ func (bifrost *Bifrost) requestWorker(provider schemas.Provider, queue chan Chan for req := range queue { var result *schemas.BifrostResponse + var stream chan *schemas.BifrostStream var bifrostError *schemas.BifrostError var err error @@ -994,21 +1141,38 @@ func (bifrost *Bifrost) requestWorker(provider schemas.Provider, queue chan Chan bifrost.logger.Debug(fmt.Sprintf("Attempting request for provider %s", provider.GetProviderKey())) - // Attempt the request using factory pattern - executor := messageExecutors[req.Type] - if executor == nil { - bifrostError = &schemas.BifrostError{ - IsBifrostError: false, - Error: schemas.ErrorField{ - Message: fmt.Sprintf("unsupported request type: %s", req.Type), - }, + // Attempt the request + if req.Type == ChatCompletionStreamRequest { + pipeline := bifrost.getPluginPipeline() + defer bifrost.releasePluginPipeline(pipeline) + + postHookRunner := func(ctx *context.Context, result *schemas.BifrostResponse, err *schemas.BifrostError) (*schemas.BifrostResponse, *schemas.BifrostError) { + resp, bifrostErr := pipeline.RunPostHooks(ctx, result, err, len(bifrost.plugins)) + if bifrostErr != nil { + return nil, bifrostErr + } + return resp, nil + } + stream, bifrostError = handleChatCompletionStream(provider, &req, key, postHookRunner) + if bifrostError != nil && !bifrostError.IsBifrostError { + break // Don't retry client errors + } + } else { + executor := messageExecutors[req.Type] + if executor == nil { + bifrostError = &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: fmt.Sprintf("unsupported request type: %s", req.Type), + }, + } + break } - break - } - result, bifrostError = executor(provider, &req, key) - if bifrostError != nil && !bifrostError.IsBifrostError { - break // Don't retry client errors + result, bifrostError = executor(provider, &req, key) + if bifrostError != nil && !bifrostError.IsBifrostError { + break // Don't retry client errors + } } bifrost.logger.Debug(fmt.Sprintf("Request for provider %s completed", provider.GetProviderKey())) @@ -1031,7 +1195,11 @@ func (bifrost *Bifrost) requestWorker(provider schemas.Provider, queue chan Chan } req.Err <- *bifrostError } else { - req.Response <- result + if req.Type == ChatCompletionStreamRequest { + req.ResponseStream <- stream + } else { + req.Response <- result + } } } @@ -1077,6 +1245,20 @@ func handleEmbedding(provider schemas.Provider, req *ChannelMessage, key string) return provider.Embedding(req.Context, req.Model, key, req.Input.EmbeddingInput, req.Params) } +// handleChatCompletionStream executes a chat completion stream request +func handleChatCompletionStream(provider schemas.Provider, req *ChannelMessage, key string, postHookRunner schemas.PostHookRunner) (chan *schemas.BifrostStream, *schemas.BifrostError) { + if req.Input.ChatCompletionInput == nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: "chats not provided for chat completion request", + }, + } + } + + return provider.ChatCompletionStream(req.Context, postHookRunner, req.Model, key, *req.Input.ChatCompletionInput, req.Params) +} + // PLUGIN MANAGEMENT // RunPreHooks executes PreHooks in order, tracks how many ran, and returns the final request, any short-circuit decision, and the count. @@ -1176,6 +1358,7 @@ func (bifrost *Bifrost) getChannelMessage(req schemas.BifrostRequest, reqType Re msg := bifrost.channelMessagePool.Get().(*ChannelMessage) msg.BifrostRequest = req msg.Response = responseChan + msg.ResponseStream = make(chan chan *schemas.BifrostStream, 1) // Initialize the ResponseStream channel msg.Err = errorChan msg.Type = reqType @@ -1190,6 +1373,7 @@ func (bifrost *Bifrost) releaseChannelMessage(msg *ChannelMessage) { // Clear references and return to pool msg.Response = nil + msg.ResponseStream = nil msg.Err = nil bifrost.channelMessagePool.Put(msg) } diff --git a/core/providers/anthropic.go b/core/providers/anthropic.go index 794a9fbbea..02ab13bd87 100644 --- a/core/providers/anthropic.go +++ b/core/providers/anthropic.go @@ -3,8 +3,10 @@ package providers import ( + "bufio" "context" "fmt" + "net/http" "strings" "sync" "time" @@ -59,6 +61,72 @@ type AnthropicChatResponse struct { } `json:"usage"` // Token usage statistics } +// AnthropicStreamEvent represents a single event in the Anthropic streaming response. +// It corresponds to the various event types defined in Anthropic's Messages API streaming documentation. +type AnthropicStreamEvent struct { + Type string `json:"type"` + Message *AnthropicStreamMessage `json:"message,omitempty"` + Index *int `json:"index,omitempty"` + ContentBlock *AnthropicContentBlock `json:"content_block,omitempty"` + Delta *AnthropicDelta `json:"delta,omitempty"` + Usage *schemas.LLMUsage `json:"usage,omitempty"` + Error *AnthropicStreamError `json:"error,omitempty"` +} + +// AnthropicStreamMessage represents the message structure in streaming events. +// This appears in message_start events and contains the initial message structure. +type AnthropicStreamMessage struct { + ID string `json:"id"` + Type string `json:"type"` + Role string `json:"role"` + Content []AnthropicContentBlock `json:"content"` + Model string `json:"model"` + StopReason *string `json:"stop_reason"` + StopSequence *string `json:"stop_sequence"` + Usage *schemas.LLMUsage `json:"usage"` +} + +// AnthropicContentBlock represents a content block in Anthropic responses. +// This includes text, tool_use, thinking, and web_search_tool_result blocks. +type AnthropicContentBlock struct { + Type string `json:"type"` + Text string `json:"text,omitempty"` + ID string `json:"id,omitempty"` + Name string `json:"name,omitempty"` + Input map[string]interface{} `json:"input,omitempty"` + Thinking string `json:"thinking,omitempty"` + // Web search tool result specific fields + ToolUseID string `json:"tool_use_id,omitempty"` + Content []AnthropicToolContent `json:"content,omitempty"` +} + +// AnthropicToolContent represents content within tool result blocks +type AnthropicToolContent struct { + Type string `json:"type"` + Title string `json:"title,omitempty"` + URL string `json:"url,omitempty"` + EncryptedContent string `json:"encrypted_content,omitempty"` + PageAge *string `json:"page_age,omitempty"` +} + +// AnthropicDelta represents incremental updates to content blocks during streaming. +// This includes all delta types: text_delta, input_json_delta, thinking_delta, and signature_delta. +type AnthropicDelta struct { + Type string `json:"type"` + Text string `json:"text,omitempty"` + PartialJSON string `json:"partial_json,omitempty"` + Thinking string `json:"thinking,omitempty"` + Signature string `json:"signature,omitempty"` + StopReason *string `json:"stop_reason,omitempty"` + StopSequence *string `json:"stop_sequence,omitempty"` +} + +// AnthropicStreamError represents error events in the streaming response. +type AnthropicStreamError struct { + Type string `json:"type"` + Message string `json:"message"` +} + // AnthropicError represents the error response structure from Anthropic's API. // It includes error type and message information. type AnthropicError struct { @@ -79,6 +147,7 @@ type AnthropicImageContent struct { type AnthropicProvider struct { logger schemas.Logger // Logger for provider operations client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests apiVersion string // API version for the provider networkConfig schemas.NetworkConfig // Network configuration including extra headers } @@ -137,6 +206,11 @@ func NewAnthropicProvider(config *schemas.ProviderConfig, logger schemas.Logger) MaxConnsPerHost: config.ConcurrencyAndBufferSize.Concurrency, } + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + // Pre-warm response pools for range config.ConcurrencyAndBufferSize.Concurrency { anthropicTextResponsePool.Put(&AnthropicTextResponse{}) @@ -156,6 +230,7 @@ func NewAnthropicProvider(config *schemas.ProviderConfig, logger schemas.Logger) return &AnthropicProvider{ logger: logger, client: client, + streamClient: streamClient, apiVersion: "2023-06-01", networkConfig: config.NetworkConfig, } @@ -272,15 +347,17 @@ func (provider *AnthropicProvider) TextCompletion(ctx context.Context, model, ke Choices: []schemas.BifrostResponseChoice{ { Index: 0, - Message: schemas.BifrostMessage{ - Role: schemas.ModelChatMessageRoleAssistant, - Content: schemas.MessageContent{ - ContentStr: &response.Completion, + BifrostNonStreamResponseChoice: &schemas.BifrostNonStreamResponseChoice{ + Message: schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{ + ContentStr: &response.Completion, + }, }, }, }, }, - Usage: schemas.LLMUsage{ + Usage: &schemas.LLMUsage{ PromptTokens: response.Usage.InputTokens, CompletionTokens: response.Usage.OutputTokens, TotalTokens: response.Usage.InputTokens + response.Usage.OutputTokens, @@ -674,18 +751,20 @@ func parseAnthropicResponse(response *AnthropicChatResponse, bifrostResponse *sc bifrostResponse.Choices = []schemas.BifrostResponseChoice{ { Index: 0, - Message: schemas.BifrostMessage{ - Role: schemas.ModelChatMessageRoleAssistant, - Content: schemas.MessageContent{ - ContentBlocks: &contentBlocks, + BifrostNonStreamResponseChoice: &schemas.BifrostNonStreamResponseChoice{ + Message: schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{ + ContentBlocks: &contentBlocks, + }, + AssistantMessage: assistantMessage, }, - AssistantMessage: assistantMessage, + StopString: response.StopSequence, }, FinishReason: &response.StopReason, - StopString: response.StopSequence, }, } - bifrostResponse.Usage = schemas.LLMUsage{ + bifrostResponse.Usage = &schemas.LLMUsage{ PromptTokens: response.Usage.InputTokens, CompletionTokens: response.Usage.OutputTokens, TotalTokens: response.Usage.InputTokens + response.Usage.OutputTokens, @@ -699,3 +778,515 @@ func parseAnthropicResponse(response *AnthropicChatResponse, bifrostResponse *sc func (provider *AnthropicProvider) Embedding(ctx context.Context, model, key string, input *schemas.EmbeddingInput, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { return nil, newUnsupportedOperationError("embedding", "anthropic") } + +// ChatCompletionStream performs a streaming chat completion request to the Anthropic API. +// It supports real-time streaming of responses using Server-Sent Events (SSE). +// Returns a channel containing BifrostResponse objects representing the stream or an error if the request fails. +func (provider *AnthropicProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareAnthropicChatRequest(messages, params) + + // Merge additional parameters and set stream to true + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + // Prepare Anthropic headers + headers := map[string]string{ + "Content-Type": "application/json", + "x-api-key": key, + "anthropic-version": provider.apiVersion, + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Use shared Anthropic streaming logic + return handleAnthropicStreaming( + ctx, + provider.streamClient, + provider.networkConfig.BaseURL+"/v1/messages", + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.Anthropic, + params, + postHookRunner, + provider.logger, + ) +} + +// handleAnthropicStreaming handles streaming for Anthropic-compatible APIs (Anthropic, Vertex Claude models). +// This shared function reduces code duplication between providers that use the same SSE event format. +func handleAnthropicStreaming( + ctx context.Context, + httpClient *http.Client, + url string, + requestBody map[string]interface{}, + headers map[string]string, + extraHeaders map[string]string, + providerType schemas.ModelProvider, + params *schemas.ModelParameters, + postHookRunner schemas.PostHookRunner, + logger schemas.Logger, +) (chan *schemas.BifrostStream, *schemas.BifrostError) { + + jsonBody, err := json.Marshal(requestBody) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderJSONMarshaling, + Error: err, + }, + } + } + + // Create HTTP request for streaming + req, err := http.NewRequestWithContext(ctx, "POST", url, strings.NewReader(string(jsonBody))) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "failed to create HTTP request", + Error: err, + }, + } + } + + // Set headers + for key, value := range headers { + req.Header.Set(key, value) + } + + // Set any extra headers from network config + setExtraHeadersHTTP(req, extraHeaders, nil) + + // Make the request + resp, err := httpClient.Do(req) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderRequest, + Error: err, + }, + } + } + + // Check for HTTP errors + if resp.StatusCode != http.StatusOK { + resp.Body.Close() + return nil, &schemas.BifrostError{ + IsBifrostError: false, + StatusCode: &resp.StatusCode, + Error: schemas.ErrorField{ + Message: fmt.Sprintf("HTTP error from %s: %d", providerType, resp.StatusCode), + }, + } + } + + // Create response channel + responseChan := make(chan *schemas.BifrostStream, schemas.DefaultStreamBufferSize) + + // Start streaming in a goroutine + go func() { + defer close(responseChan) + defer resp.Body.Close() + + scanner := bufio.NewScanner(resp.Body) + + // Track minimal state needed for response format + var messageID string + var modelName string + + // Track SSE event parsing state + var eventType string + var eventData string + + for scanner.Scan() { + line := scanner.Text() + + // Skip empty lines and comments + if line == "" || strings.HasPrefix(line, ":") { + continue + } + + // Parse SSE event - track event type and data separately + if strings.HasPrefix(line, "event: ") { + eventType = strings.TrimPrefix(line, "event: ") + continue + } else if strings.HasPrefix(line, "data: ") { + eventData = strings.TrimPrefix(line, "data: ") + } else { + continue + } + + // Skip if we don't have both event type and data + if eventType == "" || eventData == "" { + continue + } + + // Handle different event types + switch eventType { + case "message_start": + var event AnthropicStreamEvent + if err := json.Unmarshal([]byte(eventData), &event); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse message_start event: %v", err)) + continue + } + if event.Message != nil { + messageID = event.Message.ID + modelName = event.Message.Model + } + + case "content_block_start": + var event AnthropicStreamEvent + if err := json.Unmarshal([]byte(eventData), &event); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse content_block_start event: %v", err)) + continue + } + + if event.Index != nil && event.ContentBlock != nil { + // Handle different content block types + switch event.ContentBlock.Type { + case "tool_use": + // Tool use content block initialization + if event.ContentBlock.Name != "" && event.ContentBlock.ID != "" { + // Create streaming response for tool start + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: modelName, + Choices: []schemas.BifrostResponseChoice{ + { + Index: *event.Index, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + ToolCalls: []schemas.ToolCall{ + { + Type: func() *string { s := "function"; return &s }(), + ID: &event.ContentBlock.ID, + Function: schemas.FunctionCall{ + Name: &event.ContentBlock.Name, + }, + }, + }, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: providerType, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + default: + thought := "" + if event.ContentBlock.Thinking != "" { + thought = event.ContentBlock.Thinking + } + content := "" + if event.ContentBlock.Text != "" { + content = event.ContentBlock.Text + } + + // Send empty message for other content block types + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: modelName, + Choices: []schemas.BifrostResponseChoice{ + { + Index: *event.Index, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Thought: &thought, + Content: &content, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: providerType, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + } + + case "content_block_delta": + var event AnthropicStreamEvent + if err := json.Unmarshal([]byte(eventData), &event); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse content_block_delta event: %v", err)) + continue + } + + if event.Index != nil && event.Delta != nil { + // Handle different delta types + switch event.Delta.Type { + case "text_delta": + if event.Delta.Text != "" { + // Create streaming response for this delta + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: modelName, + Choices: []schemas.BifrostResponseChoice{ + { + Index: *event.Index, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Content: &event.Delta.Text, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: providerType, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + + case "input_json_delta": + // Handle tool use streaming - accumulate partial JSON + if event.Delta.PartialJSON != "" { + // Create streaming response for tool input delta + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: modelName, + Choices: []schemas.BifrostResponseChoice{ + { + Index: *event.Index, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + ToolCalls: []schemas.ToolCall{ + { + Type: func() *string { s := "function"; return &s }(), + Function: schemas.FunctionCall{ + Arguments: event.Delta.PartialJSON, + }, + }, + }, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: providerType, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + + case "thinking_delta": + // Handle thinking content streaming + if event.Delta.Thinking != "" { + // Create streaming response for thinking delta + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: modelName, + Choices: []schemas.BifrostResponseChoice{ + { + Index: *event.Index, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Thought: &event.Delta.Thinking, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: providerType, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + + case "signature_delta": + // Handle signature verification for thinking content + // This is used to verify the integrity of thinking content + + } + } + + case "content_block_stop": + // Content block is complete, no specific action needed for streaming + continue + + case "message_delta": + var event AnthropicStreamEvent + if err := json.Unmarshal([]byte(eventData), &event); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse message_delta event: %v", err)) + continue + } + + // Handle delta changes to the top-level message + + // Send usage information immediately if present + if event.Usage != nil { + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: modelName, + Usage: event.Usage, + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{}, // Empty delta for usage update + }, + FinishReason: event.Delta.StopReason, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: providerType, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + + case "message_stop": + var event AnthropicStreamEvent + if err := json.Unmarshal([]byte(eventData), &event); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse message_stop event: %v", err)) + continue + } + + stopReason := "" + if event.Delta != nil { + stopReason = *event.Delta.StopReason + } + + // Send final message with stop reason + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: modelName, + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + FinishReason: &stopReason, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{}, // Empty delta for final message + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: providerType, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + return + + case "ping": + // Ping events are just keepalive, no action needed + continue + + case "error": + var event AnthropicStreamEvent + if err := json.Unmarshal([]byte(eventData), &event); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse error event: %v", err)) + continue + } + if event.Error != nil { + + // Send error through channel before closing + errorResponse := &schemas.BifrostStream{ + BifrostError: &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Type: &event.Error.Type, + Message: event.Error.Message, + }, + }, + } + + select { + case responseChan <- errorResponse: + case <-ctx.Done(): + } + } + return + + default: + // Unknown event type - handle gracefully as per Anthropic's versioning policy + // New event types may be added, so we should not error but log and continue + logger.Debug(fmt.Sprintf("Unknown %s stream event type: %s, data: %s", providerType, eventType, eventData)) + continue + } + + // Reset for next event + eventType = "" + eventData = "" + } + + if err := scanner.Err(); err != nil { + logger.Warn(fmt.Sprintf("Error reading %s stream: %v", providerType, err)) + + // Send scanner error through channel + errorResponse := &schemas.BifrostStream{ + BifrostError: &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "Error reading stream", + Error: err, + }, + }, + } + + select { + case responseChan <- errorResponse: + case <-ctx.Done(): + } + } + }() + + return responseChan, nil +} diff --git a/core/providers/azure.go b/core/providers/azure.go index be4ec44b17..8637ccf05e 100644 --- a/core/providers/azure.go +++ b/core/providers/azure.go @@ -5,6 +5,7 @@ package providers import ( "context" "fmt" + "net/http" "sync" "time" @@ -115,6 +116,7 @@ func releaseAzureTextResponse(resp *AzureTextResponse) { type AzureProvider struct { logger schemas.Logger // Logger for provider operations client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests meta schemas.MetaConfig // Azure-specific configuration networkConfig schemas.NetworkConfig // Network configuration including extra headers } @@ -135,6 +137,11 @@ func NewAzureProvider(config *schemas.ProviderConfig, logger schemas.Logger) (*A MaxConnsPerHost: config.ConcurrencyAndBufferSize.Concurrency, } + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + // Pre-warm response pools for range config.ConcurrencyAndBufferSize.Concurrency { azureChatResponsePool.Put(&AzureChatResponse{}) @@ -148,6 +155,7 @@ func NewAzureProvider(config *schemas.ProviderConfig, logger schemas.Logger) (*A return &AzureProvider{ logger: logger, client: client, + streamClient: streamClient, meta: config.MetaConfig, networkConfig: config.NetworkConfig, }, nil @@ -290,16 +298,18 @@ func (provider *AzureProvider) TextCompletion(ctx context.Context, model, key, t if len(response.Choices) > 0 { choices = append(choices, schemas.BifrostResponseChoice{ Index: 0, - Message: schemas.BifrostMessage{ - Role: schemas.ModelChatMessageRoleAssistant, - Content: schemas.MessageContent{ - ContentStr: &response.Choices[0].Text, + BifrostNonStreamResponseChoice: &schemas.BifrostNonStreamResponseChoice{ + Message: schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{ + ContentStr: &response.Choices[0].Text, + }, + }, + LogProbs: &schemas.LogProbs{ + Text: response.Choices[0].LogProbs, }, }, FinishReason: response.Choices[0].FinishReason, - LogProbs: &schemas.LogProbs{ - Text: response.Choices[0].LogProbs, - }, }) } @@ -310,7 +320,7 @@ func (provider *AzureProvider) TextCompletion(ctx context.Context, model, key, t Model: response.Model, Created: response.Created, SystemFingerprint: response.SystemFingerprint, - Usage: response.Usage, + Usage: &response.Usage, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.Azure, RawResponse: rawResponse, @@ -357,7 +367,7 @@ func (provider *AzureProvider) ChatCompletion(ctx context.Context, model, key st Model: response.Model, Created: response.Created, SystemFingerprint: response.SystemFingerprint, - Usage: response.Usage, + Usage: &response.Usage, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.Azure, RawResponse: rawResponse, @@ -422,7 +432,7 @@ func (provider *AzureProvider) Embedding(ctx context.Context, model string, key ID: response.ID, Object: response.Object, Model: response.Model, - Usage: response.Usage, + Usage: &response.Usage, SystemFingerprint: response.SystemFingerprint, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.Azure, @@ -478,3 +488,84 @@ func (provider *AzureProvider) Embedding(ctx context.Context, model string, key return bifrostResponse, nil } + +// ChatCompletionStream performs a streaming chat completion request to Azure's OpenAI API. +// It supports real-time streaming of responses using Server-Sent Events (SSE). +// Uses Azure-specific URL construction with deployments and supports both api-key and Bearer token authentication. +// Returns a channel containing BifrostResponse objects representing the stream or an error if the request fails. +func (provider *AzureProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + // Merge additional parameters and set stream to true + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + // Construct Azure-specific URL with deployment + if provider.meta.GetEndpoint() == nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: "endpoint not set", + }, + } + } + + baseURL := *provider.meta.GetEndpoint() + var fullURL string + + if provider.meta.GetDeployments() != nil { + deployment := provider.meta.GetDeployments()[model] + if deployment == "" { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: fmt.Sprintf("deployment not found for model %s", model), + }, + } + } + + apiVersion := provider.meta.GetAPIVersion() + if apiVersion == nil { + apiVersion = StrPtr("2024-02-01") + } + + fullURL = fmt.Sprintf("%s/openai/deployments/%s/chat/completions?api-version=%s", baseURL, deployment, *apiVersion) + } else { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: "deployments not set", + }, + } + } + + // Prepare Azure-specific headers + headers := make(map[string]string) + headers["Content-Type"] = "application/json" + headers["Accept"] = "text/event-stream" + headers["Cache-Control"] = "no-cache" + + // Set Azure authentication - either Bearer token or api-key + if authToken, ok := ctx.Value(AzureAuthorizationTokenKey).(string); ok { + headers["Authorization"] = fmt.Sprintf("Bearer %s", authToken) + } else { + headers["api-key"] = key + } + + // Use shared streaming logic from OpenAI + return handleOpenAIStreaming( + ctx, + provider.streamClient, + fullURL, + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.Azure, // Provider type + params, + postHookRunner, + provider.logger, + ) +} diff --git a/core/providers/bedrock.go b/core/providers/bedrock.go index bba35da713..1727ef8b4d 100644 --- a/core/providers/bedrock.go +++ b/core/providers/bedrock.go @@ -19,6 +19,8 @@ import ( "github.com/goccy/go-json" + "bufio" + "github.com/aws/aws-sdk-go-v2/aws" v4 "github.com/aws/aws-sdk-go-v2/aws/signer/v4" "github.com/aws/aws-sdk-go-v2/config" @@ -142,6 +144,53 @@ type BedrockError struct { Message string `json:"message"` // Error message } +// BedrockStreamMessageStartEvent is emitted when the assistant message starts. +type BedrockStreamMessageStartEvent struct { + MessageStart struct { + Role string `json:"role"` // e.g. "assistant" + } `json:"messageStart"` +} + +// BedrockStreamContentBlockDeltaEvent is sent for each content delta chunk (text, reasoning, tool use). +type BedrockStreamContentBlockDeltaEvent struct { + ContentBlockDelta struct { + Delta struct { + Text string `json:"text,omitempty"` + ReasoningContent json.RawMessage `json:"reasoningContent,omitempty"` + ToolUse json.RawMessage `json:"toolUse,omitempty"` + } `json:"delta"` + ContentBlockIndex int `json:"contentBlockIndex"` + } `json:"contentBlockDelta"` +} + +// BedrockStreamContentBlockStopEvent indicates the end of a content block. +type BedrockStreamContentBlockStopEvent struct { + ContentBlockStop struct { + ContentBlockIndex int `json:"contentBlockIndex"` + } `json:"contentBlockStop"` +} + +// BedrockStreamMessageStopEvent marks the end of the assistant message. +type BedrockStreamMessageStopEvent struct { + MessageStop struct { + StopReason string `json:"stopReason"` // e.g. "stop", "max_tokens", "tool_use" + } `json:"messageStop"` +} + +// BedrockStreamMetadataEvent contains metadata after streaming ends. +type BedrockStreamMetadataEvent struct { + Metadata struct { + Usage struct { + InputTokens int `json:"inputTokens"` + OutputTokens int `json:"outputTokens"` + TotalTokens int `json:"totalTokens"` + } `json:"usage"` + Metrics struct { + LatencyMs float64 `json:"latencyMs"` + } `json:"metrics"` + } `json:"metadata"` +} + // BedrockProvider implements the Provider interface for AWS Bedrock. type BedrockProvider struct { logger schemas.Logger // Logger for provider operations @@ -344,14 +393,16 @@ func (provider *BedrockProvider) getTextCompletionResult(result []byte, model st Choices: []schemas.BifrostResponseChoice{ { Index: 0, - Message: schemas.BifrostMessage{ - Role: schemas.ModelChatMessageRoleAssistant, - Content: schemas.MessageContent{ - ContentStr: &response.Completion, + BifrostNonStreamResponseChoice: &schemas.BifrostNonStreamResponseChoice{ + Message: schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{ + ContentStr: &response.Completion, + }, }, + StopString: &response.Stop, }, FinishReason: &response.StopReason, - StopString: &response.Stop, }, }, Model: model, @@ -384,10 +435,12 @@ func (provider *BedrockProvider) getTextCompletionResult(result []byte, model st for i, output := range response.Outputs { choices = append(choices, schemas.BifrostResponseChoice{ Index: i, - Message: schemas.BifrostMessage{ - Role: schemas.ModelChatMessageRoleAssistant, - Content: schemas.MessageContent{ - ContentStr: &output.Text, + BifrostNonStreamResponseChoice: &schemas.BifrostNonStreamResponseChoice{ + Message: schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{ + ContentStr: &output.Text, + }, }, }, FinishReason: &output.StopReason, @@ -971,12 +1024,14 @@ func (provider *BedrockProvider) ChatCompletion(ctx context.Context, model, key choices := []schemas.BifrostResponseChoice{ { Index: 0, - Message: schemas.BifrostMessage{ - Role: schemas.ModelChatMessageRoleAssistant, - Content: schemas.MessageContent{ - ContentBlocks: &contentBlocks, + BifrostNonStreamResponseChoice: &schemas.BifrostNonStreamResponseChoice{ + Message: schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{ + ContentBlocks: &contentBlocks, + }, + AssistantMessage: assistantMessage, }, - AssistantMessage: assistantMessage, }, FinishReason: &response.StopReason, }, @@ -987,7 +1042,7 @@ func (provider *BedrockProvider) ChatCompletion(ctx context.Context, model, key // Create final response bifrostResponse := &schemas.BifrostResponse{ Choices: choices, - Usage: schemas.LLMUsage{ + Usage: &schemas.LLMUsage{ PromptTokens: response.Usage.InputTokens, CompletionTokens: response.Usage.OutputTokens, TotalTokens: response.Usage.TotalTokens, @@ -1169,7 +1224,7 @@ func (provider *BedrockProvider) handleTitanEmbedding(ctx context.Context, model bifrostResponse := &schemas.BifrostResponse{ Embedding: [][]float32{titanResp.Embedding}, Model: model, - Usage: schemas.LLMUsage{ + Usage: &schemas.LLMUsage{ PromptTokens: titanResp.InputTextTokenCount, TotalTokens: titanResp.InputTextTokenCount, }, @@ -1233,7 +1288,7 @@ func (provider *BedrockProvider) handleCohereEmbedding(ctx context.Context, mode Embedding: cohereResp.Embeddings, ID: cohereResp.ID, Model: model, - Usage: schemas.LLMUsage{ + Usage: &schemas.LLMUsage{ PromptTokens: totalInputTokens, TotalTokens: totalInputTokens, }, @@ -1249,3 +1304,415 @@ func (provider *BedrockProvider) handleCohereEmbedding(ctx context.Context, mode return bifrostResponse, nil } + +// ChatCompletionStream performs a streaming chat completion request to Bedrock's API. +// It formats the request, sends it to Bedrock, and processes the streaming response. +// Returns a channel for streaming BifrostResponse objects or an error if the request fails. +func (provider *BedrockProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + messageBody, err := provider.prepareChatCompletionMessages(messages, model) + if err != nil { + return nil, err + } + + preparedParams := prepareParams(params) + + // Transform tools if present + if params != nil && params.Tools != nil && len(*params.Tools) > 0 { + preparedParams["toolConfig"] = map[string]interface{}{ + "tools": provider.getChatCompletionTools(params, model), + } + } else { + // Check if conversation history contains tool use/result blocks + // Bedrock requires toolConfig when such blocks are present + hasToolContent, toolsFromHistory := provider.extractToolsFromHistory(messages) + + // If conversation contains tool content but no tools provided in current request, + // include the extracted tools to satisfy Bedrock's toolConfig requirement + if hasToolContent && len(toolsFromHistory) > 0 { + preparedParams["toolConfig"] = map[string]interface{}{ + "tools": toolsFromHistory, + } + } + } + + requestBody := mergeConfig(messageBody, preparedParams) + + // Format the path with proper model identifier for streaming + path := fmt.Sprintf("%s/converse-stream", model) + + if provider.meta != nil && provider.meta.GetInferenceProfiles() != nil { + if inferenceProfileId, ok := provider.meta.GetInferenceProfiles()[model]; ok { + if provider.meta.GetARN() != nil { + encodedModelIdentifier := url.PathEscape(fmt.Sprintf("%s/%s", *provider.meta.GetARN(), inferenceProfileId)) + path = fmt.Sprintf("%s/converse-stream", encodedModelIdentifier) + } + } + } + + if provider.meta == nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: "meta config for bedrock is not provided", + }, + } + } + + region := "us-east-1" + if provider.meta.GetRegion() != nil { + region = *provider.meta.GetRegion() + } + + // Create the streaming request + jsonBody, jsonErr := json.Marshal(requestBody) + if jsonErr != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderJSONMarshaling, + Error: jsonErr, + }, + } + } + + // Create HTTP request for streaming + req, reqErr := http.NewRequestWithContext(ctx, "POST", fmt.Sprintf("https://bedrock-runtime.%s.amazonaws.com/model/%s", region, path), strings.NewReader(string(jsonBody))) + if reqErr != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "error creating request", + Error: reqErr, + }, + } + } + + // Set any extra headers from network config + setExtraHeadersHTTP(req, provider.networkConfig.ExtraHeaders, nil) + + // Sign the request for AWS + if provider.meta.GetSecretAccessKey() != nil { + if signErr := signAWSRequest(req, key, *provider.meta.GetSecretAccessKey(), provider.meta.GetSessionToken(), region, "bedrock"); signErr != nil { + return nil, signErr + } + } else { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: "secret access key not set", + }, + } + } + + // Make the request + resp, respErr := provider.client.Do(req) + if respErr != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderRequest, + Error: respErr, + }, + } + } + + // Check for HTTP errors + if resp.StatusCode != http.StatusOK { + resp.Body.Close() + return nil, &schemas.BifrostError{ + IsBifrostError: false, + StatusCode: &resp.StatusCode, + Error: schemas.ErrorField{ + Message: fmt.Sprintf("HTTP error from Bedrock: %d", resp.StatusCode), + }, + } + } + + // Create response channel + responseChan := make(chan *schemas.BifrostStream, schemas.DefaultStreamBufferSize) + + // Start streaming in a goroutine + go func() { + defer close(responseChan) + defer resp.Body.Close() + + // Create a buffer scanner to process the AWS Event Stream format + scanner := bufio.NewScanner(resp.Body) + var messageID string + + // AWS Event Streaming can have large buffers + buf := make([]byte, 0, 64*1024) + scanner.Buffer(buf, 1024*1024) + + for scanner.Scan() { + line := scanner.Text() + + // Skip empty lines + if line == "" { + continue + } + + // AWS Event Stream format embeds JSON within binary data + // Look for JSON objects in the stream data + jsonStart := strings.Index(line, "{") + if jsonStart == -1 { + continue + } + + // Extract the JSON part from the line + jsonData := line[jsonStart:] + + // Find the end of the JSON object by counting braces + braceCount := 0 + jsonEnd := -1 + for i, char := range jsonData { + if char == '{' { + braceCount++ + } else if char == '}' { + braceCount-- + if braceCount == 0 { + jsonEnd = i + 1 + break + } + } + } + + if jsonEnd == -1 { + continue + } + + // Extract the complete JSON object + jsonStr := jsonData[:jsonEnd] + + // Parse the JSON event + var event map[string]interface{} + if err := json.Unmarshal([]byte(jsonStr), &event); err != nil { + provider.logger.Debug(fmt.Sprintf("Failed to parse JSON from stream: %v, data: %s", err, jsonStr)) + continue + } + + // Determine event type and handle accordingly + switch { + case event["contentBlockIndex"] != nil && event["delta"] != nil: + // This is a contentBlockDelta event + contentBlockIndex := 0 + if idx, ok := event["contentBlockIndex"].(float64); ok { + contentBlockIndex = int(idx) + } + + delta, ok := event["delta"].(map[string]interface{}) + if !ok { + continue + } + + switch { + case delta["text"] != nil: + // Handle text delta + if text, ok := delta["text"].(string); ok && text != "" { + // Create streaming response for this delta + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: model, + Choices: []schemas.BifrostResponseChoice{ + { + Index: contentBlockIndex, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Content: &text, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Bedrock, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + + case delta["toolUse"] != nil: + // Handle tool use delta + if toolUse, ok := delta["toolUse"].(map[string]interface{}); ok { + // Parse the tool use structure properly + var toolCall schemas.ToolCall + toolCall.Type = func() *string { s := "function"; return &s }() + + // Extract toolUseId + if toolUseID, hasID := toolUse["toolUseId"].(string); hasID { + toolCall.ID = &toolUseID + } + + // Extract name + if name, hasName := toolUse["name"].(string); hasName { + toolCall.Function.Name = &name + } + + // Extract and marshal input as arguments + if input, hasInput := toolUse["input"].(map[string]interface{}); hasInput { + inputBytes, err := json.Marshal(input) + if err != nil { + toolCall.Function.Arguments = "{}" + } else { + toolCall.Function.Arguments = string(inputBytes) + } + } else { + toolCall.Function.Arguments = "{}" + } + + // Create streaming response for tool delta + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: model, + Choices: []schemas.BifrostResponseChoice{ + { + Index: contentBlockIndex, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + ToolCalls: []schemas.ToolCall{toolCall}, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Bedrock, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + } + + case event["role"] != nil: + // This is a messageStart event + if role, ok := event["role"].(string); ok { + messageID = fmt.Sprintf("bedrock-%d", time.Now().UnixNano()) + + // Send empty response to signal start + streamResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: model, + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Role: &role, + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Bedrock, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + } + + case event["stopReason"] != nil: + // This is a messageStop event + if stopReason, ok := event["stopReason"].(string); ok { + // Send a final streaming response with finish reason + finalResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: model, + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + FinishReason: &stopReason, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{}, // Empty delta for final chunk + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Bedrock, + }, + } + + if params != nil { + finalResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, finalResponse, responseChan) + return + } + + case event["usage"] != nil: + // This is a metadata event with usage information + if usage, ok := event["usage"].(map[string]interface{}); ok { + inputTokens := 0 + outputTokens := 0 + totalTokens := 0 + + if val, exists := usage["inputTokens"].(float64); exists { + inputTokens = int(val) + } + if val, exists := usage["outputTokens"].(float64); exists { + outputTokens = int(val) + } + if val, exists := usage["totalTokens"].(float64); exists { + totalTokens = int(val) + } + + // Send usage information + usageResponse := &schemas.BifrostResponse{ + ID: messageID, + Object: "chat.completion.chunk", + Model: model, + Usage: &schemas.LLMUsage{ + PromptTokens: inputTokens, + CompletionTokens: outputTokens, + TotalTokens: totalTokens, + }, + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{}, // Empty delta for usage update + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Bedrock, + }, + } + + if params != nil { + usageResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, usageResponse, responseChan) + } + } + } + + if err := scanner.Err(); err != nil { + provider.logger.Warn(fmt.Sprintf("Error reading Bedrock stream: %v", err)) + } + }() + + return responseChan, nil +} diff --git a/core/providers/cohere.go b/core/providers/cohere.go index 89e83e056e..4be00be190 100644 --- a/core/providers/cohere.go +++ b/core/providers/cohere.go @@ -3,6 +3,7 @@ package providers import ( + "bufio" "context" "fmt" "slices" @@ -12,6 +13,8 @@ import ( "github.com/goccy/go-json" + "net/http" + schemas "github.com/maximhq/bifrost/core/schemas" "github.com/valyala/fasthttp" ) @@ -63,9 +66,8 @@ type CohereToolCall struct { // CohereChatResponse represents the response from Cohere's chat API. // It includes the response ID, generated text, chat history, and usage statistics. type CohereChatResponse struct { - ResponseID string `json:"response_id"` // Unique identifier for the response - Text string `json:"text"` // Generated text response GenerationID string `json:"generation_id"` // ID of the generation + Text string `json:"text"` // Generated text response ChatHistory []struct { Role schemas.ModelChatMessageRole `json:"role"` // Role of the message sender Message string `json:"message"` // Content of the message @@ -105,9 +107,38 @@ type CohereEmbeddingResponse struct { type CohereProvider struct { logger schemas.Logger // Logger for provider operations client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests networkConfig schemas.NetworkConfig // Network configuration including extra headers } +// CohereStreamStartEvent represents the start of a stream event. +type CohereStreamStartEvent struct { + EventType string `json:"event_type"` // stream-start + GenerationID string `json:"generation_id"` // ID of the generation +} + +// CohereStreamTextEvent represents the text generation event. +type CohereStreamTextEvent struct { + EventType string `json:"event_type"` // text-generation + Text string `json:"text"` // Text content being generated +} + +// CohereStreamToolEvent represents the tool use event. +type CohereStreamToolCallEvent struct { + EventType string `json:"event_type"` // tool-use + ToolCall struct { + ID string `json:"id"` // ID of the tool call + Parameters string `json:"parameters"` // Parameters of the tool being called + } `json:"tool_call"` // Tool call information + Text *string `json:"text"` // Text content being generated +} + +// CohereStreamStopEvent represents the end of a stream event. +type CohereStreamStopEvent struct { + EventType string `json:"event_type"` // stream-end + Response CohereChatResponse `json:"response"` // Response information +} + // NewCohereProvider creates a new Cohere provider instance. // It initializes the HTTP client with the provided configuration and sets up response pools. // The client is configured with timeouts and connection limits. @@ -120,6 +151,11 @@ func NewCohereProvider(config *schemas.ProviderConfig, logger schemas.Logger) *C MaxConnsPerHost: config.ConcurrencyAndBufferSize.Concurrency, } + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + // Pre-warm response pools for range config.ConcurrencyAndBufferSize.Concurrency { cohereResponsePool.Put(&CohereChatResponse{}) @@ -135,6 +171,7 @@ func NewCohereProvider(config *schemas.ProviderConfig, logger schemas.Logger) *C return &CohereProvider{ logger: logger, client: client, + streamClient: streamClient, networkConfig: config.NetworkConfig, } } @@ -154,6 +191,156 @@ func (provider *CohereProvider) TextCompletion(ctx context.Context, model, key, // It formats the request, sends it to Cohere, and processes the response. // Returns a BifrostResponse containing the completion results or an error if the request fails. func (provider *CohereProvider) ChatCompletion(ctx context.Context, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { + // Prepare request body using shared function + requestBody, err := prepareCohereChatRequest(messages, params, model, false) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "failed to prepare Cohere chat request", + Error: err, + }, + } + } + + // Marshal request body + jsonBody, err := json.Marshal(requestBody) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderJSONMarshaling, + Error: err, + }, + } + } + + // Create request + req := fasthttp.AcquireRequest() + resp := fasthttp.AcquireResponse() + defer fasthttp.ReleaseRequest(req) + defer fasthttp.ReleaseResponse(resp) + + // Set any extra headers from network config + setExtraHeaders(req, provider.networkConfig.ExtraHeaders, nil) + + req.SetRequestURI(provider.networkConfig.BaseURL + "/v1/chat") + req.Header.SetMethod("POST") + req.Header.SetContentType("application/json") + req.Header.Set("Authorization", "Bearer "+key) + + req.SetBody(jsonBody) + + // Make request + bifrostErr := makeRequestWithContext(ctx, provider.client, req, resp) + if bifrostErr != nil { + return nil, bifrostErr + } + + // Handle error response + if resp.StatusCode() != fasthttp.StatusOK { + provider.logger.Debug(fmt.Sprintf("error from cohere provider: %s", string(resp.Body()))) + + var errorResp CohereError + + bifrostErr := handleProviderAPIError(resp, &errorResp) + bifrostErr.Error.Message = errorResp.Message + + return nil, bifrostErr + } + + // Read response body + responseBody := resp.Body() + + // Create response object from pool + response := acquireCohereResponse() + defer releaseCohereResponse(response) + + rawResponse, bifrostErr := handleProviderResponse(responseBody, response) + if bifrostErr != nil { + return nil, bifrostErr + } + + // Transform tool calls if present + var toolCalls []schemas.ToolCall + if response.ToolCalls != nil { + for _, tool := range response.ToolCalls { + function := schemas.FunctionCall{ + Name: &tool.Name, + } + + args, err := json.Marshal(tool.Parameters) + if err != nil { + function.Arguments = fmt.Sprintf("%v", tool.Parameters) + } else { + function.Arguments = string(args) + } + + toolCalls = append(toolCalls, schemas.ToolCall{ + Function: function, + }) + } + } + + // Get role and content from the last message in chat history + var role schemas.ModelChatMessageRole + var content string + if len(response.ChatHistory) > 0 { + lastMsg := response.ChatHistory[len(response.ChatHistory)-1] + role = lastMsg.Role + content = lastMsg.Message + } else { + role = schemas.ModelChatMessageRoleChatbot + content = response.Text + } + + // Create final response + bifrostResponse := &schemas.BifrostResponse{ + ID: response.GenerationID, + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + BifrostNonStreamResponseChoice: &schemas.BifrostNonStreamResponseChoice{ + Message: schemas.BifrostMessage{ + Role: role, + Content: schemas.MessageContent{ + ContentStr: &content, + }, + AssistantMessage: &schemas.AssistantMessage{ + ToolCalls: &toolCalls, + }, + }, + }, + FinishReason: &response.FinishReason, + }, + }, + Usage: &schemas.LLMUsage{ + PromptTokens: int(response.Meta.Tokens.InputTokens), + CompletionTokens: int(response.Meta.Tokens.OutputTokens), + TotalTokens: int(response.Meta.Tokens.InputTokens + response.Meta.Tokens.OutputTokens), + }, + Model: model, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Cohere, + BilledUsage: &schemas.BilledLLMUsage{ + PromptTokens: float64Ptr(response.Meta.BilledUnits.InputTokens), + CompletionTokens: float64Ptr(response.Meta.BilledUnits.OutputTokens), + }, + ChatHistory: convertChatHistory(response.ChatHistory), + RawResponse: rawResponse, + }, + } + + if params != nil { + bifrostResponse.ExtraFields.Params = *params + } + + return bifrostResponse, nil +} + +// prepareCohereChatRequest prepares the request body for Cohere chat completion requests. +// It transforms the messages into Cohere format and handles tools, parameters, and content formatting. +func prepareCohereChatRequest(messages []schemas.BifrostMessage, params *schemas.ModelParameters, model string, stream bool) (map[string]interface{}, error) { // Get the last message and chat history lastMessage := messages[len(messages)-1] chatHistory := messages[:len(messages)-1] @@ -281,7 +468,11 @@ func (provider *CohereProvider) ChatCompletion(ctx context.Context, model, key s "model": model, }, preparedParams) - // Handle the last message content based on whether it supports vision + // Add stream parameter if streaming + if stream { + requestBody["stream"] = true + } + if lastMessage.Content.ContentStr != nil { requestBody["message"] = *lastMessage.Content.ContentStr } else if lastMessage.Content.ContentBlocks != nil { @@ -327,6 +518,7 @@ func (provider *CohereProvider) ChatCompletion(ctx context.Context, model, key s } requestBody["tools"] = tools } + // Add tool choice if present if params != nil && params.ToolChoice != nil { if params.ToolChoice.ToolChoiceStr != nil { @@ -338,165 +530,20 @@ func (provider *CohereProvider) ChatCompletion(ctx context.Context, model, key s } } - // Marshal request body - jsonBody, err := json.Marshal(requestBody) - if err != nil { - return nil, &schemas.BifrostError{ - IsBifrostError: true, - Error: schemas.ErrorField{ - Message: schemas.ErrProviderJSONMarshaling, - Error: err, - }, - } - } - - // Create request - req := fasthttp.AcquireRequest() - resp := fasthttp.AcquireResponse() - defer fasthttp.ReleaseRequest(req) - defer fasthttp.ReleaseResponse(resp) - - // Set any extra headers from network config - setExtraHeaders(req, provider.networkConfig.ExtraHeaders, nil) - - req.SetRequestURI(provider.networkConfig.BaseURL + "/v1/chat") - req.Header.SetMethod("POST") - req.Header.SetContentType("application/json") - req.Header.Set("Authorization", "Bearer "+key) - - req.SetBody(jsonBody) - - // Make request - bifrostErr := makeRequestWithContext(ctx, provider.client, req, resp) - if bifrostErr != nil { - return nil, bifrostErr - } - - // Handle error response - if resp.StatusCode() != fasthttp.StatusOK { - provider.logger.Debug(fmt.Sprintf("error from cohere provider: %s", string(resp.Body()))) - - var errorResp CohereError - - bifrostErr := handleProviderAPIError(resp, &errorResp) - bifrostErr.Error.Message = errorResp.Message - - return nil, bifrostErr - } - - // Read response body - responseBody := resp.Body() - - // Create response object from pool - response := acquireCohereResponse() - defer releaseCohereResponse(response) - - rawResponse, bifrostErr := handleProviderResponse(responseBody, response) - if bifrostErr != nil { - return nil, bifrostErr - } - - // Transform tool calls if present - var toolCalls []schemas.ToolCall - if response.ToolCalls != nil { - for _, tool := range response.ToolCalls { - function := schemas.FunctionCall{ - Name: &tool.Name, - } - - args, err := json.Marshal(tool.Parameters) - if err != nil { - function.Arguments = fmt.Sprintf("%v", tool.Parameters) - } else { - function.Arguments = string(args) - } - - toolCalls = append(toolCalls, schemas.ToolCall{ - Function: function, - }) - } - } - - // Get role and content from the last message in chat history - var role schemas.ModelChatMessageRole - var content string - if len(response.ChatHistory) > 0 { - lastMsg := response.ChatHistory[len(response.ChatHistory)-1] - role = lastMsg.Role - content = lastMsg.Message - } else { - role = schemas.ModelChatMessageRoleChatbot - content = response.Text - } - - // Create final response - bifrostResponse := &schemas.BifrostResponse{ - ID: response.ResponseID, - Choices: []schemas.BifrostResponseChoice{ - { - Index: 0, - Message: schemas.BifrostMessage{ - Role: role, - Content: schemas.MessageContent{ - ContentStr: &content, - }, - AssistantMessage: &schemas.AssistantMessage{ - ToolCalls: &toolCalls, - }, - }, - FinishReason: &response.FinishReason, - }, - }, - Usage: schemas.LLMUsage{ - PromptTokens: int(response.Meta.Tokens.InputTokens), - CompletionTokens: int(response.Meta.Tokens.OutputTokens), - TotalTokens: int(response.Meta.Tokens.InputTokens + response.Meta.Tokens.OutputTokens), - }, - Model: model, - ExtraFields: schemas.BifrostResponseExtraFields{ - Provider: schemas.Cohere, - BilledUsage: &schemas.BilledLLMUsage{ - PromptTokens: float64Ptr(response.Meta.BilledUnits.InputTokens), - CompletionTokens: float64Ptr(response.Meta.BilledUnits.OutputTokens), - }, - ChatHistory: convertChatHistory(response.ChatHistory), - RawResponse: rawResponse, - }, - } - - if params != nil { - bifrostResponse.ExtraFields.Params = *params - } - - return bifrostResponse, nil + return requestBody, nil } // processImageContent processes image content for Cohere API format. -// It creates a copy of the image content, normalizes and formats it, then returns the properly formatted map. -// This prevents unintended mutations to the original image content. +// NOTE: Cohere v1 does not support image content, so this function is a placeholder. +// It returns nil since image processing is not available. func processImageContent(imageContent *schemas.ImageURLStruct) map[string]interface{} { if imageContent == nil { return nil } - sanitizedURL, _ := SanitizeImageURL(imageContent.URL) - urlTypeInfo := ExtractURLTypeInfo(sanitizedURL) - - formattedImgContent := AnthropicImageContent{ - Type: urlTypeInfo.Type, - URL: sanitizedURL, - } - - if urlTypeInfo.MediaType != nil { - formattedImgContent.MediaType = *urlTypeInfo.MediaType - } - - return map[string]interface{}{ - "type": "image_url", - "image_url": map[string]interface{}{ - "url": formattedImgContent.URL, - }, - } + // Cohere v1 does not support image content + // Return nil to skip image processing + return nil } // convertChatHistory converts Cohere's chat history format to Bifrost's format for standardization. @@ -553,10 +600,10 @@ func (provider *CohereProvider) Embedding(ctx context.Context, model string, key // Prepare request body with default values requestBody := map[string]interface{}{ - "texts": input.Texts, - "model": model, - "input_type": "search_document", // Default input type - can be overridden via ExtraParams - "embedding_types": []string{"float"}, // Default to float embeddings + "texts": input.Texts, + "model": model, + "input_type": "search_document", // Default input type - can be overridden via ExtraParams + "embedding_types": []string{"float"}, // Default to float embeddings } // Apply additional parameters if provided @@ -660,7 +707,7 @@ func (provider *CohereProvider) Embedding(ctx context.Context, model string, key ID: cohereResp.ID, Embedding: cohereResp.Embeddings.Float, Model: model, - Usage: schemas.LLMUsage{ + Usage: &schemas.LLMUsage{ PromptTokens: totalInputTokens, TotalTokens: totalInputTokens, }, @@ -676,3 +723,300 @@ func (provider *CohereProvider) Embedding(ctx context.Context, model string, key return bifrostResponse, nil } + +// ChatCompletionStream performs a streaming chat completion request to the Cohere API. +// It supports real-time streaming of responses using Server-Sent Events (SSE). +// Returns a channel containing BifrostResponse objects representing the stream or an error if the request fails. +func (provider *CohereProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + // Prepare request body using shared function + requestBody, err := prepareCohereChatRequest(messages, params, model, true) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "failed to prepare Cohere chat request", + Error: err, + }, + } + } + + jsonBody, err := json.Marshal(requestBody) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderJSONMarshaling, + Error: err, + }, + } + } + + // Create HTTP request for streaming + req, err := http.NewRequestWithContext(ctx, "POST", provider.networkConfig.BaseURL+"/v1/chat", strings.NewReader(string(jsonBody))) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "failed to create HTTP request", + Error: err, + }, + } + } + + // Set headers + req.Header.Set("Content-Type", "application/json") + req.Header.Set("Authorization", "Bearer "+key) + req.Header.Set("Accept", "text/event-stream") + req.Header.Set("Cache-Control", "no-cache") + + // Set any extra headers from network config + setExtraHeadersHTTP(req, provider.networkConfig.ExtraHeaders, nil) + + // Make the request + resp, err := provider.streamClient.Do(req) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderRequest, + Error: err, + }, + } + } + + // Check for HTTP errors + if resp.StatusCode != http.StatusOK { + resp.Body.Close() + return nil, &schemas.BifrostError{ + IsBifrostError: false, + StatusCode: &resp.StatusCode, + Error: schemas.ErrorField{ + Message: fmt.Sprintf("HTTP error from Cohere: %d", resp.StatusCode), + }, + } + } + + // Create response channel + responseChan := make(chan *schemas.BifrostStream, schemas.DefaultStreamBufferSize) + + // Start streaming in a goroutine + go func() { + defer close(responseChan) + defer resp.Body.Close() + + scanner := bufio.NewScanner(resp.Body) + var responseID string + + for scanner.Scan() { + line := scanner.Text() + + // Skip empty lines and comments + if line == "" || strings.HasPrefix(line, ":") { + continue + } + + // Parse SSE data + if strings.HasPrefix(line, "data: ") { + jsonData := strings.TrimPrefix(line, "data: ") + + // Parse the streaming event + var streamEvent map[string]interface{} + if err := json.Unmarshal([]byte(jsonData), &streamEvent); err != nil { + provider.logger.Warn(fmt.Sprintf("Failed to parse Cohere stream event: %v", err)) + continue + } + + eventType, exists := streamEvent["event_type"].(string) + if !exists { + continue + } + + switch eventType { + case "stream-start": + var startEvent CohereStreamStartEvent + if err := json.Unmarshal([]byte(jsonData), &startEvent); err != nil { + provider.logger.Warn(fmt.Sprintf("Failed to parse Cohere stream-start event: %v", err)) + continue + } + + responseID = startEvent.GenerationID + + // Send empty message to signal stream start + streamResponse := &schemas.BifrostResponse{ + ID: responseID, + Object: "chat.completion.chunk", + Model: model, + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Role: StrPtr(string(schemas.ModelChatMessageRoleAssistant)), + }, + }, + }, + }, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Cohere, + }, + } + + if params != nil { + streamResponse.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, streamResponse, responseChan) + + case "text-generation": + var textEvent CohereStreamTextEvent + if err := json.Unmarshal([]byte(jsonData), &textEvent); err != nil { + provider.logger.Warn(fmt.Sprintf("Failed to parse Cohere text-generation event: %v", err)) + continue + } + + // Create response for this text chunk + response := &schemas.BifrostResponse{ + ID: responseID, + Object: "chat.completion.chunk", + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Content: &textEvent.Text, + }, + }, + FinishReason: nil, // Not finished yet + }, + }, + Model: model, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Cohere, + }, + } + + if params != nil { + response.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, response, responseChan) + + case "tool-calls-chunk": + var toolEvent CohereStreamToolCallEvent + if err := json.Unmarshal([]byte(jsonData), &toolEvent); err != nil { + provider.logger.Warn(fmt.Sprintf("Failed to parse Cohere tool-use event: %v", err)) + continue + } + + toolCall := schemas.ToolCall{ + ID: &toolEvent.ToolCall.ID, + Function: schemas.FunctionCall{ + Name: &toolEvent.ToolCall.ID, + Arguments: toolEvent.ToolCall.Parameters, + }, + } + + // Create response for tool calls + response := &schemas.BifrostResponse{ + ID: responseID, + Object: "chat.completion.chunk", + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + ToolCalls: []schemas.ToolCall{toolCall}, + Content: toolEvent.Text, + }, + }, + FinishReason: nil, + }, + }, + Model: model, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Cohere, + }, + } + + if params != nil { + response.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, response, responseChan) + + case "stream-end": + var stopEvent CohereStreamStopEvent + if err := json.Unmarshal([]byte(jsonData), &stopEvent); err != nil { + provider.logger.Warn(fmt.Sprintf("Failed to parse Cohere stream-end event: %v", err)) + continue + } + + // Convert tool calls from the final response + var toolCalls []schemas.ToolCall + for _, toolCall := range stopEvent.Response.ToolCalls { + function := schemas.FunctionCall{ + Name: &toolCall.Name, + } + + args, err := json.Marshal(toolCall.Parameters) + if err != nil { + function.Arguments = fmt.Sprintf("%v", toolCall.Parameters) + } else { + function.Arguments = string(args) + } + + toolCalls = append(toolCalls, schemas.ToolCall{ + Function: function, + }) + } + + // Send final response with complete content from the stopEvent + response := &schemas.BifrostResponse{ + ID: responseID, + Object: "chat.completion.chunk", + Choices: []schemas.BifrostResponseChoice{ + { + Index: 0, + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{ + Role: StrPtr(string(schemas.ModelChatMessageRoleAssistant)), + Content: &stopEvent.Response.Text, + ToolCalls: toolCalls, + }, + }, + FinishReason: &stopEvent.Response.FinishReason, + }, + }, + Model: model, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Cohere, + }, + } + + if params != nil { + response.ExtraFields.Params = *params + } + + // Use utility function to process and send response + ProcessAndSendResponse(ctx, postHookRunner, response, responseChan) + + return // End of stream + + default: + // Unknown event type, log and continue + provider.logger.Debug(fmt.Sprintf("Unknown Cohere stream event type: %s", eventType)) + } + } + } + + if err := scanner.Err(); err != nil { + provider.logger.Warn(fmt.Sprintf("Error reading Cohere stream: %v", err)) + } + }() + + return responseChan, nil +} diff --git a/core/providers/groq.go b/core/providers/groq.go new file mode 100644 index 0000000000..04a28a6e85 --- /dev/null +++ b/core/providers/groq.go @@ -0,0 +1,237 @@ +// Package providers implements various LLM providers and their utility functions. +// This file contains the Groq provider implementation. +package providers + +import ( + "context" + "fmt" + "net/http" + "strings" + "sync" + "time" + + "github.com/goccy/go-json" + + schemas "github.com/maximhq/bifrost/core/schemas" + "github.com/valyala/fasthttp" +) + +// GroqResponse represents the response structure from the Groq API. +type GroqResponse struct { + ID string `json:"id"` + Object string `json:"object"` + Choices []schemas.BifrostResponseChoice `json:"choices"` + Model string `json:"model"` + Created int `json:"created"` + Usage schemas.LLMUsage `json:"usage"` +} + +// groqResponsePool provides a pool for Groq response objects. +var groqResponsePool = sync.Pool{ + New: func() interface{} { + return &GroqResponse{} + }, +} + +// acquireGroqResponse gets a Groq response from the pool and resets it. +func acquireGroqResponse() *GroqResponse { + resp := groqResponsePool.Get().(*GroqResponse) + *resp = GroqResponse{} // Reset the struct + return resp +} + +// releaseGroqResponse returns a Groq response to the pool. +func releaseGroqResponse(resp *GroqResponse) { + if resp != nil { + groqResponsePool.Put(resp) + } +} + +// GroqProvider implements the Provider interface for Groq's API. +type GroqProvider struct { + logger schemas.Logger // Logger for provider operations + client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests + networkConfig schemas.NetworkConfig // Network configuration including extra headers +} + +// NewGroqProvider creates a new Groq provider instance. +// It initializes the HTTP client with the provided configuration and sets up response pools. +// The client is configured with timeouts, concurrency limits, and optional proxy settings. +func NewGroqProvider(config *schemas.ProviderConfig, logger schemas.Logger) (*GroqProvider, error) { + config.CheckAndSetDefaults() + + client := &fasthttp.Client{ + ReadTimeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + WriteTimeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + MaxConnsPerHost: config.ConcurrencyAndBufferSize.BufferSize, + } + + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + + // Pre-warm response pools + for range config.ConcurrencyAndBufferSize.Concurrency { + groqResponsePool.Put(&GroqResponse{}) + } + + // Configure proxy if provided + client = configureProxy(client, config.ProxyConfig, logger) + + // Set default BaseURL if not provided + if config.NetworkConfig.BaseURL == "" { + config.NetworkConfig.BaseURL = "https://api.groq.com/openai" + } + config.NetworkConfig.BaseURL = strings.TrimRight(config.NetworkConfig.BaseURL, "/") + + return &GroqProvider{ + logger: logger, + client: client, + streamClient: streamClient, + networkConfig: config.NetworkConfig, + }, nil +} + +// GetProviderKey returns the provider identifier for Groq. +func (provider *GroqProvider) GetProviderKey() schemas.ModelProvider { + return schemas.Groq +} + +// TextCompletion is not supported by the Groq provider. +func (provider *GroqProvider) TextCompletion(ctx context.Context, model, key, text string, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { + return nil, newUnsupportedOperationError("text completion", "groq") +} + +// ChatCompletion performs a chat completion request to the Groq API. +func (provider *GroqProvider) ChatCompletion(ctx context.Context, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + }, preparedParams) + + jsonBody, err := json.Marshal(requestBody) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderJSONMarshaling, + Error: err, + }, + } + } + + // Create request + req := fasthttp.AcquireRequest() + resp := fasthttp.AcquireResponse() + defer fasthttp.ReleaseRequest(req) + defer fasthttp.ReleaseResponse(resp) + + // Set any extra headers from network config + setExtraHeaders(req, provider.networkConfig.ExtraHeaders, nil) + + req.SetRequestURI(provider.networkConfig.BaseURL + "/v1/chat/completions") + req.Header.SetMethod("POST") + req.Header.SetContentType("application/json") + if key != "" { + req.Header.Set("Authorization", "Bearer "+key) + } + + req.SetBody(jsonBody) + + // Make request + bifrostErr := makeRequestWithContext(ctx, provider.client, req, resp) + if bifrostErr != nil { + return nil, bifrostErr + } + + // Handle error response + if resp.StatusCode() != fasthttp.StatusOK { + provider.logger.Debug(fmt.Sprintf("error from groq provider: %s", string(resp.Body()))) + + var errorResp map[string]interface{} + bifrostErr := handleProviderAPIError(resp, &errorResp) + bifrostErr.Error.Message = fmt.Sprintf("Groq error: %v", errorResp) + return nil, bifrostErr + } + + responseBody := resp.Body() + + // Pre-allocate response structs from pools + response := acquireGroqResponse() + defer releaseGroqResponse(response) + + // Use enhanced response handler with pre-allocated response + rawResponse, bifrostErr := handleProviderResponse(responseBody, response) + if bifrostErr != nil { + return nil, bifrostErr + } + + // Create final response + bifrostResponse := &schemas.BifrostResponse{ + ID: response.ID, + Object: response.Object, + Choices: response.Choices, + Model: response.Model, + Created: response.Created, + Usage: &response.Usage, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.Groq, + RawResponse: rawResponse, + }, + } + + if params != nil { + bifrostResponse.ExtraFields.Params = *params + } + + return bifrostResponse, nil +} + +// Embedding is not supported by the Groq provider. +func (provider *GroqProvider) Embedding(ctx context.Context, model string, key string, input *schemas.EmbeddingInput, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { + return nil, newUnsupportedOperationError("embedding", "groq") +} + +// ChatCompletionStream performs a streaming chat completion request to the Groq API. +// It supports real-time streaming of responses using Server-Sent Events (SSE). +// Uses Groq's OpenAI-compatible streaming format. +// Returns a channel containing BifrostResponse objects representing the stream or an error if the request fails. +func (provider *GroqProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + // Prepare Groq headers (Groq typically doesn't require authorization, but we include it if provided) + headers := map[string]string{ + "Content-Type": "application/json", + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Only add Authorization header if key is provided (Groq can run without auth) + if key != "" { + headers["Authorization"] = "Bearer " + key + } + + // Use shared OpenAI-compatible streaming logic + return handleOpenAIStreaming( + ctx, + provider.streamClient, + provider.networkConfig.BaseURL+"/v1/chat/completions", + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.Groq, + params, + postHookRunner, + provider.logger, + ) +} diff --git a/core/providers/mistral.go b/core/providers/mistral.go index 26b645ece5..27377ffe37 100644 --- a/core/providers/mistral.go +++ b/core/providers/mistral.go @@ -5,6 +5,7 @@ package providers import ( "context" "fmt" + "net/http" "strings" "sync" "time" @@ -64,6 +65,7 @@ func releaseMistralResponse(resp *MistralResponse) { type MistralProvider struct { logger schemas.Logger // Logger for provider operations client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests networkConfig schemas.NetworkConfig // Network configuration including extra headers } @@ -79,6 +81,11 @@ func NewMistralProvider(config *schemas.ProviderConfig, logger schemas.Logger) * MaxConnsPerHost: config.ConcurrencyAndBufferSize.Concurrency, } + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + // Pre-warm response pools for range config.ConcurrencyAndBufferSize.Concurrency { mistralResponsePool.Put(&MistralResponse{}) @@ -96,6 +103,7 @@ func NewMistralProvider(config *schemas.ProviderConfig, logger schemas.Logger) * return &MistralProvider{ logger: logger, client: client, + streamClient: streamClient, networkConfig: config.NetworkConfig, } } @@ -181,7 +189,7 @@ func (provider *MistralProvider) ChatCompletion(ctx context.Context, model, key Choices: response.Choices, Model: response.Model, Created: response.Created, - Usage: response.Usage, + Usage: &response.Usage, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.Mistral, RawResponse: rawResponse, @@ -226,7 +234,7 @@ func (provider *MistralProvider) Embedding(ctx context.Context, model string, ke // Map to Mistral's parameter name requestBody["output_dtype"] = *params.EncodingFormat } - + // Map dimensions to Mistral's parameter name if params.Dimensions != nil { requestBody["output_dimension"] = *params.Dimensions @@ -322,7 +330,7 @@ func (provider *MistralProvider) Embedding(ctx context.Context, model string, ke Object: mistralResp.Object, Embedding: embeddings, Model: mistralResp.Model, - Usage: mistralResp.Usage, + Usage: &mistralResp.Usage, SystemFingerprint: mistralResp.SystemFingerprint, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.Mistral, @@ -336,3 +344,39 @@ func (provider *MistralProvider) Embedding(ctx context.Context, model string, ke return bifrostResponse, nil } + +// ChatCompletionStream performs a streaming chat completion request to the Mistral API. +// It supports real-time streaming of responses using Server-Sent Events (SSE). +// Uses Mistral's OpenAI-compatible streaming format. +// Returns a channel containing BifrostResponse objects representing the stream or an error if the request fails. +func (provider *MistralProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + // Prepare Mistral headers + headers := map[string]string{ + "Content-Type": "application/json", + "Authorization": "Bearer " + key, + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Use shared OpenAI-compatible streaming logic + return handleOpenAIStreaming( + ctx, + provider.streamClient, + provider.networkConfig.BaseURL+"/v1/chat/completions", + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.Mistral, + params, + postHookRunner, + provider.logger, + ) +} diff --git a/core/providers/ollama.go b/core/providers/ollama.go index f00f764e6f..4412459df6 100644 --- a/core/providers/ollama.go +++ b/core/providers/ollama.go @@ -5,6 +5,7 @@ package providers import ( "context" "fmt" + "net/http" "strings" "sync" "time" @@ -50,6 +51,7 @@ func releaseOllamaResponse(resp *OllamaResponse) { type OllamaProvider struct { logger schemas.Logger // Logger for provider operations client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests networkConfig schemas.NetworkConfig // Network configuration including extra headers } @@ -65,6 +67,11 @@ func NewOllamaProvider(config *schemas.ProviderConfig, logger schemas.Logger) (* MaxConnsPerHost: config.ConcurrencyAndBufferSize.BufferSize, } + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + // Pre-warm response pools for range config.ConcurrencyAndBufferSize.Concurrency { ollamaResponsePool.Put(&OllamaResponse{}) @@ -83,6 +90,7 @@ func NewOllamaProvider(config *schemas.ProviderConfig, logger schemas.Logger) (* return &OllamaProvider{ logger: logger, client: client, + streamClient: streamClient, networkConfig: config.NetworkConfig, }, nil } @@ -170,7 +178,7 @@ func (provider *OllamaProvider) ChatCompletion(ctx context.Context, model, key s Choices: response.Choices, Model: response.Model, Created: response.Created, - Usage: response.Usage, + Usage: &response.Usage, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.Ollama, RawResponse: rawResponse, @@ -188,3 +196,43 @@ func (provider *OllamaProvider) ChatCompletion(ctx context.Context, model, key s func (provider *OllamaProvider) Embedding(ctx context.Context, model string, key string, input *schemas.EmbeddingInput, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { return nil, newUnsupportedOperationError("embedding", "ollama") } + +// ChatCompletionStream performs a streaming chat completion request to the Ollama API. +// It supports real-time streaming of responses using Server-Sent Events (SSE). +// Uses Ollama's OpenAI-compatible streaming format. +// Returns a channel containing BifrostResponse objects representing the stream or an error if the request fails. +func (provider *OllamaProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + // Prepare Ollama headers (Ollama typically doesn't require authorization, but we include it if provided) + headers := map[string]string{ + "Content-Type": "application/json", + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Only add Authorization header if key is provided (Ollama can run without auth) + if key != "" { + headers["Authorization"] = "Bearer " + key + } + + // Use shared OpenAI-compatible streaming logic + return handleOpenAIStreaming( + ctx, + provider.streamClient, + provider.networkConfig.BaseURL+"/v1/chat/completions", + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.Ollama, + params, + postHookRunner, + provider.logger, + ) +} diff --git a/core/providers/openai.go b/core/providers/openai.go index 9577d8c72f..91451aec3f 100644 --- a/core/providers/openai.go +++ b/core/providers/openai.go @@ -3,11 +3,13 @@ package providers import ( + "bufio" "context" "encoding/base64" "encoding/binary" "fmt" "math" + "net/http" "strings" "sync" "time" @@ -75,6 +77,7 @@ func releaseOpenAIResponse(resp *OpenAIResponse) { type OpenAIProvider struct { logger schemas.Logger // Logger for provider operations client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests networkConfig schemas.NetworkConfig // Network configuration including extra headers } @@ -90,6 +93,11 @@ func NewOpenAIProvider(config *schemas.ProviderConfig, logger schemas.Logger) *O MaxConnsPerHost: config.ConcurrencyAndBufferSize.Concurrency, } + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + // Pre-warm response pools for range config.ConcurrencyAndBufferSize.Concurrency { openAIResponsePool.Put(&OpenAIResponse{}) @@ -107,6 +115,7 @@ func NewOpenAIProvider(config *schemas.ProviderConfig, logger schemas.Logger) *O return &OpenAIProvider{ logger: logger, client: client, + streamClient: streamClient, networkConfig: config.NetworkConfig, } } @@ -209,7 +218,7 @@ func (provider *OpenAIProvider) ChatCompletion(ctx context.Context, model, key s Created: response.Created, ServiceTier: response.ServiceTier, SystemFingerprint: response.SystemFingerprint, - Usage: response.Usage, + Usage: &response.Usage, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.OpenAI, RawResponse: rawResponse, @@ -378,7 +387,7 @@ func (provider *OpenAIProvider) Embedding(ctx context.Context, model string, key Object: response.Object, Model: response.Model, Created: response.Created, - Usage: response.Usage, + Usage: &response.Usage, ServiceTier: response.ServiceTier, SystemFingerprint: response.SystemFingerprint, ExtraFields: schemas.BifrostResponseExtraFields{ @@ -456,3 +465,269 @@ func (provider *OpenAIProvider) Embedding(ctx context.Context, model string, key return bifrostResponse, nil } + +func (provider *OpenAIProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + // Prepare OpenAI headers + headers := map[string]string{ + "Content-Type": "application/json", + "Authorization": "Bearer " + key, + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Use shared streaming logic + return handleOpenAIStreaming( + ctx, + provider.streamClient, + provider.networkConfig.BaseURL+"/v1/chat/completions", + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.OpenAI, + params, + postHookRunner, + provider.logger, + ) +} + +// performOpenAICompatibleStreaming handles streaming for OpenAI-compatible APIs (OpenAI, Azure). +// This shared function reduces code duplication between providers that use the same SSE format. +func handleOpenAIStreaming( + ctx context.Context, + httpClient *http.Client, + url string, + requestBody map[string]interface{}, + headers map[string]string, + extraHeaders map[string]string, + providerType schemas.ModelProvider, + params *schemas.ModelParameters, + postHookRunner schemas.PostHookRunner, + logger schemas.Logger, +) (chan *schemas.BifrostStream, *schemas.BifrostError) { + + jsonBody, err := json.Marshal(requestBody) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderJSONMarshaling, + Error: err, + }, + } + } + + // Create HTTP request for streaming + req, err := http.NewRequestWithContext(ctx, "POST", url, strings.NewReader(string(jsonBody))) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "failed to create HTTP request", + Error: err, + }, + } + } + + // Set headers + for key, value := range headers { + req.Header.Set(key, value) + } + + // Set any extra headers from network config + setExtraHeadersHTTP(req, extraHeaders, nil) + + // Make the request + resp, err := httpClient.Do(req) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderRequest, + Error: err, + }, + } + } + + // Check for HTTP errors + if resp.StatusCode != http.StatusOK { + resp.Body.Close() + return nil, &schemas.BifrostError{ + IsBifrostError: false, + StatusCode: &resp.StatusCode, + Error: schemas.ErrorField{ + Message: fmt.Sprintf("HTTP error from %s: %d", providerType, resp.StatusCode), + }, + } + } + + // Create response channel + responseChan := make(chan *schemas.BifrostStream, schemas.DefaultStreamBufferSize) + + // Start streaming in a goroutine + go func() { + defer close(responseChan) + defer resp.Body.Close() + + scanner := bufio.NewScanner(resp.Body) + + for scanner.Scan() { + line := scanner.Text() + + // Skip empty lines and comments + if line == "" || strings.HasPrefix(line, ":") { + continue + } + + // Check for end of stream + if line == "data: [DONE]" { + break + } + + var jsonData string + var isDataLine bool + + // Parse SSE data + if strings.HasPrefix(line, "data: ") { + jsonData = strings.TrimPrefix(line, "data: ") + isDataLine = true + } else { + // Handle raw JSON errors (without "data: " prefix) + jsonData = line + isDataLine = false + } + + // Skip empty data + if strings.TrimSpace(jsonData) == "" { + continue + } + + // First, check if this is an error response + var errorCheck map[string]interface{} + if err := json.Unmarshal([]byte(jsonData), &errorCheck); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse stream data as JSON: %v", err)) + continue + } + + // Handle error responses + if _, hasError := errorCheck["error"]; hasError { + var openAIError OpenAIError + if err := json.Unmarshal([]byte(jsonData), &openAIError); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse error response: %v", err)) + continue + } + + // Send error through channel + errorResponse := &schemas.BifrostStream{ + BifrostError: &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Type: &openAIError.Error.Type, + Code: &openAIError.Error.Code, + Message: openAIError.Error.Message, + Param: openAIError.Error.Param, + }, + }, + } + + if openAIError.EventID != "" { + errorResponse.BifrostError.EventID = &openAIError.EventID + } + if openAIError.Error.EventID != "" { + errorResponse.BifrostError.Error.EventID = &openAIError.Error.EventID + } + + select { + case responseChan <- errorResponse: + case <-ctx.Done(): + } + return // Stop processing on error + } + + // Only process as regular response if it's a proper data line + if !isDataLine { + logger.Warn(fmt.Sprintf("Received non-data line that's not an error: %s", line)) + continue + } + + // Parse into bifrost response + var response schemas.BifrostResponse + if err := json.Unmarshal([]byte(jsonData), &response); err != nil { + logger.Warn(fmt.Sprintf("Failed to parse stream response: %v", err)) + continue + } + + // Handle usage-only chunks (when stream_options include_usage is true) + if len(response.Choices) == 0 && response.Usage != nil { + // This is a usage information chunk at the end of stream + if params != nil { + response.ExtraFields.Params = *params + } + response.ExtraFields.Provider = providerType + + ProcessAndSendResponse(ctx, postHookRunner, &response, responseChan) + continue + } + + // Skip empty responses or responses without choices + if len(response.Choices) == 0 { + continue + } + + // Handle finish reason in the final chunk + choice := response.Choices[0] + if choice.FinishReason != nil && *choice.FinishReason != "" { + // This is the final chunk with finish reason + if params != nil { + response.ExtraFields.Params = *params + } + response.ExtraFields.Provider = providerType + + ProcessAndSendResponse(ctx, postHookRunner, &response, responseChan) + + // End stream processing after finish reason + break + } + + // Handle regular content chunks + if choice.Delta.Content != nil || len(choice.Delta.ToolCalls) > 0 { + if params != nil { + response.ExtraFields.Params = *params + } + response.ExtraFields.Provider = providerType + + ProcessAndSendResponse(ctx, postHookRunner, &response, responseChan) + } + } + + // Handle scanner errors + if err := scanner.Err(); err != nil { + logger.Warn(fmt.Sprintf("Error reading stream: %v", err)) + + // Send scanner error through channel + errorResponse := &schemas.BifrostStream{ + BifrostError: &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: "Error reading stream", + Error: err, + }, + }, + } + + select { + case responseChan <- errorResponse: + case <-ctx.Done(): + } + } + }() + + return responseChan, nil +} diff --git a/core/providers/sgl.go b/core/providers/sgl.go new file mode 100644 index 0000000000..74479cce8a --- /dev/null +++ b/core/providers/sgl.go @@ -0,0 +1,238 @@ +// Package providers implements various LLM providers and their utility functions. +// This file contains the SGL provider implementation. +package providers + +import ( + "context" + "fmt" + "net/http" + "strings" + "sync" + "time" + + "github.com/goccy/go-json" + + schemas "github.com/maximhq/bifrost/core/schemas" + "github.com/valyala/fasthttp" +) + +// SGLResponse represents the response structure from the SGL API. +type SGLResponse struct { + ID string `json:"id"` + Object string `json:"object"` + Choices []schemas.BifrostResponseChoice `json:"choices"` + Model string `json:"model"` + Created int `json:"created"` + Usage schemas.LLMUsage `json:"usage"` +} + +// sglResponsePool provides a pool for SGL response objects. +var sglResponsePool = sync.Pool{ + New: func() interface{} { + return &SGLResponse{} + }, +} + +// acquireSGLResponse gets a SGL response from the pool and resets it. +func acquireSGLResponse() *SGLResponse { + resp := sglResponsePool.Get().(*SGLResponse) + *resp = SGLResponse{} // Reset the struct + return resp +} + +// releaseSGLResponse returns a SGL response to the pool. +func releaseSGLResponse(resp *SGLResponse) { + if resp != nil { + sglResponsePool.Put(resp) + } +} + +// SGLProvider implements the Provider interface for SGL's API. +type SGLProvider struct { + logger schemas.Logger // Logger for provider operations + client *fasthttp.Client // HTTP client for API requests + streamClient *http.Client // HTTP client for streaming requests + networkConfig schemas.NetworkConfig // Network configuration including extra headers +} + +// NewSGLProvider creates a new SGL provider instance. +// It initializes the HTTP client with the provided configuration and sets up response pools. +// The client is configured with timeouts, concurrency limits, and optional proxy settings. +func NewSGLProvider(config *schemas.ProviderConfig, logger schemas.Logger) (*SGLProvider, error) { + config.CheckAndSetDefaults() + + client := &fasthttp.Client{ + ReadTimeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + WriteTimeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + MaxConnsPerHost: config.ConcurrencyAndBufferSize.BufferSize, + } + + // Initialize streaming HTTP client + streamClient := &http.Client{ + Timeout: time.Second * time.Duration(config.NetworkConfig.DefaultRequestTimeoutInSeconds), + } + + // Pre-warm response pools + for range config.ConcurrencyAndBufferSize.Concurrency { + sglResponsePool.Put(&SGLResponse{}) + } + + // Configure proxy if provided + client = configureProxy(client, config.ProxyConfig, logger) + + config.NetworkConfig.BaseURL = strings.TrimRight(config.NetworkConfig.BaseURL, "/") + + // BaseURL is required for SGLang + if config.NetworkConfig.BaseURL == "" { + return nil, fmt.Errorf("base_url is required for sgl provider") + } + + return &SGLProvider{ + logger: logger, + client: client, + streamClient: streamClient, + networkConfig: config.NetworkConfig, + }, nil +} + +// GetProviderKey returns the provider identifier for SGL. +func (provider *SGLProvider) GetProviderKey() schemas.ModelProvider { + return schemas.SGL +} + +// TextCompletion is not supported by the SGL provider. +func (provider *SGLProvider) TextCompletion(ctx context.Context, model, key, text string, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { + return nil, newUnsupportedOperationError("text completion", "sgl") +} + +// ChatCompletion performs a chat completion request to the SGL API. +func (provider *SGLProvider) ChatCompletion(ctx context.Context, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + }, preparedParams) + + jsonBody, err := json.Marshal(requestBody) + if err != nil { + return nil, &schemas.BifrostError{ + IsBifrostError: true, + Error: schemas.ErrorField{ + Message: schemas.ErrProviderJSONMarshaling, + Error: err, + }, + } + } + + // Create request + req := fasthttp.AcquireRequest() + resp := fasthttp.AcquireResponse() + defer fasthttp.ReleaseRequest(req) + defer fasthttp.ReleaseResponse(resp) + + // Set any extra headers from network config + setExtraHeaders(req, provider.networkConfig.ExtraHeaders, nil) + + req.SetRequestURI(provider.networkConfig.BaseURL + "/v1/chat/completions") + req.Header.SetMethod("POST") + req.Header.SetContentType("application/json") + if key != "" { + req.Header.Set("Authorization", "Bearer "+key) + } + + req.SetBody(jsonBody) + + // Make request + bifrostErr := makeRequestWithContext(ctx, provider.client, req, resp) + if bifrostErr != nil { + return nil, bifrostErr + } + + // Handle error response + if resp.StatusCode() != fasthttp.StatusOK { + provider.logger.Debug(fmt.Sprintf("error from sgl provider: %s", string(resp.Body()))) + + var errorResp map[string]interface{} + bifrostErr := handleProviderAPIError(resp, &errorResp) + bifrostErr.Error.Message = fmt.Sprintf("SGL error: %v", errorResp) + return nil, bifrostErr + } + + responseBody := resp.Body() + + // Pre-allocate response structs from pools + response := acquireSGLResponse() + defer releaseSGLResponse(response) + + // Use enhanced response handler with pre-allocated response + rawResponse, bifrostErr := handleProviderResponse(responseBody, response) + if bifrostErr != nil { + return nil, bifrostErr + } + + // Create final response + bifrostResponse := &schemas.BifrostResponse{ + ID: response.ID, + Object: response.Object, + Choices: response.Choices, + Model: response.Model, + Created: response.Created, + Usage: &response.Usage, + ExtraFields: schemas.BifrostResponseExtraFields{ + Provider: schemas.SGL, + RawResponse: rawResponse, + }, + } + + if params != nil { + bifrostResponse.ExtraFields.Params = *params + } + + return bifrostResponse, nil +} + +// Embedding is not supported by the SGL provider. +func (provider *SGLProvider) Embedding(ctx context.Context, model string, key string, input *schemas.EmbeddingInput, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { + return nil, newUnsupportedOperationError("embedding", "sgl") +} + +// ChatCompletionStream performs a streaming chat completion request to the SGL API. +// It supports real-time streaming of responses using Server-Sent Events (SSE). +// Uses SGL's OpenAI-compatible streaming format. +// Returns a channel containing BifrostResponse objects representing the stream or an error if the request fails. +func (provider *SGLProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + // Prepare SGL headers (SGL typically doesn't require authorization, but we include it if provided) + headers := map[string]string{ + "Content-Type": "application/json", + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Only add Authorization header if key is provided (SGL can run without auth) + if key != "" { + headers["Authorization"] = "Bearer " + key + } + + // Use shared OpenAI-compatible streaming logic + return handleOpenAIStreaming( + ctx, + provider.streamClient, + provider.networkConfig.BaseURL+"/v1/chat/completions", + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.SGL, + params, + postHookRunner, + provider.logger, + ) +} diff --git a/core/providers/utils.go b/core/providers/utils.go index 9899755f60..856233139b 100644 --- a/core/providers/utils.go +++ b/core/providers/utils.go @@ -560,7 +560,7 @@ func newUnsupportedOperationError(operation string, providerName string) *schema // - Short texts // - Different languages and tokenization methods // - Various model-specific tokenizers -// +// // The actual token count may vary significantly based on tokenization method, // language, and text structure. Consider omitting token metrics when precise // counts are unavailable to avoid misleading usage information. @@ -575,3 +575,39 @@ func approximateTokenCount(texts []string) int { } return totalInputTokens } + +// processAndSendResponse handles post-hook processing and sends the response to the channel. +// This utility reduces code duplication across streaming implementations by encapsulating +// the common pattern of running post hooks, handling errors, and sending responses with +// proper context cancellation handling. +func ProcessAndSendResponse( + ctx context.Context, + postHookRunner schemas.PostHookRunner, + response *schemas.BifrostResponse, + responseChan chan *schemas.BifrostStream, +) { + // Run post hooks on the response + processedResponse, bifrostErr := postHookRunner(&ctx, response, nil) + if bifrostErr != nil { + // Send error response and close channel + errorResponse := &schemas.BifrostStream{ + BifrostError: bifrostErr, + } + + // Try to send error response before closing + select { + case responseChan <- errorResponse: + case <-ctx.Done(): + } + return + } + + // Send the response + select { + case responseChan <- &schemas.BifrostStream{ + BifrostResponse: processedResponse, + }: + case <-ctx.Done(): + return + } +} diff --git a/core/providers/vertex.go b/core/providers/vertex.go index c739f00c38..71c5c937cc 100644 --- a/core/providers/vertex.go +++ b/core/providers/vertex.go @@ -288,7 +288,7 @@ func (provider *VertexProvider) ChatCompletion(ctx context.Context, model, key s Created: response.Created, ServiceTier: response.ServiceTier, SystemFingerprint: response.SystemFingerprint, - Usage: response.Usage, + Usage: &response.Usage, ExtraFields: schemas.BifrostResponseExtraFields{ Provider: schemas.Vertex, RawResponse: rawResponse, @@ -307,3 +307,102 @@ func (provider *VertexProvider) ChatCompletion(ctx context.Context, model, key s func (provider *VertexProvider) Embedding(ctx context.Context, model string, key string, input *schemas.EmbeddingInput, params *schemas.ModelParameters) (*schemas.BifrostResponse, *schemas.BifrostError) { return nil, newUnsupportedOperationError("embedding", "vertex") } + +// ChatCompletionStream performs a streaming chat completion request to the Vertex API. +// It supports both OpenAI-style streaming (for non-Claude models) and Anthropic-style streaming (for Claude models). +// Returns a channel of BifrostResponse objects for streaming results or an error if the request fails. +func (provider *VertexProvider) ChatCompletionStream(ctx context.Context, postHookRunner schemas.PostHookRunner, model, key string, messages []schemas.BifrostMessage, params *schemas.ModelParameters) (chan *schemas.BifrostStream, *schemas.BifrostError) { + projectID := provider.meta.GetProjectID() + if projectID == nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: "project ID is not set", + }, + } + } + + region := provider.meta.GetRegion() + if region == nil { + return nil, &schemas.BifrostError{ + IsBifrostError: false, + Error: schemas.ErrorField{ + Message: "region is not set in meta config", + }, + } + } + + if strings.Contains(model, "claude") { + // Use Anthropic-style streaming for Claude models + formattedMessages, preparedParams := prepareAnthropicChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + if _, exists := requestBody["anthropic_version"]; !exists { + requestBody["anthropic_version"] = "vertex-2023-10-16" + } + + delete(requestBody, "model") + delete(requestBody, "region") + + url := fmt.Sprintf("https://%s-aiplatform.googleapis.com/v1/projects/%s/locations/%s/publishers/anthropic/models/%s:streamRawPredict", *region, *projectID, *region, model) + + // Prepare headers for Vertex Anthropic + headers := map[string]string{ + "Content-Type": "application/json", + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Use shared Anthropic streaming logic + return handleAnthropicStreaming( + ctx, + provider.client, + url, + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.Vertex, + params, + postHookRunner, + provider.logger, + ) + } else { + // Use OpenAI-style streaming for non-Claude models + formattedMessages, preparedParams := prepareOpenAIChatRequest(messages, params) + + requestBody := mergeConfig(map[string]interface{}{ + "model": model, + "messages": formattedMessages, + "stream": true, + }, preparedParams) + + delete(requestBody, "region") + + url := fmt.Sprintf("https://%s-aiplatform.googleapis.com/v1beta1/projects/%s/locations/%s/endpoints/openapi/chat/completions", *region, *projectID, *region) + + // Prepare headers for Vertex OpenAI-compatible + headers := map[string]string{ + "Content-Type": "application/json", + "Accept": "text/event-stream", + "Cache-Control": "no-cache", + } + + // Use shared OpenAI streaming logic + return handleOpenAIStreaming( + ctx, + provider.client, + url, + requestBody, + headers, + provider.networkConfig.ExtraHeaders, + schemas.Vertex, + params, + postHookRunner, + provider.logger, + ) + } +} diff --git a/core/schemas/bifrost.go b/core/schemas/bifrost.go index 33d12afde4..c75e039dbc 100644 --- a/core/schemas/bifrost.go +++ b/core/schemas/bifrost.go @@ -45,6 +45,8 @@ const ( Vertex ModelProvider = "vertex" Mistral ModelProvider = "mistral" Ollama ModelProvider = "ollama" + Groq ModelProvider = "groq" + SGL ModelProvider = "sgl" ) //* Request Structs @@ -87,8 +89,8 @@ type Fallback struct { // your request to the model. Bifrost follows a standard set of parameters which // mapped to the provider's parameters. type ModelParameters struct { - ToolChoice *ToolChoice `json:"tool_choice,omitempty"` - Tools *[]Tool `json:"tools,omitempty"` + ToolChoice *ToolChoice `json:"tool_choice,omitempty"` // Whether to call a tool + Tools *[]Tool `json:"tools,omitempty"` // Tools to use Temperature *float64 `json:"temperature,omitempty"` // Controls randomness in the output TopP *float64 `json:"top_p,omitempty"` // Controls diversity via nucleus sampling TopK *int `json:"top_k,omitempty"` // Controls diversity via top-k sampling @@ -300,13 +302,13 @@ type BifrostResponse struct { ID string `json:"id,omitempty"` Object string `json:"object,omitempty"` // text.completion, chat.completion, or embedding Choices []BifrostResponseChoice `json:"choices,omitempty"` + Embedding [][]float32 `json:"data,omitempty"` // Maps to "data" field in provider responses (e.g., OpenAI embedding format) Model string `json:"model,omitempty"` Created int `json:"created,omitempty"` // The Unix timestamp (in seconds). ServiceTier *string `json:"service_tier,omitempty"` SystemFingerprint *string `json:"system_fingerprint,omitempty"` - Usage LLMUsage `json:"usage,omitempty"` + Usage *LLMUsage `json:"usage,omitempty"` ExtraFields BifrostResponseExtraFields `json:"extra_fields"` - Embedding [][]float32 `json:"data,omitempty"` // Maps to "data" field in provider responses (e.g., OpenAI embedding format) } // LLMUsage represents token usage information @@ -401,13 +403,37 @@ type Annotation struct { Citation Citation `json:"url_citation"` } -// BifrostResponseChoice represents a choice in the completion result +// BifrostResponseChoice represents a choice in the completion result. +// This struct can represent either a streaming or non-streaming response choice. +// IMPORTANT: Only one of BifrostNonStreamResponseChoice or BifrostStreamResponseChoice +// should be non-nil at a time. type BifrostResponseChoice struct { - Index int `json:"index"` - Message BifrostMessage `json:"message"` - FinishReason *string `json:"finish_reason,omitempty"` - StopString *string `json:"stop,omitempty"` - LogProbs *LogProbs `json:"log_probs,omitempty"` + Index int `json:"index"` + FinishReason *string `json:"finish_reason,omitempty"` + + *BifrostNonStreamResponseChoice + *BifrostStreamResponseChoice +} + +// BifrostNonStreamResponseChoice represents a choice in the non-stream response +type BifrostNonStreamResponseChoice struct { + Message BifrostMessage `json:"message"` + StopString *string `json:"stop,omitempty"` + LogProbs *LogProbs `json:"log_probs,omitempty"` +} + +// BifrostStreamResponseChoice represents a choice in the stream response +type BifrostStreamResponseChoice struct { + Delta BifrostStreamDelta `json:"delta"` // Partial message info +} + +// BifrostStreamDelta represents a delta in the stream response +type BifrostStreamDelta struct { + Role *string `json:"role,omitempty"` // Only in the first chunk + Content *string `json:"content,omitempty"` // May be empty string or null + Thought *string `json:"thought,omitempty"` // May be empty string or null + Refusal *string `json:"refusal,omitempty"` // Refusal content if any + ToolCalls []ToolCall `json:"tool_calls,omitempty"` // If tool calls used (supports incremental updates) } // BifrostResponseExtraFields contains additional fields in a response. @@ -424,6 +450,11 @@ const ( RequestCancelled = "request_cancelled" ) +type BifrostStream struct { + *BifrostResponse + *BifrostError +} + // BifrostError represents an error from the Bifrost system. // // PLUGIN DEVELOPERS: When creating BifrostError in PreHook or PostHook, you can set AllowFallbacks: diff --git a/core/schemas/provider.go b/core/schemas/provider.go index 53fcc3bba5..8b13b3c259 100644 --- a/core/schemas/provider.go +++ b/core/schemas/provider.go @@ -14,6 +14,7 @@ const ( DefaultRequestTimeoutInSeconds = 30 DefaultBufferSize = 100 DefaultConcurrency = 10 + DefaultStreamBufferSize = 100 ) // Pre-defined errors for provider operations @@ -150,6 +151,8 @@ func (config *ProviderConfig) CheckAndSetDefaults() { } } +type PostHookRunner func(ctx *context.Context, result *BifrostResponse, err *BifrostError) (*BifrostResponse, *BifrostError) + // Provider defines the interface for AI model providers. type Provider interface { // GetProviderKey returns the provider's identifier @@ -158,6 +161,8 @@ type Provider interface { TextCompletion(ctx context.Context, model, key, text string, params *ModelParameters) (*BifrostResponse, *BifrostError) // ChatCompletion performs a chat completion request ChatCompletion(ctx context.Context, model, key string, messages []BifrostMessage, params *ModelParameters) (*BifrostResponse, *BifrostError) + // ChatCompletionStream performs a chat completion stream request + ChatCompletionStream(ctx context.Context, postHookRunner PostHookRunner, model, key string, messages []BifrostMessage, params *ModelParameters) (chan *BifrostStream, *BifrostError) // Embedding performs an embedding request Embedding(ctx context.Context, model string, key string, input *EmbeddingInput, params *ModelParameters) (*BifrostResponse, *BifrostError) } diff --git a/core/utils.go b/core/utils.go index 6e649b12bf..8aa329d5c5 100644 --- a/core/utils.go +++ b/core/utils.go @@ -14,7 +14,7 @@ func Ptr[T any](v T) *T { // providerRequiresKey returns true if the given provider requires an API key for authentication. // Some providers like Vertex and Ollama are keyless and don't require API keys. func providerRequiresKey(providerKey schemas.ModelProvider) bool { - return providerKey != schemas.Vertex && providerKey != schemas.Ollama + return providerKey != schemas.Vertex && providerKey != schemas.Ollama && providerKey != schemas.SGL } // calculateBackoff implements exponential backoff with jitter for retry attempts. @@ -66,3 +66,18 @@ func newBifrostErrorFromMsg(message string) *schemas.BifrostError { }, } } + +// newBifrostMessageChan creates a channel that sends a bifrost response. +// It is used to send a bifrost response to the client. +func newBifrostMessageChan(message *schemas.BifrostResponse) chan *schemas.BifrostStream { + ch := make(chan *schemas.BifrostStream) + + go func() { + defer close(ch) + ch <- &schemas.BifrostStream{ + BifrostResponse: message, + } + }() + + return ch +} diff --git a/docs/architecture/plugins.md b/docs/architecture/plugins.md index f692eef6d0..ac47268d88 100644 --- a/docs/architecture/plugins.md +++ b/docs/architecture/plugins.md @@ -190,6 +190,74 @@ sequenceDiagram Bifrost-->>Client: Cached Response ``` +#### **Streaming Response Flow** + +For streaming responses, the plugin pipeline executes post-hooks for every delta/chunk received from the provider: + +```mermaid +sequenceDiagram + participant Client + participant Bifrost + participant Plugin1 + participant Plugin2 + participant Provider + + Client->>Bifrost: Stream Request + Bifrost->>Plugin1: PreHook(request) + Plugin1-->>Bifrost: modified request + Bifrost->>Plugin2: PreHook(request) + Plugin2-->>Bifrost: modified request + Bifrost->>Provider: Stream API Call + + loop For Each Delta + Provider-->>Bifrost: stream delta + Bifrost->>Plugin2: PostHook(delta) + Plugin2-->>Bifrost: modified delta + Bifrost->>Plugin1: PostHook(delta) + Plugin1-->>Bifrost: modified delta + Bifrost-->>Client: Send Delta + end + + Provider-->>Bifrost: final chunk (finish reason) + Bifrost->>Plugin2: PostHook(final) + Plugin2-->>Bifrost: modified final + Bifrost->>Plugin1: PostHook(final) + Plugin1-->>Bifrost: modified final + Bifrost-->>Client: Final Chunk +``` + +**Streaming Execution Characteristics:** + +1. **Delta Processing:** + - Each stream delta (chunk) goes through all post-hooks + - Plugins can modify/transform each delta before it reaches the client + - Deltas can contain: text content, tool calls, role changes, or usage info + +2. **Special Delta Types:** + - **Start Event:** Initial delta with role information + - **Content Delta:** Regular text or tool call content + - **Usage Update:** Token usage statistics (if enabled) + - **Final Chunk:** Contains finish reason and any final metadata + +3. **Plugin Considerations:** + - Plugins must handle streaming responses efficiently + - Each delta should be processed quickly to maintain stream responsiveness + - Plugins can track state across deltas using context + - Heavy processing should be done asynchronously + +4. **Error Handling:** + - If a post-hook returns an error, it's sent as an error stream chunk + - Stream is terminated after error chunks + - Plugins can recover from errors by providing valid responses + +5. **Performance Optimization:** + - Lightweight delta processing to minimize latency + - Object pooling for common data structures + - Non-blocking operations for logging and metrics + - Efficient memory management for stream processing + +> **📖 Streaming Details:** [HTTP Transport →](../usage/http-transport/endpoints.md#streaming-responses) + **Short-Circuit Rules:** - **Provider Skipped:** When plugin returns short-circuit response/error diff --git a/docs/contributing/plugin.md b/docs/contributing/plugin.md index 08af108ee5..523cb221d0 100644 --- a/docs/contributing/plugin.md +++ b/docs/contributing/plugin.md @@ -805,6 +805,253 @@ func (p *AsyncPlugin) PostHook( } ``` +### **Handling Streaming Responses** + +When implementing plugins, it's crucial to handle both streaming and non-streaming responses correctly. The PostHook method will be called differently depending on the response type: + +```go +func (p *YourPlugin) PostHook( + ctx *context.Context, + result *schemas.BifrostResponse, + err *schemas.BifrostError, +) (*schemas.BifrostResponse, *schemas.BifrostError, error) { + // First check if this is a streaming response + isStreaming := false + if result != nil && len(result.Choices) > 0 { + // Check if any choice has BifrostStreamResponseChoice + for _, choice := range result.Choices { + if choice.BifrostStreamResponseChoice != nil { + isStreaming = true + break + } + } + } + + if isStreaming { + // Handle streaming response - this will be called for EACH delta + // Each delta can contain: + // 1. Role changes (initial delta) + // 2. Content chunks + // 3. Tool call chunks + // 4. Usage information + // 5. Finish reason (final delta) + + if result != nil && len(result.Choices) > 0 { + choice := result.Choices[0] + if choice.BifrostStreamResponseChoice != nil { + delta := choice.BifrostStreamResponseChoice.Delta + + // Handle different delta types + switch { + case delta.Role != nil: + // Initial delta with role + p.handleRoleDelta(delta.Role) + + case delta.Content != nil: + // Content delta + p.handleContentDelta(delta.Content) + + case len(delta.ToolCalls) > 0: + // Tool call delta + p.handleToolCallDelta(delta.ToolCalls) + + case choice.FinishReason != nil: + // Final delta with finish reason + p.handleFinishDelta(choice.FinishReason) + } + } + } + } else { + // Handle regular non-streaming response + // This is called once with the complete response + if result != nil { + p.handleCompleteResponse(result) + } + } + + return result, err, nil +} + +// Example delta handlers +func (p *YourPlugin) handleRoleDelta(role *string) { + // Handle initial role delta + // This is the first delta in a stream, indicating the start + if role != nil { + // Initialize any stream-specific state + p.streamState = NewStreamState(*role) + } +} + +func (p *YourPlugin) handleContentDelta(content *string) { + // Handle content delta + // This contains the actual streamed text + if content != nil { + // Process the content chunk + // Remember: each chunk is a small piece of the full response + p.streamState.AppendContent(*content) + } +} + +func (p *YourPlugin) handleToolCallDelta(toolCalls []schemas.ToolCall) { + // Handle tool call delta + // This contains function call information + for _, call := range toolCalls { + if call.Function.Name != nil { + // Process function name + p.streamState.AddToolCall(*call.Function.Name) + } + if call.Function.Arguments != "" { + // Process function arguments + // Note: Arguments might come in multiple chunks + p.streamState.AppendToolCallArgs(call.Function.Arguments) + } + } +} + +func (p *YourPlugin) handleFinishDelta(reason *string) { + // Handle finish reason delta + // This is the last delta in a stream + if reason != nil { + // Finalize any stream processing + p.streamState.Complete(*reason) + } +} +``` + +**Key Considerations for Streaming Plugins:** + +1. **Performance Critical:** + - PostHook runs for EVERY delta in streaming responses + - Keep processing lightweight and efficient + - Use object pooling for frequently allocated structures + - Avoid blocking operations + +2. **State Management:** + - Use context to maintain state across deltas + - Consider using sync.Pool for stream state objects + - Clean up state when finish reason is received + - Handle unexpected stream termination + +3. **Error Handling:** + - Return errors only for critical failures + - Consider recovering from non-critical errors + - Maintain stream integrity during error recovery + - Document error handling behavior + +4. **Testing:** + + ```go + func TestStreamingPlugin(t *testing.T) { + plugin := NewYourPlugin() + ctx := context.Background() + + // Test role delta + roleDelta := createStreamResponse("assistant", nil, nil) + result, err, _ := plugin.PostHook(&ctx, roleDelta, nil) + assert.NotNil(t, result) + assert.Nil(t, err) + + // Test content delta + contentDelta := createStreamResponse("", stringPtr("Hello"), nil) + result, err, _ = plugin.PostHook(&ctx, contentDelta, nil) + assert.NotNil(t, result) + assert.Nil(t, err) + + // Test finish delta + finishDelta := createStreamResponse("", nil, stringPtr("stop")) + result, err, _ = plugin.PostHook(&ctx, finishDelta, nil) + assert.NotNil(t, result) + assert.Nil(t, err) + } + + func createStreamResponse(role string, content *string, finish *string) *schemas.BifrostResponse { + resp := &schemas.BifrostResponse{ + Choices: []schemas.BifrostResponseChoice{ + { + BifrostStreamResponseChoice: &schemas.BifrostStreamResponseChoice{ + Delta: schemas.BifrostStreamDelta{}, + }, + }, + }, + } + + if role != "" { + resp.Choices[0].BifrostStreamResponseChoice.Delta.Role = &role + } + if content != nil { + resp.Choices[0].BifrostStreamResponseChoice.Delta.Content = content + } + if finish != nil { + resp.Choices[0].FinishReason = finish + } + + return resp + } + ``` + +5. **Documentation:** + - Document streaming behavior in plugin README + - Explain state management approach + - List supported delta types + - Provide streaming-specific examples + +> **💡 Tip**: Use the `isStreamingResponse` helper to reliably detect streaming responses: + +> ```go +> func isStreamingResponse(result *schemas.BifrostResponse) bool { +> if result == nil || len(result.Choices) == 0 { +> return false +> } +> for _, choice := range result.Choices { +> if choice.BifrostStreamResponseChoice != nil { +> return true +> } +> } +> return false +> } +> ``` + +--- + +## 🔒 **Security Best Practices** + +### **1. Input Validation** + +- **Request Validation** - Ensure all incoming requests are valid and contain necessary fields. +- **API Key Management** - Securely manage and validate API keys. +- **Rate Limiting** - Implement robust rate limiting to prevent abuse. + +### **2. Output Protection** + +- **Sensitive Data** - Do not log or expose sensitive data in plugin logs. +- **Error Messages** - Return generic error messages to the user, not detailed technical errors. +- **Response Integrity** - Ensure responses are not tampered with and are in the expected format. + +### **3. Resource Management** + +- **Memory** - Be mindful of memory usage. Use object pooling for frequently allocated structures. +- **Connections** - Manage open connections to providers and external services. +- **Cleanup** - Properly clean up resources in the `Cleanup()` method. + +### **4. Error Handling** + +- **Graceful Degradation** - Implement graceful degradation for critical errors. +- **Recovery** - Use fallback mechanisms and retry strategies for transient failures. +- **Documentation** - Clearly document error handling patterns and recovery mechanisms. + +### **5. Logging** + +- **Contextual Information** - Log relevant information (request ID, user ID, etc.) for debugging. +- **Sensitive Data** - Do not log sensitive data (API keys, tokens, etc.). +- **Performance** - Log performance metrics and latency. + +### **6. Testing** + +- **Unit Tests** - Comprehensive test coverage for error scenarios. +- **Integration Tests** - Tests with real Bifrost instance to verify error handling. +- **Error Scenarios** - Tests for various error conditions and recovery paths. + + --- ## ✅ **Plugin Submission Checklist** diff --git a/docs/quickstart/go-package.md b/docs/quickstart/go-package.md index 5af064102c..61c987859b 100644 --- a/docs/quickstart/go-package.md +++ b/docs/quickstart/go-package.md @@ -202,7 +202,7 @@ response, err := client.ChatCompletionRequest(context.Background(), schemas.Chat | What You Want | Where to Go | Time | | ---------------------------- | ------------------------------------------------------- | --------- | | **Complete setup guide** | [📖 Go Package Usage](../usage/go-package/) | 10 min | -| **Add all 8+ providers** | [🔗 Providers](../providers.md) | 5 min | +| **Add all 10+ providers** | [🔗 Providers](../providers.md) | 5 min | | **Production configuration** | [👤 Account Management](../usage/go-package/account.md) | 15 min | | **Custom plugins** | [🔌 Plugins](../usage/go-package/plugins.md) | 20 min | | **MCP integration** | [🛠️ MCP](../usage/go-package/mcp.md) | 15 min | diff --git a/docs/usage/go-package/README.md b/docs/usage/go-package/README.md index 3beb4175e9..ee0614bb24 100644 --- a/docs/usage/go-package/README.md +++ b/docs/usage/go-package/README.md @@ -161,7 +161,7 @@ If you need to use Bifrost from non-Go languages (Python, Node.js, etc.) or in m ### **Production Setup** - [Error Handling](../errors.md) - Error types and recovery patterns -- [Provider Configuration](../providers.md) - All 8+ providers setup +- [Provider Configuration](../providers.md) - All 10+ providers setup ### **Development** diff --git a/docs/usage/go-package/account.md b/docs/usage/go-package/account.md index 8e8c4e1d44..a8d2e28118 100644 --- a/docs/usage/go-package/account.md +++ b/docs/usage/go-package/account.md @@ -479,7 +479,7 @@ func TestAccountWithBifrost(t *testing.T) { ## 📚 Related Documentation - **[🤖 Bifrost Client](./bifrost-client.md)** - Using your Account with the client -- **[🔗 Provider Configuration](../providers.md)** - Settings for all 8+ providers +- **[🔗 Provider Configuration](../providers.md)** - Settings for all 10+ providers - **[🔑 Key Management](../key-management.md)** - Advanced key rotation and distribution - **[🌐 HTTP Transport](../../quickstart/http-transport.md)** - JSON-based configuration alternative diff --git a/docs/usage/go-package/schemas.md b/docs/usage/go-package/schemas.md index 0039b48940..1089dc2537 100644 --- a/docs/usage/go-package/schemas.md +++ b/docs/usage/go-package/schemas.md @@ -559,6 +559,7 @@ providers := []schemas.ModelProvider{ schemas.Cohere, // Cohere models schemas.Mistral, // Mistral models schemas.Ollama, // Local Ollama + schemas.Groq, // Groq models } // Popular model choices diff --git a/docs/usage/http-transport/endpoints.md b/docs/usage/http-transport/endpoints.md index 2d1ae5c3f3..5219f1edaf 100644 --- a/docs/usage/http-transport/endpoints.md +++ b/docs/usage/http-transport/endpoints.md @@ -84,6 +84,40 @@ curl -X POST http://localhost:8080/v1/chat/completions \ }' ``` +### **Streaming Responses** + +To receive a stream of partial responses, set `"stream": true` in your request. The response will be a `text/event-stream` of Server-Sent Events (SSE). + +**Request with Streaming:** + +```json +{ + "model": "openai/gpt-4o-mini", + "messages": [{"role": "user", "content": "Write a short story."}], + "stream": true +} +``` + +**SSE Event Stream:** + +Each event in the stream is a JSON object prefixed with `data: `. The stream is terminated by a `[DONE]` message. + +``` +data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1694268190,"model":"gpt-4o-mini","choices":[{"index":0,"delta":{"role":"assistant"},"finish_reason":null}]} + +data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1694268190,"model":"gpt-4o-mini","choices":[{"index":0,"delta":{"content":"Once"},"finish_reason":null}]} + +data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1694268190,"model":"gpt-4o-mini","choices":[{"index":0,"delta":{"content":" upon"},"finish_reason":null}]} + +data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1694268190,"model":"gpt-4o-mini","choices":[{"index":0,"delta":{"content":" a"},"finish_reason":null}]} + +data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1694268190,"model":"gpt-4o-mini","choices":[{"index":0,"delta":{"content":" time"},"finish_reason":null}]} + +data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1694268190,"model":"gpt-4o-mini","choices":[{"index":0,"delta":{},"finish_reason":"stop"}]} + +data: [DONE] +``` + ### **POST /v1/text/completions** Text completion endpoint for simple text generation. diff --git a/docs/usage/providers.md b/docs/usage/providers.md index 55559315bf..cdae51ed5f 100644 --- a/docs/usage/providers.md +++ b/docs/usage/providers.md @@ -6,14 +6,16 @@ Multi-provider support with unified API across all AI providers. Switch between | Provider | Models | Features | Enterprise | | --------------------- | -------------------------------------- | ----------------------------------- | ---------- | -| **🤖 OpenAI** | GPT-4o, GPT-4 Turbo, GPT-4, GPT-3.5 | Function calling, streaming, vision | ✅ | -| **🧠 Anthropic** | Claude 3.5 Sonnet, Claude 3 Opus/Haiku | Tool use, vision, 200K context | ✅ | -| **☁️ Azure OpenAI** | Enterprise GPT deployment | Private networks, compliance | ✅ | -| **🏛️ Amazon Bedrock** | Claude, Titan, Cohere, Meta | Multi-model platform, VPC | ✅ | -| **🔍 Google Vertex** | Gemini Pro, PaLM, Codey | Enterprise AI platform | ✅ | -| **💬 Cohere** | Command, Embed, Rerank | Enterprise NLP, multilingual | ✅ | -| **🌟 Mistral** | Mistral Large, Medium, Small | European AI, cost-effective | ✅ | -| **🏠 Ollama** | Llama, Mistral, CodeLlama | Local deployment, privacy | ✅ | +| **OpenAI** | GPT-4o, GPT-4 Turbo, GPT-4, GPT-3.5 | Function calling, streaming, vision | ✅ | +| **Anthropic** | Claude 3.5 Sonnet, Claude 3 Opus/Haiku | Tool use, vision, 200K context | ✅ | +| **Azure OpenAI** | Enterprise GPT deployment | Private networks, compliance | ✅ | +| **Amazon Bedrock** | Claude, Titan, Cohere, Meta | Multi-model platform, VPC | ✅ | +| **Google Vertex** | Gemini Pro, PaLM, Codey | Enterprise AI platform | ✅ | +| **Cohere** | Command, Embed, Rerank | Enterprise NLP, multilingual | ✅ | +| **Mistral** | Mistral Large, Medium, Small | European AI, cost-effective | ✅ | +| **Ollama** | Llama, Mistral, CodeLlama | Local deployment, privacy | ✅ | +| **Groq** | Mixtral, Llama, Gemma | Enterprise AI platform | ✅ | +| **SGLang** | Qwen | Enterprise AI platform | ✅ | --- @@ -457,15 +459,15 @@ func (a *MyAccount) GetKeysForProvider(provider schemas.ModelProvider) ([]schema ## 📋 Provider Features Matrix -| Feature | OpenAI | Anthropic | Azure | Bedrock | Vertex | Cohere | Mistral | Ollama | -| -------------------- | ------ | --------- | ----- | ------- | ------ | ------ | ------- | ------ | -| **Chat Completion** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | -| **Function Calling** | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | -| **Streaming** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | -| **Vision** | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | -| **JSON Mode** | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | -| **Custom Base URL** | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | -| **Proxy Support** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| Feature | OpenAI | Anthropic | Azure | Bedrock | Vertex | Cohere | Mistral | Ollama | Groq | +| -------------------- | ------ | --------- | ----- | ------- | ------ | ------ | ------- | ------ | ------ | +| **Chat Completion** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| **Function Calling** | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | +| **Streaming** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| **Vision** | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | +| **JSON Mode** | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | +| **Custom Base URL** | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | +| **Proxy Support** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | --- diff --git a/tests/core-providers/README.md b/tests/core-providers/README.md index 85d3556e39..d74bfeca2b 100644 --- a/tests/core-providers/README.md +++ b/tests/core-providers/README.md @@ -12,6 +12,7 @@ This directory contains comprehensive tests for all Bifrost AI providers, ensuri - **Google Vertex AI** - Google Cloud's AI platform - **Mistral** - Mistral AI models with vision capabilities - **Ollama** - Local LLM serving platform +- **Groq** - Groq models ## 🏃‍♂️ Running Tests diff --git a/tests/core-providers/anthropic_test.go b/tests/core-providers/anthropic_test.go index d4760255ce..0a735b7561 100644 --- a/tests/core-providers/anthropic_test.go +++ b/tests/core-providers/anthropic_test.go @@ -23,6 +23,7 @@ func TestAnthropic(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, diff --git a/tests/core-providers/azure_test.go b/tests/core-providers/azure_test.go index a574703e8f..4072c48577 100644 --- a/tests/core-providers/azure_test.go +++ b/tests/core-providers/azure_test.go @@ -23,6 +23,7 @@ func TestAzure(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -34,9 +35,6 @@ func TestAzure(t *testing.T) { CompleteEnd2End: true, ProviderSpecific: true, }, - Fallbacks: []schemas.Fallback{ - {Provider: schemas.OpenAI, Model: "gpt-4o-mini"}, - }, } runAllComprehensiveTests(t, client, ctx, testConfig) diff --git a/tests/core-providers/bedrock_test.go b/tests/core-providers/bedrock_test.go index f20c50ebe6..78ddd82883 100644 --- a/tests/core-providers/bedrock_test.go +++ b/tests/core-providers/bedrock_test.go @@ -23,6 +23,7 @@ func TestBedrock(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not supported for Claude SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -34,9 +35,6 @@ func TestBedrock(t *testing.T) { CompleteEnd2End: true, ProviderSpecific: true, }, - Fallbacks: []schemas.Fallback{ - {Provider: schemas.OpenAI, Model: "gpt-4o-mini"}, - }, } runAllComprehensiveTests(t, client, ctx, testConfig) diff --git a/tests/core-providers/cohere_test.go b/tests/core-providers/cohere_test.go index a1dc284f17..3bc275a605 100644 --- a/tests/core-providers/cohere_test.go +++ b/tests/core-providers/cohere_test.go @@ -23,6 +23,7 @@ func TestCohere(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not typical for Cohere SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, diff --git a/tests/core-providers/config/account.go b/tests/core-providers/config/account.go index 8957d2ae77..f8bbf414cb 100644 --- a/tests/core-providers/config/account.go +++ b/tests/core-providers/config/account.go @@ -17,6 +17,7 @@ import ( type TestScenarios struct { TextCompletion bool SimpleChat bool + ChatCompletionStream bool MultiTurnConversation bool ToolCalls bool MultipleToolCalls bool @@ -62,6 +63,8 @@ func (account *ComprehensiveTestAccount) GetConfiguredProviders() ([]schemas.Mod schemas.Vertex, schemas.Ollama, schemas.Mistral, + schemas.Groq, + schemas.SGL, }, nil } @@ -124,6 +127,14 @@ func (account *ComprehensiveTestAccount) GetKeysForProvider(providerKey schemas. Weight: 1.0, }, }, nil + case schemas.Groq: + return []schemas.Key{ + { + Value: os.Getenv("GROQ_API_KEY"), + Models: []string{"llama-3.3-70b-versatile"}, + Weight: 1.0, + }, + }, nil default: return nil, fmt.Errorf("unsupported provider: %s", providerKey) } @@ -229,6 +240,22 @@ func (account *ComprehensiveTestAccount) GetConfigForProvider(providerKey schema NetworkConfig: schemas.DefaultNetworkConfig, ConcurrencyAndBufferSize: schemas.DefaultConcurrencyAndBufferSize, }, nil + case schemas.Groq: + return &schemas.ProviderConfig{ + NetworkConfig: schemas.DefaultNetworkConfig, + ConcurrencyAndBufferSize: schemas.DefaultConcurrencyAndBufferSize, + }, nil + case schemas.SGL: + return &schemas.ProviderConfig{ + NetworkConfig: schemas.NetworkConfig{ + BaseURL: os.Getenv("SGL_BASE_URL"), + DefaultRequestTimeoutInSeconds: 30, + MaxRetries: 1, + RetryBackoffInitial: 100 * time.Millisecond, + RetryBackoffMax: 2 * time.Second, + }, + ConcurrencyAndBufferSize: schemas.DefaultConcurrencyAndBufferSize, + }, nil default: return nil, fmt.Errorf("unsupported provider: %s", providerKey) } @@ -243,6 +270,7 @@ var AllProviderConfigs = []ComprehensiveTestConfig{ Scenarios: TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -265,6 +293,7 @@ var AllProviderConfigs = []ComprehensiveTestConfig{ Scenarios: TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -287,6 +316,7 @@ var AllProviderConfigs = []ComprehensiveTestConfig{ Scenarios: TestScenarios{ TextCompletion: false, // Not supported for Claude SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -309,6 +339,7 @@ var AllProviderConfigs = []ComprehensiveTestConfig{ Scenarios: TestScenarios{ TextCompletion: false, // Not typical for Cohere SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -331,6 +362,7 @@ var AllProviderConfigs = []ComprehensiveTestConfig{ Scenarios: TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -353,6 +385,7 @@ var AllProviderConfigs = []ComprehensiveTestConfig{ Scenarios: TestScenarios{ TextCompletion: false, // Not typical SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, @@ -397,14 +430,38 @@ var AllProviderConfigs = []ComprehensiveTestConfig{ Scenarios: TestScenarios{ TextCompletion: false, // Not typical SimpleChat: true, + ChatCompletionStream: true, + MultiTurnConversation: true, + ToolCalls: true, + MultipleToolCalls: true, + End2EndToolCalling: true, + AutomaticFunctionCall: true, + ImageURL: true, + ImageBase64: true, + MultipleImages: true, + CompleteEnd2End: true, + ProviderSpecific: true, + }, + Fallbacks: []schemas.Fallback{ + {Provider: schemas.OpenAI, Model: "gpt-4o-mini"}, + }, + }, + { + Provider: schemas.Groq, + ChatModel: "llama-3.3-70b-versatile", + TextModel: "", // Groq doesn't support text completion + Scenarios: TestScenarios{ + TextCompletion: false, // Not supported + SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, End2EndToolCalling: true, AutomaticFunctionCall: true, - ImageURL: false, - ImageBase64: false, - MultipleImages: false, + ImageURL: true, + ImageBase64: true, + MultipleImages: true, CompleteEnd2End: true, ProviderSpecific: true, }, diff --git a/tests/core-providers/go.mod b/tests/core-providers/go.mod index 1ed870d853..3931f907c9 100644 --- a/tests/core-providers/go.mod +++ b/tests/core-providers/go.mod @@ -39,4 +39,4 @@ require ( gopkg.in/yaml.v3 v3.0.1 // indirect ) -// replace github.com/maximhq/bifrost/core => ../../core +replace github.com/maximhq/bifrost/core => ../../core diff --git a/tests/core-providers/groq_test.go b/tests/core-providers/groq_test.go new file mode 100644 index 0000000000..954e6c7b3d --- /dev/null +++ b/tests/core-providers/groq_test.go @@ -0,0 +1,41 @@ +package tests + +import ( + "testing" + + "github.com/maximhq/bifrost/tests/core-providers/config" + + "github.com/maximhq/bifrost/core/schemas" +) + +func TestGroq(t *testing.T) { + client, ctx, cancel, err := config.SetupTest() + if err != nil { + t.Fatalf("Error initializing test setup: %v", err) + } + defer cancel() + defer client.Cleanup() + + testConfig := config.ComprehensiveTestConfig{ + Provider: schemas.Groq, + ChatModel: "llama-3.3-70b-versatile", + TextModel: "", // Groq doesn't support text completion + Scenarios: config.TestScenarios{ + TextCompletion: false, // Not supported + SimpleChat: true, + ChatCompletionStream: true, + MultiTurnConversation: true, + ToolCalls: true, + MultipleToolCalls: true, + End2EndToolCalling: true, + AutomaticFunctionCall: true, + ImageURL: false, + ImageBase64: false, + MultipleImages: false, + CompleteEnd2End: true, + ProviderSpecific: true, + }, + } + + runAllComprehensiveTests(t, client, ctx, testConfig) +} diff --git a/tests/core-providers/mistral_test.go b/tests/core-providers/mistral_test.go index 57a7acb637..050918a5d0 100644 --- a/tests/core-providers/mistral_test.go +++ b/tests/core-providers/mistral_test.go @@ -23,6 +23,7 @@ func TestMistral(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, diff --git a/tests/core-providers/ollama_test.go b/tests/core-providers/ollama_test.go index 2d69dd3dae..bfb29d54fd 100644 --- a/tests/core-providers/ollama_test.go +++ b/tests/core-providers/ollama_test.go @@ -23,6 +23,7 @@ func TestOllama(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, diff --git a/tests/core-providers/openai_test.go b/tests/core-providers/openai_test.go index e944a748df..5321f0ef27 100644 --- a/tests/core-providers/openai_test.go +++ b/tests/core-providers/openai_test.go @@ -23,6 +23,7 @@ func TestOpenAI(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, diff --git a/tests/core-providers/scenarios/chat_completion_stream.go b/tests/core-providers/scenarios/chat_completion_stream.go new file mode 100644 index 0000000000..2de09b1417 --- /dev/null +++ b/tests/core-providers/scenarios/chat_completion_stream.go @@ -0,0 +1,217 @@ +package scenarios + +import ( + "context" + "strings" + "testing" + "time" + + "github.com/maximhq/bifrost/tests/core-providers/config" + + bifrost "github.com/maximhq/bifrost/core" + "github.com/maximhq/bifrost/core/schemas" + "github.com/stretchr/testify/assert" + "github.com/stretchr/testify/require" +) + +// RunChatCompletionStreamTest executes the chat completion stream test scenario +func RunChatCompletionStreamTest(t *testing.T, client *bifrost.Bifrost, ctx context.Context, testConfig config.ComprehensiveTestConfig) { + if !testConfig.Scenarios.ChatCompletionStream { + t.Logf("Chat completion stream not supported for provider %s", testConfig.Provider) + return + } + + t.Run("ChatCompletionStream", func(t *testing.T) { + messages := []schemas.BifrostMessage{ + CreateBasicChatMessage("Tell me a short story about a robot learning to paint. Keep it under 200 words."), + } + + request := &schemas.BifrostRequest{ + Provider: testConfig.Provider, + Model: testConfig.ChatModel, + Input: schemas.RequestInput{ + ChatCompletionInput: &messages, + }, + Params: MergeModelParameters(&schemas.ModelParameters{ + MaxTokens: bifrost.Ptr(250), + }, testConfig.CustomParams), + Fallbacks: testConfig.Fallbacks, + } + + // Test streaming response + responseChannel, err := client.ChatCompletionStreamRequest(ctx, request) + require.Nilf(t, err, "Chat completion stream failed: %v", err) + require.NotNil(t, responseChannel, "Response channel should not be nil") + + var fullContent strings.Builder + var responseCount int + var lastResponse *schemas.BifrostStream + + // Create a timeout context for the stream reading + streamCtx, cancel := context.WithTimeout(ctx, 30*time.Second) + defer cancel() + + t.Logf("📡 Starting to read streaming response...") + + // Read streaming responses + for { + select { + case response, ok := <-responseChannel: + if !ok { + // Channel closed, streaming completed + t.Logf("✅ Streaming completed. Total chunks received: %d", responseCount) + goto streamComplete + } + + require.NotNil(t, response, "Streaming response should not be nil") + lastResponse = response + + // Validate response structure + assert.Equal(t, testConfig.Provider, response.ExtraFields.Provider, "Provider should match") + assert.NotEmpty(t, response.ID, "Response ID should not be empty") + assert.Equal(t, "chat.completion.chunk", response.Object, "Object type should be chat.completion.chunk") + assert.NotEmpty(t, response.Choices, "Choices should not be empty") + + // Process each choice in the response + for _, choice := range response.Choices { + // Validate that this is a stream response + assert.NotNil(t, choice.BifrostStreamResponseChoice, "Stream response choice should not be nil") + assert.Nil(t, choice.BifrostNonStreamResponseChoice, "Non-stream response choice should be nil") + + // Get content from delta + if choice.BifrostStreamResponseChoice != nil { + delta := choice.BifrostStreamResponseChoice.Delta + if delta.Content != nil { + fullContent.WriteString(*delta.Content) + } + + // Log role if present (usually in first chunk) + if delta.Role != nil { + t.Logf("🤖 Role: %s", *delta.Role) + } + + // Check finish reason if present + if choice.FinishReason != nil { + t.Logf("🏁 Finish reason: %s", *choice.FinishReason) + } + } + } + + responseCount++ + + // Safety check to prevent infinite loops in case of issues + if responseCount > 500 { + t.Fatal("Received too many streaming chunks, something might be wrong") + } + + case <-streamCtx.Done(): + t.Fatal("Timeout waiting for streaming response") + } + } + + streamComplete: + // Validate the complete response + assert.Greater(t, responseCount, 0, "Should receive at least one streaming response") + + finalContent := strings.TrimSpace(fullContent.String()) + assert.NotEmpty(t, finalContent, "Final content should not be empty") + assert.Greater(t, len(finalContent), 10, "Final content should be substantial") + + if lastResponse.BifrostResponse != nil { + // Validate the last response has usage information + if lastResponse != nil { + if lastResponse.Usage != nil { + assert.Greater(t, lastResponse.Usage.TotalTokens, 0, "Total tokens should be greater than 0") + assert.Greater(t, lastResponse.Usage.PromptTokens, 0, "Prompt tokens should be greater than 0") + assert.Greater(t, lastResponse.Usage.CompletionTokens, 0, "Completion tokens should be greater than 0") + t.Logf("📊 Token usage - Prompt: %d, Completion: %d, Total: %d", + lastResponse.Usage.PromptTokens, + lastResponse.Usage.CompletionTokens, + lastResponse.Usage.TotalTokens) + } + } + } + + t.Logf("✅ Streaming test completed successfully") + t.Logf("📝 Final content (%d chars)", len(finalContent)) + }) + + // Test streaming with tool calls if supported + if testConfig.Scenarios.ToolCalls { + t.Run("ChatCompletionStreamWithTools", func(t *testing.T) { + messages := []schemas.BifrostMessage{ + CreateBasicChatMessage("What's the weather like in San Francisco? Please use the get_weather function."), + } + + request := &schemas.BifrostRequest{ + Provider: testConfig.Provider, + Model: testConfig.ChatModel, + Input: schemas.RequestInput{ + ChatCompletionInput: &messages, + }, + Params: MergeModelParameters(&schemas.ModelParameters{ + MaxTokens: bifrost.Ptr(150), + Tools: &[]schemas.Tool{WeatherToolDefinition}, + }, testConfig.CustomParams), + Fallbacks: testConfig.Fallbacks, + } + + responseChannel, err := client.ChatCompletionStreamRequest(ctx, request) + require.Nilf(t, err, "Chat completion stream with tools failed: %v", err) + require.NotNil(t, responseChannel, "Response channel should not be nil") + + var toolCallDetected bool + var responseCount int + + streamCtx, cancel := context.WithTimeout(ctx, 30*time.Second) + defer cancel() + + t.Logf("🔧 Testing streaming with tool calls...") + + for { + select { + case response, ok := <-responseChannel: + if !ok { + goto toolStreamComplete + } + + require.NotNil(t, response, "Streaming response should not be nil") + responseCount++ + + for _, choice := range response.Choices { + if choice.BifrostStreamResponseChoice != nil { + delta := choice.BifrostStreamResponseChoice.Delta + + // Check for tool calls in delta + if len(delta.ToolCalls) > 0 { + toolCallDetected = true + t.Logf("🔧 Tool call detected in streaming response") + + for _, toolCall := range delta.ToolCalls { + if toolCall.Function.Name != nil { + t.Logf("🔧 Tool: %s", *toolCall.Function.Name) + if toolCall.Function.Arguments != "" { + t.Logf("🔧 Args: %s", toolCall.Function.Arguments) + } + } + } + } + } + } + + if responseCount > 100 { + goto toolStreamComplete + } + + case <-streamCtx.Done(): + t.Fatal("Timeout waiting for streaming response with tools") + } + } + + toolStreamComplete: + assert.Greater(t, responseCount, 0, "Should receive at least one streaming response") + assert.True(t, toolCallDetected, "Should detect tool calls in streaming response") + t.Logf("✅ Streaming with tools test completed successfully") + }) + } +} diff --git a/tests/core-providers/sgl_test.go b/tests/core-providers/sgl_test.go new file mode 100644 index 0000000000..38e3646edb --- /dev/null +++ b/tests/core-providers/sgl_test.go @@ -0,0 +1,41 @@ +package tests + +import ( + "testing" + + "github.com/maximhq/bifrost/tests/core-providers/config" + + "github.com/maximhq/bifrost/core/schemas" +) + +func TestSGL(t *testing.T) { + client, ctx, cancel, err := config.SetupTest() + if err != nil { + t.Fatalf("Error initializing test setup: %v", err) + } + defer cancel() + defer client.Cleanup() + + testConfig := config.ComprehensiveTestConfig{ + Provider: schemas.SGL, + ChatModel: "Qwen2.5-VL-7B-Instruct", + TextModel: "", // SGL doesn't support text completion + Scenarios: config.TestScenarios{ + TextCompletion: false, // Not supported + SimpleChat: true, + ChatCompletionStream: true, + MultiTurnConversation: true, + ToolCalls: true, + MultipleToolCalls: true, + End2EndToolCalling: true, + AutomaticFunctionCall: true, + ImageURL: true, + ImageBase64: true, + MultipleImages: true, + CompleteEnd2End: true, + ProviderSpecific: true, + }, + } + + runAllComprehensiveTests(t, client, ctx, testConfig) +} diff --git a/tests/core-providers/tests.go b/tests/core-providers/tests.go index e229c0b583..9c4a3f482b 100644 --- a/tests/core-providers/tests.go +++ b/tests/core-providers/tests.go @@ -27,6 +27,7 @@ func runAllComprehensiveTests(t *testing.T, client *bifrost.Bifrost, ctx context testScenarios := []TestScenarioFunc{ scenarios.RunTextCompletionTest, scenarios.RunSimpleChatTest, + scenarios.RunChatCompletionStreamTest, scenarios.RunMultiTurnConversationTest, scenarios.RunToolCallsTest, scenarios.RunMultipleToolCallsTest, @@ -56,6 +57,7 @@ func printTestSummary(t *testing.T, testConfig config.ComprehensiveTestConfig) { }{ {"TextCompletion", testConfig.Scenarios.TextCompletion && testConfig.TextModel != ""}, {"SimpleChat", testConfig.Scenarios.SimpleChat}, + {"ChatCompletionStream", testConfig.Scenarios.ChatCompletionStream}, {"MultiTurnConversation", testConfig.Scenarios.MultiTurnConversation}, {"ToolCalls", testConfig.Scenarios.ToolCalls}, {"MultipleToolCalls", testConfig.Scenarios.MultipleToolCalls}, diff --git a/tests/core-providers/vertex_test.go b/tests/core-providers/vertex_test.go index c1907522d6..b2698381b3 100644 --- a/tests/core-providers/vertex_test.go +++ b/tests/core-providers/vertex_test.go @@ -23,6 +23,7 @@ func TestVertex(t *testing.T) { Scenarios: config.TestScenarios{ TextCompletion: false, // Not supported SimpleChat: true, + ChatCompletionStream: true, MultiTurnConversation: true, ToolCalls: true, MultipleToolCalls: true, diff --git a/tests/transports-integrations/README.md b/tests/transports-integrations/README.md index 0d1be2511e..810a37cce6 100644 --- a/tests/transports-integrations/README.md +++ b/tests/transports-integrations/README.md @@ -27,14 +27,14 @@ The Bifrost integration tests use a centralized configuration system that routes - **🌉 Bifrost Gateway Integration**: All integrations route through Bifrost proxy - **🤖 Centralized Configuration**: YAML-based configuration with environment variable support - **🔧 Integration-Specific Clients**: Type-safe, integration-optimized implementations -- **📋 Comprehensive Test Coverage**: 11 categories covering all major AI functionality +- **📋 Comprehensive Test Coverage**: 13 categories covering all major AI functionality - **⚙️ Flexible Execution**: Selective test running with command-line flags - **🛡️ Robust Error Handling**: Graceful error handling and detailed error reporting - **🎯 Production-Ready**: Async support, timeouts, retries, and logging ## 📋 Test Categories -Our test suite covers 12 comprehensive scenarios for each integration: +Our test suite covers 13 comprehensive scenarios for each integration: 1. **Simple Chat** - Basic single-message conversations 2. **Multi-turn Conversation** - Conversation history and context retention @@ -48,6 +48,7 @@ Our test suite covers 12 comprehensive scenarios for each integration: 10. **Complex End-to-End** - Comprehensive multimodal workflows 11. **Integration-Specific Features** - Integration-unique capabilities 12. **Error Handling** - Invalid request error processing and propagation +13. **Streaming** - Real-time streaming responses and tool calls ## 📁 Directory Structure diff --git a/tests/transports-integrations/config.yml b/tests/transports-integrations/config.yml index 2de74ff9f2..53f468c1ce 100644 --- a/tests/transports-integrations/config.yml +++ b/tests/transports-integrations/config.yml @@ -73,6 +73,7 @@ model_capabilities: chat: true tools: true vision: false + streaming: true max_tokens: 4096 context_window: 4096 @@ -80,6 +81,7 @@ model_capabilities: chat: true tools: true vision: false + streaming: true max_tokens: 8192 context_window: 8192 @@ -87,6 +89,7 @@ model_capabilities: chat: true tools: true vision: true + streaming: true max_tokens: 4096 context_window: 128000 @@ -94,6 +97,7 @@ model_capabilities: chat: true tools: true vision: true + streaming: true max_tokens: 4096 context_window: 128000 @@ -102,6 +106,7 @@ model_capabilities: chat: true tools: true vision: true + streaming: true max_tokens: 4096 context_window: 200000 @@ -109,6 +114,7 @@ model_capabilities: chat: true tools: true vision: true + streaming: true max_tokens: 4096 context_window: 200000 @@ -116,6 +122,7 @@ model_capabilities: chat: true tools: true vision: true + streaming: true max_tokens: 4096 context_window: 200000 @@ -124,6 +131,7 @@ model_capabilities: chat: true tools: true vision: false + streaming: true max_tokens: 8192 context_window: 32768 @@ -131,6 +139,7 @@ model_capabilities: chat: true tools: true vision: true + streaming: true max_tokens: 8192 context_window: 32768 @@ -138,6 +147,7 @@ model_capabilities: chat: true tools: true vision: true + streaming: true max_tokens: 8192 context_window: 1000000 diff --git a/tests/transports-integrations/tests/integrations/test_anthropic.py b/tests/transports-integrations/tests/integrations/test_anthropic.py index 5e5f4fc66b..83f351b99b 100644 --- a/tests/transports-integrations/tests/integrations/test_anthropic.py +++ b/tests/transports-integrations/tests/integrations/test_anthropic.py @@ -36,6 +36,8 @@ IMAGE_URL, BASE64_IMAGE, INVALID_ROLE_MESSAGES, + STREAMING_CHAT_MESSAGES, + STREAMING_TOOL_CALL_MESSAGES, WEATHER_TOOL, CALCULATOR_TOOL, ALL_TOOLS, @@ -45,6 +47,8 @@ assert_valid_image_response, assert_valid_error_response, assert_error_propagation, + assert_valid_streaming_response, + collect_streaming_content, extract_tool_calls, get_api_key, skip_if_no_api_key, @@ -563,6 +567,43 @@ def test_12_error_handling_invalid_roles(self, anthropic_client, test_config): assert_valid_error_response(error, "tester") assert_error_propagation(error, "anthropic") + @skip_if_no_api_key("anthropic") + def test_13_streaming(self, anthropic_client, test_config): + """Test Case 13: Streaming chat completion""" + # Test basic streaming + stream = anthropic_client.messages.create( + model=get_model("anthropic", "chat"), + messages=STREAMING_CHAT_MESSAGES, + max_tokens=200, + stream=True, + ) + + content, chunk_count, tool_calls_detected = collect_streaming_content( + stream, "anthropic", timeout=30 + ) + + # Validate streaming results + assert chunk_count > 0, "Should receive at least one chunk" + assert len(content) > 10, "Should receive substantial content" + assert not tool_calls_detected, "Basic streaming shouldn't have tool calls" + + # Test streaming with tool calls + stream_with_tools = anthropic_client.messages.create( + model=get_model("anthropic", "tools"), + messages=STREAMING_TOOL_CALL_MESSAGES, + max_tokens=150, + tools=convert_to_anthropic_tools([WEATHER_TOOL]), + stream=True, + ) + + content_tools, chunk_count_tools, tool_calls_detected_tools = ( + collect_streaming_content(stream_with_tools, "anthropic", timeout=30) + ) + + # Validate tool streaming results + assert chunk_count_tools > 0, "Should receive at least one chunk with tools" + assert tool_calls_detected_tools, "Should receive at least one chunk with tools" + # Additional helper functions specific to Anthropic def extract_anthropic_tool_calls(response: Any) -> List[Dict[str, Any]]: diff --git a/tests/transports-integrations/tests/integrations/test_google.py b/tests/transports-integrations/tests/integrations/test_google.py index 02b96d2736..eac2ec2526 100644 --- a/tests/transports-integrations/tests/integrations/test_google.py +++ b/tests/transports-integrations/tests/integrations/test_google.py @@ -32,12 +32,16 @@ IMAGE_URL, BASE64_IMAGE, INVALID_ROLE_MESSAGES, + STREAMING_CHAT_MESSAGES, + STREAMING_TOOL_CALL_MESSAGES, WEATHER_TOOL, CALCULATOR_TOOL, assert_valid_chat_response, assert_valid_image_response, assert_valid_error_response, assert_error_propagation, + assert_valid_streaming_response, + collect_streaming_content, get_api_key, skip_if_no_api_key, COMPARISON_KEYWORDS, @@ -439,6 +443,49 @@ def test_12_error_handling_invalid_roles(self, google_client, test_config): assert_valid_error_response(error, "tester") assert_error_propagation(error, "google") + @skip_if_no_api_key("google") + def test_13_streaming(self, google_client, test_config): + """Test Case 13: Streaming chat completion using Google GenAI SDK""" + + # Use the correct Google GenAI SDK streaming method + stream = google_client.models.generate_content_stream( + model=get_model("google", "chat"), + contents="Tell me a short story about a robot", + ) + + content = "" + chunk_count = 0 + + # Collect streaming content + for chunk in stream: + chunk_count += 1 + if chunk.text: + content += chunk.text + + # Validate streaming results + assert chunk_count > 0, "Should receive at least one chunk" + assert len(content) > 10, "Should receive substantial content" + + # Check for robot-related terms (the story might not use the exact word "robot") + robot_terms = [ + "robot", + "metallic", + "programmed", + "unit", + "custodian", + "mechanical", + "android", + "machine", + ] + has_robot_content = any(term in content.lower() for term in robot_terms) + assert ( + has_robot_content + ), f"Content should relate to robots. Found content: {content[:200]}..." + + print( + f"✅ Streaming test passed: {chunk_count} chunks, {len(content)} characters" + ) + # Additional helper functions specific to Google GenAI def extract_google_function_calls(response: Any) -> List[Dict[str, Any]]: diff --git a/tests/transports-integrations/tests/integrations/test_litellm.py b/tests/transports-integrations/tests/integrations/test_litellm.py index f06e048ffb..e5a04a5be4 100644 --- a/tests/transports-integrations/tests/integrations/test_litellm.py +++ b/tests/transports-integrations/tests/integrations/test_litellm.py @@ -37,6 +37,8 @@ MULTIPLE_IMAGES_MESSAGES, COMPLEX_E2E_MESSAGES, INVALID_ROLE_MESSAGES, + STREAMING_CHAT_MESSAGES, + STREAMING_TOOL_CALL_MESSAGES, WEATHER_TOOL, CALCULATOR_TOOL, mock_tool_response, @@ -45,6 +47,8 @@ assert_valid_image_response, assert_valid_error_response, assert_error_propagation, + assert_valid_streaming_response, + collect_streaming_content, extract_tool_calls, get_api_key, skip_if_no_api_key, @@ -358,6 +362,46 @@ def test_12_error_handling_invalid_roles(self, test_config): assert_valid_error_response(error, "tester") assert_error_propagation(error, "litellm") + def test_13_streaming(self, test_config): + """Test Case 13: Streaming chat completion""" + # Test basic streaming + stream = litellm.completion( + model=get_model("litellm", "chat"), + messages=STREAMING_CHAT_MESSAGES, + max_tokens=200, + stream=True, + ) + + content, chunk_count, tool_calls_detected = collect_streaming_content( + stream, "openai", timeout=30 # LiteLLM uses OpenAI format + ) + + # Validate streaming results + assert chunk_count > 0, "Should receive at least one chunk" + assert len(content) > 10, "Should receive substantial content" + assert not tool_calls_detected, "Basic streaming shouldn't have tool calls" + + # Test streaming with tool calls + stream_with_tools = litellm.completion( + model=get_model("litellm", "tools"), + messages=STREAMING_TOOL_CALL_MESSAGES, + max_tokens=150, + tools=convert_to_litellm_tools([WEATHER_TOOL]), + stream=True, + ) + + content_tools, chunk_count_tools, tool_calls_detected_tools = ( + collect_streaming_content( + stream_with_tools, "openai", timeout=30 # LiteLLM uses OpenAI format + ) + ) + + # Validate tool streaming results + assert chunk_count_tools > 0, "Should receive at least one chunk with tools" + assert ( + tool_calls_detected_tools + ), "Should detect tool calls in streaming response" + # Additional helper functions specific to LiteLLM def extract_litellm_tool_calls(response: Any) -> List[Dict[str, Any]]: diff --git a/tests/transports-integrations/tests/integrations/test_openai.py b/tests/transports-integrations/tests/integrations/test_openai.py index 40ec386db9..1a271607f2 100644 --- a/tests/transports-integrations/tests/integrations/test_openai.py +++ b/tests/transports-integrations/tests/integrations/test_openai.py @@ -37,6 +37,8 @@ MULTIPLE_IMAGES_MESSAGES, COMPLEX_E2E_MESSAGES, INVALID_ROLE_MESSAGES, + STREAMING_CHAT_MESSAGES, + STREAMING_TOOL_CALL_MESSAGES, WEATHER_TOOL, CALCULATOR_TOOL, mock_tool_response, @@ -45,6 +47,8 @@ assert_valid_image_response, assert_valid_error_response, assert_error_propagation, + assert_valid_streaming_response, + collect_streaming_content, extract_tool_calls, get_api_key, skip_if_no_api_key, @@ -407,3 +411,42 @@ def test_12_error_handling_invalid_roles(self, openai_client, test_config): error = exc_info.value assert_valid_error_response(error, "tester") assert_error_propagation(error, "openai") + + @skip_if_no_api_key("openai") + def test_13_streaming(self, openai_client, test_config): + """Test Case 13: Streaming chat completion""" + # Test basic streaming + stream = openai_client.chat.completions.create( + model=get_model("openai", "chat"), + messages=STREAMING_CHAT_MESSAGES, + max_tokens=200, + stream=True, + ) + + content, chunk_count, tool_calls_detected = collect_streaming_content( + stream, "openai", timeout=30 + ) + + # Validate streaming results + assert chunk_count > 0, "Should receive at least one chunk" + assert len(content) > 10, "Should receive substantial content" + assert not tool_calls_detected, "Basic streaming shouldn't have tool calls" + + # Test streaming with tool calls + stream_with_tools = openai_client.chat.completions.create( + model=get_model("openai", "tools"), + messages=STREAMING_TOOL_CALL_MESSAGES, + max_tokens=150, + tools=convert_to_openai_tools([WEATHER_TOOL]), + stream=True, + ) + + content_tools, chunk_count_tools, tool_calls_detected_tools = ( + collect_streaming_content(stream_with_tools, "openai", timeout=30) + ) + + # Validate tool streaming results + assert chunk_count_tools > 0, "Should receive at least one chunk with tools" + assert ( + tool_calls_detected_tools + ), "Should detect tool calls in streaming response" diff --git a/tests/transports-integrations/tests/utils/common.py b/tests/transports-integrations/tests/utils/common.py index bd36e29095..66a0d56230 100644 --- a/tests/transports-integrations/tests/utils/common.py +++ b/tests/transports-integrations/tests/utils/common.py @@ -89,6 +89,21 @@ class Config: {"role": "user", "content": "What's the weather in New York and calculate 15 * 23?"} ] +# Streaming Test Messages +STREAMING_CHAT_MESSAGES = [ + { + "role": "user", + "content": "Tell me a short story about a robot learning to paint. Keep it under 200 words.", + } +] + +STREAMING_TOOL_CALL_MESSAGES = [ + { + "role": "user", + "content": "What's the weather like in San Francisco? Please use the get_weather function.", + } +] + # Image Test Data IMAGE_URL = "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg" @@ -635,6 +650,186 @@ def assert_error_propagation(error_response: Any, integration: str): return True +def assert_valid_streaming_response( + chunk: Any, integration: str, is_final: bool = False +): + """ + Assert that a streaming response chunk is valid for the given integration. + + Args: + chunk: Individual streaming response chunk + integration: The integration name (openai, anthropic, etc.) + is_final: Whether this is expected to be the final chunk + """ + assert chunk is not None, "Streaming chunk should not be None" + + if integration.lower() == "openai": + # OpenAI streaming format + assert hasattr(chunk, "choices"), "OpenAI streaming chunk should have choices" + assert ( + len(chunk.choices) > 0 + ), "OpenAI streaming chunk should have at least one choice" + + choice = chunk.choices[0] + assert hasattr(choice, "delta"), "OpenAI streaming choice should have delta" + + # Check for content or tool calls in delta + has_content = ( + hasattr(choice.delta, "content") and choice.delta.content is not None + ) + has_tool_calls = ( + hasattr(choice.delta, "tool_calls") and choice.delta.tool_calls is not None + ) + has_role = hasattr(choice.delta, "role") and choice.delta.role is not None + + # Allow empty deltas for final chunks (they just signal completion) + if not is_final: + assert ( + has_content or has_tool_calls or has_role + ), "OpenAI delta should have content, tool_calls, or role (except for final chunks)" + + if is_final: + assert hasattr( + choice, "finish_reason" + ), "Final chunk should have finish_reason" + assert ( + choice.finish_reason is not None + ), "Final chunk finish_reason should not be None" + + elif integration.lower() == "anthropic": + # Anthropic streaming format + assert hasattr(chunk, "type"), "Anthropic streaming chunk should have type" + + if chunk.type == "content_block_delta": + assert hasattr( + chunk, "delta" + ), "Content block delta should have delta field" + + # Validate based on delta type + if hasattr(chunk.delta, "type"): + if chunk.delta.type == "text_delta": + assert hasattr( + chunk.delta, "text" + ), "Text delta should have text field" + elif chunk.delta.type == "thinking_delta": + assert hasattr( + chunk.delta, "thinking" + ), "Thinking delta should have thinking field" + elif chunk.delta.type == "input_json_delta": + assert hasattr( + chunk.delta, "partial_json" + ), "Input JSON delta should have partial_json field" + else: + # Fallback: if no type specified, assume text_delta for backward compatibility + assert hasattr( + chunk.delta, "text" + ), "Content delta should have text field" + elif chunk.type == "message_delta" and is_final: + assert hasattr(chunk, "usage"), "Final message delta should have usage" + + elif integration.lower() in ["google", "gemini", "genai"]: + # Google streaming format + assert hasattr( + chunk, "candidates" + ), "Google streaming chunk should have candidates" + assert ( + len(chunk.candidates) > 0 + ), "Google streaming chunk should have at least one candidate" + + candidate = chunk.candidates[0] + assert hasattr(candidate, "content"), "Google candidate should have content" + + if is_final: + assert hasattr( + candidate, "finish_reason" + ), "Final chunk should have finish_reason" + + +def collect_streaming_content( + stream, integration: str, timeout: int = 30 +) -> tuple[str, int, bool]: + """ + Collect content from a streaming response and validate the stream. + + Args: + stream: The streaming response iterator + integration: The integration name (openai, anthropic, etc.) + timeout: Maximum time to wait for stream completion + + Returns: + tuple: (collected_content, chunk_count, tool_calls_detected) + """ + import time + + content_parts = [] + chunk_count = 0 + tool_calls_detected = False + start_time = time.time() + + for chunk in stream: + chunk_count += 1 + + # Check timeout + if time.time() - start_time > timeout: + raise TimeoutError(f"Streaming took longer than {timeout} seconds") + + # Validate chunk + is_final = False + if integration.lower() == "openai": + is_final = ( + hasattr(chunk, "choices") + and len(chunk.choices) > 0 + and hasattr(chunk.choices[0], "finish_reason") + and chunk.choices[0].finish_reason is not None + ) + + assert_valid_streaming_response(chunk, integration, is_final) + + # Extract content based on integration + if integration.lower() == "openai": + choice = chunk.choices[0] + if hasattr(choice.delta, "content") and choice.delta.content: + content_parts.append(choice.delta.content) + if hasattr(choice.delta, "tool_calls") and choice.delta.tool_calls: + tool_calls_detected = True + + elif integration.lower() == "anthropic": + if chunk.type == "content_block_delta": + if hasattr(chunk.delta, "text") and chunk.delta.text: + content_parts.append(chunk.delta.text) + elif hasattr(chunk.delta, "thinking") and chunk.delta.thinking: + content_parts.append(chunk.delta.thinking) + # Note: partial_json from input_json_delta is not user-visible content + elif chunk.type == "content_block_start": + # Check for tool use content blocks + if ( + hasattr(chunk, "content_block") + and hasattr(chunk.content_block, "type") + and chunk.content_block.type == "tool_use" + ): + tool_calls_detected = True + + elif integration.lower() in ["google", "gemini", "genai"]: + if hasattr(chunk, "candidates") and len(chunk.candidates) > 0: + candidate = chunk.candidates[0] + if ( + hasattr(candidate.content, "parts") + and len(candidate.content.parts) > 0 + ): + for part in candidate.content.parts: + if hasattr(part, "text") and part.text: + content_parts.append(part.text) + + # Safety check + if chunk_count > 500: + raise ValueError( + "Received too many streaming chunks, something might be wrong" + ) + + content = "".join(content_parts) + return content, chunk_count, tool_calls_detected + + # Test Categories class TestCategories: """Constants for test categories""" @@ -647,6 +842,7 @@ class TestCategories: AUTO_FUNCTION = "auto_function" IMAGE_URL = "image_url" IMAGE_BASE64 = "image_base64" + STREAMING = "streaming" MULTIPLE_IMAGES = "multiple_images" COMPLEX_E2E = "complex_e2e" INTEGRATION_SPECIFIC = "integration_specific" diff --git a/transports/README.md b/transports/README.md index dbc4c560b6..bcad8b3803 100644 --- a/transports/README.md +++ b/transports/README.md @@ -53,7 +53,7 @@ docker run -p 8080:8080 -v $(pwd)/data:/app/data maximhq/bifrost | Feature | Description | Learn More | | ----------------------------- | ------------------------------------------------------------------- | ---------------------------------------------------------- | | **🖥️ Built-in Web UI** | Visual configuration, live monitoring, request logs, and analytics | Open `http://localhost:8080` after startup | -| **🔄 Multi-Provider Support** | OpenAI, Anthropic, Bedrock, Vertex, Cohere, Mistral, Ollama | [Provider Setup](../docs/usage/providers.md) | +| **🔄 Multi-Provider Support** | OpenAI, Anthropic, Azure, Bedrock, Vertex, Cohere, Mistral, Ollama, Groq, SGLang | [Provider Setup](../docs/usage/providers.md) | | **🔌 Drop-in Compatibility** | Replace OpenAI/Anthropic/GenAI APIs with zero code changes | [Integrations](../docs/usage/http-transport/integrations/) | | **🛠️ MCP Tool Calling** | Enable AI models to use external tools (filesystem, web, databases) | [MCP Guide](../docs/mcp.md) | | **⚡ Plugin System** | Add analytics, caching, rate limiting, custom logic | [Plugin System](../docs/plugins.md) | @@ -278,7 +278,7 @@ For complete setup instructions, deployment scenarios, and best practices, see t ### 🚀 Core Features -- **[🔗 Multi-Provider Support](../docs/usage/providers.md)** - 8+ AI providers with fallbacks +- **[🔗 Multi-Provider Support](../docs/usage/providers.md)** - 10+ AI providers with fallbacks - **[🛠️ MCP Integration](../docs/mcp.md)** - External tool calling for AI models - **[🔌 Plugin System](../docs/plugins.md)** - Extensible middleware architecture diff --git a/transports/bifrost-http/handlers/completions.go b/transports/bifrost-http/handlers/completions.go index 532a04fc85..935b28e908 100644 --- a/transports/bifrost-http/handlers/completions.go +++ b/transports/bifrost-http/handlers/completions.go @@ -3,6 +3,8 @@ package handlers import ( + "bufio" + "context" "encoding/json" "fmt" "strings" @@ -35,6 +37,7 @@ type CompletionRequest struct { Text string `json:"text"` // Text input (for text completion) Params *schemas.ModelParameters `json:"params"` // Additional model parameters Fallbacks []string `json:"fallbacks"` // Fallback providers and models in "provider/model" format + Stream *bool `json:"stream"` // Whether to stream the response } type CompletionType string @@ -132,7 +135,16 @@ func (h *CompletionHandler) handleCompletion(ctx *fasthttp.RequestCtx, completio return } - // Execute request + // Check if streaming is requested + isStreaming := req.Stream != nil && *req.Stream + + // Handle streaming for chat completions only + if isStreaming && completionType == CompletionTypeChat { + h.handleStreamingChatCompletion(ctx, bifrostReq, bifrostCtx) + return + } + + // Handle non-streaming requests var resp *schemas.BifrostResponse var bifrostErr *schemas.BifrostError @@ -152,3 +164,56 @@ func (h *CompletionHandler) handleCompletion(ctx *fasthttp.RequestCtx, completio // Send successful response SendJSON(ctx, resp, h.logger) } + +// handleStreamingChatCompletion handles streaming chat completion requests using Server-Sent Events (SSE) +func (h *CompletionHandler) handleStreamingChatCompletion(ctx *fasthttp.RequestCtx, req *schemas.BifrostRequest, bifrostCtx *context.Context) { + // Set SSE headers + ctx.SetContentType("text/event-stream") + ctx.Response.Header.Set("Cache-Control", "no-cache") + ctx.Response.Header.Set("Connection", "keep-alive") + ctx.Response.Header.Set("Access-Control-Allow-Origin", "*") + + // Get the streaming channel from Bifrost + stream, bifrostErr := h.client.ChatCompletionStreamRequest(*bifrostCtx, req) + if bifrostErr != nil { + // Send error in SSE format + SendSSEError(ctx, bifrostErr, h.logger) + return + } + + // Use streaming response writer + ctx.Response.SetBodyStreamWriter(func(w *bufio.Writer) { + defer w.Flush() + + // Process streaming responses + for response := range stream { + if response == nil { + continue + } + + // Convert response to JSON + responseJSON, err := json.Marshal(response) + if err != nil { + h.logger.Warn(fmt.Sprintf("Failed to marshal streaming response: %v", err)) + continue + } + + // Send as SSE data + if _, err := fmt.Fprintf(w, "data: %s\n\n", responseJSON); err != nil { + h.logger.Warn(fmt.Sprintf("Failed to write SSE data: %v", err)) + break + } + + // Flush immediately to send the chunk + if err := w.Flush(); err != nil { + h.logger.Warn(fmt.Sprintf("Failed to flush SSE data: %v", err)) + break + } + } + + // Send the [DONE] marker to indicate the end of the stream + if _, err := fmt.Fprint(w, "data: [DONE]\n\n"); err != nil { + h.logger.Warn(fmt.Sprintf("Failed to write SSE done marker: %v", err)) + } + }) +} diff --git a/transports/bifrost-http/handlers/providers.go b/transports/bifrost-http/handlers/providers.go index 0dd5afd964..8e83f2879e 100644 --- a/transports/bifrost-http/handlers/providers.go +++ b/transports/bifrost-http/handlers/providers.go @@ -153,7 +153,7 @@ func (h *ProviderHandler) AddProvider(ctx *fasthttp.RequestCtx) { } // Validate required keys - if len(req.Keys) == 0 && req.Provider != schemas.Vertex && req.Provider != schemas.Ollama { + if len(req.Keys) == 0 && req.Provider != schemas.Vertex && req.Provider != schemas.Ollama && req.Provider != schemas.SGL { SendError(ctx, fasthttp.StatusBadRequest, "At least one API key is required", h.logger) return } @@ -250,7 +250,7 @@ func (h *ProviderHandler) UpdateProvider(ctx *fasthttp.RequestCtx) { // Validate and process keys if req.Keys != nil { - if len(req.Keys) == 0 && provider != schemas.Vertex && provider != schemas.Ollama { + if len(req.Keys) == 0 && provider != schemas.Vertex && provider != schemas.Ollama && provider != schemas.SGL { SendError(ctx, fasthttp.StatusBadRequest, "At least one API key is required", h.logger) return } diff --git a/transports/bifrost-http/handlers/utils.go b/transports/bifrost-http/handlers/utils.go index ffded4a5dc..e70ac90db5 100644 --- a/transports/bifrost-http/handlers/utils.go +++ b/transports/bifrost-http/handlers/utils.go @@ -48,3 +48,19 @@ func SendBifrostError(ctx *fasthttp.RequestCtx, bifrostErr *schemas.BifrostError ctx.SetBodyString(fmt.Sprintf("Failed to encode error response: %v", encodeErr)) } } + +// SendSSEError sends an error in Server-Sent Events format +func SendSSEError(ctx *fasthttp.RequestCtx, bifrostErr *schemas.BifrostError, logger schemas.Logger) { + errorJSON, err := json.Marshal(map[string]interface{}{ + "error": bifrostErr, + }) + if err != nil { + logger.Error(fmt.Errorf("failed to marshal error for SSE: %w", err)) + ctx.SetStatusCode(fasthttp.StatusInternalServerError) + return + } + + if _, err := fmt.Fprintf(ctx, "data: %s\n\n", errorJSON); err != nil { + logger.Warn(fmt.Sprintf("Failed to write SSE error: %v", err)) + } +} diff --git a/transports/bifrost-http/handlers/websocket.go b/transports/bifrost-http/handlers/websocket.go index cc0f23adb7..5aee37aae4 100644 --- a/transports/bifrost-http/handlers/websocket.go +++ b/transports/bifrost-http/handlers/websocket.go @@ -125,12 +125,20 @@ func (h *WebSocketHandler) HandleLogStream(ctx *fasthttp.RequestCtx) { // BroadcastLogUpdate sends a log update to all connected WebSocket clients func (h *WebSocketHandler) BroadcastLogUpdate(logEntry *logging.LogEntry) { + // Determine operation type based on log status and timestamp + operationType := "update" + if logEntry.Status == "processing" && logEntry.CreatedAt.Equal(logEntry.Timestamp) { + operationType = "create" + } + message := struct { - Type string `json:"type"` - Payload *logging.LogEntry `json:"payload"` + Type string `json:"type"` + Operation string `json:"operation"` // "create" or "update" + Payload *logging.LogEntry `json:"payload"` }{ - Type: "log", - Payload: logEntry, + Type: "log", + Operation: operationType, + Payload: logEntry, } data, err := json.Marshal(message) diff --git a/transports/bifrost-http/integrations/anthropic/router.go b/transports/bifrost-http/integrations/anthropic/router.go index f205193282..e7d13ca8ed 100644 --- a/transports/bifrost-http/integrations/anthropic/router.go +++ b/transports/bifrost-http/integrations/anthropic/router.go @@ -8,8 +8,7 @@ import ( "github.com/maximhq/bifrost/transports/bifrost-http/integrations" ) -// AnthropicRouter holds route registrations for Anthropic endpoints. -// It supports standard chat completions and image-enabled vision capabilities. +// AnthropicRouter handles Anthropic-compatible API endpoints type AnthropicRouter struct { *integrations.GenericRouter } @@ -35,6 +34,14 @@ func NewAnthropicRouter(client *bifrost.Bifrost) *AnthropicRouter { ErrorConverter: func(err *schemas.BifrostError) interface{} { return DeriveAnthropicErrorFromBifrostError(err) }, + StreamConfig: &integrations.StreamConfig{ + ResponseConverter: func(resp *schemas.BifrostResponse) (interface{}, error) { + return DeriveAnthropicStreamFromBifrostResponse(resp), nil + }, + ErrorConverter: func(err *schemas.BifrostError) interface{} { + return DeriveAnthropicStreamFromBifrostError(err) + }, + }, }, } diff --git a/transports/bifrost-http/integrations/anthropic/types.go b/transports/bifrost-http/integrations/anthropic/types.go index 9240896d90..0833a3824e 100644 --- a/transports/bifrost-http/integrations/anthropic/types.go +++ b/transports/bifrost-http/integrations/anthropic/types.go @@ -75,6 +75,11 @@ type AnthropicMessageRequest struct { ToolChoice *AnthropicToolChoice `json:"tool_choice,omitempty"` } +// IsStreamingRequested implements the StreamingRequest interface +func (r *AnthropicMessageRequest) IsStreamingRequested() bool { + return r.Stream != nil && *r.Stream +} + // AnthropicMessageResponse represents an Anthropic messages API response type AnthropicMessageResponse struct { ID string `json:"id"` @@ -105,6 +110,41 @@ type AnthropicMessageErrorStruct struct { Message string `json:"message"` // Error message } +// AnthropicStreamResponse represents a single chunk in the Anthropic streaming response +// This matches the format expected by Anthropic's streaming API clients +type AnthropicStreamResponse struct { + Type string `json:"type"` + ID *string `json:"id,omitempty"` + Model *string `json:"model,omitempty"` + Index *int `json:"index,omitempty"` + Message *AnthropicStreamMessage `json:"message,omitempty"` + ContentBlock *AnthropicContentBlock `json:"content_block,omitempty"` + Delta *AnthropicStreamDelta `json:"delta,omitempty"` + Usage *AnthropicUsage `json:"usage,omitempty"` +} + +// AnthropicStreamMessage represents the message structure in streaming events +type AnthropicStreamMessage struct { + ID string `json:"id"` + Type string `json:"type"` + Role string `json:"role"` + Content []AnthropicContentBlock `json:"content"` + Model string `json:"model"` + StopReason *string `json:"stop_reason,omitempty"` + StopSequence *string `json:"stop_sequence,omitempty"` + Usage *AnthropicUsage `json:"usage,omitempty"` +} + +// AnthropicStreamDelta represents the incremental content in a streaming chunk +type AnthropicStreamDelta struct { + Type string `json:"type"` + Text *string `json:"text,omitempty"` + Thinking *string `json:"thinking,omitempty"` + PartialJSON *string `json:"partial_json,omitempty"` + StopReason *string `json:"stop_reason,omitempty"` + StopSequence *string `json:"stop_sequence,omitempty"` +} + // MarshalJSON implements custom JSON marshalling for MessageContent. // It marshals either ContentStr or ContentBlocks directly without wrapping. func (mc AnthropicContent) MarshalJSON() ([]byte, error) { @@ -402,7 +442,7 @@ func DeriveAnthropicFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *A } // Convert usage information - if bifrostResp.Usage != (schemas.LLMUsage{}) { + if bifrostResp.Usage != nil { anthropicResp.Usage = &AnthropicUsage{ InputTokens: bifrostResp.Usage.PromptTokens, OutputTokens: bifrostResp.Usage.CompletionTokens, @@ -477,6 +517,134 @@ func DeriveAnthropicFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *A return anthropicResp } +// DeriveAnthropicStreamFromBifrostResponse converts a Bifrost streaming response to Anthropic SSE string format +func DeriveAnthropicStreamFromBifrostResponse(bifrostResp *schemas.BifrostResponse) string { + if bifrostResp == nil { + return "" + } + + streamResp := &AnthropicStreamResponse{} + + // Handle different streaming event types based on the response content + if len(bifrostResp.Choices) > 0 { + choice := bifrostResp.Choices[0] // Anthropic typically returns one choice + + // Handle streaming responses + if choice.BifrostStreamResponseChoice != nil { + delta := choice.BifrostStreamResponseChoice.Delta + + // Handle text content deltas + if delta.Content != nil { + streamResp.Type = "content_block_delta" + streamResp.Index = &choice.Index + streamResp.Delta = &AnthropicStreamDelta{ + Type: "text_delta", + Text: delta.Content, + } + } else if delta.Thought != nil { + // Handle thinking content deltas + streamResp.Type = "content_block_delta" + streamResp.Index = &choice.Index + streamResp.Delta = &AnthropicStreamDelta{ + Type: "thinking_delta", + Thinking: delta.Thought, + } + } else if len(delta.ToolCalls) > 0 { + // Handle tool call deltas + toolCall := delta.ToolCalls[0] // Take first tool call + + if toolCall.Function.Name != nil && *toolCall.Function.Name != "" { + // Tool use start event + streamResp.Type = "content_block_start" + streamResp.Index = &choice.Index + streamResp.ContentBlock = &AnthropicContentBlock{ + Type: "tool_use", + ID: toolCall.ID, + Name: toolCall.Function.Name, + } + } else if toolCall.Function.Arguments != "" { + // Tool input delta + streamResp.Type = "content_block_delta" + streamResp.Index = &choice.Index + streamResp.Delta = &AnthropicStreamDelta{ + Type: "input_json_delta", + PartialJSON: &toolCall.Function.Arguments, + } + } + } else if choice.FinishReason != nil && *choice.FinishReason != "" { + // Handle finish reason + streamResp.Type = "message_delta" + streamResp.Delta = &AnthropicStreamDelta{ + Type: "message_delta", + StopReason: choice.FinishReason, + } + } + + } else if choice.BifrostNonStreamResponseChoice != nil { + // Handle non-streaming response converted to streaming format + streamResp.Type = "message_start" + + // Create message start event + streamMessage := &AnthropicStreamMessage{ + ID: bifrostResp.ID, + Type: "message", + Role: string(choice.BifrostNonStreamResponseChoice.Message.Role), + Model: bifrostResp.Model, + } + + // Convert content + var content []AnthropicContentBlock + if choice.BifrostNonStreamResponseChoice.Message.Content.ContentStr != nil { + content = append(content, AnthropicContentBlock{ + Type: "text", + Text: choice.BifrostNonStreamResponseChoice.Message.Content.ContentStr, + }) + } + + streamMessage.Content = content + streamResp.Message = streamMessage + } + } + + // Handle usage information + if bifrostResp.Usage != nil { + if streamResp.Type == "" { + streamResp.Type = "message_delta" + } + streamResp.Usage = &AnthropicUsage{ + InputTokens: bifrostResp.Usage.PromptTokens, + OutputTokens: bifrostResp.Usage.CompletionTokens, + } + } + + // Set common fields + if bifrostResp.ID != "" { + streamResp.ID = &bifrostResp.ID + } + if bifrostResp.Model != "" { + streamResp.Model = &bifrostResp.Model + } + + // Default to empty content_block_delta if no specific type was set + if streamResp.Type == "" { + streamResp.Type = "content_block_delta" + streamResp.Index = bifrost.Ptr(0) + streamResp.Delta = &AnthropicStreamDelta{ + Type: "text_delta", + Text: bifrost.Ptr(""), + } + } + + // Marshal to JSON and format as SSE + jsonData, err := json.Marshal(streamResp) + if err != nil { + return "" + } + + // Format as Anthropic SSE + return fmt.Sprintf("event: %s\ndata: %s\n\n", streamResp.Type, jsonData) +} + // DeriveAnthropicErrorFromBifrostError derives a AnthropicMessageError from a BifrostError func DeriveAnthropicErrorFromBifrostError(bifrostErr *schemas.BifrostError) *AnthropicMessageError { if bifrostErr == nil { @@ -504,3 +672,20 @@ func DeriveAnthropicErrorFromBifrostError(bifrostErr *schemas.BifrostError) *Ant Error: errorStruct, } } + +// DeriveAnthropicStreamFromBifrostError derives an Anthropic streaming error from a BifrostError in SSE format +func DeriveAnthropicStreamFromBifrostError(bifrostErr *schemas.BifrostError) string { + errorResp := DeriveAnthropicErrorFromBifrostError(bifrostErr) + if errorResp == nil { + return "" + } + + // Marshal to JSON + jsonData, err := json.Marshal(errorResp) + if err != nil { + return "" + } + + // Format as Anthropic SSE error event + return fmt.Sprintf("event: error\ndata: %s\n\n", jsonData) +} diff --git a/transports/bifrost-http/integrations/genai/router.go b/transports/bifrost-http/integrations/genai/router.go index 675d489029..7739611cae 100644 --- a/transports/bifrost-http/integrations/genai/router.go +++ b/transports/bifrost-http/integrations/genai/router.go @@ -37,6 +37,14 @@ func NewGenAIRouter(client *bifrost.Bifrost) *GenAIRouter { ErrorConverter: func(err *schemas.BifrostError) interface{} { return DeriveGeminiErrorFromBifrostError(err) }, + StreamConfig: &integrations.StreamConfig{ + ResponseConverter: func(resp *schemas.BifrostResponse) (interface{}, error) { + return DeriveGeminiStreamFromBifrostResponse(resp), nil + }, + ErrorConverter: func(err *schemas.BifrostError) interface{} { + return DeriveGeminiStreamFromBifrostError(err) + }, + }, PreCallback: extractAndSetModelFromURL, }, } @@ -54,6 +62,10 @@ func extractAndSetModelFromURL(ctx *fasthttp.RequestCtx, req interface{}) error } modelStr := model.(string) + + // Check if this is a streaming request + isStreaming := strings.HasSuffix(modelStr, ":streamGenerateContent") + // Remove Google GenAI API endpoint suffixes if present for _, sfx := range []string{ ":streamGenerateContent", @@ -74,9 +86,10 @@ func extractAndSetModelFromURL(ctx *fasthttp.RequestCtx, req interface{}) error processedModel = "google/" + modelStr } - // Set the model in the request + // Set the model and streaming flag in the request if geminiReq, ok := req.(*GeminiChatRequest); ok { geminiReq.Model = processedModel + geminiReq.Stream = isStreaming return nil } diff --git a/transports/bifrost-http/integrations/genai/types.go b/transports/bifrost-http/integrations/genai/types.go index 01dd15d06f..d0131d4e38 100644 --- a/transports/bifrost-http/integrations/genai/types.go +++ b/transports/bifrost-http/integrations/genai/types.go @@ -134,6 +134,12 @@ type GeminiChatRequest struct { Labels map[string]string `json:"labels,omitempty"` CachedContent string `json:"cachedContent,omitempty"` ResponseModalities []string `json:"responseModalities,omitempty"` + Stream bool `json:"-"` // Internal field to track streaming requests +} + +// IsStreamingRequested implements the StreamingRequest interface +func (r *GeminiChatRequest) IsStreamingRequested() bool { + return r.Stream } // GeminiChatRequestError represents a Gemini chat completion error response @@ -475,7 +481,7 @@ func DeriveGenAIFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *genai Candidates: make([]*genai_sdk.Candidate, len(bifrostResp.Choices)), } - if bifrostResp.Usage != (schemas.LLMUsage{}) { + if bifrostResp.Usage != nil { genaiResp.UsageMetadata = &genai_sdk.GenerateContentResponseUsageMetadata{ PromptTokenCount: int32(bifrostResp.Usage.PromptTokens), CandidatesTokenCount: int32(bifrostResp.Usage.CompletionTokens), @@ -491,7 +497,7 @@ func DeriveGenAIFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *genai candidate.FinishReason = genai_sdk.FinishReason(*choice.FinishReason) } - if bifrostResp.Usage != (schemas.LLMUsage{}) { + if bifrostResp.Usage != nil { candidate.TokenCount = int32(bifrostResp.Usage.CompletionTokens) } @@ -579,6 +585,112 @@ func DeriveGenAIFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *genai return genaiResp } +// DeriveGeminiStreamFromBifrostResponse converts a Bifrost streaming response to Google GenAI streaming format +func DeriveGeminiStreamFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *genai_sdk.GenerateContentResponse { + if bifrostResp == nil { + return nil + } + + genaiResp := &genai_sdk.GenerateContentResponse{ + Candidates: make([]*genai_sdk.Candidate, len(bifrostResp.Choices)), + } + + // Set usage metadata if available + if bifrostResp.Usage != nil { + genaiResp.UsageMetadata = &genai_sdk.GenerateContentResponseUsageMetadata{ + PromptTokenCount: int32(bifrostResp.Usage.PromptTokens), + CandidatesTokenCount: int32(bifrostResp.Usage.CompletionTokens), + TotalTokenCount: int32(bifrostResp.Usage.TotalTokens), + } + } + + // Convert choices to streaming format + for i, choice := range bifrostResp.Choices { + candidate := &genai_sdk.Candidate{ + Index: int32(choice.Index), + } + + // Set finish reason if present + if choice.FinishReason != nil { + candidate.FinishReason = genai_sdk.FinishReason(*choice.FinishReason) + } + + // Set token count if available + if bifrostResp.Usage != nil { + candidate.TokenCount = int32(bifrostResp.Usage.CompletionTokens) + } + + // Handle streaming response delta + var parts []*genai_sdk.Part + + if choice.BifrostStreamResponseChoice != nil { + // Convert streaming delta to parts + delta := choice.BifrostStreamResponseChoice.Delta + + // Handle text content delta + if delta.Content != nil && *delta.Content != "" { + parts = append(parts, &genai_sdk.Part{ + Text: *delta.Content, + }) + } + + // Handle thinking content delta + if delta.Thought != nil && *delta.Thought != "" { + parts = append(parts, &genai_sdk.Part{ + Text: *delta.Thought, + Thought: true, + }) + } + + // Handle tool call deltas + if len(delta.ToolCalls) > 0 { + for _, toolCall := range delta.ToolCalls { + if toolCall.Function.Name != nil && *toolCall.Function.Name != "" { + // Convert tool call arguments from JSON string to map + argsMap := make(map[string]interface{}) + if toolCall.Function.Arguments != "" { + json.Unmarshal([]byte(toolCall.Function.Arguments), &argsMap) + } + + fc := &genai_sdk.FunctionCall{ + Name: *toolCall.Function.Name, + Args: argsMap, + } + if toolCall.ID != nil { + fc.ID = *toolCall.ID + } + + parts = append(parts, &genai_sdk.Part{ + FunctionCall: fc, + }) + } + } + } + + } + + // Set content if we have parts + if len(parts) > 0 { + candidate.Content = &genai_sdk.Content{ + Parts: parts, + Role: string(schemas.ModelChatMessageRoleAssistant), // Streaming responses are typically from assistant + } + } + + genaiResp.Candidates[i] = candidate + } + + // Set response metadata + if bifrostResp.ID != "" { + genaiResp.ResponseID = bifrostResp.ID + } + if bifrostResp.Model != "" { + genaiResp.ModelVersion = bifrostResp.Model + } + + return genaiResp +} + // DeriveGeminiErrorFromBifrostError derives a GeminiChatRequestError from a BifrostError func DeriveGeminiErrorFromBifrostError(bifrostErr *schemas.BifrostError) *GeminiChatRequestError { if bifrostErr == nil { @@ -605,6 +717,12 @@ func DeriveGeminiErrorFromBifrostError(bifrostErr *schemas.BifrostError) *Gemini } } +// DeriveGeminiStreamFromBifrostError derives a Gemini streaming error from a BifrostError +func DeriveGeminiStreamFromBifrostError(bifrostErr *schemas.BifrostError) *GeminiChatRequestError { + // For streaming, we use the same error format as regular Gemini errors + return DeriveGeminiErrorFromBifrostError(bifrostErr) +} + // isImageMimeType checks if a MIME type represents an image format func isImageMimeType(mimeType string) bool { if mimeType == "" { diff --git a/transports/bifrost-http/integrations/litellm/router.go b/transports/bifrost-http/integrations/litellm/router.go index e7403514d5..cede7a42f7 100644 --- a/transports/bifrost-http/integrations/litellm/router.go +++ b/transports/bifrost-http/integrations/litellm/router.go @@ -21,6 +21,21 @@ type LiteLLMRequestWrapper struct { Provider schemas.ModelProvider `json:"-"` } +// IsStreamingRequested implements the StreamingRequest interface +// by delegating to the underlying provider-specific request +func (w *LiteLLMRequestWrapper) IsStreamingRequested() bool { + if w.ActualRequest == nil { + return false + } + + // Delegate to the actual request's streaming method + if streamingReq, ok := w.ActualRequest.(integrations.StreamingRequest); ok { + return streamingReq.IsStreamingRequested() + } + + return false +} + // LiteLLMRouter holds route registrations for LiteLLM endpoints. // It supports standard chat completions and image-enabled vision capabilities. // LiteLLM is fully OpenAI-compatible, so we reuse OpenAI types @@ -153,6 +168,42 @@ func NewLiteLLMRouter(client *bifrost.Bifrost) *LiteLLMRouter { } } + streamResponseConverter := func(resp *schemas.BifrostResponse) (interface{}, error) { + if resp == nil { + return nil, errors.New("response is nil") + } + + provider := resp.ExtraFields.Provider + if provider == "" && resp.Model != "" { + provider = integrations.GetProviderFromModel(resp.Model) + } + + // Route to the appropriate provider's streaming converter based on provider type + switch provider { + case schemas.OpenAI, schemas.Azure: + return openai.DeriveOpenAIStreamFromBifrostResponse(resp), nil + case schemas.Anthropic: + return anthropic.DeriveAnthropicStreamFromBifrostResponse(resp), nil + case schemas.Vertex: + return genai.DeriveGeminiStreamFromBifrostResponse(resp), nil + default: + return resp, nil + } + } + + streamErrorConverter := func(err *schemas.BifrostError) interface{} { + switch err.Provider { + case schemas.OpenAI, schemas.Azure: + return openai.DeriveOpenAIStreamFromBifrostError(err) + case schemas.Anthropic: + return anthropic.DeriveAnthropicStreamFromBifrostError(err) + case schemas.Vertex: + return genai.DeriveGeminiStreamFromBifrostError(err) + default: + return err + } + } + routes := []integrations.RouteConfig{} for _, path := range paths { routes = append(routes, integrations.RouteConfig{ @@ -162,7 +213,11 @@ func NewLiteLLMRouter(client *bifrost.Bifrost) *LiteLLMRouter { RequestConverter: requestConverter, ResponseConverter: responseConverter, ErrorConverter: errorConverter, - PreCallback: preHook, + StreamConfig: &integrations.StreamConfig{ + ResponseConverter: streamResponseConverter, + ErrorConverter: streamErrorConverter, + }, + PreCallback: preHook, }) } diff --git a/transports/bifrost-http/integrations/openai/router.go b/transports/bifrost-http/integrations/openai/router.go index d31f6b6599..0c2b61a9b0 100644 --- a/transports/bifrost-http/integrations/openai/router.go +++ b/transports/bifrost-http/integrations/openai/router.go @@ -9,7 +9,7 @@ import ( ) // OpenAIRouter holds route registrations for OpenAI endpoints. -// It supports standard chat completions and image-enabled vision capabilities. +// It supports standard chat completions and streaming capabilities with OpenAI-specific formatting. type OpenAIRouter struct { *integrations.GenericRouter } @@ -35,6 +35,14 @@ func NewOpenAIRouter(client *bifrost.Bifrost) *OpenAIRouter { ErrorConverter: func(err *schemas.BifrostError) interface{} { return DeriveOpenAIErrorFromBifrostError(err) }, + StreamConfig: &integrations.StreamConfig{ + ResponseConverter: func(resp *schemas.BifrostResponse) (interface{}, error) { + return DeriveOpenAIStreamFromBifrostResponse(resp), nil + }, + ErrorConverter: func(err *schemas.BifrostError) interface{} { + return DeriveOpenAIStreamFromBifrostError(err) + }, + }, }, } diff --git a/transports/bifrost-http/integrations/openai/types.go b/transports/bifrost-http/integrations/openai/types.go index 1d5b8f7bc0..e709ad9bee 100644 --- a/transports/bifrost-http/integrations/openai/types.go +++ b/transports/bifrost-http/integrations/openai/types.go @@ -27,6 +27,11 @@ type OpenAIChatRequest struct { Seed *int `json:"seed,omitempty"` } +// IsStreamingRequested implements the StreamingRequest interface +func (r *OpenAIChatRequest) IsStreamingRequested() bool { + return r.Stream != nil && *r.Stream +} + // OpenAIChatResponse represents an OpenAI chat completion response type OpenAIChatResponse struct { ID string `json:"id"` @@ -61,6 +66,32 @@ type OpenAIChatErrorStruct struct { EventID string `json:"event_id"` // Event ID for tracking } +// OpenAIStreamChoice represents a choice in a streaming response chunk +type OpenAIStreamChoice struct { + Index int `json:"index"` + Delta *OpenAIStreamDelta `json:"delta,omitempty"` + FinishReason *string `json:"finish_reason,omitempty"` + LogProbs *schemas.LogProbs `json:"logprobs,omitempty"` +} + +// OpenAIStreamDelta represents the incremental content in a streaming chunk +type OpenAIStreamDelta struct { + Role *string `json:"role,omitempty"` + Content *string `json:"content,omitempty"` + ToolCalls *[]schemas.ToolCall `json:"tool_calls,omitempty"` +} + +// OpenAIStreamResponse represents a single chunk in the OpenAI streaming response +type OpenAIStreamResponse struct { + ID string `json:"id"` + Object string `json:"object"` + Created int `json:"created"` + Model string `json:"model"` + SystemFingerprint *string `json:"system_fingerprint,omitempty"` + Choices []OpenAIStreamChoice `json:"choices"` + Usage *schemas.LLMUsage `json:"usage,omitempty"` +} + // ConvertToBifrostRequest converts an OpenAI chat request to Bifrost format func (r *OpenAIChatRequest) ConvertToBifrostRequest() *schemas.BifrostRequest { provider, model := integrations.ParseModelString(r.Model, schemas.OpenAI) @@ -145,7 +176,7 @@ func DeriveOpenAIFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *Open Created: bifrostResp.Created, Model: bifrostResp.Model, Choices: bifrostResp.Choices, - Usage: &bifrostResp.Usage, + Usage: bifrostResp.Usage, ServiceTier: bifrostResp.ServiceTier, SystemFingerprint: bifrostResp.SystemFingerprint, } @@ -197,3 +228,91 @@ func DeriveOpenAIErrorFromBifrostError(bifrostErr *schemas.BifrostError) *OpenAI Error: errorStruct, } } + +// DeriveOpenAIStreamFromBifrostError derives an OpenAI streaming error from a BifrostError +func DeriveOpenAIStreamFromBifrostError(bifrostErr *schemas.BifrostError) *OpenAIChatError { + // For streaming, we use the same error format as regular OpenAI errors + return DeriveOpenAIErrorFromBifrostError(bifrostErr) +} + +// DeriveOpenAIStreamFromBifrostResponse converts a Bifrost response to OpenAI streaming format +func DeriveOpenAIStreamFromBifrostResponse(bifrostResp *schemas.BifrostResponse) *OpenAIStreamResponse { + if bifrostResp == nil { + return nil + } + + streamResp := &OpenAIStreamResponse{ + ID: bifrostResp.ID, + Object: "chat.completion.chunk", + Created: bifrostResp.Created, + Model: bifrostResp.Model, + SystemFingerprint: bifrostResp.SystemFingerprint, + Usage: bifrostResp.Usage, + } + + // Convert choices to streaming format + for _, choice := range bifrostResp.Choices { + streamChoice := OpenAIStreamChoice{ + Index: choice.Index, + FinishReason: choice.FinishReason, + } + + var delta *OpenAIStreamDelta + + // Handle streaming vs non-streaming choices + if choice.BifrostStreamResponseChoice != nil { + // This is a streaming response - use the delta directly + delta = &OpenAIStreamDelta{} + + // Only set fields that are not nil + if choice.BifrostStreamResponseChoice.Delta.Role != nil { + delta.Role = choice.BifrostStreamResponseChoice.Delta.Role + } + if choice.BifrostStreamResponseChoice.Delta.Content != nil { + delta.Content = choice.BifrostStreamResponseChoice.Delta.Content + } + if len(choice.BifrostStreamResponseChoice.Delta.ToolCalls) > 0 { + delta.ToolCalls = &choice.BifrostStreamResponseChoice.Delta.ToolCalls + } + } else if choice.BifrostNonStreamResponseChoice != nil { + // This is a non-streaming response - convert message to delta format + delta = &OpenAIStreamDelta{} + + // Convert role + role := string(choice.BifrostNonStreamResponseChoice.Message.Role) + delta.Role = &role + + // Convert content + if choice.BifrostNonStreamResponseChoice.Message.Content.ContentStr != nil { + delta.Content = choice.BifrostNonStreamResponseChoice.Message.Content.ContentStr + } + + // Convert tool calls if present (from AssistantMessage) + if choice.BifrostNonStreamResponseChoice.Message.AssistantMessage != nil && + choice.BifrostNonStreamResponseChoice.Message.AssistantMessage.ToolCalls != nil { + delta.ToolCalls = choice.BifrostNonStreamResponseChoice.Message.AssistantMessage.ToolCalls + } + + // Set LogProbs from non-streaming choice + if choice.BifrostNonStreamResponseChoice.LogProbs != nil { + streamChoice.LogProbs = choice.BifrostNonStreamResponseChoice.LogProbs + } + } + + // Ensure we have a valid delta with at least one field set + // If all fields are nil, we should skip this chunk or set an empty content + if delta != nil { + hasValidField := (delta.Role != nil) || (delta.Content != nil) || (delta.ToolCalls != nil) + if !hasValidField { + // Set empty content to ensure we have at least one field + emptyContent := "" + delta.Content = &emptyContent + } + streamChoice.Delta = delta + } + + streamResp.Choices = append(streamResp.Choices, streamChoice) + } + + return streamResp +} diff --git a/transports/bifrost-http/integrations/utils.go b/transports/bifrost-http/integrations/utils.go index 84ba65e743..30bb1e751f 100644 --- a/transports/bifrost-http/integrations/utils.go +++ b/transports/bifrost-http/integrations/utils.go @@ -1,11 +1,61 @@ +// Package integrations provides a generic router framework for handling different LLM provider APIs. +// +// CENTRALIZED STREAMING ARCHITECTURE: +// +// This package implements a centralized streaming approach where all stream handling logic +// is consolidated in the GenericRouter, eliminating the need for provider-specific StreamHandler +// implementations. The key components are: +// +// 1. StreamConfig: Defines streaming configuration for each route, including: +// - ResponseConverter: Converts BifrostResponse to provider-specific streaming format +// - ErrorConverter: Converts BifrostError to provider-specific streaming error format +// +// 2. Centralized Stream Processing: The GenericRouter handles all streaming logic: +// - SSE header management +// - Stream channel processing +// - Error handling and conversion +// - Response formatting and flushing +// - Stream closure (handled automatically by provider implementation) +// +// 3. Provider-Specific Type Conversion: Integration types.go files only handle type conversion: +// - Derive{Provider}StreamFromBifrostResponse: Convert responses to streaming format +// - Derive{Provider}StreamFromBifrostError: Convert errors to streaming error format +// +// BENEFITS: +// - Eliminates code duplication across provider-specific stream handlers +// - Centralizes streaming logic for consistency and maintainability +// - Separates concerns: routing logic vs type conversion +// - Automatic stream closure management by provider implementations +// - Consistent error handling across all providers +// +// USAGE EXAMPLE: +// +// routes := []RouteConfig{ +// { +// Path: "/openai/chat/completions", +// Method: "POST", +// // ... other configs ... +// StreamConfig: &StreamConfig{ +// ResponseConverter: func(resp *schemas.BifrostResponse) (interface{}, error) { +// return DeriveOpenAIStreamFromBifrostResponse(resp), nil +// }, +// ErrorConverter: func(err *schemas.BifrostError) interface{} { +// return DeriveOpenAIStreamFromBifrostError(err) +// }, +// }, +// }, +// } package integrations import ( + "context" "encoding/json" "fmt" "log" "strings" + "bufio" + "github.com/fasthttp/router" bifrost "github.com/maximhq/bifrost/core" "github.com/maximhq/bifrost/core/schemas" @@ -19,6 +69,11 @@ type ExtensionRouter interface { RegisterRoutes(r *router.Router) } +// StreamingRequest interface for requests that support streaming +type StreamingRequest interface { + IsStreamingRequested() bool +} + // RequestConverter is a function that converts integration-specific requests to Bifrost format. // It takes the parsed request object and returns a BifrostRequest ready for processing. type RequestConverter func(req interface{}) (*schemas.BifrostRequest, error) @@ -27,10 +82,18 @@ type RequestConverter func(req interface{}) (*schemas.BifrostRequest, error) // It takes a BifrostResponse and returns the format expected by the specific integration. type ResponseConverter func(*schemas.BifrostResponse) (interface{}, error) +// StreamResponseConverter is a function that converts Bifrost responses to integration-specific streaming format. +// It takes a BifrostResponse and returns the streaming format expected by the specific integration. +type StreamResponseConverter func(*schemas.BifrostResponse) (interface{}, error) + // ErrorConverter is a function that converts BifrostError to integration-specific format. // It takes a BifrostError and returns the format expected by the specific integration. type ErrorConverter func(*schemas.BifrostError) interface{} +// StreamErrorConverter is a function that converts BifrostError to integration-specific streaming error format. +// It takes a BifrostError and returns the streaming error format expected by the specific integration. +type StreamErrorConverter func(*schemas.BifrostError) interface{} + // PreRequestCallback is called before processing the request. // It can be used to modify the request object (e.g., extract model from URL parameters) // or perform validation. If it returns an error, the request processing stops. @@ -41,8 +104,33 @@ type PreRequestCallback func(ctx *fasthttp.RequestCtx, req interface{}) error // If it returns an error, an error response is sent instead of the success response. type PostRequestCallback func(ctx *fasthttp.RequestCtx, req interface{}, resp *schemas.BifrostResponse) error -// RouteConfig defines configuration for a single HTTP route in an integration. -// Each route specifies how to handle requests for a specific endpoint. +// StreamConfig defines streaming-specific configuration for an integration +// +// SSE FORMAT BEHAVIOR: +// +// The ResponseConverter and ErrorConverter functions in StreamConfig can return either: +// +// 1. OBJECTS (interface{} that's not a string): +// - Will be JSON marshaled and sent as standard SSE: data: {json}\n\n +// - Use this for most providers (OpenAI, Google, etc.) +// - Example: return map[string]interface{}{"delta": {"content": "hello"}} +// - Result: data: {"delta":{"content":"hello"}}\n\n +// +// 2. STRINGS: +// - Will be sent directly as-is without any modification +// - Use this for providers requiring custom SSE event types (Anthropic, etc.) +// - Example: return "event: content_block_delta\ndata: {\"type\":\"text\"}\n\n" +// - Result: event: content_block_delta +// data: {"type":"text"} +// +// Choose the appropriate return type based on your provider's SSE specification. +type StreamConfig struct { + ResponseConverter StreamResponseConverter // Function to convert BifrostResponse to streaming format + ErrorConverter StreamErrorConverter // Function to convert BifrostError to streaming error format +} + +// RouteConfig defines the configuration for a single route in an integration. +// It specifies the path, method, and handlers for request/response conversion. type RouteConfig struct { Path string // HTTP path pattern (e.g., "/openai/v1/chat/completions") Method string // HTTP method (POST, GET, PUT, DELETE) @@ -50,6 +138,7 @@ type RouteConfig struct { RequestConverter RequestConverter // Function to convert request to BifrostRequest (SHOULD NOT BE NIL) ResponseConverter ResponseConverter // Function to convert BifrostResponse to integration format (SHOULD NOT BE NIL) ErrorConverter ErrorConverter // Function to convert BifrostError to integration format (SHOULD NOT BE NIL) + StreamConfig *StreamConfig // Optional: Streaming configuration (if nil, streaming not supported) PreCallback PreRequestCallback // Optional: called before request processing PostCallback PostRequestCallback // Optional: called after request processing } @@ -120,7 +209,7 @@ func (g *GenericRouter) RegisterRoutes(r *router.Router) { // 1. Parse JSON request body into the configured request type (for methods that expect bodies) // 2. Execute pre-callback (if configured) for request modification/validation // 3. Convert request to BifrostRequest using the configured converter -// 4. Execute the request through Bifrost +// 4. Execute the request through Bifrost (streaming or non-streaming) // 5. Execute post-callback (if configured) for response modification // 6. Convert and send the response using the configured response converter func (g *GenericRouter) createHandler(config RouteConfig) fasthttp.RequestHandler { @@ -167,34 +256,277 @@ func (g *GenericRouter) createHandler(config RouteConfig) fasthttp.RequestHandle return } + // Check if streaming is requested + isStreaming := false + if streamingReq, ok := req.(StreamingRequest); ok { + isStreaming = streamingReq.IsStreamingRequested() + } + // Execute the request through Bifrost bifrostCtx := lib.ConvertToBifrostContext(ctx) - result, bifrostErr := g.client.ChatCompletionRequest(*bifrostCtx, bifrostReq) - if bifrostErr != nil { - g.sendError(ctx, config.ErrorConverter, bifrostErr) + + if isStreaming { + g.handleStreamingRequest(ctx, config, req, bifrostReq, bifrostCtx) + } else { + g.handleNonStreamingRequest(ctx, config, req, bifrostReq, bifrostCtx) + } + } +} + +// handleNonStreamingRequest handles regular (non-streaming) requests +func (g *GenericRouter) handleNonStreamingRequest(ctx *fasthttp.RequestCtx, config RouteConfig, req interface{}, bifrostReq *schemas.BifrostRequest, bifrostCtx *context.Context) { + result, bifrostErr := g.client.ChatCompletionRequest(*bifrostCtx, bifrostReq) + if bifrostErr != nil { + g.sendError(ctx, config.ErrorConverter, bifrostErr) + return + } + + // Execute post-request callback if configured + // This is typically used for response modification or additional processing + if config.PostCallback != nil { + if err := config.PostCallback(ctx, req, result); err != nil { + g.sendError(ctx, config.ErrorConverter, newBifrostError(err, "failed to execute post-request callback")) return } - // Execute post-request callback if configured - // This is typically used for response modification or additional processing - if config.PostCallback != nil { - if err := config.PostCallback(ctx, req, result); err != nil { - g.sendError(ctx, config.ErrorConverter, newBifrostError(err, "failed to execute post-request callback")) + } + + if result == nil { + g.sendError(ctx, config.ErrorConverter, newBifrostError(nil, "Bifrost response is nil after post-request callback")) + return + } + + // Convert Bifrost response to integration-specific format and send + response, err := config.ResponseConverter(result) + if err != nil { + g.sendError(ctx, config.ErrorConverter, newBifrostError(err, "failed to encode response")) + return + } + g.sendSuccess(ctx, config.ErrorConverter, response) +} + +// handleStreamingRequest handles streaming requests using Server-Sent Events (SSE) +func (g *GenericRouter) handleStreamingRequest(ctx *fasthttp.RequestCtx, config RouteConfig, req interface{}, bifrostReq *schemas.BifrostRequest, bifrostCtx *context.Context) { + // Set common SSE headers + ctx.SetContentType("text/event-stream") + ctx.Response.Header.Set("Cache-Control", "no-cache") + ctx.Response.Header.Set("Connection", "keep-alive") + ctx.Response.Header.Set("Access-Control-Allow-Origin", "*") + + // Get the streaming channel from Bifrost + stream, bifrostErr := g.client.ChatCompletionStreamRequest(*bifrostCtx, bifrostReq) + if bifrostErr != nil { + // Send error in SSE format + g.sendStreamError(ctx, config, bifrostErr) + return + } + + // Check if streaming is configured for this route + if config.StreamConfig == nil { + g.sendStreamError(ctx, config, newBifrostError(nil, "streaming is not supported for this integration")) + return + } + + // Handle streaming using the centralized approach + g.handleStreaming(ctx, config, stream) +} + +// handleStreaming processes a stream of BifrostResponse objects and sends them as Server-Sent Events (SSE). +// It handles both successful responses and errors in the streaming format. +// +// SSE FORMAT HANDLING: +// +// By default, all responses and errors are sent in the standard SSE format: +// +// data: {"response": "content"}\n\n +// +// However, some providers (like Anthropic) require custom SSE event formats with explicit event types: +// +// event: content_block_delta +// data: {"type": "content_block_delta", "delta": {...}} +// +// event: message_stop +// data: {"type": "message_stop"} +// +// STREAMCONFIG CONVERTER BEHAVIOR: +// +// The StreamConfig.ResponseConverter and StreamConfig.ErrorConverter functions can return: +// +// 1. OBJECTS (default behavior): +// - Return any Go struct/map/interface{} +// - Will be JSON marshaled and wrapped as: data: {json}\n\n +// - Example: return map[string]interface{}{"content": "hello"} +// - Result: data: {"content":"hello"}\n\n +// +// 2. STRINGS (custom SSE format): +// - Return a complete SSE string with custom event types and formatting +// - Will be sent directly without any wrapping or modification +// - Example: return "event: content_block_delta\ndata: {\"type\":\"text\"}\n\n" +// - Result: event: content_block_delta +// data: {"type":"text"} +// +// IMPLEMENTATION GUIDELINES: +// +// For standard providers (OpenAI, etc.): Return objects from converters +// For custom SSE providers (Anthropic, etc.): Return pre-formatted SSE strings +// +// When returning strings, ensure they: +// - Include proper event: lines (if needed) +// - Include data: lines with JSON content +// - End with \n\n for proper SSE formatting +// - Follow the provider's specific SSE event specification +func (g *GenericRouter) handleStreaming(ctx *fasthttp.RequestCtx, config RouteConfig, streamChan chan *schemas.BifrostStream) { + // Use streaming response writer + ctx.Response.SetBodyStreamWriter(func(w *bufio.Writer) { + defer w.Flush() + + // Process streaming responses + for response := range streamChan { + if response == nil { + continue + } + + // Check for context cancellation + select { + case <-ctx.Done(): return + default: } - } - if result == nil { - g.sendError(ctx, config.ErrorConverter, newBifrostError(nil, "Bifrost response is nil after post-request callback")) - return - } + // Handle errors + if response.BifrostError != nil { + var errorResponse interface{} + var errorJSON []byte + var err error + + // Use stream error converter if available, otherwise fallback to regular error converter + if config.StreamConfig != nil && config.StreamConfig.ErrorConverter != nil { + errorResponse = config.StreamConfig.ErrorConverter(response.BifrostError) + } else if config.ErrorConverter != nil { + errorResponse = config.ErrorConverter(response.BifrostError) + } else { + // Default error response + errorResponse = map[string]interface{}{ + "error": map[string]interface{}{ + "type": "internal_error", + "message": "An error occurred while processing your request", + }, + } + } - // Convert Bifrost response to integration-specific format and send - response, err := config.ResponseConverter(result) - if err != nil { - g.sendError(ctx, config.ErrorConverter, newBifrostError(err, "failed to encode response")) - return + // Check if the error converter returned a raw SSE string or JSON object + if sseErrorString, ok := errorResponse.(string); ok { + // CUSTOM SSE FORMAT: The converter returned a complete SSE string + // This is used by providers like Anthropic that need custom event types + // Example: "event: error\ndata: {...}\n\n" + if _, err := fmt.Fprint(w, sseErrorString); err != nil { + return + } + } else { + // STANDARD SSE FORMAT: The converter returned an object + // This will be JSON marshaled and wrapped as "data: {json}\n\n" + // Used by most providers (OpenAI, Google, etc.) + errorJSON, err = json.Marshal(errorResponse) + if err != nil { + // Fallback to basic error if marshaling fails + basicError := map[string]interface{}{ + "error": map[string]interface{}{ + "type": "internal_error", + "message": "An error occurred while processing your request", + }, + } + if errorJSON, err = json.Marshal(basicError); err != nil { + return // Can't even send basic error + } + } + + // Send error as SSE data + if _, err := fmt.Fprintf(w, "data: %s\n\n", errorJSON); err != nil { + return + } + } + + // Flush and return on error + if err := w.Flush(); err != nil { + return + } + return // End stream on error + } + + // Handle successful responses + if response.BifrostResponse != nil { + // Convert response to integration-specific streaming format + var convertedResponse interface{} + var err error + + if config.StreamConfig.ResponseConverter != nil { + convertedResponse, err = config.StreamConfig.ResponseConverter(response.BifrostResponse) + } else { + // Fallback to regular response converter + convertedResponse, err = config.ResponseConverter(response.BifrostResponse) + } + + if err != nil { + // Log conversion error but continue processing + log.Printf("Failed to convert streaming response: %v", err) + continue + } + + // Check if the converter returned a raw SSE string or JSON object + if sseString, ok := convertedResponse.(string); ok { + // CUSTOM SSE FORMAT: The converter returned a complete SSE string + // This is used by providers like Anthropic that need custom event types + // Example: "event: content_block_delta\ndata: {...}\n\n" + if _, err := fmt.Fprint(w, sseString); err != nil { + return // Network error, stop streaming + } + } else { + // STANDARD SSE FORMAT: The converter returned an object + // This will be JSON marshaled and wrapped as "data: {json}\n\n" + // Used by most providers (OpenAI, Google, etc.) + responseJSON, err := json.Marshal(convertedResponse) + if err != nil { + // Log JSON marshaling error but continue processing + log.Printf("Failed to marshal streaming response: %v", err) + continue + } + + // Send as SSE data + if _, err := fmt.Fprintf(w, "data: %s\n\n", responseJSON); err != nil { + return // Network error, stop streaming + } + } + + // Flush immediately to send the chunk + if err := w.Flush(); err != nil { + return // Network error, stop streaming + } + } } - g.sendSuccess(ctx, config.ErrorConverter, response) + }) +} + +// sendStreamError sends an error in streaming format using the stream error converter if available +func (g *GenericRouter) sendStreamError(ctx *fasthttp.RequestCtx, config RouteConfig, bifrostErr *schemas.BifrostError) { + var errorResponse interface{} + + // Use stream error converter if available, otherwise fallback to regular error converter + if config.StreamConfig != nil && config.StreamConfig.ErrorConverter != nil { + errorResponse = config.StreamConfig.ErrorConverter(bifrostErr) + } else { + errorResponse = config.ErrorConverter(bifrostErr) + } + + errorJSON, err := json.Marshal(map[string]interface{}{ + "error": errorResponse, + }) + if err != nil { + log.Printf("Failed to marshal error for SSE: %v", err) + ctx.SetStatusCode(fasthttp.StatusInternalServerError) + return + } + + if _, err := fmt.Fprintf(ctx, "data: %s\n\n", errorJSON); err != nil { + log.Printf("Failed to write SSE error: %v", err) } } diff --git a/transports/bifrost-http/main.go b/transports/bifrost-http/main.go index 73c2ba7bc2..f927ebd8b6 100644 --- a/transports/bifrost-http/main.go +++ b/transports/bifrost-http/main.go @@ -46,7 +46,7 @@ // This allows clients to use their existing integration code without modification while benefiting // from Bifrost's unified model routing, fallbacks, monitoring capabilities, and high-performance configuration management. // -// NOTE: Streaming is not supported yet so all the flags related to streaming are ignored. (in both bifrost and its integrations) +// NOTE: Streaming is supported for chat completions via Server-Sent Events (SSE) package main import ( diff --git a/transports/bifrost-http/plugins/logging/main.go b/transports/bifrost-http/plugins/logging/main.go index 1587a9e313..c316119cb7 100644 --- a/transports/bifrost-http/plugins/logging/main.go +++ b/transports/bifrost-http/plugins/logging/main.go @@ -29,8 +29,9 @@ type ContextKey string type LogOperation string const ( - LogOperationCreate LogOperation = "create" - LogOperationUpdate LogOperation = "update" + LogOperationCreate LogOperation = "create" + LogOperationUpdate LogOperation = "update" + LogOperationStreamUpdate LogOperation = "stream_update" ) // Context keys for logging optimization @@ -38,13 +39,35 @@ const ( DroppedCreateContextKey ContextKey = "bifrost-logging-dropped" ) +// UpdateLogData contains data for log entry updates +type UpdateLogData struct { + Status string + TokenUsage *schemas.LLMUsage + OutputMessage *schemas.BifrostMessage + ToolCalls *[]schemas.ToolCall + ErrorDetails *schemas.BifrostError + Model string // May be different from request + Object string // May be different from request +} + +// StreamUpdateData contains lightweight data for streaming delta updates +type StreamUpdateData struct { + ErrorDetails *schemas.BifrostError + Model string // May be different from request + Object string // May be different from request + TokenUsage *schemas.LLMUsage + Delta *schemas.BifrostStreamDelta // The actual streaming delta + FinishReason *string // If the stream is finished +} + // LogMessage represents a message in the logging queue type LogMessage struct { - Operation LogOperation - RequestID string - Timestamp time.Time // Of the preHook/postHook call - InitialData *InitialLogData // For create operations - UpdateData *UpdateLogData // For update operations + Operation LogOperation + RequestID string + Timestamp time.Time // Of the preHook/postHook call + InitialData *InitialLogData // For create operations + UpdateData *UpdateLogData // For update operations + StreamUpdateData *StreamUpdateData // For stream update operations } // InitialLogData contains data for initial log entry creation @@ -57,17 +80,6 @@ type InitialLogData struct { Tools *[]schemas.Tool } -// UpdateLogData contains data for log entry updates -type UpdateLogData struct { - Status string - TokenUsage *schemas.LLMUsage - OutputMessage *schemas.BifrostMessage - ToolCalls *[]schemas.ToolCall - ErrorDetails *schemas.BifrostError - Model string // May be different from request - Object string // May be different from request -} - // LogEntry represents a complete log entry for a request/response cycle type LogEntry struct { ID string `json:"id"` @@ -84,6 +96,7 @@ type LogEntry struct { TokenUsage *schemas.LLMUsage `json:"token_usage,omitempty"` Status string `json:"status"` // "processing", "success", or "error" ErrorDetails *schemas.BifrostError `json:"error_details,omitempty"` + Stream bool `json:"stream"` // true if this was a streaming response CreatedAt time.Time `json:"created_at"` } @@ -143,6 +156,8 @@ type LoggerPlugin struct { droppedRequests atomic.Int64 cleanupTicker *time.Ticker // Ticker for cleaning up old processing logs logMsgPool sync.Pool // Pool for reusing LogMessage structs + updateDataPool sync.Pool // Pool for reusing UpdateLogData structs + streamDataPool sync.Pool // Pool for reusing StreamUpdateData structs } // NewLoggerPlugin creates a new logging plugin @@ -187,11 +202,23 @@ func NewLoggerPlugin(config *Config, logger schemas.Logger) (*LoggerPlugin, erro return &LogMessage{} }, }, + updateDataPool: sync.Pool{ + New: func() interface{} { + return &UpdateLogData{} + }, + }, + streamDataPool: sync.Pool{ + New: func() interface{} { + return &StreamUpdateData{} + }, + }, } - // Prewarm the log message pool + // Prewarm the pools for better performance at startup for range 1000 { - plugin.getLogMessage() + plugin.logMsgPool.Put(&LogMessage{}) + plugin.updateDataPool.Put(&UpdateLogData{}) + plugin.streamDataPool.Put(&StreamUpdateData{}) } // Create tables and indexes @@ -235,6 +262,9 @@ func (p *LoggerPlugin) createTables() error { -- For content search content_summary TEXT, + -- Stream indicator + stream BOOLEAN DEFAULT FALSE, + -- Timestamps for tracking created_at INTEGER NOT NULL )` @@ -317,6 +347,19 @@ func (p *LoggerPlugin) migrateTableSchema() error { } } + // Check if stream column exists + columnExists = false + err = p.db.QueryRow("SELECT COUNT(*) FROM pragma_table_info('logs') WHERE name = 'stream'").Scan(&columnExists) + if err != nil { + return fmt.Errorf("failed to check for stream column: %w", err) + } + + if !columnExists { + if _, err := p.db.Exec("ALTER TABLE logs ADD COLUMN stream BOOLEAN DEFAULT FALSE"); err != nil { + return fmt.Errorf("failed to add stream column: %w", err) + } + } + return nil } @@ -366,11 +409,52 @@ func (p *LoggerPlugin) putLogMessage(msg *LogMessage) { msg.RequestID = "" msg.Timestamp = time.Time{} msg.InitialData = nil + + // Don't reset UpdateData and StreamUpdateData here since they're returned + // to their own pools in the defer function - just clear the pointers msg.UpdateData = nil + msg.StreamUpdateData = nil p.logMsgPool.Put(msg) } +// getUpdateLogData gets an UpdateLogData from the pool +func (p *LoggerPlugin) getUpdateLogData() *UpdateLogData { + return p.updateDataPool.Get().(*UpdateLogData) +} + +// putUpdateLogData returns an UpdateLogData to the pool after resetting it +func (p *LoggerPlugin) putUpdateLogData(data *UpdateLogData) { + // Reset all fields to avoid memory leaks + data.Status = "" + data.TokenUsage = nil + data.OutputMessage = nil + data.ToolCalls = nil + data.ErrorDetails = nil + data.Model = "" + data.Object = "" + + p.updateDataPool.Put(data) +} + +// getStreamUpdateData gets a StreamUpdateData from the pool +func (p *LoggerPlugin) getStreamUpdateData() *StreamUpdateData { + return p.streamDataPool.Get().(*StreamUpdateData) +} + +// putStreamUpdateData returns a StreamUpdateData to the pool after resetting it +func (p *LoggerPlugin) putStreamUpdateData(data *StreamUpdateData) { + // Reset all fields to avoid memory leaks + data.ErrorDetails = nil + data.Model = "" + data.Object = "" + data.TokenUsage = nil + data.Delta = nil + data.FinishReason = nil + + p.streamDataPool.Put(data) +} + // SetLogCallback sets a callback function that will be called for each log entry func (p *LoggerPlugin) SetLogCallback(callback LogCallback) { p.mu.Lock() @@ -426,6 +510,27 @@ func (p *LoggerPlugin) PreHook(ctx *context.Context, req *schemas.BifrostRequest defer p.putLogMessage(logMsg) // Return to pool when done if err := p.insertInitialLogEntry(logMsg.RequestID, logMsg.Timestamp, logMsg.InitialData); err != nil { p.logger.Error(fmt.Errorf("failed to insert initial log entry for request %s: %w", logMsg.RequestID, err)) + } else { + // Call callback for initial log creation (WebSocket "create" message) + // Construct LogEntry directly from data we have to avoid database query + p.mu.Lock() + if p.logCallback != nil { + initialEntry := &LogEntry{ + ID: logMsg.RequestID, + Timestamp: logMsg.Timestamp, + Object: logMsg.InitialData.Object, + Provider: logMsg.InitialData.Provider, + Model: logMsg.InitialData.Model, + InputHistory: logMsg.InitialData.InputHistory, + Params: logMsg.InitialData.Params, + Tools: logMsg.InitialData.Tools, + Status: "processing", + Stream: false, // Initially false, will be updated if streaming + CreatedAt: logMsg.Timestamp, + } + p.logCallback(initialEntry) + } + p.mu.Unlock() } }(logMsg) @@ -454,61 +559,124 @@ func (p *LoggerPlugin) PostHook(ctx *context.Context, result *schemas.BifrostRes return result, err, nil } - // Queue the log update message (non-blocking) + // Check if this is a streaming response + isStreaming := p.isStreamingResponse(result) + + // Queue the log update message (non-blocking) - use same pattern for both streaming and regular logMsg := p.getLogMessage() - logMsg.Operation = LogOperationUpdate logMsg.RequestID = requestID logMsg.Timestamp = time.Now() - // Prepare update data (latency will be calculated in background worker) - updateData := &UpdateLogData{} + if isStreaming { + // Handle streaming response with lightweight async pattern + logMsg.Operation = LogOperationStreamUpdate - if err != nil { - // Error case - updateData.Status = "error" - updateData.ErrorDetails = err - } else if result != nil { - // Success case - updateData.Status = "success" - - // Update model if different from request - if result.Model != "" { - updateData.Model = result.Model - } + // Prepare lightweight streaming update data + streamUpdateData := p.getStreamUpdateData() - // Update object type if available - if result.Object != "" { - updateData.Object = result.Object - } + if err != nil { + // Error case + streamUpdateData.ErrorDetails = err + } else if result != nil { + // Update model if different from request + if result.Model != "" { + streamUpdateData.Model = result.Model + } + + // Update object type if available + if result.Object != "" { + streamUpdateData.Object = result.Object + } + + // Token usage + if result.Usage != nil && result.Usage.TotalTokens > 0 { + streamUpdateData.TokenUsage = result.Usage + } - // Token usage - if result.Usage.TotalTokens > 0 { - updateData.TokenUsage = &result.Usage + // Extract delta and finish reason from streaming response + if len(result.Choices) > 0 { + choice := result.Choices[0] + if choice.BifrostStreamResponseChoice != nil { + streamUpdateData.Delta = &choice.BifrostStreamResponseChoice.Delta + } + streamUpdateData.FinishReason = choice.FinishReason + } } - // Output message and tool calls - if len(result.Choices) > 0 { - updateData.OutputMessage = &result.Choices[0].Message + logMsg.StreamUpdateData = streamUpdateData + } else { + // Handle regular response + logMsg.Operation = LogOperationUpdate + + // Prepare update data (latency will be calculated in background worker) + updateData := p.getUpdateLogData() + + if err != nil { + // Error case + updateData.Status = "error" + updateData.ErrorDetails = err + } else if result != nil { + // Success case + updateData.Status = "success" + + // Update model if different from request + if result.Model != "" { + updateData.Model = result.Model + } + + // Update object type if available + if result.Object != "" { + updateData.Object = result.Object + } + + // Token usage + if result.Usage != nil && result.Usage.TotalTokens > 0 { + updateData.TokenUsage = result.Usage + } - // Extract tool calls if present - if result.Choices[0].Message.AssistantMessage != nil && - result.Choices[0].Message.AssistantMessage.ToolCalls != nil { - updateData.ToolCalls = result.Choices[0].Message.AssistantMessage.ToolCalls + // Output message and tool calls + if len(result.Choices) > 0 { + updateData.OutputMessage = &result.Choices[0].Message + + // Extract tool calls if present + if result.Choices[0].Message.AssistantMessage != nil && + result.Choices[0].Message.AssistantMessage.ToolCalls != nil { + updateData.ToolCalls = result.Choices[0].Message.AssistantMessage.ToolCalls + } } } - } - logMsg.UpdateData = updateData + logMsg.UpdateData = updateData + } + // Both streaming and regular updates now use the same async pattern go func(logMsg *LogMessage) { defer p.putLogMessage(logMsg) // Return to pool when done - if err := p.updateLogEntry(logMsg.RequestID, logMsg.Timestamp, logMsg.UpdateData); err != nil { - p.logger.Error(fmt.Errorf("failed to update log entry for request %s: %w", logMsg.RequestID, err)) + + // Return pooled data structures to their respective pools + defer func() { + if logMsg.UpdateData != nil { + p.putUpdateLogData(logMsg.UpdateData) + } + if logMsg.StreamUpdateData != nil { + p.putStreamUpdateData(logMsg.StreamUpdateData) + } + }() + + var processingErr error + if logMsg.Operation == LogOperationStreamUpdate { + processingErr = p.processStreamUpdate(logMsg.RequestID, logMsg.Timestamp, logMsg.StreamUpdateData) } else { - // Call callback if set (for real-time updates) + processingErr = p.updateLogEntry(logMsg.RequestID, logMsg.Timestamp, logMsg.UpdateData) + } + + if processingErr != nil { + p.logger.Error(fmt.Errorf("failed to process log update for request %s: %w", logMsg.RequestID, processingErr)) + } else { + // Call callback immediately for both streaming and regular updates + // UI will handle debouncing if needed p.mu.Lock() if p.logCallback != nil { - // Get the updated log entry for callback if updatedEntry, getErr := p.getLogEntry(logMsg.RequestID); getErr == nil { p.logCallback(updatedEntry) } @@ -517,11 +685,25 @@ func (p *LoggerPlugin) PostHook(ctx *context.Context, result *schemas.BifrostRes } }(logMsg) - // p.putLogMessage(logMsg) - return result, err, nil } +// isStreamingResponse checks if the response is a streaming delta +func (p *LoggerPlugin) isStreamingResponse(result *schemas.BifrostResponse) bool { + if result == nil || len(result.Choices) == 0 { + return false + } + + // Check if any choice has BifrostStreamResponseChoice (indicating streaming) + for _, choice := range result.Choices { + if choice.BifrostStreamResponseChoice != nil { + return true + } + } + + return false +} + // Cleanup is called when the plugin is being shut down func (p *LoggerPlugin) Cleanup() error { // Stop the cleanup ticker diff --git a/transports/bifrost-http/plugins/logging/utils.go b/transports/bifrost-http/plugins/logging/utils.go index 725063f976..436ef66bd9 100644 --- a/transports/bifrost-http/plugins/logging/utils.go +++ b/transports/bifrost-http/plugins/logging/utils.go @@ -25,14 +25,14 @@ func (p *LoggerPlugin) insertInitialLogEntry(requestID string, timestamp time.Ti INSERT INTO logs ( id, provider, model, object_type, status, input_history, tools, params, content_summary, - created_at - ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)` + stream, created_at + ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)` _, err := p.db.Exec(query, requestID, data.Provider, data.Model, data.Object, "processing", string(inputHistoryJSON), string(toolsJSON), string(paramsJSON), - contentSummary, timestamp.UnixNano()) + contentSummary, false, timestamp.UnixNano()) if err != nil { return fmt.Errorf("failed to insert initial log entry: %w", err) @@ -134,6 +134,242 @@ func (p *LoggerPlugin) updateLogEntry(requestID string, timestamp time.Time, dat return nil } +// processStreamUpdate handles streaming delta updates efficiently with minimal database operations +func (p *LoggerPlugin) processStreamUpdate(requestID string, timestamp time.Time, data *StreamUpdateData) error { + // Handle error case first + if data.ErrorDetails != nil { + // For errors, we should also calculate latency + // Get created_at timestamp to calculate latency + var createdAtUnix int64 + err := p.db.QueryRow("SELECT created_at FROM logs WHERE id = ?", requestID).Scan(&createdAtUnix) + if err != nil { + // If we can't get created_at, just update status and error + query := "UPDATE logs SET status = ?, error_details = ? WHERE id = ?" + errorDetailsJSON, _ := json.Marshal(data.ErrorDetails) + _, execErr := p.db.Exec(query, "error", string(errorDetailsJSON), requestID) + return execErr + } + + createdAt := time.Unix(createdAtUnix/1e9, createdAtUnix%1e9) + latency := float64(timestamp.Sub(createdAt).Milliseconds()) + + query := "UPDATE logs SET status = ?, error_details = ?, latency = ?, timestamp = ? WHERE id = ?" + errorDetailsJSON, _ := json.Marshal(data.ErrorDetails) + _, err = p.db.Exec(query, "error", string(errorDetailsJSON), latency, timestamp.UnixNano(), requestID) + return err + } + + // For streaming updates, we need to calculate latency when the stream finishes + var needsLatency bool + var latency float64 + + if data.FinishReason != nil { + // Stream is finishing, calculate latency + var createdAtUnix int64 + err := p.db.QueryRow("SELECT created_at FROM logs WHERE id = ?", requestID).Scan(&createdAtUnix) + if err != nil { + return fmt.Errorf("failed to get created_at for latency calculation: %w", err) + } + + createdAt := time.Unix(createdAtUnix/1e9, createdAtUnix%1e9) + latency = float64(timestamp.Sub(createdAt).Milliseconds()) + needsLatency = true + } + + // Build dynamic UPDATE query for streaming data + var setParts []string + var args []interface{} + + // Always mark as streaming and update timestamp + setParts = append(setParts, "stream = ?, timestamp = ?") + args = append(args, true, timestamp.UnixNano()) + + // Add latency if this is the final chunk + if needsLatency { + setParts = append(setParts, "latency = ?") + args = append(args, latency) + } + + // Update model if provided + if data.Model != "" { + setParts = append(setParts, "model = ?") + args = append(args, data.Model) + } + + // Update object type if provided + if data.Object != "" { + setParts = append(setParts, "object_type = ?") + args = append(args, data.Object) + } + + // Update token usage if provided + if data.TokenUsage != nil { + setParts = append(setParts, "prompt_tokens = ?, completion_tokens = ?, total_tokens = ?") + args = append(args, data.TokenUsage.PromptTokens, data.TokenUsage.CompletionTokens, data.TokenUsage.TotalTokens) + } + + // Handle finish reason - if present, mark as complete + if data.FinishReason != nil { + setParts = append(setParts, "status = ?") + args = append(args, "success") + } + + // Process delta content and tool calls if present + if data.Delta != nil { + if err := p.appendDeltaToEntry(requestID, data.Delta, &setParts, &args); err != nil { + return fmt.Errorf("failed to append delta: %w", err) + } + } + + // Only perform update if there's something to update + if len(setParts) > 0 { + // Add WHERE clause parameter + args = append(args, requestID) + + query := fmt.Sprintf("UPDATE logs SET %s WHERE id = ?", strings.Join(setParts, ", ")) + _, err := p.db.Exec(query, args...) + if err != nil { + return fmt.Errorf("failed to update streaming log entry: %w", err) + } + } + + return nil +} + +// appendDeltaToEntry efficiently appends streaming delta content to existing database entry +func (p *LoggerPlugin) appendDeltaToEntry(requestID string, delta *schemas.BifrostStreamDelta, setParts *[]string, args *[]interface{}) error { + // Only fetch existing content if we have content or tool calls to append + if (delta.Content == nil || *delta.Content == "") && len(delta.ToolCalls) == 0 && delta.Refusal == nil { + return nil + } + + // Get only the necessary fields from existing entry + var outputMessageJSON sql.NullString + err := p.db.QueryRow("SELECT output_message FROM logs WHERE id = ?", requestID).Scan(&outputMessageJSON) + if err != nil { + return fmt.Errorf("failed to get existing output message: %w", err) + } + + // Parse existing message or create new one + var outputMessage *schemas.BifrostMessage + if outputMessageJSON.Valid && outputMessageJSON.String != "null" && outputMessageJSON.String != "" { + outputMessage = &schemas.BifrostMessage{} + if err := json.Unmarshal([]byte(outputMessageJSON.String), outputMessage); err != nil { + // If unmarshaling fails, create new message + outputMessage = &schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{}, + } + } + } else { + // Create new message + outputMessage = &schemas.BifrostMessage{ + Role: schemas.ModelChatMessageRoleAssistant, + Content: schemas.MessageContent{}, + } + } + + // Handle role (usually in first chunk) + if delta.Role != nil { + outputMessage.Role = schemas.ModelChatMessageRole(*delta.Role) + } + + // Append content + if delta.Content != nil && *delta.Content != "" { + p.appendContentToMessage(outputMessage, *delta.Content) + } + + // Handle refusal + if delta.Refusal != nil && *delta.Refusal != "" { + if outputMessage.AssistantMessage == nil { + outputMessage.AssistantMessage = &schemas.AssistantMessage{} + } + if outputMessage.AssistantMessage.Refusal == nil { + outputMessage.AssistantMessage.Refusal = delta.Refusal + } else { + *outputMessage.AssistantMessage.Refusal += *delta.Refusal + } + } + + // Accumulate tool calls + if len(delta.ToolCalls) > 0 { + p.accumulateToolCallsInMessage(outputMessage, delta.ToolCalls) + } + + // Update the database fields + updatedMessageJSON, _ := json.Marshal(outputMessage) + *setParts = append(*setParts, "output_message = ?") + *args = append(*args, string(updatedMessageJSON)) + + // Also update tool_calls field for backward compatibility + if outputMessage.AssistantMessage != nil && outputMessage.AssistantMessage.ToolCalls != nil { + toolCallsJSON, _ := json.Marshal(outputMessage.AssistantMessage.ToolCalls) + *setParts = append(*setParts, "tool_calls = ?") + *args = append(*args, string(toolCallsJSON)) + } + + return nil +} + +// appendContentToMessage efficiently appends content to a message +func (p *LoggerPlugin) appendContentToMessage(message *schemas.BifrostMessage, newContent string) { + if message.Content.ContentStr != nil { + // Append to existing string content + *message.Content.ContentStr += newContent + } else if message.Content.ContentBlocks != nil { + // Find the last text block and append, or create new one + blocks := *message.Content.ContentBlocks + if len(blocks) > 0 && blocks[len(blocks)-1].Type == schemas.ContentBlockTypeText && blocks[len(blocks)-1].Text != nil { + // Append to last text block + *blocks[len(blocks)-1].Text += newContent + } else { + // Create new text block + blocks = append(blocks, schemas.ContentBlock{ + Type: schemas.ContentBlockTypeText, + Text: &newContent, + }) + message.Content.ContentBlocks = &blocks + } + } else { + // Initialize with string content + message.Content.ContentStr = &newContent + } +} + +// accumulateToolCallsInMessage efficiently accumulates tool calls in a message +func (p *LoggerPlugin) accumulateToolCallsInMessage(message *schemas.BifrostMessage, deltaToolCalls []schemas.ToolCall) { + if message.AssistantMessage == nil { + message.AssistantMessage = &schemas.AssistantMessage{} + } + + if message.AssistantMessage.ToolCalls == nil { + message.AssistantMessage.ToolCalls = &[]schemas.ToolCall{} + } + + existingToolCalls := *message.AssistantMessage.ToolCalls + + for _, deltaToolCall := range deltaToolCalls { + // Find existing tool call with same ID or create new one + found := false + for i := range existingToolCalls { + if existingToolCalls[i].ID != nil && deltaToolCall.ID != nil && + *existingToolCalls[i].ID == *deltaToolCall.ID { + // Append arguments to existing tool call + existingToolCalls[i].Function.Arguments += deltaToolCall.Function.Arguments + found = true + break + } + } + + if !found { + // Add new tool call + existingToolCalls = append(existingToolCalls, deltaToolCall) + } + } + + message.AssistantMessage.ToolCalls = &existingToolCalls +} + // createContentSummaryFromInitialData creates a searchable content summary from initial log data func (p *LoggerPlugin) createContentSummaryFromInitialData(data *InitialLogData) string { var parts []string @@ -154,7 +390,7 @@ func (p *LoggerPlugin) getLogEntry(requestID string) (*LogEntry, error) { SELECT id, timestamp, provider, model, object_type, status, latency, prompt_tokens, completion_tokens, total_tokens, input_history, output_message, tools, tool_calls, - params, error_details, created_at + params, error_details, stream, created_at FROM logs WHERE id = ?` var entry LogEntry @@ -163,13 +399,14 @@ func (p *LoggerPlugin) getLogEntry(requestID string) (*LogEntry, error) { var paramsJSON, errorDetailsJSON sql.NullString var promptTokens, completionTokens, totalTokensRow sql.NullInt64 var latency sql.NullFloat64 + var stream sql.NullBool err := p.db.QueryRow(query, requestID).Scan( &entry.ID, ×tampUnix, &entry.Provider, &entry.Model, &entry.Object, &entry.Status, &latency, &promptTokens, &completionTokens, &totalTokensRow, &inputHistoryJSON, &outputMessageJSON, &toolsJSON, &toolCallsJSON, - ¶msJSON, &errorDetailsJSON, + ¶msJSON, &errorDetailsJSON, &stream, &createdAtUnix, ) if err != nil { @@ -185,6 +422,11 @@ func (p *LoggerPlugin) getLogEntry(requestID string) (*LogEntry, error) { entry.Latency = &latency.Float64 } + // Handle stream flag + if stream.Valid { + entry.Stream = stream.Bool + } + // Handle token usage if promptTokens.Valid || completionTokens.Valid || totalTokensRow.Valid { entry.TokenUsage = &schemas.LLMUsage{} diff --git a/transports/bifrost-http/ui/404.html b/transports/bifrost-http/ui/404.html index 1d921e5b46..a0fd813772 100644 --- a/transports/bifrost-http/ui/404.html +++ b/transports/bifrost-http/ui/404.html @@ -1,4 +1,4 @@ -404: This page could not be found.Bifrost - The fastest LLM gateway

404

This page could not be found.

\ No newline at end of file +

404

This page could not be found.

\ No newline at end of file diff --git a/transports/bifrost-http/ui/404/index.html b/transports/bifrost-http/ui/404/index.html index 77008b1a38..7289c14ee5 100644 --- a/transports/bifrost-http/ui/404/index.html +++ b/transports/bifrost-http/ui/404/index.html @@ -1,4 +1,4 @@ -404: This page could not be found.Bifrost - The fastest LLM gateway

404

This page could not be found.

\ No newline at end of file +

404

This page could not be found.

\ No newline at end of file diff --git a/transports/bifrost-http/ui/_next/static/build/_buildManifest.js b/transports/bifrost-http/ui/_next/static/build/_buildManifest.js index 2a6d077149..ce1ca2aef5 100644 --- a/transports/bifrost-http/ui/_next/static/build/_buildManifest.js +++ b/transports/bifrost-http/ui/_next/static/build/_buildManifest.js @@ -1 +1 @@ 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tr:last-child{border-style:var(--tw-border-style);border-width:0}.\[\&\:has\(\[role\=checkbox\]\)\]\:pr-0:has([role=checkbox]){padding-right:calc(var(--spacing)*0)}.\[\.border-b\]\:pb-6.border-b{padding-bottom:calc(var(--spacing)*6)}.\[\.border-t\]\:pt-6.border-t{padding-top:calc(var(--spacing)*6)}:is(.\*\:\[span\]\:last\:flex>*):is(span):last-child{display:flex}:is(.\*\:\[span\]\:last\:items-center>*):is(span):last-child{align-items:center}:is(.\*\:\[span\]\:last\:gap-2>*):is(span):last-child{gap:calc(var(--spacing)*2)}:is(.data-\[variant\=destructive\]\:\*\:\[svg\]\:\!text-destructive[data-variant=destructive]>*):is(svg){color:var(--destructive)!important}.\[\&\>\[role\=checkbox\]\]\:translate-y-\[2px\]>[role=checkbox]{--tw-translate-y:2px;translate:var(--tw-translate-x)var(--tw-translate-y)}.\[\&\>button\]\:hidden>button{display:none}.\[\&\>span\:last-child\]\:truncate>span:last-child{text-overflow:ellipsis;white-space:nowrap;overflow:hidden}.\[\&\>svg\]\:pointer-events-none>svg{pointer-events:none}.\[\&\>svg\]\:size-3>svg{width:calc(var(--spacing)*3);height:calc(var(--spacing)*3)}.\[\&\>svg\]\:size-4>svg{width:calc(var(--spacing)*4);height:calc(var(--spacing)*4)}.\[\&\>svg\]\:shrink-0>svg{flex-shrink:0}.\[\&\>svg\]\:translate-y-0\.5>svg{--tw-translate-y:calc(var(--spacing)*.5);translate:var(--tw-translate-x)var(--tw-translate-y)}.\[\&\>svg\]\:text-current>svg{color:currentColor}.\[\&\>svg\]\:text-sidebar-accent-foreground>svg{color:var(--sidebar-accent-foreground)}.\[\&\>tr\]\:last\:border-b-0>tr:last-child{border-bottom-style:var(--tw-border-style);border-bottom-width:0}.\[\&\[data-state\=open\]\>svg\]\:rotate-180[data-state=open]>svg{rotate:180deg}[data-side=left][data-collapsible=offcanvas] 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--tw-animation-iteration-count{syntax:"*";inherits:false;initial-value:1}@property --tw-enter-opacity{syntax:"*";inherits:false;initial-value:1}@property --tw-enter-rotate{syntax:"*";inherits:false;initial-value:0}@property --tw-enter-scale{syntax:"*";inherits:false;initial-value:1}@property --tw-enter-translate-x{syntax:"*";inherits:false;initial-value:0}@property --tw-enter-translate-y{syntax:"*";inherits:false;initial-value:0}@property --tw-exit-opacity{syntax:"*";inherits:false;initial-value:1}@property --tw-exit-rotate{syntax:"*";inherits:false;initial-value:0}@property --tw-exit-scale{syntax:"*";inherits:false;initial-value:1}@property --tw-exit-translate-x{syntax:"*";inherits:false;initial-value:0}@property --tw-exit-translate-y{syntax:"*";inherits:false;initial-value:0}:root{--radius:.625rem;--background:oklch(100% 0 0);--foreground:oklch(14.1% .005 285.823);--card:oklch(100% 0 0);--card-foreground:oklch(14.1% .005 285.823);--popover:oklch(100% 0 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.015 286.067)}.dark{--background:oklch(14.1% .005 285.823);--foreground:oklch(98.5% 0 0);--card:oklch(21% .006 285.885);--card-foreground:oklch(98.5% 0 0);--popover:oklch(21% .006 285.885);--popover-foreground:oklch(98.5% 0 0);--primary:oklch(92% .004 286.32);--primary-foreground:oklch(21% .006 285.885);--secondary:oklch(27.4% .006 286.033);--secondary-foreground:oklch(98.5% 0 0);--muted:oklch(27.4% .006 286.033);--muted-foreground:oklch(70.5% .015 286.067);--accent:oklch(27.4% .006 286.033);--accent-foreground:oklch(98.5% 0 0);--destructive:oklch(70.4% .191 22.216);--border:oklch(100% 0 0/.1);--input:oklch(100% 0 0/.15);--ring:oklch(55.2% .016 285.938);--chart-1:oklch(48.8% .243 264.376);--chart-2:oklch(69.6% .17 162.48);--chart-3:oklch(76.9% .188 70.08);--chart-4:oklch(62.7% .265 303.9);--chart-5:oklch(64.5% .246 16.439);--sidebar:oklch(21% .006 285.885);--sidebar-foreground:oklch(98.5% 0 0);--sidebar-primary:oklch(48.8% .243 264.376);--sidebar-primary-foreground:oklch(98.5% 0 0);--sidebar-accent:oklch(27.4% .006 286.033);--sidebar-accent-foreground:oklch(98.5% 0 0);--sidebar-border:oklch(100% 0 0/.1);--sidebar-ring:oklch(55.2% .016 285.938)}@property --tw-translate-x{syntax:"*";inherits:false;initial-value:0}@property --tw-translate-y{syntax:"*";inherits:false;initial-value:0}@property --tw-translate-z{syntax:"*";inherits:false;initial-value:0}@property --tw-scale-x{syntax:"*";inherits:false;initial-value:1}@property --tw-scale-y{syntax:"*";inherits:false;initial-value:1}@property --tw-scale-z{syntax:"*";inherits:false;initial-value:1}@property --tw-rotate-x{syntax:"*";inherits:false}@property --tw-rotate-y{syntax:"*";inherits:false}@property --tw-rotate-z{syntax:"*";inherits:false}@property --tw-skew-x{syntax:"*";inherits:false}@property --tw-skew-y{syntax:"*";inherits:false}@property --tw-space-y-reverse{syntax:"*";inherits:false;initial-value:0}@property --tw-space-x-reverse{syntax:"*";inherits:false;initial-value:0}@property --tw-border-style{syntax:"*";inherits:false;initial-value:solid}@property --tw-gradient-position{syntax:"*";inherits:false}@property --tw-gradient-from{syntax:"";inherits:false;initial-value:#0000}@property --tw-gradient-via{syntax:"";inherits:false;initial-value:#0000}@property --tw-gradient-to{syntax:"";inherits:false;initial-value:#0000}@property --tw-gradient-stops{syntax:"*";inherits:false}@property --tw-gradient-via-stops{syntax:"*";inherits:false}@property --tw-gradient-from-position{syntax:"";inherits:false;initial-value:0}@property --tw-gradient-via-position{syntax:"";inherits:false;initial-value:50%}@property --tw-gradient-to-position{syntax:"";inherits:false;initial-value:100%}@property --tw-leading{syntax:"*";inherits:false}@property --tw-font-weight{syntax:"*";inherits:false}@property --tw-tracking{syntax:"*";inherits:false}@property --tw-ordinal{syntax:"*";inherits:false}@property --tw-slashed-zero{syntax:"*";inherits:false}@property --tw-numeric-figure{syntax:"*";inherits:false}@property --tw-numeric-spacing{syntax:"*";inherits:false}@property --tw-numeric-fraction{syntax:"*";inherits:false}@property --tw-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-shadow-color{syntax:"*";inherits:false}@property --tw-shadow-alpha{syntax:"";inherits:false;initial-value:100%}@property --tw-inset-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-shadow-color{syntax:"*";inherits:false}@property --tw-inset-shadow-alpha{syntax:"";inherits:false;initial-value:100%}@property --tw-ring-color{syntax:"*";inherits:false}@property --tw-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-ring-color{syntax:"*";inherits:false}@property --tw-inset-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-ring-inset{syntax:"*";inherits:false}@property --tw-ring-offset-width{syntax:"";inherits:false;initial-value:0}@property 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--tw-ease{syntax:"*";inherits:false}@property --tw-content{syntax:"*";inherits:false;initial-value:""}@keyframes spin{to{transform:rotate(1turn)}}@keyframes ping{75%,to{opacity:0;transform:scale(2)}}@keyframes pulse{50%{opacity:.5}}@keyframes enter{0%{opacity:var(--tw-enter-opacity,1);transform:translate3d(var(--tw-enter-translate-x,0),var(--tw-enter-translate-y,0),0)scale3d(var(--tw-enter-scale,1),var(--tw-enter-scale,1),var(--tw-enter-scale,1))rotate(var(--tw-enter-rotate,0))}}@keyframes exit{to{opacity:var(--tw-exit-opacity,1);transform:translate3d(var(--tw-exit-translate-x,0),var(--tw-exit-translate-y,0),0)scale3d(var(--tw-exit-scale,1),var(--tw-exit-scale,1),var(--tw-exit-scale,1))rotate(var(--tw-exit-rotate,0))}}@keyframes accordion-down{0%{height:0}to{height:var(--radix-accordion-content-height,var(--bits-accordion-content-height,var(--reka-accordion-content-height,var(--kb-accordion-content-height,auto))))}}@keyframes 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d2e25abe04..7232245f20 100644 --- a/transports/bifrost-http/ui/config/index.html +++ b/transports/bifrost-http/ui/config/index.html @@ -1,4 +1,4 @@ -Bifrost - The fastest LLM gateway
\ No newline at end of file +

Configuration

Configure AI providers, API keys, and system settings for your Bifrost instance.

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Documentation
Power Up Your Bifrost Stack

Everything you need to know about building production AI applications with Bifrost

View Full DocumentationQuick Start Guide
Popular
Quick Start
Get Bifrost running in under 30 seconds
  • HTTP Transport Setup
  • Go Package Usage
  • Docker Guide
Read More
Architecture
Deep dive into Bifrost's design and performance
  • System Overview
  • Request Flow
  • Concurrency Model
  • Design Decisions
Read More
Comprehensive
Usage Guides
Complete API reference and configuration guides
  • Providers Setup
  • Key Management
  • Error Handling
  • Memory & Networking
Read More
Contributing
Help improve Bifrost for everyone
  • Contributing Guide
  • Adding Providers
  • Plugin Development
  • Code Conventions
Read More
Integration Examples
Practical examples and testing code
  • OpenAI Integration
  • Anthropic Integration
  • GenAI Integration
  • Migration Guides
Read More
Benchmarks
Performance metrics and guides
  • 5K RPS Test Results
  • Performance Metrics
  • Configuration Tuning
  • Hardware Comparisons
Read More
MCP Documentation
Comprehensive guide to Model Context Protocol integration

Learn how to build sophisticated AI agents with MCP support, tool calling, and external integrations.

View MCP Guide
Configuration Reference
Complete reference for all configuration options

Detailed documentation on provider setup, key management, and advanced configuration options.

Configuration Docs
\ No newline at end of file +
Documentation
Power Up Your Bifrost Stack

Everything you need to know about building production AI applications with Bifrost

View Full DocumentationQuick Start Guide
Popular
Quick Start
Get Bifrost running in under 30 seconds
  • HTTP Transport Setup
  • Go Package Usage
  • Docker Guide
Read More
Architecture
Deep dive into Bifrost's design and performance
  • System Overview
  • Request Flow
  • Concurrency Model
  • Design Decisions
Read More
Comprehensive
Usage Guides
Complete API reference and configuration guides
  • Providers Setup
  • Key Management
  • Error Handling
  • Memory & Networking
Read More
Contributing
Help improve Bifrost for everyone
  • Contributing Guide
  • Adding Providers
  • Plugin Development
  • Code Conventions
Read More
Integration Examples
Practical examples and testing code
  • OpenAI Integration
  • Anthropic Integration
  • GenAI Integration
  • Migration Guides
Read More
Benchmarks
Performance metrics and guides
  • 5K RPS Test Results
  • Performance Metrics
  • Configuration Tuning
  • Hardware Comparisons
Read More
MCP Documentation
Comprehensive guide to Model Context Protocol integration

Learn how to build sophisticated AI agents with MCP support, tool calling, and external integrations.

View MCP Guide
Configuration Reference
Complete reference for all configuration options

Detailed documentation on provider setup, key management, and advanced configuration options.

Configuration Docs
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Plugin EcosystemBeta
Supercharge Bifrost

Extend Bifrost with powerful plugins for observability, testing, security, and custom business logic. Full support in Go SDK, with HTTP transport integration in active development.

Browse All PluginsBuild Your Own

Featured Plugins

Production-ready plugins with varying levels of HTTP transport support

Maximproduction
Maxim Logger
Observability
Advanced LLM observability, tracing, and analytics platform integration

Key Features

Real-time LLM tracing
Performance analytics
Cost tracking
Command Line
bifrost-http --plugins maxim
Source CodePlugin Documentation
production
Response Mocker
Development
Mock AI responses for testing, development, and cost-effective prototyping

Key Features

Configurable mock responses
Request pattern matching
Development environment support
HTTP transport support coming soon
Source CodePlugin Documentation
enterprise
Circuit Breaker
Reliability
Resilience patterns for handling provider failures and preventing cascade errors

Key Features

Automatic failure detection
Fallback mechanisms
Rate limiting
HTTP transport support coming soon
Source CodePlugin Documentation

Usage Patterns

Multiple ways to integrate plugins into your workflow

HTTP Transport
Maxim plugin only (for now)
bifrost-http --plugins maxim

Additional plugins coming soon

Docker Deployment
Environment variables
docker run -e APP_PLUGINS=maxim

Additional plugins coming soon

Go SDK
Full plugin ecosystem
Plugins: []schemas.Plugin{...}

All plugins available

Coming Soon

Exciting plugins currently in development

Redis Cache
Coming Soon
High-performance caching layer with Redis backend
Auth Guard
Coming Soon
Enterprise authentication and authorization middleware
Rate Limiter
Coming Soon
Advanced rate limiting with multiple strategies

Join the Plugin Ecosystem

Contribute to the growing collection of Bifrost plugins or build your own custom solutions

Plugin RepositoryDevelopment GuideArchitecture Docs
\ No newline at end of file +
Plugin EcosystemBeta
Supercharge Bifrost

Extend Bifrost with powerful plugins for observability, testing, security, and custom business logic. Full support in Go SDK, with HTTP transport integration in active development.

Browse All PluginsBuild Your Own

Featured Plugins

Production-ready plugins with varying levels of HTTP transport support

Maximproduction
Maxim Logger
Observability
Advanced LLM observability, tracing, and analytics platform integration

Key Features

Real-time LLM tracing
Performance analytics
Cost tracking
Command Line
bifrost-http --plugins maxim
Source CodePlugin Documentation
production
Response Mocker
Development
Mock AI responses for testing, development, and cost-effective prototyping

Key Features

Configurable mock responses
Request pattern matching
Development environment support
HTTP transport support coming soon
Source CodePlugin Documentation
enterprise
Circuit Breaker
Reliability
Resilience patterns for handling provider failures and preventing cascade errors

Key Features

Automatic failure detection
Fallback mechanisms
Rate limiting
HTTP transport support coming soon
Source CodePlugin Documentation

Usage Patterns

Multiple ways to integrate plugins into your workflow

HTTP Transport
Maxim plugin only (for now)
bifrost-http --plugins maxim

Additional plugins coming soon

Docker Deployment
Environment variables
docker run -e APP_PLUGINS=maxim

Additional plugins coming soon

Go SDK
Full plugin ecosystem
Plugins: []schemas.Plugin{...}

All plugins available

Coming Soon

Exciting plugins currently in development

Redis Cache
Coming Soon
High-performance caching layer with Redis backend
Auth Guard
Coming Soon
Enterprise authentication and authorization middleware
Rate Limiter
Coming Soon
Advanced rate limiting with multiple strategies

Join the Plugin Ecosystem

Contribute to the growing collection of Bifrost plugins or build your own custom solutions

Plugin RepositoryDevelopment GuideArchitecture Docs
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See [LICENSE](../LICE --- -*Built with ♥️ by [Maxim AI](https://getmaxim.ai)* +_Built with ♥️ by [Maxim AI](https://getmaxim.ai)_ diff --git a/ui/app/docs/page.tsx b/ui/app/docs/page.tsx index 086103e127..363dcee58d 100644 --- a/ui/app/docs/page.tsx +++ b/ui/app/docs/page.tsx @@ -1,178 +1,178 @@ -import Header from "@/components/header"; -import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card"; -import { Button } from "@/components/ui/button"; -import { Badge } from "@/components/ui/badge"; -import { BookOpen, ExternalLink, Zap, Settings, Code, Users, FileText, Play, GitBranch } from "lucide-react"; -import Link from "next/link"; -import GradientHeader from "@/components/ui/gradient-header"; +import Header from '@/components/header' +import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@/components/ui/card' +import { Button } from '@/components/ui/button' +import { Badge } from '@/components/ui/badge' +import { BookOpen, ExternalLink, Zap, Settings, Code, Users, FileText, Play, GitBranch } from 'lucide-react' +import Link from 'next/link' +import GradientHeader from '@/components/ui/gradient-header' const docSections = [ - { - title: "Quick Start", - description: "Get Bifrost running in under 30 seconds", - icon: Play, - url: "https://github.com/maximhq/bifrost/tree/main/docs/quickstart", - badge: "Popular", - items: ["HTTP Transport Setup", "Go Package Usage", "Docker Guide"], - }, - { - title: "Architecture", - description: "Deep dive into Bifrost's design and performance", - icon: GitBranch, - url: "https://github.com/maximhq/bifrost/tree/main/docs/architecture", - items: ["System Overview", "Request Flow", "Concurrency Model", "Design Decisions"], - }, - { - title: "Usage Guides", - description: "Complete API reference and configuration guides", - icon: BookOpen, - url: "https://github.com/maximhq/bifrost/tree/main/docs/usage", - badge: "Comprehensive", - items: ["Providers Setup", "Key Management", "Error Handling", "Memory & Networking"], - }, - { - title: "Contributing", - description: "Help improve Bifrost for everyone", - icon: Users, - url: "https://github.com/maximhq/bifrost/tree/main/docs/contributing", - items: ["Contributing Guide", "Adding Providers", "Plugin Development", "Code Conventions"], - }, - { - title: "Integration Examples", - description: "Practical examples and testing code", - icon: Code, - url: "https://github.com/maximhq/bifrost/tree/main/docs/usage/http-transport/integrations", - items: ["OpenAI Integration", "Anthropic Integration", "GenAI Integration", "Migration Guides"], - }, - { - title: "Benchmarks", - description: "Performance metrics and guides", - icon: Zap, - url: "https://github.com/maximhq/bifrost/blob/main/docs/benchmarks.md", - items: ["5K RPS Test Results", "Performance Metrics", "Configuration Tuning", "Hardware Comparisons"], - }, -]; + { + title: 'Quick Start', + description: 'Get Bifrost running in under 30 seconds', + icon: Play, + url: 'https://github.com/maximhq/bifrost/tree/main/docs/quickstart', + badge: 'Popular', + items: ['HTTP Transport Setup', 'Go Package Usage', 'Docker Guide'], + }, + { + title: 'Architecture', + description: "Deep dive into Bifrost's design and performance", + icon: GitBranch, + url: 'https://github.com/maximhq/bifrost/tree/main/docs/architecture', + items: ['System Overview', 'Request Flow', 'Concurrency Model', 'Design Decisions'], + }, + { + title: 'Usage Guides', + description: 'Complete API reference and configuration guides', + icon: BookOpen, + url: 'https://github.com/maximhq/bifrost/tree/main/docs/usage', + badge: 'Comprehensive', + items: ['Providers Setup', 'Key Management', 'Error Handling', 'Memory & Networking'], + }, + { + title: 'Contributing', + description: 'Help improve Bifrost for everyone', + icon: Users, + url: 'https://github.com/maximhq/bifrost/tree/main/docs/contributing', + items: ['Contributing Guide', 'Adding Providers', 'Plugin Development', 'Code Conventions'], + }, + { + title: 'Integration Examples', + description: 'Practical examples and testing code', + icon: Code, + url: 'https://github.com/maximhq/bifrost/tree/main/docs/usage/http-transport/integrations', + items: ['OpenAI Integration', 'Anthropic Integration', 'GenAI Integration', 'Migration Guides'], + }, + { + title: 'Benchmarks', + description: 'Performance metrics and guides', + icon: Zap, + url: 'https://github.com/maximhq/bifrost/blob/main/docs/benchmarks.md', + items: ['5K RPS Test Results', 'Performance Metrics', 'Configuration Tuning', 'Hardware Comparisons'], + }, +] export default function DocsPage() { - return ( -
-
-
- {/* Header */} -
-
- - Documentation -
- -

- Everything you need to know about building production AI applications with Bifrost -

-
- - -
-
+ return ( +
+
+
+ {/* Header */} +
+
+ + Documentation +
+ +

+ Everything you need to know about building production AI applications with Bifrost +

+
+ + +
+
- {/* Documentation Sections */} -
- {docSections.map((section) => { - const Icon = section.icon; - return ( - - -
-
- -
- {section.badge && ( - - {section.badge} - - )} -
- {section.title} - {section.description} - - -
-
    - {section.items.map((item, index) => ( -
  • -
    - {item} -
    • - ))} -
-
- - - - ); - })} -
+ {/* Documentation Sections */} +
+ {docSections.map((section) => { + const Icon = section.icon + return ( + + +
+
+ +
+ {section.badge && ( + + {section.badge} + + )} +
+ {section.title} + {section.description} + + +
+
    + {section.items.map((item, index) => ( +
  • +
    + {item} +
    • + ))} +
+
+ + + + ) + })} +
- {/* Additional Resources */} -
- - - - - MCP Documentation - - Comprehensive guide to Model Context Protocol integration - - -

- Learn how to build sophisticated AI agents with MCP support, tool calling, and external integrations. -

- - - + {/* Additional Resources */} +
+ + + + + MCP Documentation + + Comprehensive guide to Model Context Protocol integration + + +

+ Learn how to build sophisticated AI agents with MCP support, tool calling, and external integrations. +

+ + + - - - - - Configuration Reference - - Complete reference for all configuration options - - -

- Detailed documentation on provider setup, key management, and advanced configuration options. -

- - - -
-
-
-
- ); + + + + + Configuration Reference + + Complete reference for all configuration options + + +

+ Detailed documentation on provider setup, key management, and advanced configuration options. +

+ + + +
+
+
+
+ ) } diff --git a/ui/app/layout.tsx b/ui/app/layout.tsx index f7f2386e5c..0e406bf64c 100644 --- a/ui/app/layout.tsx +++ b/ui/app/layout.tsx @@ -21,7 +21,7 @@ const geistMono = Geist_Mono({ export const metadata: Metadata = { title: 'Bifrost - The fastest LLM gateway', description: - 'Production-ready fastest LLM gateway that connects to 8+ providers through a single API. Get automatic failover, load balancing, mcp support and zero-downtime deployments.', + 'Production-ready fastest LLM gateway that connects to 10+ providers through a single API. Get automatic failover, load balancing, mcp support and zero-downtime deployments.', } export default function RootLayout({ children }: { children: React.ReactNode }) { @@ -34,7 +34,7 @@ export default function RootLayout({ children }: { children: React.ReactNode }) -
{children}
+
{children}
 diff --git a/ui/app/page.tsx b/ui/app/page.tsx index 3a37a21277..23ffc9ee80 100644 --- a/ui/app/page.tsx +++ b/ui/app/page.tsx @@ -11,7 +11,7 @@ import { useWebSocket } from '@/hooks/useWebSocket' import { apiService } from '@/lib/api' import type { BifrostMessage, ContentBlock, LogEntry, LogFilters, LogStats, MessageContent, Pagination } from '@/lib/types/logs' import { AlertCircle, BarChart, CheckCircle, Clock, Hash } from 'lucide-react' -import { useCallback, useEffect, useMemo, useState } from 'react' +import { useCallback, useEffect, useMemo, useState, useRef } from 'react' export default function LogsPage() { const [logs, setLogs] = useState([]) @@ -24,6 +24,9 @@ export default function LogsPage() { const [selectedLog, setSelectedLog] = useState(null) + // Debouncing for streaming updates (client-side) + const streamingUpdateTimeouts = useRef>(new Map()) + const [filters, setFilters] = useState({ providers: [], models: [], @@ -37,65 +40,178 @@ export default function LogsPage() { order: 'desc', }) - const handleNewLog = useCallback( - (log: LogEntry) => { + const handleLogMessage = useCallback( + (log: LogEntry, operation: 'create' | 'update') => { // If we were in empty state, exit it since we now have logs if (showEmptyState) { setShowEmptyState(false) } - // Only prepend the new log if we're on the first page and sorted by timestamp desc - if (pagination.offset === 0 && pagination.sort_by === 'timestamp' && pagination.order === 'desc') { - // Check if the log matches current filters - if (!matchesFilters(log, filters)) { - return - } - - setLogs((prevLogs: LogEntry[]) => { - // Remove the last log if we're at the page limit - const updatedLogs = [log, ...prevLogs] - if (updatedLogs.length > pagination.limit) { - updatedLogs.pop() + if (operation === 'create') { + // Handle new log creation + // Only prepend the new log if we're on the first page and sorted by timestamp desc + if (pagination.offset === 0 && pagination.sort_by === 'timestamp' && pagination.order === 'desc') { + // Check if the log matches current filters + if (!matchesFilters(log, filters)) { + return } - return updatedLogs - }) - setTotalItems((prev: number) => prev + 1) - setStats((prevStats) => { - if (!prevStats) return prevStats + setLogs((prevLogs: LogEntry[]) => { + // Check if log already exists (prevent duplicates) + if (prevLogs.some((existingLog) => existingLog.id === log.id)) { + return prevLogs + } - const newStats = { ...prevStats } - newStats.total_requests += 1 + // Remove the last log if we're at the page limit + const updatedLogs = [log, ...prevLogs] + if (updatedLogs.length > pagination.limit) { + updatedLogs.pop() + } + return updatedLogs + }) - // Update success rate - const successCount = (prevStats.success_rate / 100) * prevStats.total_requests - const newSuccessCount = log.status === 'success' ? successCount + 1 : successCount - newStats.success_rate = (newSuccessCount / newStats.total_requests) * 100 + // Update selectedLog if it matches (for detail sheet real-time updates) + setSelectedLog((prevSelectedLog) => { + if (prevSelectedLog && prevSelectedLog.id === log.id) { + return log + } + return prevSelectedLog + }) - // Update average latency - if (log.latency) { - const totalLatency = prevStats.average_latency * prevStats.total_requests - newStats.average_latency = (totalLatency + log.latency) / newStats.total_requests - } + setTotalItems((prev: number) => prev + 1) + + setStats((prevStats) => { + if (!prevStats) return prevStats + + const newStats = { ...prevStats } + newStats.total_requests += 1 + + // Update success rate + const successCount = (prevStats.success_rate / 100) * prevStats.total_requests + const newSuccessCount = log.status === 'success' ? successCount + 1 : successCount + newStats.success_rate = (newSuccessCount / newStats.total_requests) * 100 + + // Update average latency + if (log.latency) { + const totalLatency = prevStats.average_latency * prevStats.total_requests + newStats.average_latency = (totalLatency + log.latency) / newStats.total_requests + } + + // Update total tokens + if (log.token_usage) { + newStats.total_tokens += log.token_usage.total_tokens + } - // Update total tokens - if (log.token_usage) { - newStats.total_tokens += log.token_usage.total_tokens + return newStats + }) + } + } else if (operation === 'update') { + // Handle log updates with debouncing for streaming + + // Check if the log exists in our current list + const logExists = logs.some((existingLog) => existingLog.id === log.id) + + if (!logExists) { + // Fallback: if log doesn't exist, treat as create (e.g., user was on different page when created) + if (pagination.offset === 0 && pagination.sort_by === 'timestamp' && pagination.order === 'desc') { + // Check if the log matches current filters + if (matchesFilters(log, filters)) { + setLogs((prevLogs: LogEntry[]) => { + // Double-check it doesn't exist (race condition protection) + if (prevLogs.some((existingLog) => existingLog.id === log.id)) { + return prevLogs.map((existingLog) => (existingLog.id === log.id ? log : existingLog)) + } + + // Add as new log + const updatedLogs = [log, ...prevLogs] + if (updatedLogs.length > pagination.limit) { + updatedLogs.pop() + } + return updatedLogs + }) + } } + } else { + // Normal update flow for existing logs + if (log.stream) { + // For streaming logs, debounce updates to avoid UI thrashing + const existingTimeout = streamingUpdateTimeouts.current.get(log.id) + if (existingTimeout) { + clearTimeout(existingTimeout) + } - return newStats - }) + const timeout = setTimeout(() => { + updateExistingLog(log) + streamingUpdateTimeouts.current.delete(log.id) + }, 100) // 100ms debounce for streaming updates + + streamingUpdateTimeouts.current.set(log.id, timeout) + } else { + // For non-streaming updates, update immediately + updateExistingLog(log) + } + } } }, - [pagination.offset, pagination.sort_by, pagination.order, pagination.limit, filters, showEmptyState], + [pagination.offset, pagination.sort_by, pagination.order, pagination.limit, filters, showEmptyState, logs], ) + const updateExistingLog = useCallback((updatedLog: LogEntry) => { + setLogs((prevLogs: LogEntry[]) => { + return prevLogs.map((existingLog) => (existingLog.id === updatedLog.id ? updatedLog : existingLog)) + }) + + // Update selectedLog if it matches the updated log (for real-time detail sheet updates) + setSelectedLog((prevSelectedLog) => { + if (prevSelectedLog && prevSelectedLog.id === updatedLog.id) { + return updatedLog + } + return prevSelectedLog + }) + + // Update stats for completed requests + if (updatedLog.status === 'success' || updatedLog.status === 'error') { + setStats((prevStats) => { + if (!prevStats) return prevStats + + const newStats = { ...prevStats } + + // Recalculate success rate (this is an approximation) + const successCount = (prevStats.success_rate / 100) * prevStats.total_requests + const newSuccessCount = updatedLog.status === 'success' ? successCount + 1 : successCount + newStats.success_rate = (newSuccessCount / newStats.total_requests) * 100 + + // Update average latency + if (updatedLog.latency) { + // This is an approximation - for exact stats, we'd need to refetch + const totalLatency = prevStats.average_latency * prevStats.total_requests + newStats.average_latency = (totalLatency + updatedLog.latency) / newStats.total_requests + } + + // Update total tokens + if (updatedLog.token_usage) { + newStats.total_tokens += updatedLog.token_usage.total_tokens + } + + return newStats + }) + } + }, []) + const { isConnected: isSocketConnected, setMessageHandler } = useWebSocket() // Set up the message handler when the component mounts useEffect(() => { - setMessageHandler(handleNewLog) - }, [handleNewLog, setMessageHandler]) + setMessageHandler(handleLogMessage) + }, [handleLogMessage, setMessageHandler]) + + // Cleanup timeouts on unmount + useEffect(() => { + return () => { + streamingUpdateTimeouts.current.forEach((timeout) => clearTimeout(timeout)) + streamingUpdateTimeouts.current.clear() + } + }, []) const fetchLogs = useCallback(async () => { setFetchingLogs(true) diff --git a/ui/app/plugins/page.tsx b/ui/app/plugins/page.tsx index 8c9a6e38fa..1a33e3aac1 100644 --- a/ui/app/plugins/page.tsx +++ b/ui/app/plugins/page.tsx @@ -150,7 +150,7 @@ export default function PluginsPage() { return (
@@ -186,7 +186,7 @@ export default function PluginsPage() {
-

Key Features

+

Key Features

{plugin.capabilities.slice(0, 3).map((capability) => (
diff --git a/ui/components/config/core-settings-list.tsx b/ui/components/config/core-settings-list.tsx index ea89e74f10..1b7a29fcb6 100644 --- a/ui/components/config/core-settings-list.tsx +++ b/ui/components/config/core-settings-list.tsx @@ -1,224 +1,224 @@ -"use client"; - -import { useState, useEffect, useCallback, useRef } from "react"; -import { CardDescription, CardHeader, CardTitle } from "@/components/ui/card"; -import { Switch } from "@/components/ui/switch"; -import { AlertTriangle, Loader2 } from "lucide-react"; -import { CoreConfig } from "@/lib/types/config"; -import { apiService } from "@/lib/api"; -import { toast } from "sonner"; -import { Separator } from "@radix-ui/react-separator"; -import { Alert, AlertDescription } from "../ui/alert"; -import { Input } from "../ui/input"; -import { Textarea } from "../ui/textarea"; -import { parseArrayFromText } from "@/lib/utils/array"; +'use client' + +import { useState, useEffect, useCallback, useRef } from 'react' +import { CardDescription, CardHeader, CardTitle } from '@/components/ui/card' +import { Switch } from '@/components/ui/switch' +import { AlertTriangle, Loader2 } from 'lucide-react' +import { CoreConfig } from '@/lib/types/config' +import { apiService } from '@/lib/api' +import { toast } from 'sonner' +import { Separator } from '@radix-ui/react-separator' +import { Alert, AlertDescription } from '../ui/alert' +import { Input } from '../ui/input' +import { Textarea } from '../ui/textarea' +import { parseArrayFromText } from '@/lib/utils/array' export default function CoreSettingsList() { - const [config, setConfig] = useState({ - drop_excess_requests: false, - initial_pool_size: 300, - enable_logging: true, - }); - const [droppedRequests, setDroppedRequests] = useState(0); - const [isLoading, setIsLoading] = useState(true); - const [localValues, setLocalValues] = useState<{ - initial_pool_size: string; - prometheus_labels: string; - }>({ - initial_pool_size: "300", - prometheus_labels: "", - }); - - useEffect(() => { - const fetchDroppedRequests = async () => { - const [response, error] = await apiService.getDroppedRequests(); - if (error) { - toast.error(error); - } else if (response) { - setDroppedRequests(response.dropped_requests); - } - }; - fetchDroppedRequests(); - }, []); - - // Use refs to store timeout IDs - const poolSizeTimeoutRef = useRef(undefined); - const prometheusLabelsTimeoutRef = useRef(undefined); - - useEffect(() => { - const fetchConfig = async () => { - const [coreConfig, error] = await apiService.getCoreConfig(); - if (error) { - toast.error(error); - } else if (coreConfig) { - setConfig(coreConfig); - setLocalValues({ - initial_pool_size: coreConfig.initial_pool_size?.toString() || "300", - prometheus_labels: coreConfig.prometheus_labels || "", - }); - } - setIsLoading(false); - }; - fetchConfig(); - }, []); - - const updateConfig = useCallback( - async (field: keyof CoreConfig, value: boolean | number | string[]) => { - const newConfig = { ...config, [field]: value }; - setConfig(newConfig); - - const [, error] = await apiService.updateCoreConfig(newConfig); - if (error) { - toast.error(error); - } else { - toast.success("Core setting updated successfully."); - } - }, - [config], - ); - - const handleConfigChange = async (field: keyof CoreConfig, value: boolean | number | string[]) => { - await updateConfig(field, value); - }; - - const handlePoolSizeChange = useCallback( - (value: string) => { - setLocalValues((prev) => ({ ...prev, initial_pool_size: value })); - - // Clear existing timeout - if (poolSizeTimeoutRef.current) { - clearTimeout(poolSizeTimeoutRef.current); - } - - // Set new timeout - poolSizeTimeoutRef.current = setTimeout(() => { - const numValue = Number.parseInt(value); - if (!isNaN(numValue) && numValue > 0) { - updateConfig("initial_pool_size", numValue); - } - }, 1000); - }, - [updateConfig], - ); - - const handlePrometheusLabelsChange = useCallback( - (value: string) => { - setLocalValues((prev) => ({ ...prev, prometheus_labels: value })); - - // Clear existing timeout - if (prometheusLabelsTimeoutRef.current) { - clearTimeout(prometheusLabelsTimeoutRef.current); - } - - // Set new timeout - prometheusLabelsTimeoutRef.current = setTimeout(() => { - updateConfig("prometheus_labels", parseArrayFromText(value)); - }, 1000); - }, - [updateConfig], - ); - - // Cleanup timeouts on unmount - useEffect(() => { - return () => { - if (poolSizeTimeoutRef.current) { - clearTimeout(poolSizeTimeoutRef.current); - } - if (prometheusLabelsTimeoutRef.current) { - clearTimeout(prometheusLabelsTimeoutRef.current); - } - }; - }, []); - - if (isLoading) { - return ( -
- -
- ); - } - - return ( -
- - Core System Settings - Configure core Bifrost settings like request handling, pool sizes, and system behavior. - -
- {/* Drop Excess Requests */} -
-
- -

If enabled, Bifrost will drop requests that exceed pool capacity.

-
- handleConfigChange("drop_excess_requests", checked)} - /> -
- - - - - - - The settings below require a Bifrost service restart to take effect. Current connections will continue with existing settings - until restart. - - - -
-
- -

The initial connection pool size.

-
- handlePoolSizeChange(e.target.value)} - min="1" - /> -
- -
-
- -

- Enable logging of requests and responses to a SQLite database. This can add 40-60mb of overhead to the system memory. -

-
- handleConfigChange("enable_logging", checked)} - /> -
- -
-
- -

Comma-separated list of custom labels to add to the Prometheus metrics.

-
-