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worker.go
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package worker
import (
"bufio"
"bytes"
"context"
"encoding/json"
"errors"
"fmt"
"log/slog"
"net/http"
"strconv"
"strings"
"sync"
docker "github.com/docker/docker/client"
)
// EnvValue unmarshals JSON booleans as strings for compatibility with env variables.
type EnvValue string
// UnmarshalJSON converts JSON booleans to strings for EnvValue.
func (sb *EnvValue) UnmarshalJSON(b []byte) error {
var boolVal bool
err := json.Unmarshal(b, &boolVal)
if err == nil {
*sb = EnvValue(strconv.FormatBool(boolVal))
return nil
}
var strVal string
err = json.Unmarshal(b, &strVal)
if err == nil {
*sb = EnvValue(strVal)
}
return err
}
// String returns the string representation of the EnvValue.
func (sb EnvValue) String() string {
return string(sb)
}
// OptimizationFlags is a map of optimization flags to be passed to the pipeline.
type OptimizationFlags map[string]EnvValue
type Worker struct {
manager *DockerManager
externalContainers map[string]*RunnerContainer
mu *sync.Mutex
}
func NewWorker(defaultImage string, gpus []string, modelDir string) (*Worker, error) {
dockerClient, err := docker.NewClientWithOpts(docker.FromEnv, docker.WithAPIVersionNegotiation())
if err != nil {
return nil, err
}
manager, err := NewDockerManager(defaultImage, gpus, modelDir, dockerClient)
if err != nil {
return nil, err
}
return &Worker{
manager: manager,
externalContainers: make(map[string]*RunnerContainer),
mu: &sync.Mutex{},
}, nil
}
func (w *Worker) HardwareInformation() []HardwareInformation {
var hardware []HardwareInformation
for _, rc := range w.externalContainers {
if rc.Hardware != nil {
hardware = append(hardware, *rc.Hardware)
} else {
hardware = append(hardware, HardwareInformation{})
}
}
for _, rc := range w.manager.containers {
if rc.Hardware != nil {
hardware = append(hardware, *rc.Hardware)
} else {
hardware = append(hardware, HardwareInformation{})
}
}
return hardware
}
func (w *Worker) TextToImage(ctx context.Context, req GenTextToImageJSONRequestBody) (*ImageResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "text-to-image", *req.ModelId)
if err != nil {
return nil, err
}
resp, err := c.Client.GenTextToImageWithResponse(ctx, req)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("text-to-image container returned 400", slog.String("err", string(val)))
return nil, errors.New("text-to-image container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("text-to-image container returned 401", slog.String("err", string(val)))
return nil, errors.New("text-to-image container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("text-to-image container returned 422", slog.String("err", string(val)))
return nil, errors.New("text-to-image container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("text-to-image container returned 500", slog.String("err", string(val)))
return nil, errors.New("text-to-image container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) ImageToImage(ctx context.Context, req GenImageToImageMultipartRequestBody) (*ImageResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "image-to-image", *req.ModelId)
if err != nil {
return nil, err
}
var buf bytes.Buffer
mw, err := NewImageToImageMultipartWriter(&buf, req)
if err != nil {
return nil, err
}
resp, err := c.Client.GenImageToImageWithBodyWithResponse(ctx, mw.FormDataContentType(), &buf)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("image-to-image container returned 400", slog.String("err", string(val)))
return nil, errors.New("image-to-image container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("image-to-image container returned 401", slog.String("err", string(val)))
return nil, errors.New("image-to-image container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("image-to-image container returned 422", slog.String("err", string(val)))
return nil, errors.New("image-to-image container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("image-to-image container returned 500", slog.String("err", string(val)))
return nil, errors.New("image-to-image container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) ImageToVideo(ctx context.Context, req GenImageToVideoMultipartRequestBody) (*VideoResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "image-to-video", *req.ModelId)
if err != nil {
return nil, err
}
var buf bytes.Buffer
mw, err := NewImageToVideoMultipartWriter(&buf, req)
if err != nil {
return nil, err
}
resp, err := c.Client.GenImageToVideoWithBodyWithResponse(ctx, mw.FormDataContentType(), &buf)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("image-to-video container returned 400", slog.String("err", string(val)))
return nil, errors.New("image-to-video container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("image-to-video container returned 401", slog.String("err", string(val)))
return nil, errors.New("image-to-video container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("image-to-video container returned 422", slog.String("err", string(val)))
return nil, errors.New("image-to-video container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("image-to-video container returned 500", slog.String("err", string(val)))
return nil, errors.New("image-to-video container returned 500: " + resp.JSON500.Detail.Msg)
}
if resp.JSON200 == nil {
slog.Error("image-to-video container returned no content")
return nil, errors.New("image-to-video container returned no content")
}
return resp.JSON200, nil
}
func (w *Worker) Upscale(ctx context.Context, req GenUpscaleMultipartRequestBody) (*ImageResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "upscale", *req.ModelId)
if err != nil {
return nil, err
}
var buf bytes.Buffer
mw, err := NewUpscaleMultipartWriter(&buf, req)
if err != nil {
return nil, err
}
resp, err := c.Client.GenUpscaleWithBodyWithResponse(ctx, mw.FormDataContentType(), &buf)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("upscale container returned 400", slog.String("err", string(val)))
return nil, errors.New("upscale container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("upscale container returned 401", slog.String("err", string(val)))
return nil, errors.New("upscale container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("upscale container returned 422", slog.String("err", string(val)))
return nil, errors.New("upscale container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("upscale container returned 500", slog.String("err", string(val)))
return nil, errors.New("upscale container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) AudioToText(ctx context.Context, req GenAudioToTextMultipartRequestBody) (*TextResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "audio-to-text", *req.ModelId)
if err != nil {
return nil, err
}
var buf bytes.Buffer
mw, err := NewAudioToTextMultipartWriter(&buf, req)
if err != nil {
return nil, err
}
resp, err := c.Client.GenAudioToTextWithBodyWithResponse(ctx, mw.FormDataContentType(), &buf)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("audio-to-text container returned 400", slog.String("err", string(val)))
return nil, errors.New("audio-to-text container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("audio-to-text container returned 401", slog.String("err", string(val)))
return nil, errors.New("audio-to-text container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON413 != nil {
msg := "audio-to-text container returned 413: file too large; max file size is 50MB"
slog.Error("audio-to-text container returned 413", slog.String("err", string(msg)))
return nil, errors.New(msg)
}
if resp.JSON415 != nil {
val, err := json.Marshal(resp.JSON415)
if err != nil {
return nil, err
}
slog.Error("audio-to-text container returned 415", slog.String("err", string(val)))
return nil, errors.New("audio-to-text container returned 415: " + resp.JSON415.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("audio-to-text container returned 422", slog.String("err", string(val)))
return nil, errors.New("audio-to-text container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("audio-to-text container returned 500", slog.String("err", string(val)))
return nil, errors.New("audio-to-text container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) LLM(ctx context.Context, req GenLLMJSONRequestBody) (interface{}, error) {
isStreaming := req.Stream != nil && *req.Stream
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "llm", *req.Model)
if err != nil {
return nil, err
}
if c == nil {
return nil, errors.New("borrowed container is nil")
}
if c.Client == nil {
return nil, errors.New("container client is nil")
}
slog.Info("Container borrowed successfully", "model_id", *req.Model)
if isStreaming {
resp, err := c.Client.GenLLM(ctx, req)
if err != nil {
cancel()
return nil, err
}
return w.handleStreamingResponse(ctx, c, resp, cancel)
}
defer cancel()
resp, err := c.Client.GenLLMWithResponse(ctx, req)
if err != nil {
return nil, err
}
return w.handleNonStreamingResponse(c, resp)
}
func (w *Worker) SegmentAnything2(ctx context.Context, req GenSegmentAnything2MultipartRequestBody) (*MasksResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "segment-anything-2", *req.ModelId)
if err != nil {
return nil, err
}
var buf bytes.Buffer
mw, err := NewSegmentAnything2MultipartWriter(&buf, req)
if err != nil {
return nil, err
}
resp, err := c.Client.GenSegmentAnything2WithBodyWithResponse(ctx, mw.FormDataContentType(), &buf)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("segment anything 2 container returned 400", slog.String("err", string(val)))
return nil, errors.New("segment anything 2 container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("segment anything 2 container returned 401", slog.String("err", string(val)))
return nil, errors.New("segment anything 2 container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("segment anything 2 container returned 422", slog.String("err", string(val)))
return nil, errors.New("segment anything 2 container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("segment anything 2 container returned 500", slog.String("err", string(val)))
return nil, errors.New("segment anything 2 container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) ImageToText(ctx context.Context, req GenImageToTextMultipartRequestBody) (*ImageToTextResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "image-to-text", *req.ModelId)
if err != nil {
return nil, err
}
var buf bytes.Buffer
mw, err := NewImageToTextMultipartWriter(&buf, req)
if err != nil {
return nil, err
}
resp, err := c.Client.GenImageToTextWithBodyWithResponse(ctx, mw.FormDataContentType(), &buf)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("image-to-text container returned 400", slog.String("err", string(val)))
return nil, errors.New("image-to-text container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("image-to-text container returned 401", slog.String("err", string(val)))
return nil, errors.New("image-to-text container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON413 != nil {
msg := "image-to-text container returned 413 file too large; max file size is 50MB"
slog.Error("image-to-text container returned 413", slog.String("err", string(msg)))
return nil, errors.New(msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("image-to-text container returned 422", slog.String("err", string(val)))
return nil, errors.New("image-to-text container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("image-to-text container returned 500", slog.String("err", string(val)))
return nil, errors.New("image-to-text container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) TextToSpeech(ctx context.Context, req GenTextToSpeechJSONRequestBody) (*AudioResponse, error) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
c, err := w.borrowContainer(ctx, "text-to-speech", *req.ModelId)
if err != nil {
return nil, err
}
resp, err := c.Client.GenTextToSpeechWithResponse(ctx, req)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("text-to-speech container returned 400", slog.String("err", string(val)))
return nil, errors.New("text-to-speech container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("text-to-speech container returned 401", slog.String("err", string(val)))
return nil, errors.New("text-to-speech container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("text-to-speech container returned 422", slog.String("err", string(val)))
return nil, errors.New("text-to-speech container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("text-to-speech container returned 500", slog.String("err", string(val)))
return nil, errors.New("text-to-speech container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) LiveVideoToVideo(ctx context.Context, req GenLiveVideoToVideoJSONRequestBody) (*LiveVideoToVideoResponse, error) {
// Live video containers keep running after the initial request, so we use a background context to borrow the container.
c, err := w.borrowContainer(context.Background(), "live-video-to-video", *req.ModelId)
if err != nil {
return nil, err
}
resp, err := c.Client.GenLiveVideoToVideoWithResponse(ctx, req)
if err != nil {
return nil, err
}
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("live-video-to-video container returned 400", slog.String("err", string(val)))
return nil, errors.New("live-video-to-video container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("live-video-to-video container returned 401", slog.String("err", string(val)))
return nil, errors.New("live-video-to-video container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON422 != nil {
val, err := json.Marshal(resp.JSON422)
if err != nil {
return nil, err
}
slog.Error("live-video-to-video container returned 422", slog.String("err", string(val)))
return nil, errors.New("live-video-to-video container returned 422: " + string(val))
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("live-video-to-video container returned 500", slog.String("err", string(val)))
return nil, errors.New("live-video-to-video container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
func (w *Worker) EnsureImageAvailable(ctx context.Context, pipeline string, modelID string) error {
return w.manager.EnsureImageAvailable(ctx, pipeline, modelID)
}
func (w *Worker) Warm(ctx context.Context, pipeline string, modelID string, endpoint RunnerEndpoint, optimizationFlags OptimizationFlags) error {
if endpoint.URL == "" {
return w.manager.Warm(ctx, pipeline, modelID, optimizationFlags)
}
w.mu.Lock()
defer w.mu.Unlock()
cfg := RunnerContainerConfig{
Type: External,
Pipeline: pipeline,
ModelID: modelID,
Endpoint: endpoint,
containerTimeout: externalContainerTimeout,
}
rc, err := NewRunnerContainer(ctx, cfg, endpoint.URL)
if err != nil {
return err
}
name := dockerContainerName(pipeline, modelID, endpoint.URL)
slog.Info("Starting external container", slog.String("name", name), slog.String("modelID", modelID))
w.externalContainers[name] = rc
return nil
}
func (w *Worker) Stop(ctx context.Context) error {
if err := w.manager.Stop(ctx); err != nil {
return err
}
w.mu.Lock()
defer w.mu.Unlock()
for name := range w.externalContainers {
delete(w.externalContainers, name)
}
return nil
}
// HasCapacity returns true if the worker has capacity for the given pipeline and model ID.
func (w *Worker) HasCapacity(pipeline, modelID string) bool {
w.mu.Lock()
defer w.mu.Unlock()
// Check if we have capacity for external containers.
for _, rc := range w.externalContainers {
if rc.Pipeline == pipeline && rc.ModelID == modelID {
return true
}
}
// Check if we have capacity for managed containers.
return w.manager.HasCapacity(context.Background(), pipeline, modelID)
}
func (w *Worker) borrowContainer(ctx context.Context, pipeline, modelID string) (*RunnerContainer, error) {
w.mu.Lock()
for _, rc := range w.externalContainers {
if rc.Pipeline == pipeline && rc.ModelID == modelID {
w.mu.Unlock()
// Assume external containers can handle concurrent in-flight requests.
return rc, nil
}
}
w.mu.Unlock()
return w.manager.Borrow(ctx, pipeline, modelID)
}
func (w *Worker) handleNonStreamingResponse(c *RunnerContainer, resp *GenLLMResponse) (*LLMResponse, error) {
if resp.JSON400 != nil {
val, err := json.Marshal(resp.JSON400)
if err != nil {
return nil, err
}
slog.Error("LLM container returned 400", slog.String("err", string(val)))
return nil, errors.New("LLM container returned 400: " + resp.JSON400.Detail.Msg)
}
if resp.JSON401 != nil {
val, err := json.Marshal(resp.JSON401)
if err != nil {
return nil, err
}
slog.Error("LLM container returned 401", slog.String("err", string(val)))
return nil, errors.New("LLM container returned 401: " + resp.JSON401.Detail.Msg)
}
if resp.JSON500 != nil {
val, err := json.Marshal(resp.JSON500)
if err != nil {
return nil, err
}
slog.Error("LLM container returned 500", slog.String("err", string(val)))
return nil, errors.New("LLM container returned 500: " + resp.JSON500.Detail.Msg)
}
return resp.JSON200, nil
}
type LlmStreamChunk struct {
Chunk string `json:"chunk,omitempty"`
TokensUsed int `json:"tokens_used,omitempty"`
Done bool `json:"done,omitempty"`
}
func (w *Worker) handleStreamingResponse(ctx context.Context, c *RunnerContainer, resp *http.Response, returnContainer func()) (<-chan LlmStreamChunk, error) {
if resp.StatusCode != http.StatusOK {
return nil, fmt.Errorf("unexpected status code: %d", resp.StatusCode)
}
outputChan := make(chan LlmStreamChunk, 10)
go func() {
defer close(outputChan)
defer returnContainer()
scanner := bufio.NewScanner(resp.Body)
totalTokens := 0
for scanner.Scan() {
select {
case <-ctx.Done():
return
default:
line := scanner.Text()
if strings.HasPrefix(line, "data: ") {
data := strings.TrimPrefix(line, "data: ")
if data == "[DONE]" {
outputChan <- LlmStreamChunk{Chunk: "[DONE]", Done: true, TokensUsed: totalTokens}
return
}
var streamData LlmStreamChunk
if err := json.Unmarshal([]byte(data), &streamData); err != nil {
slog.Error("Error unmarshaling stream data", slog.String("err", err.Error()))
continue
}
totalTokens += streamData.TokensUsed
select {
case outputChan <- streamData:
case <-ctx.Done():
return
}
}
}
}
if err := scanner.Err(); err != nil {
slog.Error("Error reading stream", slog.String("err", err.Error()))
}
}()
return outputChan, nil
}