ollama source for Momentry Core verification
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132
x/imagegen/imagegen.go
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132
x/imagegen/imagegen.go
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package imagegen
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import (
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"context"
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"encoding/json"
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"fmt"
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"log/slog"
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"net/http"
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"sync"
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"time"
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"github.com/ollama/ollama/x/imagegen/manifest"
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"github.com/ollama/ollama/x/imagegen/mlx"
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"github.com/ollama/ollama/x/imagegen/models/flux2"
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"github.com/ollama/ollama/x/imagegen/models/zimage"
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)
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// ImageModel is the interface for image generation models.
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type ImageModel interface {
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GenerateImage(ctx context.Context, prompt string, width, height int32, steps int, seed int64, progress func(step, total int)) (*mlx.Array, error)
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}
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var imageGenMu sync.Mutex
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// loadImageModel loads an image generation model.
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func (s *server) loadImageModel() error {
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// Check memory requirements before loading
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var requiredMemory uint64
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if modelManifest, err := manifest.LoadManifest(s.modelName); err == nil {
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requiredMemory = uint64(modelManifest.TotalTensorSize())
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}
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availableMemory := mlx.GetMemoryLimit()
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if availableMemory > 0 && requiredMemory > 0 && availableMemory < requiredMemory {
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return fmt.Errorf("insufficient memory for image generation: need %d GB, have %d GB",
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requiredMemory/(1024*1024*1024), availableMemory/(1024*1024*1024))
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}
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// Detect model type and load appropriate model
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modelType := DetectModelType(s.modelName)
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slog.Info("detected image model type", "type", modelType)
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var model ImageModel
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switch modelType {
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case "Flux2KleinPipeline":
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m := &flux2.Model{}
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if err := m.Load(s.modelName); err != nil {
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return fmt.Errorf("failed to load flux2 model: %w", err)
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}
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model = m
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default:
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// Default to Z-Image for ZImagePipeline, FluxPipeline, etc.
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m := &zimage.Model{}
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if err := m.Load(s.modelName); err != nil {
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return fmt.Errorf("failed to load zimage model: %w", err)
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}
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model = m
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}
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s.imageModel = model
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return nil
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}
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// handleImageCompletion handles image generation requests.
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func (s *server) handleImageCompletion(w http.ResponseWriter, r *http.Request, req Request) {
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// Serialize generation requests - MLX model may not handle concurrent generation
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imageGenMu.Lock()
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defer imageGenMu.Unlock()
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// Set seed if not provided
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if req.Seed <= 0 {
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req.Seed = time.Now().UnixNano()
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}
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// Set up streaming response
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w.Header().Set("Content-Type", "application/x-ndjson")
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w.Header().Set("Transfer-Encoding", "chunked")
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flusher, ok := w.(http.Flusher)
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if !ok {
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http.Error(w, "streaming not supported", http.StatusInternalServerError)
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return
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}
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ctx := r.Context()
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enc := json.NewEncoder(w)
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// Progress callback streams step updates
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progress := func(step, total int) {
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resp := Response{Step: step, Total: total}
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enc.Encode(resp)
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w.Write([]byte("\n"))
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flusher.Flush()
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}
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// Generate image
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img, err := s.imageModel.GenerateImage(ctx, req.Prompt, req.Width, req.Height, req.Steps, req.Seed, progress)
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if err != nil {
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// Don't send error for cancellation
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if ctx.Err() != nil {
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return
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}
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resp := Response{Content: fmt.Sprintf("error: %v", err), Done: true}
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data, _ := json.Marshal(resp)
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w.Write(data)
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w.Write([]byte("\n"))
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return
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}
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// Encode image as base64 PNG
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imageData, err := EncodeImageBase64(img)
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if err != nil {
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resp := Response{Content: fmt.Sprintf("error encoding: %v", err), Done: true}
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data, _ := json.Marshal(resp)
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w.Write(data)
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w.Write([]byte("\n"))
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return
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}
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// Free the generated image array and clean up MLX state
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img.Free()
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mlx.ClearCache()
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mlx.MetalResetPeakMemory()
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// Send final response with image data
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resp := Response{
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Image: imageData,
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Done: true,
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}
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data, _ := json.Marshal(resp)
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w.Write(data)
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w.Write([]byte("\n"))
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flusher.Flush()
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}
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