mirror of
https://github.com/mudler/LocalAI.git
synced 2026-07-30 18:09:05 -04:00
* feat(3d): add Generate3D RPC, FLAG_3D capability, and /v1/3d/generations endpoint Adds the plumbing for image-conditioned 3D asset generation (binary glTF / GLB output), modeled on the video generation path: - backend.proto: Generate3D RPC + Generate3DRequest (staged image src, glb dst, seed/step/cfg_scale/texture_steps, quality and background enums, params map for backend-specific extras) - pkg/grpc: thread Generate3D through client, server, embed, base and the backend interfaces; connection-evicting and distributed-node wrappers (in-flight tracking + file staging) included - core/config: FLAG_3D usecase (guessed only for the trellis2cpp backend), '3d' canonical usecase string mapped to the Generate3D method, and a '3d' output modality - REST: POST /v1/3d/generations (+ unversioned alias) returning OpenAIResponse with a /generated-3d URL or b64_json; conditioning image accepted as URL, base64, or data URI; quality/background validated at the edge; .glb served as model/gltf-binary - auth: '3d' route feature (default ON); /api/instructions entry Assisted-by: Claude:claude-fable-5 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> * feat(trellis2cpp): add the trellis2.cpp image-to-3D backend Wraps localai-org/trellis2cpp (C++/GGML port of Microsoft TRELLIS.2, pbr-textures branch) as a Go+purego backend, following the stablediffusion-ggml pattern: - backend/go/trellis2cpp: purego bindings to the flat C ABI (v9, asserted at startup), eager pipeline load with model-set validation (refuses non-trellis GGUFs; degrades coarse/geometry-only/textured exactly like the upstream demo), Generate3D via t2_generate + t2_bake_glb writing a binary glTF to dst. Weight-free unit tests cover resolution/validation/param mapping — CI never downloads the multi-GB GGUF set or runs inference. - CPU SIMD variants build into per-variant directories (the shared libggml sonames collide across variants, unlike sd-ggml's flat renamed-.so scheme); run.sh picks one via /proc/cpuinfo. - CI wiring: backend-matrix entries (cpu, cuda12/13, vulkan amd64+arm64, l4t, l4t-cuda13, darwin metal), index.yaml meta + latest/master image entries, bump_deps tracking of the pbr-textures branch, changed-backends.js mapping, top-level Makefile targets. - Importer: auto-detects trellis GGUF repos/URIs (registered before llama-cpp so the .gguf match isn't stolen) and expands any trellis URI to the full 10-file component set spanning the three LocalAI-io HF repos. - Gallery: trellis2-4b (full PBR + 1024 cascade) and trellis2-4b-geometry (512 untextured) with verified sha256s. Assisted-by: Claude:claude-fable-5 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> * feat(ui): 3D generation page with native GLB viewer and IndexedDB history Adds a Studio tab + /app/3d page for the new image-to-3D endpoint: - GlbViewer ports the trellis2cpp demo's dependency-free WebGL2 renderer (quaternion trackball, metallic-roughness PBR, ACES, hidden-line wireframe with a bounded index budget) and pairs it with a minimal GLB parser for the two forms t2_bake_glb emits — dense vertex-PBR (linear COLOR_0 + _METALLIC_ROUGHNESS, uploaded as normalized integers) and the opt-in UV-atlas textured form. Parsing happens before any GL so stats and errors render without WebGL2. - use3DHistory stores past generations (params, input thumbnail, and the GLB blob itself) in IndexedDB with keep-newest-20 eviction — GLBs are multi-MB binaries localStorage can't hold — and the page offers a download button for the active GLB. - Wiring: CAP_3D capability constant (FLAG_3D — the exact string /api/models/capabilities serves), threeDApi, router entries, Studio tab, vite dev proxy, en locale keys. - e2e: render-smoke entry plus a focused spec that feeds a real one-triangle vertex-PBR GLB through the parser/viewer and exercises IndexedDB persistence, selection, deletion, and API errors. Assisted-by: Claude:claude-fable-5 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> * fix(3d): address API correctness and UX issues Keep 3D generation on the LocalAI-specific /3d/generations route and ensure authentication and permissions cover it. Propagate distributed transfer failures, publish a portable ARM64 backend image, honor importer overrides, and align discovery, upload validation, and touch controls. Assisted-by: Codex:gpt-5 Signed-off-by: Richard Palethorpe <io@richiejp.com> * feat(3d): add previewable print remeshing Add a single-detail CGAL Alpha Wrap workflow for existing Trellis GLBs, including PBR reprojection, API documentation, tracing, and an in-browser preview before download. Allow the remesh route to enforce its 512 MiB upload cap independently of the smaller global default so generated high-resolution meshes can be processed. Assisted-by: Codex:gpt-5 Signed-off-by: Richard Palethorpe <io@richiejp.com> * build(trellis2cpp): centralize remesh dependency pins Assisted-by: Codex:GPT-5 [apply_patch] [exec_command] Signed-off-by: Richard Palethorpe <io@richiejp.com> * fix(kokoros): implement Generate3D stub for new proto RPC The Generate3D RPC added to backend.proto for the trellis2cpp backend made tonic's generated Backend trait require generate3_d, breaking the kokoros-grpc build. Return unimplemented like the other unsupported modalities. Assisted-by: Claude Code:claude-fable-5 Signed-off-by: Richard Palethorpe <io@richiejp.com> --------- Signed-off-by: Richard Palethorpe <io@richiejp.com> Co-authored-by: localai-org-maint-bot <bot-opensource@localaisrl.com>
97 lines
4.2 KiB
Go
97 lines
4.2 KiB
Go
package grpc
|
|
|
|
import (
|
|
"context"
|
|
|
|
pb "github.com/mudler/LocalAI/pkg/grpc/proto"
|
|
)
|
|
|
|
type AIModel interface {
|
|
Busy() bool
|
|
Lock()
|
|
Unlock()
|
|
Locking() bool
|
|
Predict(*pb.PredictOptions) (string, error)
|
|
PredictStream(*pb.PredictOptions, chan string) error
|
|
Load(*pb.ModelOptions) error
|
|
Free() error
|
|
Embeddings(*pb.PredictOptions) ([]float32, error)
|
|
GenerateImage(*pb.GenerateImageRequest) error
|
|
GenerateVideo(*pb.GenerateVideoRequest) error
|
|
Generate3D(*pb.Generate3DRequest) error
|
|
Detect(*pb.DetectOptions) (pb.DetectResponse, error)
|
|
Depth(*pb.DepthRequest) (pb.DepthResponse, error)
|
|
FaceVerify(*pb.FaceVerifyRequest) (pb.FaceVerifyResponse, error)
|
|
FaceAnalyze(*pb.FaceAnalyzeRequest) (pb.FaceAnalyzeResponse, error)
|
|
VoiceVerify(*pb.VoiceVerifyRequest) (pb.VoiceVerifyResponse, error)
|
|
VoiceAnalyze(*pb.VoiceAnalyzeRequest) (pb.VoiceAnalyzeResponse, error)
|
|
VoiceEmbed(*pb.VoiceEmbedRequest) (pb.VoiceEmbedResponse, error)
|
|
AudioTranscription(context.Context, *pb.TranscriptRequest) (pb.TranscriptResult, error)
|
|
AudioTranscriptionStream(context.Context, *pb.TranscriptRequest, chan *pb.TranscriptStreamResponse) error
|
|
AudioTranscriptionLive(in <-chan *pb.TranscriptLiveRequest, out chan<- *pb.TranscriptLiveResponse) error
|
|
TTS(*pb.TTSRequest) error
|
|
TTSStream(*pb.TTSRequest, chan []byte) error
|
|
SoundGeneration(*pb.SoundGenerationRequest) error
|
|
TokenizeString(*pb.PredictOptions) (pb.TokenizationResponse, error)
|
|
Status() (pb.StatusResponse, error)
|
|
|
|
StoresSet(*pb.StoresSetOptions) error
|
|
StoresDelete(*pb.StoresDeleteOptions) error
|
|
StoresGet(*pb.StoresGetOptions) (pb.StoresGetResult, error)
|
|
StoresFind(*pb.StoresFindOptions) (pb.StoresFindResult, error)
|
|
|
|
VAD(*pb.VADRequest) (pb.VADResponse, error)
|
|
Diarize(*pb.DiarizeRequest) (pb.DiarizeResponse, error)
|
|
SoundDetection(context.Context, *pb.SoundDetectionRequest) (*pb.SoundDetectionResponse, error)
|
|
|
|
AudioEncode(*pb.AudioEncodeRequest) (*pb.AudioEncodeResult, error)
|
|
AudioDecode(*pb.AudioDecodeRequest) (*pb.AudioDecodeResult, error)
|
|
|
|
AudioTransform(*pb.AudioTransformRequest) (*pb.AudioTransformResult, error)
|
|
AudioTransformStream(in <-chan *pb.AudioTransformFrameRequest, out chan<- *pb.AudioTransformFrameResponse) error
|
|
AudioToAudioStream(in <-chan *pb.AudioToAudioRequest, out chan<- *pb.AudioToAudioResponse) error
|
|
|
|
// Forward proxies a raw HTTP request to an upstream provider for
|
|
// passthrough-mode cloud-proxy backends. ctx is the gRPC stream
|
|
// context — cancellation propagates to the upstream HTTP request
|
|
// so client disconnect closes the upstream connection.
|
|
Forward(ctx context.Context, in <-chan *pb.ForwardRequest, out chan<- *pb.ForwardReply) error
|
|
|
|
ModelMetadata(*pb.ModelOptions) (*pb.ModelMetadataResponse, error)
|
|
|
|
// Fine-tuning
|
|
StartFineTune(*pb.FineTuneRequest) (*pb.FineTuneJobResult, error)
|
|
FineTuneProgress(*pb.FineTuneProgressRequest, chan *pb.FineTuneProgressUpdate) error
|
|
StopFineTune(*pb.FineTuneStopRequest) error
|
|
ListCheckpoints(*pb.ListCheckpointsRequest) (*pb.ListCheckpointsResponse, error)
|
|
ExportModel(*pb.ExportModelRequest) error
|
|
|
|
// Quantization
|
|
StartQuantization(*pb.QuantizationRequest) (*pb.QuantizationJobResult, error)
|
|
QuantizationProgress(*pb.QuantizationProgressRequest, chan *pb.QuantizationProgressUpdate) error
|
|
StopQuantization(*pb.QuantizationStopRequest) error
|
|
}
|
|
|
|
func newReply(s string) *pb.Reply {
|
|
return &pb.Reply{Message: []byte(s)}
|
|
}
|
|
|
|
// AIModelRich is an optional extension to AIModel for backends that
|
|
// can produce a full *pb.Reply — including tool-call deltas and
|
|
// usage tokens — rather than just a content string. The gRPC server
|
|
// type-asserts and prefers the rich path when implemented; otherwise
|
|
// it wraps Predict's string return in a Reply.
|
|
//
|
|
// Cloud-proxy translate mode is the motivating use case: the upstream
|
|
// emits structured tool_calls that would be lost through the legacy
|
|
// (string, error) signature.
|
|
//
|
|
// PredictStreamRich contract: send replies into the channel and
|
|
// return when finished. Do NOT close the channel — the server closes
|
|
// it after the call returns. This is opposite to legacy PredictStream
|
|
// which expects the impl to defer close().
|
|
type AIModelRich interface {
|
|
PredictRich(*pb.PredictOptions) (*pb.Reply, error)
|
|
PredictStreamRich(*pb.PredictOptions, chan<- *pb.Reply) error
|
|
}
|