Commit Graph
15 Commits
Author SHA1 Message Date
mudler-agentandEttore Di Giacinto e28d5009d9 stablediffusion-ggml: run MiniMax-H3 video with references and add its gallery entries (#12668)
* feat(stablediffusion-ggml): run MiniMax-H3 video with reference conditioning

Bump stable-diffusion.cpp to 2988060 and follow its tiling rename
(tile_size_x/y -> tile_size_w/h, rel_size_x/y -> rel_size_w/h).

GenerateVideo now passes params["ref_image"] and the request audio to
the MiniMax-H3 Ref2VA inputs (ref_images, ref_audios). The audio must
be a WAV file. params["ref_video"] is refused, since the proto cannot
carry a frame sequence yet.

stable-diffusion.cpp cannot tell the FL2VA and REF2VA DiTs apart, and a
reference input on FL2VA renders a wrong video without an error. The
backend now reads the video_partition option, or the model file name,
and fails early on that mix. Keyframes plus references are refused too.

Add gallery entries for the FL2VA and REF2VA Q4_K_M sets. They do not
enable any bf16 dequantisation.

Assisted-by: Claude:claude-sonnet-5-5 go vet gofmt

* feat(stablediffusion-ggml): take several reference images, videos and audio clips

Phase 1 passed one reference image and one reference audio clip to
stable-diffusion.cpp and refused ref_video. Add repeated reference fields
to GenerateVideoRequest (ref_images, ref_videos, ref_audios) so the
MiniMax-H3 Ref2VA path can use as many references as upstream accepts. A
reference video is a directory of frames with an fps and an optional
paired audio clip.

The /video endpoint stages the new inputs through the same path as
start_image, end_image and audio. Frames of one reference video are
written to a private directory under zero-padded names so the backend can
read them in order. The input count and frame count per request are
bounded.

The backend merges the new fields with params.ref_image, params.ref_video
and audio, which keep working. The FL2VA partition refuses any reference
input, REF2VA accepts all of them, and keyframes stay exclusive with
references. Reference audio is still WAV only.

Assisted-by: Claude:claude-sonnet-5-5 [Bash]

* feat(gallery): offer MiniMax-H3 by partition, DiT layout and format

Name each MiniMax-H3 entry after its partition (fl2va or ref2va), DiT
layout (unpruned or pruned) and format. Add the vllm.cpp builds that its
model page lists: pruned Q8_0 (renders), pruned Q6_K, Q5_0, Q4_K, Q3_K and
Q2_K (load only), and the pruned FL2VA NVFP4 file (loads only). The
earlier names minimax-h3-fl2va-q4 and minimax-h3-ref2va-q4 stay as
aliases. The two stable-diffusion.cpp entries become
minimax-h3-fl2va-unpruned-q4-ggml and minimax-h3-ref2va-pruned-q4-ggml,
and the latter now lists video input.

Fix two bad sources. The stable-diffusion.cpp entries took the VAEs from
a path that does not exist in the GGUF repository; they now use the
Comfy-Org copies. The vllm.cpp entries paired the fp16 video VAE weights
with a config from a different directory; they now use the official
weights and config from FL2VA/video_vae/source/.

Drop video_dequant_bf16 from every vllm.cpp entry. Expanding a quantised
DiT to bf16 is the suspected cause of a host out-of-memory error, so the
quantised weights stay resident. The model page records its renders with
the expansion on, and each description says so.

Assisted-by: Claude:claude-sonnet-5-5 [Bash]

* feat(gallery): add pruned FL2VA Q4 MiniMax-H3 for sd.cpp

Add minimax-h3-fl2va-pruned-q4-ggml, the 11.4 GB pruned FL2VA
counterpart of the existing pruned REF2VA entry.

Assisted-by: Claude Code:claude-sonnet-5-5 [rc]

---------

Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-10-13 17:58:21 +02:00
mudler-agentandEttore Di Giacinto 0177e4988c feat(images): add ESRGAN upscaling and Studio workflow (#12620)
* feat(images): add upscale model capabilities

* fix(config): keep SD GGML upscale opt-in

* feat(stablediffusion): add lazy ESRGAN upscale bridge

Keep native image ownership in C++ and serialize context creation, inference and teardown. Use upscale_scale in backend options as the explicit upscale-only marker because ModelOptions does not carry usecases.

Assisted-by: Codex:gpt-5

* fix(stablediffusion): validate ESRGAN settings

* fix(upscale): forward typed settings and contain resolved model paths

Typed settings replace legacy options without duplicates. Resolve model and trusted root symlinks before caching the model path, rejecting missing files and escapes.

Assisted-by: Codex:gpt-5

* fix(upscale): validate scale and clean failed HTTP outputs

Require an explicit scale bounded to 1-16, check backend results, and keep destination cleanup owned by the allocating endpoint. Cover validation, result failures, cleanup, and successful URL responses.

Assisted-by: Codex:gpt-5

* feat(studio): add inline image upscale workflow

Assisted-by: OpenAI:gpt-5

* test(studio): serve upscale capability fixtures

* fix(stablediffusion): default ESRGAN tiling to full frame

* feat(gallery): add RealESRGAN anime upscaler

* fix(stablediffusion): allow full-frame ESRGAN tiles

* fix(routes): select explicit upscale models

Give image upscaling dedicated usecase-filtered middleware and keep ordinary image models out of the endpoint. Mark and verify the legacy Diffusers x4 gallery model as an explicit upscaler.

Assisted-by: OpenAI:gpt-5 [shell]

* refactor(upscale): keep settings in backend options

* test(config): keep upscale options backend-specific

* fix: keep upscale routing metadata out of backend options

---------

Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-10-11 00:30:09 +02:00
mudler-agentandEttore Di Giacinto a8ee0d95ec feat(stablediffusion-ggml): add Qwen Image runtime schedules (#12619)
* feat(stablediffusion-ggml): pass custom sigmas

Turbo diffusion models require checkpoint-specific sigma schedules. Parse the model option and forward its values to stable-diffusion.cpp for each image request.

Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Assisted-by: nib <noreply@localai.io>

* feat(gallery): add Qwen Image 2.1 runtimes

Add the validated Anime FUSAL and AtomicChat Turbo Uncensored assemblies with pinned artifacts, exact runtime settings, licensing disclosures, and text-to-image limitations.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: nib <noreply@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-10-11 00:26:54 +02:00
e2b617104d chore: ⬆️ Update leejet/stable-diffusion.cpp to 2f886889e6e8b78738d6b87f7191f6018557c551 (#12274)
* ⬆️ Update leejet/stable-diffusion.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix(stablediffusion-ggml): adapt to upstream tiling struct rename

Upstream commit 2f88688 renamed the sd_tiling_params_t fields from
tile_size_x/y to tile_size_w/h and rel_size_x/y to rel_size_w/h.
Update the gosd.cpp wrappers to match so the C++ backend compiles.

---------

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-09-26 17:19:13 +02:00
21d33a1ce2 chore: ⬆️ Update leejet/stable-diffusion.cpp to 42d6c0ab92fe6595776b28e3f7c8925db79b31f5 (#12034)
* ⬆️ Update leejet/stable-diffusion.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix(stablediffusion): use effective video frame rate

Capture the frame rate selected by stable-diffusion.cpp and use it when muxing the generated frames. This keeps video timing aligned with upstream model-specific adjustments.

Assisted-by: Codex:gpt-5
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-09-14 15:29:34 +02:00
localai-org-maint-botandEttore Di Giacinto bf93008ef3 fix(backends): bound temporary scratch files (#11941)
Backend processes shared the host temporary directory, so crashes could leave request images and audio behind until the filesystem filled. Give each process a locked LocalAI-owned runtime, remove scratch on exit, and sweep only marked abandoned runtimes at the next start.

Also close known request error-path leaks in the Python media backends, CrispASR, LongCat Video, and stable-diffusion.cpp.

Assisted-by: Codex:gpt-5

Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-09-08 23:44:22 +02:00
57f802aa7a chore: ⬆️ Update leejet/stable-diffusion.cpp to d8fb10c02977c8ca999f3fb4e02df9ecf10f7ba6 (#11898)
* ⬆️ Update leejet/stable-diffusion.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix(stablediffusion): adapt streaming options

Upstream now selects segmented weight streaming automatically and removes the stream_layers field. Keep the old LocalAI option as a no-op for existing model configurations.

Assisted-by: Codex:gpt-5

---------

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-09-07 12:56:55 +02:00
fd467c5b3b chore: ⬆️ Update leejet/stable-diffusion.cpp to bb84971129d2a094ab8051c6feed5406d3b4409d (#10684)
* ⬆️ Update leejet/stable-diffusion.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix(stablediffusion-ggml): pass chroma knobs via model_args after upstream API change

Upstream stable-diffusion.cpp bb849711 removed the dedicated
chroma_use_dit_mask / chroma_use_t5_mask / chroma_t5_mask_pad fields from
sd_ctx_params_t and now reads them from the generic model_args key=value
spec (parse_key_value_args). Assigning the old struct members broke the
gosd.cpp build. Emit the three options into model_args instead so the
existing chroma controls keep working. Verified by building
libgosd-fallback.so against the pinned upstream commit.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8 [Claude Code]

---------

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-07-06 23:57:50 +00:00
40445fff05 chore: ⬆️ Update leejet/stable-diffusion.cpp to 484baa41e5e006c52dcd4addc38c830b9489745f (#10619)
* ⬆️ Update leejet/stable-diffusion.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix(stablediffusion-ggml): adapt to new generate_image() out-param signature

leejet/stable-diffusion.cpp@484baa4 changed generate_image() from
returning sd_image_t* to returning bool with images_out/num_images_out
out-parameters (same pattern already used by generate_video()).

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-07-01 08:32:57 +02:00
f44034021e chore: ⬆️ Update leejet/stable-diffusion.cpp to 5a34bc7f6e0621dd2f899daa64476eac667d7ed3 (#10335)
* ⬆️ Update leejet/stable-diffusion.cpp

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix(stablediffusion-ggml): adapt gosd.cpp to upstream sd_ctx_params_t API

The bump to 5a34bc7 restructured sd_ctx_params_t: the boolean CPU-offload
knobs (offload_params_to_cpu, keep_clip_on_cpu, keep_vae_on_cpu,
keep_control_net_on_cpu) were replaced by backend assignment specs
(backend/params_backend), and vae_decode_only / free_params_immediately
were dropped entirely. The build broke with "no member named ..." on
every arch.

Translate the legacy options we still accept from gallery configs into
the new backend assignment specs, mirroring prepare_backend_assignments()
in the upstream CLI, so offload_params_to_cpu / keep_*_on_cpu keep
working. vae_decode_only is parsed and ignored for config compatibility.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8 [Claude Code]

* feat(stablediffusion-ggml): expose backend/params placement options

The upstream bump introduced new sd_ctx_params_t fields for device and
memory placement (backend, params_backend, rpc_servers, max_vram,
stream_layers) plus PuLID-Flux weights (pulid_weights_path). Wire them up
as backend options so models can be split across CPU/GPU/disk/RPC:

- backend: per-component compute placement (e.g. clip=cpu,vae=cuda0)
- params_backend: per-component weight storage incl. disk mmap
- max_vram / stream_layers: graph-cut segmented parameter offload budget
- rpc_servers: offload compute to remote RPC servers
- pulid_weights_path: PuLID-Flux identity injection

The legacy keep_*_on_cpu / offload_params_to_cpu booleans now seed and
compose with the explicit backend/params_backend specs, matching upstream
prepare_backend_assignments(). Option values are taken as everything after
the first ':' so colon-bearing values (rpc_servers host:port) survive
parsing. Documented the new options in the image-generation guide.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8 [Claude Code]

* feat(stablediffusion-ggml): distributed RPC across ggml workers

Enable the ggml RPC backend (-DSD_RPC=ON) so image generation can be
sharded across remote rpc-server workers. The ggml rpc-server is
backend-agnostic, so this reuses the exact same worker pool as the
llama.cpp backend - one set of `local-ai worker llama-cpp-rpc` /
`p2p-llama-cpp-rpc` workers accelerates both text and image generation.

RPC servers are selected by precedence:
- the explicit `rpc_servers` option, else
- the LLAMACPP_GRPC_SERVERS env var, which LocalAI's p2p worker mode
  populates automatically with discovered workers (the backend inherits
  it from the parent process env), so distributed image generation needs
  no per-model configuration.

Documented manual and p2p setup in the image-generation guide.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8 [Claude Code]

---------

Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: mudler <2420543+mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-16 12:15:45 +02:00
LocalAI [bot]andEttore Di Giacinto f64b72dd7d feat: support Ideogram4 in stablediffusion-ggml backend + gallery (#10201)
* feat(stablediffusion-ggml): support Ideogram4 unconditional diffusion model

Bump stable-diffusion.cpp from 1f9ee88 to b9254dd, the upstream commit that
adds Ideogram4 support (leejet/stable-diffusion.cpp#1609). Ideogram4 derives
its classifier-free guidance from a separate unconditional diffusion model,
exposed upstream through the new sd_ctx_params_t.uncond_diffusion_model_path
field.

Wire that field into the gosd wrapper via a new uncond_diffusion_model_path
option. The _path suffix is deliberate: the Go loader only resolves options
whose name contains "path" to an absolute path under the model directory, so
this keeps the option consistent with diffusion_model_path and
high_noise_diffusion_model_path.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8 [Claude Code]

* feat(gallery): add Ideogram4 stablediffusion-ggml models

Single-file GGUF weights for Ideogram4 are now published
(stduhpf/ideogram-4-gguf), so add the model to the gallery. Ideogram4 is a
text-to-image model with strong, accurate in-image text rendering, driven by
a Qwen3-VL-8B text encoder and real classifier-free guidance from a separate
unconditional diffusion model (the uncond_diffusion_model_path support added
in the preceding commit).

Two index entries, both built on gallery/virtual.yaml with the full config
inlined in overrides (same pattern as the other models, no dedicated template
file):
- ideogram-4-iq4nl-ggml (4-bit, ~11.6GB diffusion)
- ideogram-4-q8_0-ggml  (8-bit, ~20GB diffusion)

Each bundles the diffusion + unconditional GGUF (stduhpf), the
Qwen3-VL-8B-Instruct text encoder (unsloth), and the FLUX.2 VAE (Comfy-Org
mirror, non-gated). cfg_scale is 7 to match the upstream Ideogram4 default,
since it performs real CFG unlike the guidance-distilled Flux/Z-Image models.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8 [Claude Code]

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-06 22:50:12 +02:00
LocalAI [bot]andEttore Di Giacinto de2ce74bea fix(stablediffusion-ggml): mux LTX-2 audio into output MP4 (#9990)
feat(stablediffusion-ggml): mux LTX-2 audio into output MP4

sd.cpp's generate_video now returns a sd_audio_t* alongside the video
frames for models with an audio VAE (LTX-2.3). Our gosd wrapper was
already collecting that pointer but immediately freed it without ever
muxing it into the output, so LTX-2 generations landed as silent MP4s
even though the audio VAE decode succeeded.

Stage the planar float32 waveform to a temp WAV (IEEE float, header
hand-built; samples interleaved on the fly), then add it as a second
ffmpeg input with -c:a aac -map 0:v:0 -map 1:a:0 -shortest. The temp
WAV is cleaned up unconditionally after ffmpeg exits, including on
the write/waitpid error paths.

Non-LTX models (Wan i2v / FLF2V) keep their current behaviour: audio
arg is nullptr, the audio-related ffmpeg flags are not added, and no
temp file is created.

Assisted-by: Claude:claude-opus-4-7

Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-05-25 22:40:16 +02:00
LocalAI [bot]andEttore Di Giacinto b02e3ffe61 feat(stablediffusion-ggml): LTX-2 support + LTX-2.3 GGUF gallery entries (#9980)
stable-diffusion.cpp gained LTX-2 video generation, which requires an
audio VAE and an embeddings_connectors safetensors in addition to the
usual diffusion model, VAE, and LLM text encoder. The pinned commit
exposes audio_vae_path and embeddings_connectors_path on
sd_ctx_params_t; wire both through the option parser so gallery entries
can point at the LTX-specific assets.

Ship six LTX-2.3 GGUF gallery entries (dev + distilled, UD-Q4_K_M /
Q4_K_M / Q8_0 each) backed by a new ltx-ggml.yaml template that
defaults to euler / cfg_scale 6.0 / vae_decode_only:false /
diffusion_flash_attn / offload_params_to_cpu — matching the upstream
LTX-2 CLI recipe. Each entry pulls the model GGUF plus the QAT
gemma-3-12b-it text encoder, video VAE, audio VAE, and embeddings
connectors needed for T2V / I2V / FLF2V.


Assisted-by: Claude:claude-opus-4-7 [Claude-Code]

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-05-25 13:00:28 +02:00
LocalAI [bot]andEttore Di Giacinto ef6ca34513 chore: ⬆️ Update leejet/stable-diffusion.cpp to 5b0267e941cade15bd80089d89838795d9f4baa6 (#9907)
Adapt the C++ wrapper to the new `generate_video()` signature: upstream now
returns `bool` and writes frames/audio via out-parameters (`sd_image_t**`,
`sd_audio_t**`). Also set `p->fps` on the params struct (new upstream field)
and free the returned audio handle on both the success and error paths.


Assisted-by: claude-code:claude-opus-4-7

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-05-20 20:53:19 +00:00
Richard Palethorpe 4443250756 chore: add golangci-lint with new-from-merge-base baseline (#9603)
* chore: add golangci-lint with new-from-merge-base baseline

Configure golangci-lint v2 with the standard linter set (errcheck, govet,
ineffassign, unused) plus forbidigo, which enforces the Ginkgo/Gomega-only
test convention from .agents/coding-style.md by rejecting stdlib testing
calls (t.Errorf, t.Fatalf, t.Run, ...). staticcheck is disabled — the
codebase has many pre-existing QF-style suggestions not worth gating on.

issues.new-from-merge-base = master makes the lint job a gate for new
issues only; the ~1300 pre-existing baseline stays visible via
'make lint-all' for incremental cleanup. CI runs 'make lint'.

Backends needing C/C++ headers we don't install in the lint runner are
excluded via a deny list in the Makefile (backend/go/{piper,silero-vad,
llm}, cmd/launcher). Discovery still flows through 'go list ./...', so
new packages are scanned automatically.

To make backend/go/{sam3-cpp,stablediffusion-ggml,whisper} typecheckable,
move their .cpp/.h sources into cpp/ subdirs (matching qwen3-tts-cpp /
acestep-cpp). Without this 'go list' rejects the package because Go does
not allow .cpp alongside .go without cgo.

Fix two real bugs found by lint in tests/integration/ (run only via
'make test-stores', not default CI): a stale zerolog reference left over
from the slog migration (c37785b7) and an unused 'os' import.

Assisted-by: Claude Code:Opus 4.7 (1M) [Bash] [Read] [Edit] [Write]
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* ci(lint): generate proto sources and fetch full history

The lint job was failing for two reasons:

- pkg/grpc/proto/*.go is generated, not checked in. Several packages
  import it, so without 'make protogen-go' typecheck fails project-wide
  with "no required module provides package github.com/mudler/LocalAI/
  pkg/grpc/proto".

- golangci-lint's new-from-merge-base needs to git-merge-base the PR
  against master, but actions/checkout's default shallow clone doesn't
  fetch master. fetch-depth: 0 brings full history; the config now
  references origin/master (the remote-tracking branch that survives
  the shallow checkout) instead of bare master (which doesn't exist
  locally after checkout).

Assisted-by: Claude Code:Opus 4.7 (1M) [Bash] [Read] [Edit] [Write]
Signed-off-by: Richard Palethorpe <io@richiejp.com>

* ci(lint): stub react-ui/dist for go:embed glob

core/http/app.go has //go:embed react-ui/dist/*. The glob must match at
least one non-hidden entry or typecheck fails the whole core/http
package. We don't need the real React bundle to lint Go code, so just
touch an empty index.html to satisfy the embed.

Assisted-by: Claude Code:Opus 4.7 (1M) [Bash] [Read] [Edit] [Write]
Signed-off-by: Richard Palethorpe <io@richiejp.com>

---------

Signed-off-by: Richard Palethorpe <io@richiejp.com>
2026-04-28 22:07:44 +02:00