pypi / mlx-vlm
mlx-vlm
What changed in mlx-vlm 0.7, from its official release notes, upgrade guides and advisories. Sources checked 2026-10-24.
15 new APIs and options3 performance2 behavior and defaults14 fixes and other
See which of these apply to your code, ranked, in your agent:
npx @unstale/cli initmlx-vlm 0.734 changes
New APIs and options 15
Adds support for Muse Spark Open with audio, video, and images.
Adds native BF16 support for Flint.
Adds support for Flux-3 image generation and editing.
Adds GRPO support for vision-language models.
Adds live image resolution controls to the server.
Adds the MOSS-Image-SFT image generation model.
Adds support for Nemotron 3.5 Super VL with MTP and Bolt support.
Adds support for the Clef decision model.
Adds multimodal embedding support for EmbeddingGemma 2.
Adds support for the kolibri1 model.
Adds the LiquidAI d1-3B decision model.
Adds the LiquidAI d1-omni-600M decision model.
Adds MiniCPM-V 35B-A3B support with a custom processor.
Adds MiniCPM-V 4.7 1B support with a custom processor.
Adds support for the Xing4.0 model.
Performance 3
Batches offloaded MoE execution.
Reads strided K/V during ragged decode attention instead of copying the KV cache every step.
Releases the prompt cache when a SpeculativeGenerationBatch finishes.
Behavior and default changes 2
Simplifies vision cache handling for MiniCPM-V 4.7.
Tool arguments are streamed in Chat Completions and Responses.
Fixes and other changes 14
Fixes fused NVFP4 rowwise scales in expert offload repacking.
Preserves NVFP4 scales.
Fixes remaining affine QMV precision mismatches on MLX 0.32.4.
The CLI and generation APIs now honor sampling defaults from checkpoints.
Reads PIL images as channels-last in EmbeddingGemma 2 processors.
Reads PIL images as channels-last in Gemma 4 image processors.
Fixes vision dtype handling with quantized embeddings.
Fixes image feature merging for Mistral Large 3.
Fixes rotating cache sinks and absolute position handling.
Uses PyTorch channel grouping in the pixel decoder GroupNorm.
Fixes compaction when maximum output fills the context window and allows compaction between completed tool groups.
Fixes cancellation during multi-row prefill.
Muse Glimmer now honors explicit RoPE scaling settings.
Stabilizes tool-schema key order for prefix caching.