Documentation History¶
This page records documentation changes by release.
For runtime, API, and compatibility changes, see GitHub Releases.
The current docs site history starts at 0.2.2.
0.2.8¶
Dense attention
Added max-logit output and backward backend selection to Attention, covering the supported forward backends, the MLA metadata restriction, and rank-local behavior under context parallelism.
Noted the
NaNlimitation for FMHA with head dimensions below 128 and non-contiguous KV padded withNaN/infinity.
GEMM and MoE GEMM
Extended Mega MoE with SiTU activation, the split prefill pipeline, the
prefill_pool_capacity_ratioandprefill_l1_ringmemory modes, and the token-alignment query.Documented BF16 logits output for the DeepGEMM indexer logits helpers in GEMM.
Linear attention
Added KDA notes for the prepare/recurrence split, the
chunk_statespool, andcheckpoint_every_n_tokensstate checkpoints.Updated the GDN support matrix for BF16-state decode and MTP.
Sparse attention
Added QSA coverage for MQA score and sparse Core Attention.
Documented the sparse MLA packed KV cache formats (V3.2, V4, V4.1, and the NVFP4 extra cache), the extra-cache inputs, and the
NaNlimitation when a cached token containsNaNin Attention.Extended Sparse MLA and the FlashInfer wrapper with GLM NoPE sparse decode.
Documented exact sparse top-k selection in MSA.
Miscellaneous
Documented GLM-5.3-Flash-style 288-expert routing in the Python API index.
Added Mamba / SSU coverage for native
selective_state_update, packed variable-length SSD prefill, and kernel prewarm/workspace control, plus the FlashInfer wrapper Mamba/SSD adapter surface.Updated the installation baseline to 0.2.8 version references.
CLI
Added the MTCC and TileLang version rows reported by
mate show-configto the MATE CLI reference.
0.2.7¶
Updated the installation and compatibility guidance for the MUSA SDK 5.2.0 build baseline.
Added FlashAttention forward support for chunked large head dimensions, including Gemma 512-512 attention.
Added FlashMLA metadata support for arbitrary batch sizes, including the additional multi-batch cases covered by the release tests.
Added KDA state-pool support.
Extended the DeepGEMM wrapper with cuBLASLt-style GEMM, M-grouped and K-grouped FP8 interfaces, scale-layout helpers, and
disable_ue8m0_cast=Truecompatibility. The wrapper page documents its MUSA-specific behavior and limits.Fixed hangs in affected MUTLASS S4FP8 decode scenarios.
Extended the SageAttention wrapper with dense FP8/FP16 compatibility names and a varlen entry point. The wrapper page documents which arguments are signature-compatible only and which MATE paths execute.
Added MSA notes for indexer behavior and short-query metadata handling.
Added the Glossary page for core MATE terms.
Documented the
MATE_DRY_RUNdeveloper and diagnostic option in the environment-variable reference.
0.2.6¶
Updated Installing MATE and the repository README with the 0.2.6 compatibility baseline and package-install guidance.
Added MUTLASS S4FP8 masked GroupGEMM coverage to GEMM.
Expanded the FlashAttention wrapper and DeepGEMM wrapper, including related GEMM and Python APIs coverage.
Added the FlashInfer wrapper and FlashInfer API reference for GEMM, FP8 MLA RoPE quantization, and sparse decode, together with the native Sparse MLA APIs and an end-to-end FP8 example.
Added the Development Environment page and TileLang 0.1.12 installation guidance.
0.2.5¶
Added Kimi Delta Attention (KDA) decode coverage to Python APIs and KDA.
Expanded Attention for FMHA
only_qvand MLA head-ratio coverage.Added MSA direct APIs and the MSA/fmha_sm100 wrapper for MiniMax Sparse Attention (MSA) workflows on MUSA.
Updated Installing MATE for the MUSA simple package index.
Added MUBIN artifact management commands to Command Line Interface.
Refined FlashMLA/DenseMLA support for multiple head-ratio configurations.
0.2.4¶
Updated Installing MATE for wrapper-first
pipinstallation, including automaticmatedependency installation.Added W4A8 mixed-dtype MoE GEMM to Python APIs and GEMM.
Added Mega MoE to Python APIs and Mega MoE.
0.2.3¶
Expanded the docs set around Overview, Installing MATE, Wrappers, Diagnostic Overview, Command Line Interface, Design and Architecture, and Python APIs.
Added wrapper pages for FlashAttention, SageAttention, FlashMLA, FlashKDA, and DeepGEMM.
Added API pages for Attention, GEMM, HyperConnection, and KDA.
Moved Command Line Interface, Environment Variables, and GDN Support Matrix into the Sphinx site structure.
0.2.2¶
Established the initial public docs baseline in the home page and the early API set.
Added the HyperConnection API page.
Updated FlashAttention and GDN Support Matrix.
Refreshed the home page structure.