tile-ai/TileOPs

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High-performance LLM operator library built on TileLang.

Stars: 189
Forks: 60
Open beginner issues: 0
Indexed issues: 20
Avg merge: 15h 17m
Merged PRs (30d): 162

Dominant language: Python
License: MIT
Last GitHub push: Sep 19, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

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20 open issues indexed

[Backend] Op.iter_kernels omits independently implemented external backend Kernels Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

tile-ai/TileOPs#2166 · Opened Sep 21, 2026
[Backend] Binary autotune tests call the built-in CUDA construction path with an external MUSA backend Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

tile-ai/TileOPs#2165 · Opened Sep 21, 2026
[Backend] Registered MUSA builders blocked by CUDA checks and zero-input dispatch restrictions Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

tile-ai/TileOPs#2164 · 1 comment · Opened Sep 21, 2026
[Manifest] Helper definitions in shape_rules are never evaluated Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

tile-ai/TileOPs#2161 · Opened Sep 21, 2026
[Refactor][LinearAttention] Migrate Gated DeltaNet kernels to the unified inference Op Open

refactor

Difficulty 5/5 Over a week Newbie friendliness 25/100

tile-ai/TileOPs#2143 · Opened Sep 16, 2026
[RFC][Backend] Interest in Apple Silicon / Metal backend support Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

tile-ai/TileOPs#2138 · 1 comment · 2 reactions · Opened Sep 15, 2026
[META][GEMM] The tuning path: what we have measured does not generalize Open

chore never-stale

Difficulty 5/5 Over a week Newbie friendliness 35/100

tile-ai/TileOPs#2133 · Opened Sep 15, 2026
[META][PERF] Ops below 0.80x of their best external comparator Open

chore never-stale

tile-ai/TileOPs#2131 · 2 assignees · Opened Sep 15, 2026
[META][GEMM] Scheduling paths and coverage inside the existing GEMM ops Open

chore never-stale

Difficulty 5/5 Over a week Newbie friendliness 30/100

tile-ai/TileOPs#2130 · Opened Sep 15, 2026
[FEAT][QUANTIZE] Implement INT8/INT4/FP8 quantization operators (10 ops) Open

feature never-stale

Difficulty 5/5 Over a week Newbie friendliness 35/100

tile-ai/TileOPs#2129 · Opened Sep 15, 2026
[FEAT][SAMPLING] Implement the sampling operator family (7 ops) Open

feature never-stale

Difficulty 5/5 Over a week Newbie friendliness 35/100

tile-ai/TileOPs#2128 · Opened Sep 15, 2026
Support TileLang-MUSA distribution metadata in external MUSA backend installs Open

design enhancement never-stale

Difficulty 5/5 Over a week Newbie friendliness 38/100

tile-ai/TileOPs#2124 · 2 comments · 1 reaction · Opened Sep 11, 2026
[Refactor][Attention] Reduce custom FP8 GQA helpers with TileLang primitives Open

follow-up refactor

tile-ai/TileOPs#2113 · 1 assignee · Opened Sep 9, 2026
[Bug] Value-only max-pool returns +0.0 where PyTorch returns -0.0 Open

bug perf

Difficulty 5/5 Over a week Newbie friendliness 35/100

tile-ai/TileOPs#2082 · Opened Sep 6, 2026
[Perf] T.copy drops 128-bit vectorization when its source start is clamped Open

follow-up perf

Difficulty 4/5 3-5 days Newbie friendliness 48/100

tile-ai/TileOPs#2079 · Opened Sep 6, 2026
[BENCHMARK][CI] read-side bytes-audit verdict, family filter, and a workflow_dispatch job Open

bench follow-up

Difficulty 4/5 3-5 days Newbie friendliness 48/100

tile-ai/TileOPs#1990 · Opened Aug 26, 2026
[TEST][ROOFLINE] empty the bytes-oracle pending set by generating cases from family shape rules Open

follow-up test

Difficulty 5/5 Over a week Newbie friendliness 35/100

tile-ai/TileOPs#1989 · Opened Aug 26, 2026
[TEST][ROOFLINE] flops checks: consistency classes over every op, exact dispatch counting where references decompose Open

follow-up test

Difficulty 4/5 3-5 days Newbie friendliness 45/100

tile-ai/TileOPs#1988 · Opened Aug 26, 2026
[Refactor][MoE] Implement single-rank end-to-end MoE and remove the legacy path Open

refactor

Difficulty 5/5 Over a week Newbie friendliness 25/100

tile-ai/TileOPs#1945 · Opened Aug 20, 2026
[Refactor][MoE] Build composable MoE operators with staged layout contracts Open

refactor

Difficulty 5/5 Over a week Newbie friendliness 25/100

tile-ai/TileOPs#1943 · Opened Aug 20, 2026

tile-ai/TileOPs

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