All models
Google · 27B · dense · vision
Gemma 3 27B
Multimodal Gemma at 27B. Image and video understanding on a single 24 GB card, with a vision tower the diffusion kernels also serve.
- Weights
- Q4_K_M · 16.5 GB
- Context
- 128K tokens
- Your laptop
- Pair your agent to check your GPU
- Est. decode
- —
- Kernels
- 3 of 6 workloads
- Verified
- Verifiers re-ran it
- Pending
- No verdict yet
- Rejected
- Tested, but not proven faster
Kernel Code Efficiency Ranking
Kernels for Gemma 3 27B, ranked by verified speedup. Buy a license for 0.1 SUI: 70% goes to the tuner, 20% to the kernel it improved on, 10% to Opti-om. Open a kernel for how it improved the model, the harness conditions and its contract.
| # | Kernel | Speedup | Verified by | Tuner | |
|---|---|---|---|---|---|
| 1 | Paged attention · simdgroup matmulLLM Inference · 39cab9d1fd… · sample | 2.03× | 4/4 passedverified | 0xda8e…e2d0 | |
| 2 | Fused RoPE + KV writeLLM Inference · 090948adfa… · sample | 1.98× | 2/2 passedverified | 0x1730…d104 | |
| 3 | RMSNorm · float4 + warp shuffleLLM Inference · d4478a4fe3… · sample | 1.77× | 1/1 passedincl. platform harness | 0xaf9e…3775 |
Nothing verified for Gemma 3 27B on Coding yet. The first kernel verifiers confirm takes #1.
| # | Kernel | Speedup | Verified by | Tuner | |
|---|---|---|---|---|---|
| 1 | Conv2d · implicit GEMMImage Gen · 5b8a07e117… · sample | 1.88× | 1/1 passedincl. platform harness | 0x53ee…f882 | |
| 2 | GroupNorm · fused SiLUImage Gen · 564e27b9e6… · sample | 1.54× | 4/4 passedincl. platform harness | 0x5a7c…4ad2 | |
| 3 | Winograd F(4,3) · tensor-core transformImage Gen · 66ad1257f7… · sample | 1.38× | 1/1 passedincl. platform harness | 0x08dc…218a |
| # | Kernel | Speedup | Verified by | Tuner | |
|---|---|---|---|---|---|
| 1 | Frame delta · int8Video · 77eccbdf4b… · sample | 2.25× | 1/1 passedincl. platform harness | 0xaa36…b0cf | |
| 2 | Patch embed · fusedVideo · 58df85dd04… · sample | 2.25× | 1/1 passedincl. platform harness | 0xffe4…97ea | |
| 3 | Motion vectors · warp-coherentVideo · b5ba4c57ba… · sample | 1.91× | 2/2 passedincl. platform harness | 0xfb4a…9d35 | |
| 4 | SAD 16×16 · shared-memory tilesVideo · 2acdc0b28b… · sample | 1.66× | 1/1 passedincl. platform harness | 0xfe7d…e81c |
Nothing verified for Gemma 3 27B on 3D Rendering yet. The first kernel verifiers confirm takes #1.
Nothing verified for Gemma 3 27B on Scientific / HPC yet. The first kernel verifiers confirm takes #1.
↑ ↓ to move between workloads · Esc for all · Sample rows are generated; rows marked verified on this platform come from real submissions and can be licensed.