Recipe
gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1
gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1Capacity-limited Gemma-4-12B-it NVFP4 candidate on one RTX PRO 4500 Blackwell with the checksum-verified Gemma engine patch, exact 128K C1 acceptance, full decode CUDA graphs through batch size 4, FP8 E4M3 KV, and C2/C4 rejected by the measured 139590-token KV envelope
Record
- Status
- candidate
- Source
- 0xsero
- Engine
- sglang
- Engine version
- 0.0.0.dev1+geec794bce
- Graph
- full
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 131,072
- Max concurrency
- 1
- KV cache tokens
- 139,590
- chat
- yes
- reasoning
- no
- tools
- no
- vision
- no
Hugging Face model card
Identity
https://huggingface.co/unsloth/gemma-4-12b-it-NVFP4- Repository
- unsloth/gemma-4-12b-it-NVFP4
- Status
- known
- Link type
- Exact Hub repository
Public Hugging Face repository confirmed by the Hub API.
Candidate: useful compatibility or speed evidence. The registry does not offer Run until promotion requirements are met.
Docker configuration
sglang
Container · candidate · docker
Candidate evidence — not a Run contract
- Image
lmsysorg/sglang:dev-cu13@sha256:6cd4635214f279e0a43019f88e3120d407567640a58aa7dcc0085e3d91402cc4- Digest
sha256:6cd4635214f279e0a43019f88e3120d407567640a58aa7dcc0085e3d91402cc4- Port
- 30000
Observed source tokens
Mechanical split of the source command. Unverified against the engine CLI. The registry does not offer Run for this recipe.
-lcset -euo pipefail; echo 'dede8848dbcbfcfc6507da963a65d120add93101b6ff5fb54a03f19e86233d11 /tmp/gemma4-engine-patch.diff' | sha256sum -c -; echo 'd5498b253f35e83ab0aaf219a2c2bf2f42c6bbd3f95ffce02760e78b2e38a4e9 /sgl-workspace/sglang/python/sglang/srt/models/gemma4_unified.py' | sha256sum -c -; (cd /sgl-workspace/sglang && patch -p0 < /tmp/gemma4-engine-patch.diff); echo 'b0614b99a0d7fe654ed102fb5db04c578e3be6042896f73f9418965e6672c737 /sgl-workspace/sglang/python/sglang/srt/models/gemma4_unified.py' | sha256sum -c -; exec /opt/sglang/bin/python -m sglang.launch_server --model-path unsloth/gemma-4-12b-it-NVFP4 --revision b1f649734b34aa5575b03d186abd1b9be3d0d5c4 --tp 1 --host 0.0.0.0 --port 30000 --context-length 131072 --mem-fraction-static 0.90 --max-running-requests 4 --cuda-graph-max-bs-decode 4 --enable-cache-report --trust-remote-code --reasoning-parser gemma4 --tool-call-parser gemma4
Environment
| Variable | Value |
|---|---|
HF_HOME | /root/.cache/huggingface |
Mounts
| Source | Target |
|---|---|
~/.cache/huggingface | /root/.cache/huggingface |
asset/gemma4-nvfp4-sglang-engine-patch.diff | /tmp/gemma4-engine-patch.diff (read-only) |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 130,560 | 1,498.1 | 38.1 | 87,195.8 | candidate | gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1-sweep |
| 1 | 130,560 | 502,159.2 | 38.2 | 263.2 | candidate | gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1-sweep |
Remaining fields
Identity, launch, related records, and measured speed are shown above. This is the rest of the normalized record.
- hardware count
- 1
- hardware id
- rtx-pro-4500-blackwell-32gb
- id
- gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1
- model instance id
- unsloth-gemma-4-12b-it-nvfp4--nvfp4
- recipe source
- 0xsero
- schema version
- local-ai-registry/v1
- speed sweep ids
- gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1-sweep
- status
- candidate
capabilities
- chat
- Yes
- reasoning
- No
- tools
- No
- vision
- No
engine
- graph mode
- full
- name
- sglang
- version
- 0.0.0.dev1+geec794bce
serving
- kv cache tokens
- 139,590
- max concurrency
- 1
- max context tokens
- 131,072
- tensor parallel
- 1
Provenance & metadata (3)
facts
metadata
provenance
- captured at
- 2026-08-27T06:04:13.773Z
sources
| captured at | kind | url |
|---|---|---|
| 2026-08-27T06:04:13.773Z | normalized-recipe | github.com/0xSero/local-ai-registry ↗ |