Recipe
ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1
ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1Ornith-1.5-35B-A3B NVFP4 on one RTX PRO 6000 Blackwell Server Edition with FlashInfer CUTLASS MoE, FP8 E4M3 KV, exact 128K context, and four concurrent requests
Record
- Status
- validated
- Source
- 0xsero
- Engine
- sglang
- Engine version
- 0.0.0.dev1+geec794bce
- Graph
- full-and-piecewise
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 131,072
- Max concurrency
- 4
- KV cache tokens
- 3,377,159
- chat
- yes
- reasoning
- no
- tools
- no
- vision
- no
Hugging Face model card
Identity
https://huggingface.co/ornith-ai/Ornith-1.5-35B-A3B-NVFP4- Repository
- ornith-ai/Ornith-1.5-35B-A3B-NVFP4
- Status
- known
- Link type
- Exact Hub repository
Public Hugging Face repository confirmed by the Hub API.
Validated: pinned artifact, pinned runtime, and accepted evidence. This is a launch contract.
Docker configuration
sglang
Container · validated · docker
Validated launch contract
- Image
lmsysorg/sglang:dev-cu13@sha256:6cd4635214f279e0a43019f88e3120d407567640a58aa7dcc0085e3d91402cc4- Digest
sha256:6cd4635214f279e0a43019f88e3120d407567640a58aa7dcc0085e3d91402cc4- Port
- 30000
Launch arguments
-msglang.launch_server--model-pathornith-ai/Ornith-1.5-35B-A3B-NVFP4--revision0f0b1b59b879ccde1353e6ebd0fb10c204d4c544--tp1--host0.0.0.0--port30000--context-length131072--mem-fraction-static0.87--attention-backendflashinfer--kv-cache-dtypefp8_e4m3--max-running-requests4--cuda-graph-max-bs-decode4--enable-cache-report--trust-remote-code--reasoning-parserqwen3--tool-call-parserqwen3_coder--moe-runner-backendflashinfer_cutlass
| Flag | Value |
|---|---|
-m | sglang.launch_server |
--model-path | ornith-ai/Ornith-1.5-35B-A3B-NVFP4 |
--revision | 0f0b1b59b879ccde1353e6ebd0fb10c204d4c544 |
--tp | 1 |
--host | 0.0.0.0 |
--port | 30000 |
--context-length | 131072 |
--mem-fraction-static | 0.87 |
--attention-backend | flashinfer |
--kv-cache-dtype | fp8_e4m3 |
--max-running-requests | 4 |
--cuda-graph-max-bs-decode | 4 |
--reasoning-parser | qwen3 |
--tool-call-parser | qwen3_coder |
--moe-runner-backend | flashinfer_cutlass |
Environment
| Variable | Value |
|---|---|
HF_HOME | /root/.cache/huggingface |
Mounts
| Source | Target |
|---|---|
~/.cache/huggingface | /root/.cache/huggingface |
Launch
Exact materialization of this validated launch contract: digest-pinned image, pinned model revision, and the audited arguments. Self-contained — required assets are fetched from this registry and verified against their recorded sha256 before mounting. Also available as local-ai run ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1.
- Pulls the exact container image by sha256 digest — the bytes that were validated, not a floating tag.
- Fetches any required engine assets from this registry and verifies each against its recorded sha256; the audited launch script verifies them again inside the container before use.
- Downloads the pinned model revision into your Hugging Face cache on first run (reused afterwards).
- Serves an OpenAI-compatible API on
localhost:30000— point any client at it.
docker run --rm \
--gpus all \
--ipc host \
--shm-size 16g \
-p 30000:30000 \
-e HF_HOME=/root/.cache/huggingface \
-v ~/.cache/huggingface:/root/.cache/huggingface \
--entrypoint /opt/sglang/bin/python \
lmsysorg/sglang:dev-cu13@sha256:6cd4635214f279e0a43019f88e3120d407567640a58aa7dcc0085e3d91402cc4 \
-m \
sglang.launch_server \
--model-path \
ornith-ai/Ornith-1.5-35B-A3B-NVFP4 \
--revision \
0f0b1b59b879ccde1353e6ebd0fb10c204d4c544 \
--tp \
1 \
--host \
0.0.0.0 \
--port \
30000 \
--context-length \
131072 \
--mem-fraction-static \
0.87 \
--attention-backend \
flashinfer \
--kv-cache-dtype \
fp8_e4m3 \
--max-running-requests \
4 \
--cuda-graph-max-bs-decode \
4 \
--enable-cache-report \
--trust-remote-code \
--reasoning-parser \
qwen3 \
--tool-call-parser \
qwen3_coder \
--moe-runner-backend \
flashinfer_cutlassMeasured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 130,560 | 14,398.1 | 198.7 | 9,077.3 | accepted | ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1-sweep |
| 1 | 130,560 | 1,499,853.6 | 196.5 | 52.5 | accepted | ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1-sweep |
| 2 | 130,560 | — | 63.4 | 13,597.8 | accepted | ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1-sweep |
| 2 | 130,560 | — | 165.9 | 76.2 | accepted | ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1-sweep |
| 4 | 130,560 | — | 40.2 | 26,998.1 | accepted | ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1-sweep |
| 4 | 130,560 | — | 155.1 | 92.6 | accepted | ornith15-35b-a3b-nvfp4-rtxpro6000-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-6000-blackwell-96gb
- id
- ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1
- model instance id
- ornith-ai-ornith-1-5-35b-a3b-nvfp4--nvfp4
- recipe source
- 0xsero
- schema version
- local-ai-registry/v1
- speed sweep ids
- ornith15-35b-a3b-nvfp4-rtxpro6000-sglang-tp1-sweep
- status
- validated
capabilities
- chat
- Yes
- reasoning
- No
- tools
- No
- vision
- No
engine
- graph mode
- full-and-piecewise
- name
- sglang
- version
- 0.0.0.dev1+geec794bce
serving
- kv cache tokens
- 3,377,159
- max concurrency
- 4
- 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 ↗ |