Recipe
lfm2526b-bf16-rtx4060-sglang-tp1
lfm2526b-bf16-rtx4060-sglang-tp1Candidate derived from lfm25-26b-bf16-rtx3090-sglang-tp1 for rtx-4060-8gb; the launch contract is copied, the evidence is not. Pending acceptance on the target card.
Record
- Status
- validated
- Source
- 0xsero
- Engine
- sglang
- Engine version
- 0.0.0.dev1+geec794bce.d20260823
- Graph
- full-and-piecewise
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 131,072
- Max concurrency
- 4
- chat
- yes
- reasoning
- no
- tools
- no
- vision
- no
Hugging Face model card
Identity
https://huggingface.co/LiquidAI/LFM2.5-2.6B- Repository
- LiquidAI/LFM2.5-2.6B
- 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-cu12@sha256:c3479164c16d9a8ef33053914c07bfd372007c36c675f629095f2c925c7e7e30- Digest
sha256:c3479164c16d9a8ef33053914c07bfd372007c36c675f629095f2c925c7e7e30- Port
- 30000
Launch arguments
-msglang.launch_server--model-pathLiquidAI/LFM2.5-2.6B--revisiona334ee78cd38458bb71eda24109ac42dcec1309d--host0.0.0.0--port30000--tp1--context-length131072--mem-fraction-static0.90--attention-backendflashinfer--max-running-requests4--cuda-graph-max-bs-decode4--enable-cache-report--trust-remote-code--reasoning-parserqwen3-thinking--tool-call-parserlfm2
| Flag | Value |
|---|---|
-m | sglang.launch_server |
--model-path | LiquidAI/LFM2.5-2.6B |
--revision | a334ee78cd38458bb71eda24109ac42dcec1309d |
--host | 0.0.0.0 |
--port | 30000 |
--tp | 1 |
--context-length | 131072 |
--mem-fraction-static | 0.90 |
--attention-backend | flashinfer |
--max-running-requests | 4 |
--cuda-graph-max-bs-decode | 4 |
--reasoning-parser | qwen3-thinking |
--tool-call-parser | lfm2 |
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 lfm2526b-bf16-rtx4060-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 \
--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-cu12@sha256:c3479164c16d9a8ef33053914c07bfd372007c36c675f629095f2c925c7e7e30 \
-m \
sglang.launch_server \
--model-path \
LiquidAI/LFM2.5-2.6B \
--revision \
a334ee78cd38458bb71eda24109ac42dcec1309d \
--host \
0.0.0.0 \
--port \
30000 \
--tp \
1 \
--context-length \
131072 \
--mem-fraction-static \
0.90 \
--attention-backend \
flashinfer \
--max-running-requests \
4 \
--cuda-graph-max-bs-decode \
4 \
--enable-cache-report \
--trust-remote-code \
--reasoning-parser \
qwen3-thinking \
--tool-call-parser \
lfm2Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 131,072 | — | 42.9 | 793.3 | accepted | lfm2526b-bf16-rtx4060-sglang-tp1-acceptance |
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-4060-8gb
- id
- lfm2526b-bf16-rtx4060-sglang-tp1
- model instance id
- liquidai-lfm2-5-2-6b--bf16
- recipe source
- 0xsero
- recommended
- Yes
- schema version
- local-ai-registry/v1
- speed sweep ids
- lfm2526b-bf16-rtx4060-sglang-tp1-acceptance
- 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.d20260823
serving
- max concurrency
- 4
- max context tokens
- 131,072
- tensor parallel
- 1
Provenance & metadata (3)
facts
metadata
- acceptance · accepted at
- 2026-09-03T00:38:36Z
- acceptance · harness
- validate_rented.py on vast RTX 4060
- acceptance · served model id
- LiquidAI/LFM2.5-2.6B
- derived from
- lfm25-26b-bf16-rtx3090-sglang-tp1
provenance
- captured at
- 2026-09-02T21:50:48Z
sources
| captured at | kind | url |
|---|---|---|
| 2026-09-02T21:50:48Z | normalized-recipe | github.com/0xSero/local-ai-registry ↗ |