Recipe
glm52-exl3-rtxpro6000-vllm-tp4
glm52-exl3-rtxpro6000-vllm-tp4Live-accepted GLM-5.2 EXL3 on four RTX PRO 6000 Blackwell GPUs with TP4/DCP4, MTP6, NVFP4 MLA KV, and full plus piecewise CUDA graphs
Record
- Status
- validated
- Source
- 0xsero
- Engine
- vllm
- Engine version
- 0.11.2.dev280+gilded.gnosis.v20.vllmb46c3aa.si35aebc6.fi801d57a.cu132.20260730.r12
- Graph
- full-and-piecewise
- Accelerators
- 4
- Tensor parallel
- 4
- Context tokens
- 262,144
- KV cache tokens
- 1,136,384
- chat
- yes
- reasoning
- yes
- tools
- no
- vision
- no
Hugging Face model card
Identity
https://huggingface.co/brandonmusic/GLM-5.2-EXL3-TR3-3.0bpw- Repository
- brandonmusic/GLM-5.2-EXL3-TR3-3.0bpw
- 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
vllm
Container · validated · docker
Validated launch contract
- Image
voipmonitor/vllm:gilded-gnosis-v20-vllmb46c3aa-si35aebc6-fi801d57a-cu132-20260730-r12@sha256:bcd65c13076b00cf7804001ce70085453de958b082897b9674a26d9fab4d436a- Digest
sha256:bcd65c13076b00cf7804001ce70085453de958b082897b9674a26d9fab4d436a- Port
- 8000
Launch arguments
-lcmkdir -p /tmp/glm52-candidate && cp /usr/local/bin/serve-glm52-v19.sh /usr/local/bin/serve-glm52-v16.sh /usr/local/bin/glm52-pcie-runtime-env.sh /usr/local/bin/glm52-dcp-prefill-policy.sh /usr/local/bin/glm52-pcie-calibration.py /tmp/glm52-candidate/ && sed -i "s|exec /usr/local/bin/serve-glm52-v16.sh|exec /tmp/glm52-candidate/serve-glm52-v16.sh|" /tmp/glm52-candidate/serve-glm52-v19.sh && sed -i "s/export VLLM_ENABLE_PCIE_ALLREDUCE=1/export VLLM_ENABLE_PCIE_ALLREDUCE=0/" /tmp/glm52-candidate/glm52-pcie-runtime-env.sh && export GLM52_SERVER=/tmp/glm52-candidate/serve-glm52-v19.sh && exec /usr/local/bin/serve-gilded-gnosis.sh
Environment
| Variable | Value |
|---|---|
ASYNC_SCHEDULING | 0 |
B12X_PCIE_DMA | 0 |
CUDA_DEVICE_ORDER | PCI_BUS_ID |
DCP | 4 |
DCP_BACKEND | ag_rs |
DCP_CKV_GATHER | auto |
DCP_CKV_GATHER_MAX_TOKENS | 16384 |
DCP_CKV_PREFETCH_DEPTH | auto |
DCP_INDEXER_SHARDS | auto |
DCP_KV_CACHE_INTERLEAVE_SIZE | 1 |
DCP_QUERY_SPLIT | auto |
DCP_TOPK_OWNER_MERGE | auto |
GPUS | 0,1,2,3 |
GPU_MEMORY_UTILIZATION | 0.95 |
GRAPH | 56 |
KV_FP8_ROPE | 1 |
LMCACHE_MODE | off |
MAX_BATCHED_TOKENS | 3072 |
MAX_MODEL_LEN | 262144 |
MAX_NUM_SEQS | 8 |
MODEL | /model |
MODEL_FAMILY | glm52-exl3 |
MTP | 6 |
MTP_DRAFT_SAMPLE_METHOD | greedy |
MTP_MOE_BACKEND | triton |
NCCL_IB_DISABLE | 1 |
NCCL_P2P_LEVEL | SYS |
NCCL_PROTO | LL,LL128,Simple |
PCIE_CALIBRATION | off |
SERVED_MODEL_NAME | glm-5.2 |
TORCH_CUDA_ARCH_LIST | 12.0a |
TP | 4 |
VLLM_DISABLED_KERNELS | MarlinFP8ScaledMMLinearKernel |
VLLM_DISABLE_SHARED_EXPERTS_STREAM | 0 |
VLLM_ENABLE_PCIE_ALLREDUCE | 0 |
VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS | 1 |
VLLM_USE_B12X_DCP_A2A | 0 |
Mounts
| Source | Target |
|---|---|
${MODEL_ROOT}/GLM-5.2-EXL3-TR3-3.0bpw | /model (read-only) |
${CACHE_ROOT}/cache_glm52_exl3_text | /cache |
Launch
Exact materialization of this validated launch contract: digest-pinned image, pinned model revision, and the audited arguments. Self-contained — required assets are fetched from this registry and verified against their recorded sha256 before mounting. Also available as local-ai run glm52-exl3-rtxpro6000-vllm-tp4.
- Pulls the exact container image by sha256 digest — the bytes that were validated, not a floating tag.
- Fetches any required engine assets from this registry and verifies each against its recorded sha256; the audited launch script verifies them again inside the container before use.
- Downloads the pinned model revision into your Hugging Face cache on first run (reused afterwards).
- Serves an OpenAI-compatible API on
localhost:8000— point any client at it.
docker run --rm \
--gpus all \
--ipc host \
--shm-size 32g \
-p 8000:8000 \
-e ASYNC_SCHEDULING=0 \
-e B12X_PCIE_DMA=0 \
-e CUDA_DEVICE_ORDER=PCI_BUS_ID \
-e DCP=4 \
-e DCP_BACKEND=ag_rs \
-e DCP_CKV_GATHER=auto \
-e DCP_CKV_GATHER_MAX_TOKENS=16384 \
-e DCP_CKV_PREFETCH_DEPTH=auto \
-e DCP_INDEXER_SHARDS=auto \
-e DCP_KV_CACHE_INTERLEAVE_SIZE=1 \
-e DCP_QUERY_SPLIT=auto \
-e DCP_TOPK_OWNER_MERGE=auto \
-e GPUS=0,1,2,3 \
-e GPU_MEMORY_UTILIZATION=0.95 \
-e GRAPH=56 \
-e KV_FP8_ROPE=1 \
-e LMCACHE_MODE=off \
-e MAX_BATCHED_TOKENS=3072 \
-e MAX_MODEL_LEN=262144 \
-e MAX_NUM_SEQS=8 \
-e MODEL=/model \
-e MODEL_FAMILY=glm52-exl3 \
-e MTP=6 \
-e MTP_DRAFT_SAMPLE_METHOD=greedy \
-e MTP_MOE_BACKEND=triton \
-e NCCL_IB_DISABLE=1 \
-e NCCL_P2P_LEVEL=SYS \
-e NCCL_PROTO=LL,LL128,Simple \
-e PCIE_CALIBRATION=off \
-e SERVED_MODEL_NAME=glm-5.2 \
-e TORCH_CUDA_ARCH_LIST=12.0a \
-e TP=4 \
-e VLLM_DISABLED_KERNELS=MarlinFP8ScaledMMLinearKernel \
-e VLLM_DISABLE_SHARED_EXPERTS_STREAM=0 \
-e VLLM_ENABLE_PCIE_ALLREDUCE=0 \
-e VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=1 \
-e VLLM_USE_B12X_DCP_A2A=0 \
-v '${MODEL_ROOT}/GLM-5.2-EXL3-TR3-3.0bpw:/model:ro' \
-v '${CACHE_ROOT}/cache_glm52_exl3_text:/cache' \
voipmonitor/vllm:gilded-gnosis-v20-vllmb46c3aa-si35aebc6-fi801d57a-cu132-20260730-r12@sha256:bcd65c13076b00cf7804001ce70085453de958b082897b9674a26d9fab4d436a \
-lc \
'mkdir -p /tmp/glm52-candidate && cp /usr/local/bin/serve-glm52-v19.sh /usr/local/bin/serve-glm52-v16.sh /usr/local/bin/glm52-pcie-runtime-env.sh /usr/local/bin/glm52-dcp-prefill-policy.sh /usr/local/bin/glm52-pcie-calibration.py /tmp/glm52-candidate/ && sed -i "s|exec /usr/local/bin/serve-glm52-v16.sh|exec /tmp/glm52-candidate/serve-glm52-v16.sh|" /tmp/glm52-candidate/serve-glm52-v19.sh && sed -i "s/export VLLM_ENABLE_PCIE_ALLREDUCE=1/export VLLM_ENABLE_PCIE_ALLREDUCE=0/" /tmp/glm52-candidate/glm52-pcie-runtime-env.sh && export GLM52_SERVER=/tmp/glm52-candidate/serve-glm52-v19.sh && exec /usr/local/bin/serve-gilded-gnosis.sh'Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 8,192 | — | 188.1 | — | historical | glm52-exl3-rtxpro6000-vllm-tp4-sweep |
| 2 | 8,192 | — | 146.3 | — | historical | glm52-exl3-rtxpro6000-vllm-tp4-sweep |
| 4 | 8,192 | — | 101 | — | historical | glm52-exl3-rtxpro6000-vllm-tp4-sweep |
Remaining fields
Identity, launch, related records, and measured speed are shown above. This is the rest of the normalized record.
- hardware count
- 4
- hardware id
- rtx-pro-6000-blackwell-96gb
- id
- glm52-exl3-rtxpro6000-vllm-tp4
- model instance id
- brandonmusic-glm-5-2-exl3-tr3-3-0bpw--3-0-bpw
- recipe source
- 0xsero
- schema version
- local-ai-registry/v1
- speed sweep ids
- glm52-exl3-rtxpro6000-vllm-tp4-sweep
- status
- validated
capabilities
- chat
- Yes
- reasoning
- Yes
- tools
- No
- vision
- No
engine
- graph mode
- full-and-piecewise
- name
- vllm
- version
- 0.11.2.dev280+gilded.gnosis.v20.vllmb46c3aa.si35aebc6.fi801d57a.cu132.20260730.r12
serving
- kv cache tokens
- 1,136,384
- max context tokens
- 262,144
- tensor parallel
- 4
Provenance & metadata (3)
facts
- serving.max concurrency · provenance · captured at
- 2026-08-27T06:04:13.773Z
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 ↗ |