Recipe

glm52-exl3-rtxpro6000-vllm-tp4

glm52-exl3-rtxpro6000-vllm-tp4

Live-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

  1. -lc
  2. 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

Environment

VariableValue
ASYNC_SCHEDULING0
B12X_PCIE_DMA0
CUDA_DEVICE_ORDERPCI_BUS_ID
DCP4
DCP_BACKENDag_rs
DCP_CKV_GATHERauto
DCP_CKV_GATHER_MAX_TOKENS16384
DCP_CKV_PREFETCH_DEPTHauto
DCP_INDEXER_SHARDSauto
DCP_KV_CACHE_INTERLEAVE_SIZE1
DCP_QUERY_SPLITauto
DCP_TOPK_OWNER_MERGEauto
GPUS0,1,2,3
GPU_MEMORY_UTILIZATION0.95
GRAPH56
KV_FP8_ROPE1
LMCACHE_MODEoff
MAX_BATCHED_TOKENS3072
MAX_MODEL_LEN262144
MAX_NUM_SEQS8
MODEL/model
MODEL_FAMILYglm52-exl3
MTP6
MTP_DRAFT_SAMPLE_METHODgreedy
MTP_MOE_BACKENDtriton
NCCL_IB_DISABLE1
NCCL_P2P_LEVELSYS
NCCL_PROTOLL,LL128,Simple
PCIE_CALIBRATIONoff
SERVED_MODEL_NAMEglm-5.2
TORCH_CUDA_ARCH_LIST12.0a
TP4
VLLM_DISABLED_KERNELSMarlinFP8ScaledMMLinearKernel
VLLM_DISABLE_SHARED_EXPERTS_STREAM0
VLLM_ENABLE_PCIE_ALLREDUCE0
VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS1
VLLM_USE_B12X_DCP_A2A0

Mounts

SourceTarget
${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.

  1. Pulls the exact container image by sha256 digest — the bytes that were validated, not a floating tag.
  2. 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.
  3. Downloads the pinned model revision into your Hugging Face cache on first run (reused afterwards).
  4. 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

ConcurrencyContextPrefillDecodeTTFT msStatusSweep
18,192188.1historicalglm52-exl3-rtxpro6000-vllm-tp4-sweep
28,192146.3historicalglm52-exl3-rtxpro6000-vllm-tp4-sweep
48,192101historicalglm52-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
serving.max concurrency · reason not-observed
serving.max concurrency · state unknown

metadata

provenance

captured at
2026-08-27T06:04:13.773Z

sources

captured atkindurl
2026-08-27T06:04:13.773Znormalized-recipegithub.com/0xSero/local-ai-registry