Recipe
glm-5-2-int4-int8mix-dgx-spark-gb10-128gb-vllm-tp1
glm-5-2-int4-int8mix-dgx-spark-gb10-128gb-vllm-tp1Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.
Record
- Status
- candidate
- Source
- localmaxxing
- Engine
- vllm
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 200,000
- Max concurrency
- 1
- chat
- unknown
- reasoning
- unknown
- tools
- unknown
- vision
- unknown
Hugging Face model card
Identity
https://huggingface.co/QuantTrio/GLM-5.2-Int4-Int8Mix- Repository
- QuantTrio/GLM-5.2-Int4-Int8Mix
- 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.
Observed configuration
vllm
Evidence only · candidate · reference
Candidate evidence — not a Run contract
Observed source tokens
Mechanical split of the source command. Unverified against the engine CLI. The registry does not offer Run for this recipe.
vllmserveQuantTrio/GLM-5.2-Int4-Int8Mix--tensor-parallel-size4--max-model-len200000--max-num-seqs6--speculative-config{method:mtp,num_speculative_tokens:4,draft_tensor_parallel_size:1,attention_backend:FLASHMLA_SPARSE}--tool-call-parserglm47--enable-auto-tool-choice--reasoning-parserglm45(4xDGXSparkGB10,RoCE,Blueyhead:8210)
| Flag | Value |
|---|---|
--tensor-parallel-size | 4 |
--max-model-len | 200000 |
--max-num-seqs | 6 |
--speculative-config | {method:mtp,num_speculative_tokens:4,draft_tensor_parallel_size:1,attention_backend:FLASHMLA_SPARSE} |
--tool-call-parser | glm47 |
--reasoning-parser | glm45 |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 200,000 | 2,996 | 38.6 | 873 | observed | glm-5-2-int4-int8mix-dgx-spark-gb10-128gb-vllm-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
- dgx-spark-gb10-128gb
- id
- glm-5-2-int4-int8mix-dgx-spark-gb10-128gb-vllm-tp1
- model instance id
- quanttrio-glm-5-2-int4-int8mix--int4-int8mix
- recipe source
- localmaxxing
- schema version
- local-ai-registry/v1
- speed sweep ids
- glm-5-2-int4-int8mix-dgx-spark-gb10-128gb-vllm-tp1-sweep
- status
- candidate
capabilities
draft launch
- accelerator backend
- nvidia
- arguments
- --model, QuantTrio/GLM-5.2-Int4-Int8Mix, --tensor-parallel-size, 1, --host, 0.0.0.0, --port, 8000, --max-model-len, 200000
- container port
- 8,000
- host port
- 8,000
- image
- vllm/vllm-openai@sha256:0a51ea5b4ae2dc5d81890e5173f54203d2a3ae0cfffe51b8fd2afd4391bfd967
- ipc
- host
- kind
- docker
- shm size
- 16g
- synthesized · generated at
- 2026-08-31T22:12:17Z
- synthesized · image provenance
- deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1
- synthesized · template
- vllm-openai-v1
mounts
| read only | target |
|---|---|
| No | /root/.cache/huggingface |
engine
- name
- vllm
serving
- max concurrency
- 1
- max context tokens
- 200,000
- tensor parallel
- 1
Provenance & metadata (3)
facts
- capabilities.chat · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.chat · reason capability-not-verified
capabilities.chat · state unknown
- capabilities.reasoning · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.reasoning · reason capability-not-verified
capabilities.reasoning · state unknown
- capabilities.tools · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.tools · reason capability-not-verified
capabilities.tools · state unknown
- capabilities.vision · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.vision · reason capability-not-verified
capabilities.vision · state unknown
- engine.graph mode · provenance · captured at
- 2026-08-30T09:26:09Z
engine.graph mode · reason runtime-detail-not-published
engine.graph mode · state unknown
- serving.kv cache tokens · provenance · captured at
- 2026-08-30T09:26:09Z
serving.kv cache tokens · reason kv-cache-capacity-not-published
serving.kv cache tokens · state unknown
metadata
- localmaxxing · backend
- cuda
- localmaxxing · hardware label
- GB10 Grace Blackwell
- localmaxxing · notes
- [STRUCTURED / JSON-output workload] GLM-5.2 UNPRUNED 744B (QuantTrio Int4-Int8Mix, all 256 experts) TP=4 across 4x NVIDIA DGX Spark GB10 over ConnectX-7 RoCE, MTP k=4 spec-decode, fp8 sparse-MLA (DSA) KV, full CUDA graphs, vLLM native multi-node (no Ray). Single-stream decode is MTP-content-dependent (temp 0, batch 1, warm): ~31 code / ~38 structured-JSON / ~24 prose. Aggregate ~60 tok/s at 6 concurrent. Recipe: https://github.com/tonyd2wild/GLM-5.2-QuantTrio-200K-4x-DGX-Spark
- localmaxxing · observed command
- vllm serve QuantTrio/GLM-5.2-Int4-Int8Mix --tensor-parallel-size 4 --max-model-len 200000 --max-num-seqs 6 --speculative-config {method:mtp,num_speculative_tokens:4,draft_tensor_parallel_size:1,attention_backend:FLASHMLA_SPARSE} --tool-call-parser glm47 --enable-auto-tool-choice --reasoning-parser glm45 (4x DGX Spark GB10, RoCE, Bluey head :8210)
- localmaxxing · run id
- cmr7eu1a7009tni01n3wqp3ti
- localmaxxing · tokenized · arguments
- vllm, serve, QuantTrio/GLM-5.2-Int4-Int8Mix, --tensor-parallel-size, 4, --max-model-len, 200000, --max-num-seqs, 6, --speculative-config, {method:mtp,num_speculative_tokens:4,draft_tensor_parallel_size:1,attention_backend:FLASHMLA_SPARSE}, --tool-call-parser, glm47, --enable-auto-tool-choice, --reasoning-parser, glm45, (4x, DGX, Spark, GB10,, RoCE,, Bluey, head, :8210)
- localmaxxing · tokenized · fidelity
- faithful
provenance
- captured at
- 2026-08-30T09:26:09Z
sources
| captured at | kind | url |
|---|---|---|
| 2026-08-30T09:26:09Z | normalized-recipe | www.localmaxxing.com/en/runs/cmr7eu1a7009tni01n3wqp3ti ↗ |