Recipe
minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-uqa329e6
minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-uqa329e6Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.
Record
- Status
- candidate
- Source
- localmaxxing
- Engine
- vllm
- Engine version
- 0.20.1-local
- Accelerators
- 4
- Tensor parallel
- 4
- Context tokens
- 2,048
- Max concurrency
- 1
- chat
- unknown
- reasoning
- unknown
- tools
- unknown
- vision
- unknown
Hugging Face model card
Identity
https://huggingface.co/MiniMaxAI/MiniMax-M2.7- Repository
- MiniMaxAI/MiniMax-M2.7
- 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.
vllmbenchthroughput--backendvllm--async-engine--block-size256--no-enable-prefix-caching--model/mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround--tokenizer/mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround--trust-remote-code--dtypefloat16--tensor-parallel-size4--distributed-executor-backendmp--max-model-len2048--max-num-batched-tokens512--max-num-seqs1--dataset-namerandom--random-input-len512--random-output-len1536--random-range-ratio0--num-prompts1--disable-log-stats--compilation-config{"use_inductor_graph_partition":true,"compile_sizes":[1],"cudagraph_mode":"PIECEWISE"}
| Flag | Value |
|---|---|
--backend | vllm |
--block-size | 256 |
--model | /mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround |
--tokenizer | /mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround |
--dtype | float16 |
--tensor-parallel-size | 4 |
--distributed-executor-backend | mp |
--max-model-len | 2048 |
--max-num-batched-tokens | 512 |
--max-num-seqs | 1 |
--dataset-name | random |
--random-input-len | 512 |
--random-output-len | 1536 |
--random-range-ratio | 0 |
--num-prompts | 1 |
--compilation-config | {"use_inductor_graph_partition":true,"compile_sizes":[1],"cudagraph_mode":"PIECEWISE"} |
Environment
| Variable | Value |
|---|---|
CCL_TOPO_P2P_ACCESS | 1 |
VLLM_CACHE_ROOT | /mnt/fast-ai/vllm-cache-exp/minimax-xpugraph-attndelay-block256-mbt512-noprefix-20260513T171301Z |
VLLM_MINIMAX_M2_ATTN_DELAY_ALLREDUCE | 1 |
VLLM_XPU_ENABLE_XPU_GRAPH | 1 |
VLLM_XPU_FORCE_GRAPH_WITH_COMM | 1 |
VLLM_XPU_GRAPH_NOOP_COMM_CAPTURE | 1 |
VLLM_XPU_USE_LLM_SCALER_MOE | 1 |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 2,048 | — | 73.3 | — | observed | minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-uqa329e6-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
- intel-arc-pro-b70-32gb
- id
- minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-uqa329e6
- model instance id
- minimaxai-minimax-m2-7--int4-autoround-w4a16
- recipe source
- localmaxxing
- schema version
- local-ai-registry/v1
- speed sweep ids
- minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-uqa329e6-sweep
- status
- candidate
capabilities
engine
- name
- vllm
- version
- 0.20.1-local
serving
- max concurrency
- 1
- max context tokens
- 2,048
- tensor parallel
- 4
Provenance & metadata (3)
facts
- capabilities.chat · provenance · captured at
- 2026-08-30T09:10:02Z
capabilities.chat · reason capability-not-verified
capabilities.chat · state unknown
- capabilities.reasoning · provenance · captured at
- 2026-08-30T09:10:02Z
capabilities.reasoning · reason capability-not-verified
capabilities.reasoning · state unknown
- capabilities.tools · provenance · captured at
- 2026-08-30T09:10:02Z
capabilities.tools · reason capability-not-verified
capabilities.tools · state unknown
- capabilities.vision · provenance · captured at
- 2026-08-30T09:10:02Z
capabilities.vision · reason capability-not-verified
capabilities.vision · state unknown
- engine.graph mode · provenance · captured at
- 2026-08-30T09:10:02Z
engine.graph mode · reason runtime-detail-not-published
engine.graph mode · state unknown
- serving.kv cache tokens · provenance · captured at
- 2026-08-30T09:10:02Z
serving.kv cache tokens · reason kv-cache-capacity-not-published
serving.kv cache tokens · state unknown
metadata
- localmaxxing · hardware label
- Intel Arc Pro B70
- localmaxxing · notes
- MiniMax M2.7 AutoRound W4A16 on 4x Intel Arc Pro B70 via vLLM/XPU TP4. Local weights are Lasimeri/MiniMax-M2.7-int4-AutoRound submitted under base MiniMaxAI/MiniMax-M2.7. Same recipe as prior 73.23 run, now repeated at 73.31 output tok/s and 97.74 total tok/s at p512/n1536. This is a variance-confirmed measured high, not a new quality-changing optimization. No model weight, quantization, router precision, expert routing, KV dtype, sampler, speculative decoding, or power-limit changes. Q/K RMS variance allreduces remain preserved. Total tok/s includes the 512-token prompt plus 1536 decoded tokens; no isolated prefill-only metric is emitted by this vLLM bench mode.
- localmaxxing · observed command
- VLLM_MINIMAX_M2_ATTN_DELAY_ALLREDUCE=1 VLLM_XPU_ENABLE_XPU_GRAPH=1 VLLM_XPU_FORCE_GRAPH_WITH_COMM=1 VLLM_XPU_GRAPH_NOOP_COMM_CAPTURE=1 VLLM_XPU_USE_LLM_SCALER_MOE=1 CCL_TOPO_P2P_ACCESS=1 VLLM_CACHE_ROOT=/mnt/fast-ai/vllm-cache-exp/minimax-xpugraph-attndelay-block256-mbt512-noprefix-20260513T171301Z vllm bench throughput --backend vllm --async-engine --block-size 256 --no-enable-prefix-caching --model /mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround --tokenizer /mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround --trust-remote-code --dtype float16 --tensor-parallel-size 4 --distributed-executor-backend mp --max-model-len 2048 --max-num-batched-tokens 512 --max-num-seqs 1 --dataset-name random --random-input-len 512 --random-output-len 1536 --random-range-ratio 0 --num-prompts 1 --disable-log-stats --compilation-config '{"use_inductor_graph_partition":true,"compile_sizes":[1],"cudagraph_mode":"PIECEWISE"}'
- localmaxxing · run id
- cmp4f31dh000amz01uqa329e6
- localmaxxing · tokenized · arguments
- vllm, bench, throughput, --backend, vllm, --async-engine, --block-size, 256, --no-enable-prefix-caching, --model, /mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround, --tokenizer, /mnt/fast-ai/llm-models/minimax-m2.7-int4-autoround, --trust-remote-code, --dtype, float16, --tensor-parallel-size, 4, --distributed-executor-backend, mp, --max-model-len, 2048, --max-num-batched-tokens, 512, --max-num-seqs, 1, --dataset-name, random, --random-input-len, 512, --random-output-len, 1536, --random-range-ratio, 0, --num-prompts, 1, --disable-log-stats, --compilation-config, {"use_inductor_graph_partition":true,"compile_sizes":[1],"cudagraph_mode":"PIECEWISE"}
- localmaxxing · tokenized · environment · CCL TOPO P2P ACCESS
- 1
- localmaxxing · tokenized · environment · VLLM CACHE ROOT
- /mnt/fast-ai/vllm-cache-exp/minimax-xpugraph-attndelay-block256-mbt512-noprefix-20260513T171301Z
- localmaxxing · tokenized · environment · VLLM MINIMAX M2 ATTN DELAY ALLREDUCE
- 1
- localmaxxing · tokenized · environment · VLLM XPU ENABLE XPU GRAPH
- 1
- localmaxxing · tokenized · environment · VLLM XPU FORCE GRAPH WITH COMM
- 1
- localmaxxing · tokenized · environment · VLLM XPU GRAPH NOOP COMM CAPTURE
- 1
- localmaxxing · tokenized · environment · VLLM XPU USE LLM SCALER MOE
- 1
- localmaxxing · tokenized · fidelity
- faithful
provenance
- captured at
- 2026-08-30T09:10:02Z
sources
| captured at | kind | url |
|---|---|---|
| 2026-08-30T09:10:02Z | normalized-recipe | www.localmaxxing.com/en/runs/cmp4f31dh000amz01uqa329e6 ↗ |