Usage
This model is intended for deployment with vLLM. You can serve the model using 4xB200s:
vllm serve RedHatAI/Inkling-NVFP4-FP8-BLOCK \
--tokenizer-mode inkling \
--tensor-parallel-size 4 \
--enable-auto-tool-choice \
--tool-call-parser inkling \
--reasoning-parser inkling \
--enable-expert-parallel \
--max-model-len 100000 \
--max-num-seqs 32 \
--enable-chunked-prefill \
--trust-remote-code \
Evaluation
Evaluations were performed with inspectai:
inspect eval hf/Idavidrein/gpqa/diamond \
--model RedHatAI/Inkling-NVFP4-FP8-BLOCK \
--reasoning-effort high \
--model-base-url http://localhost:8000/v1 \
Table with columns: Benchmark, thinkingmachines/Inkling, RedHatAI/Inkling-NVFP4-FP8-BLOCK| Benchmark | thinkingmachines/Inkling | RedHatAI/Inkling-NVFP4-FP8-BLOCK |
|---|
| GPQA Diamond | 87.2 | 84.5 |
Note: A bug in inspectai currently misscores markdown-formatted multiple choice answers (e.g. ANSWER: $B$ rather than ANSWER: B), which the Inkling models often include in their response. Scores are manually evaluated to account for discrepancy. More information at https://github.com/UKGovernmentBEIS/inspect_ai/issues/5145