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