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TheHouseOfTheDude/Behemoth-R1-V2_ModelOpt-NVFP4

sourceHugging Faceotherupdated 8mo agoView on Hugging Face
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Model Card

Behemoth-R1-V2 ModelOpt NVFP4

NVFP4 quantized version of TheDrummer/Behemoth-R1-123B-v2 using NVIDIA Model Optimizer.

Quantization Details

PropertyValue
Original ModelTheDrummer/Behemoth-R1-123B-v2
QuantizationNVFP4 (FP4 weights, FP16 activations)
MethodNVIDIA ModelOpt PTQ
Calibration Samples512
Max Sequence Length4096

Hardware Requirements

  • Optimal: NVIDIA Blackwell GPUs (B100, B200, RTX PRO 6000 Blackwell)
  • Compatible: Hopper/Ampere (will use weight-only mode)

Usage with vLLM

python
from vllm import LLM, SamplingParams

llm = LLM(
    model="TheHouseOfTheDude/Behemoth-R1-V2_ModelOpt-NVFP4",
    quantization="modelopt",
    trust_remote_code=True,
)

sampling_params = SamplingParams(temperature=0.8, top_p=0.95, max_tokens=512)
outputs = llm.generate(["Write a story about..."], sampling_params)
print(outputs[0].outputs[0].text)

Chat Template

Uses Mistral v7 (Non-Tekken) format. See the original model card for usage details.

Credits

  • Original Model: TheDrummer
  • Quantization: TheHouseOfTheDude
  • Quantization Framework: NVIDIA ModelOpt