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Compatibility Report

all-MiniLM-L6-v2 on NVIDIA RTX PRO 6000 Blackwell Max-Q

Yes — RTX PRO 6000 Blackwell Max-Q runs all-MiniLM-L6-v2 excellently at FP16 — 2760 tok/s. 96 GB VRAM with plenty of headroom.

Model Size

23M

Device VRAM

96 GB

Bandwidth

1800 GB/s

Quantization

FP16

Benchmarks

Performance by Quantization

OwnRig currently has one published compatibility entry for all-MiniLM-L6-v2 on NVIDIA RTX PRO 6000 Blackwell Max-Q at FP16. This is the best supported pairing we can stand behind today.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
FP162760 tok/s2ms✓ YesExcellentestimated

Notes

FP16

Tiny model fits trivially with 96 GB headroom. Practically instant.

About all-MiniLM-L6-v2

all-MiniLM-L6-v2 (23M) is a embeddings, ai building model. Ultra-lightweight embedding model at 23M params. Fastest option for local embeddings. Lower quality than nomic-embed but practically free in VRAM. Ideal when running alongside large coding models and every MB of VRAM matters. The tiny model for builders who need RAG without the VRAM cost.

View all all-MiniLM-L6-v2 hardware options →

About NVIDIA RTX PRO 6000 Blackwell Max-Q

NVIDIA RTX PRO 6000 Blackwell Max-Q has 96 GB at 1800 GB/s. Street price: $7,000.

See all models NVIDIA RTX PRO 6000 Blackwell Max-Q can run →

Estimate method: Estimated from full RTX PRO 6000 with ~8% reduction for Max-Q 300W power envelope. Reference hardware source: nvidia.com (2026-03-29)

Performance varies by driver version, inference engine, quantization method, context length, and system configuration. Figures shown are estimates based on community benchmarks and may not reflect your exact setup. Product names are trademarks of their respective owners. OwnRig is independent and not affiliated with any hardware or AI model provider.