LLMBGE

BAAI/bge-reranker-v2-m3

BAAI/bge-reranker-v2-m3

Parameters

558M

Context

8.2K

Downloads

14.7M

Likes

1.3K

Architecture

xlm-roberta

24 layers · head 64 · hidden 1024

View on HuggingFace

GPU Requirements

VRAM / RAM / disk estimates by quantization and usage scenario

QuantizationMinimumRecommendedProduction
FP1616bit
2.7 GB
RAM 32.0 · Disk 40.6
2.9 GB
RAM 32.0 · Disk 66.6
3.3 GB
RAM 32.0 · Disk 105.6
FP88bit
2.0 GB
RAM 32.0 · Disk 39.8
2.2 GB
RAM 32.0 · Disk 65.8
2.5 GB
RAM 32.0 · Disk 104.8
INT88bit
2.0 GB
RAM 32.0 · Disk 39.8
2.2 GB
RAM 32.0 · Disk 65.8
2.5 GB
RAM 32.0 · Disk 104.8
AWQ4bit
1.6 GB
RAM 32.0 · Disk 39.4
1.8 GB
RAM 32.0 · Disk 65.4
2.1 GB
RAM 32.0 · Disk 104.4
GPTQ4bit
1.6 GB
RAM 32.0 · Disk 39.4
1.8 GB
RAM 32.0 · Disk 65.4
2.1 GB
RAM 32.0 · Disk 104.4
GGUF4bit
1.6 GB
RAM 32.0 · Disk 39.4
1.8 GB
RAM 32.0 · Disk 65.4
2.1 GB
RAM 32.0 · Disk 104.4

GPU Recommendations

Best ValueBEST

1× RTX 3080

10 GB VRAM

$72.6/mo

≈ 5630 vec/s

Effective production throughput ≈ 4504 vectors/s

score 0.5414

Deploy on vast ↗
Cheapest

1× RTX 4060 Ti

8 GB VRAM

$59.5/mo

≈ 2133 vec/s

Effective production throughput ≈ 1706.4 vectors/s

score 0.5502

Deploy on vast ↗
Performance

8× RTX 3080

80 GB VRAM

$581/mo

≈ 45037 vec/s

Effective production throughput ≈ 36029.6 vectors/s

score 0.3653

Deploy on vast ↗
Min Complexity

1× RTX 5060 Ti

8 GB VRAM

$67.5/mo

≈ 3319 vec/s

Effective production throughput ≈ 2655.2 vectors/s

score 0.5511

Deploy on vast ↗

💬 Community — real deployment experience

0 Articles · 0 Benchmarks

View Community →

GPUs that fit (single card)

Tesla V100

16 GB VRAM

$39.7

/mo · vast

RTX 4060 Ti

8 GB VRAM

$59.5

/mo · vast

RTX 5060 Ti

8 GB VRAM

$67.5

/mo · vast

RTX 4070S Ti

16 GB VRAM

$68.5

/mo · vast

RTX 3080

10 GB VRAM

$72.6

/mo · vast

AmciHub

AI Model Deployment & Compute Intelligence — analyze AI model requirements, GPU performance, cloud pricing and deployment costs to find the right deployment solution.

© 2026 AmciHub. All rights reserved. Model → Requirement → GPU → Benchmark → Cloud → Cost → Recommendation