Embedding / RAGSentence-transformers

sentence-transformers/paraphrase-multilingual-mpnet-base-v2

sentence-transformers/paraphrase-multilingual-mpnet-base-v2

Parameters

276.9M

Context

514

Downloads

11M

Likes

489

Architecture

xlm-roberta

12 layers · head 64 · hidden 768

View on HuggingFace

GPU Requirements

VRAM / RAM / disk estimates by quantization and usage scenario

QuantizationMinimumRecommendedProduction
FP1616bit
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
FP88bit
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
INT88bit
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
AWQ4bit
1.4 GB
RAM 32.0 · Disk 39.2
1.6 GB
RAM 32.0 · Disk 65.2
1.9 GB
RAM 32.0 · Disk 104.2
GPTQ4bit
1.4 GB
RAM 32.0 · Disk 39.2
1.6 GB
RAM 32.0 · Disk 65.2
1.9 GB
RAM 32.0 · Disk 104.2
GGUF4bit
1.4 GB
RAM 32.0 · Disk 39.2
1.6 GB
RAM 32.0 · Disk 65.2
1.9 GB
RAM 32.0 · Disk 104.2

GPU Recommendations

Best ValueBEST

1× RTX 5060 Ti

8 GB VRAM

$39.7/mo

≈ 6892 vec/s

Effective production throughput ≈ 5513.6 vectors/s

score 0.545

Deploy on vast ↗
Cheapest

1× RTX 5060 Ti

8 GB VRAM

$39.7/mo

≈ 6892 vec/s

Effective production throughput ≈ 5513.6 vectors/s

score 0.545

Deploy on vast ↗
Performance

8× RTX 5060 Ti

64 GB VRAM

$318/mo

≈ 55138 vec/s

Effective production throughput ≈ 44110.4 vectors/s

score 0.3636

Deploy on vast ↗
Min Complexity

2× RTX 5060 Ti

16 GB VRAM

$79.4/mo

≈ 13785 vec/s

Effective production throughput ≈ 11028 vectors/s

score 0.451

Deploy on vast ↗

💬 Community — real deployment experience

0 Articles · 0 Benchmarks

View Community →

GPUs that fit (single card)

Tesla V100

16 GB VRAM

$20.3

/mo · vast

RTX 5060 Ti

8 GB VRAM

$39.7

/mo · vast

RTX 4070S Ti

16 GB VRAM

$49.5

/mo · vast

RTX 4080S

16 GB VRAM

$50.0

/mo · vast

RTX 5070

12 GB VRAM

$58.7

/mo · vast

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