Embedding / RAGSentence-transformers

sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

Parameters

117.2M

Context

512

Downloads

46.3M

Likes

1.4K

Architecture

bert

12 layers · head 32 · hidden 384

View on HuggingFace

GPU Requirements

VRAM / RAM / disk estimates by quantization and usage scenario

QuantizationMinimumRecommendedProduction
FP1616bit
1.5 GB
RAM 32.0 · Disk 39.3
1.7 GB
RAM 32.0 · Disk 65.3
2.0 GB
RAM 32.0 · Disk 104.3
FP88bit
1.4 GB
RAM 32.0 · Disk 39.2
1.5 GB
RAM 32.0 · Disk 65.2
1.9 GB
RAM 32.0 · Disk 104.2
INT88bit
1.4 GB
RAM 32.0 · Disk 39.2
1.5 GB
RAM 32.0 · Disk 65.2
1.9 GB
RAM 32.0 · Disk 104.2
AWQ4bit
1.3 GB
RAM 32.0 · Disk 39.1
1.5 GB
RAM 32.0 · Disk 65.1
1.8 GB
RAM 32.0 · Disk 104.1
GPTQ4bit
1.3 GB
RAM 32.0 · Disk 39.1
1.5 GB
RAM 32.0 · Disk 65.1
1.8 GB
RAM 32.0 · Disk 104.1
GGUF4bit
1.3 GB
RAM 32.0 · Disk 39.1
1.5 GB
RAM 32.0 · Disk 65.1
1.8 GB
RAM 32.0 · Disk 104.1

GPU Recommendations

Best ValueBEST

1× RTX 5060 Ti

8 GB VRAM

$129/mo

≈ 14933 vec/s

Effective production throughput ≈ 11946.4 vectors/s

score 0.5392

Deploy on vast ↗
Cheapest

1× RTX 4060 Ti

8 GB VRAM

$78.9/mo

≈ 9600 vec/s

Effective production throughput ≈ 7680 vectors/s

score 0.5391

Deploy on vast ↗
Performance

8× RTX 5060 Ti

64 GB VRAM

$1,034/mo

≈ 119467 vec/s

Effective production throughput ≈ 95573.6 vectors/s

score 0.3487

Deploy on vast ↗
Min Complexity

2× RTX 4060 Ti

16 GB VRAM

$158/mo

≈ 19200 vec/s

Effective production throughput ≈ 15360 vectors/s

score 0.4475

Deploy on vast ↗

💬 Community — real deployment experience

0 Articles · 0 Benchmarks

View Community →

GPUs that fit (single card)

RTX 3080

10 GB VRAM

$58.6

/mo · vast

Tesla V100

16 GB VRAM

$64.8

/mo · vast

RTX 4070S Ti

16 GB VRAM

$68.5

/mo · vast

RTX 4060 Ti

8 GB VRAM

$78.9

/mo · vast

RTX 3080 Ti

12 GB VRAM

$79.5

/mo · vast

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