intfloat/multilingual-e5-large

intfloat/multilingual-e5-large

Microsoft E5 multilingual embedding.

Parameters

558M

Context

514

Downloads

7.5M

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

$58.6/mo

≈ 5630 vec/s

Effective production throughput ≈ 4504 vectors/s

score 0.5417

Deploy on vast ↗
Cheapest

1× RTX 3080

10 GB VRAM

$58.6/mo

≈ 5630 vec/s

Effective production throughput ≈ 4504 vectors/s

score 0.5417

Deploy on vast ↗
Performance

8× RTX 3080

80 GB VRAM

$469/mo

≈ 45037 vec/s

Effective production throughput ≈ 36029.6 vectors/s

score 0.3676

Deploy on vast ↗
Min Complexity

2× RTX 3080

20 GB VRAM

$117/mo

≈ 11259 vec/s

Effective production throughput ≈ 9007.2 vectors/s

score 0.4537

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

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