Embedding / RAGIbm-granite

ibm-granite/granite-embedding-small-english-r2

ibm-granite/granite-embedding-small-english-r2

Parameters

40.6M

Context

8K

Downloads

5.8M

Likes

84

Architecture

modernbert

12 layers · head 32 · hidden 384

View on HuggingFace

GPU Requirements

VRAM / RAM / disk estimates by quantization and usage scenario

QuantizationMinimumRecommendedProduction
FP1616bit
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
FP88bit
1.3 GB
RAM 32.0 · Disk 39.1
1.4 GB
RAM 32.0 · Disk 65.1
1.7 GB
RAM 32.0 · Disk 104.1
INT88bit
1.3 GB
RAM 32.0 · Disk 39.1
1.4 GB
RAM 32.0 · Disk 65.1
1.7 GB
RAM 32.0 · Disk 104.1
AWQ4bit
1.2 GB
RAM 32.0 · Disk 39.0
1.4 GB
RAM 32.0 · Disk 65.0
1.7 GB
RAM 32.0 · Disk 104.0
GPTQ4bit
1.2 GB
RAM 32.0 · Disk 39.0
1.4 GB
RAM 32.0 · Disk 65.0
1.7 GB
RAM 32.0 · Disk 104.0
GGUF4bit
1.2 GB
RAM 32.0 · Disk 39.0
1.4 GB
RAM 32.0 · Disk 65.0
1.7 GB
RAM 32.0 · Disk 104.0

GPU Recommendations

Best ValueBEST

1× RTX 5060 Ti

8 GB VRAM

$97.3/mo

≈ 44800 vec/s

Effective production throughput ≈ 35840 vectors/s

score 0.5382

Deploy on vast ↗
Cheapest

1× RTX 4060 Ti

8 GB VRAM

$69.8/mo

≈ 28800 vec/s

Effective production throughput ≈ 23040 vectors/s

score 0.5376

Deploy on vast ↗
Performance

8× RTX 5060 Ti

64 GB VRAM

$778/mo

≈ 358400 vec/s

Effective production throughput ≈ 286720 vectors/s

score 0.354

Deploy on vast ↗
Min Complexity

2× RTX 4060 Ti

16 GB VRAM

$140/mo

≈ 57600 vec/s

Effective production throughput ≈ 46080 vectors/s

score 0.4479

Deploy on vast ↗

💬 Community — real deployment experience

0 Articles · 0 Benchmarks

View Community →

GPUs that fit (single card)

Tesla V100

16 GB VRAM

$39.2

/mo · vast

RTX 3080

10 GB VRAM

$58.6

/mo · vast

RTX 4070S Ti

16 GB VRAM

$68.5

/mo · vast

RTX 4060 Ti

8 GB VRAM

$69.8

/mo · vast

L4

24 GB VRAM

$78.7

/mo · vast

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