TrOCR-base-printed

microsoft/TrOCR-base-printed

TrOCR printed-text recognition.

Parameters

330M

Context

512

Downloads

260K

Likes

400

Architecture

trocr

View on HuggingFace

GPU Requirements

VRAM / RAM / disk estimates by quantization and usage scenario

QuantizationMinimumRecommendedProduction
FP1616bit
4.4 GB
RAM 32.0 · Disk 40.0
6.6 GB
RAM 32.0 · Disk 66.0
22.5 GB
RAM 33.7 · Disk 105.0
FP88bit
4.0 GB
RAM 32.0 · Disk 39.5
6.2 GB
RAM 32.0 · Disk 65.5
22.0 GB
RAM 33.0 · Disk 104.5
INT88bit
4.0 GB
RAM 32.0 · Disk 39.5
6.2 GB
RAM 32.0 · Disk 65.5
22.0 GB
RAM 33.0 · Disk 104.5
AWQ4bit
3.8 GB
RAM 32.0 · Disk 39.3
6.0 GB
RAM 32.0 · Disk 65.3
21.8 GB
RAM 32.7 · Disk 104.3
GPTQ4bit
3.8 GB
RAM 32.0 · Disk 39.3
6.0 GB
RAM 32.0 · Disk 65.3
21.8 GB
RAM 32.7 · Disk 104.3
GGUF4bit
3.8 GB
RAM 32.0 · Disk 39.3
6.0 GB
RAM 32.0 · Disk 65.3
21.8 GB
RAM 32.7 · Disk 104.3

GPU Recommendations

Best ValueBEST

1× RTX 3080 Ti

12 GB VRAM

$79.5/mo

≈ 5700 tok/s

Effective production throughput ≈ 3990 tok/s

score 0.6273

Deploy on vast ↗
Cheapest

1× RTX 3080

10 GB VRAM

$58.6/mo

≈ 4750 tok/s

Effective production throughput ≈ 3325 tok/s

score 0.6531

Deploy on vast ↗
Performance

8× RTX 5090

256 GB VRAM

$2,349/mo

≈ 35840 tok/s

Effective production throughput ≈ 25088 tok/s

score 0.352

Deploy on vast ↗
Min Complexity

1× RTX 3090

24 GB VRAM

$88.4/mo

≈ 5850 tok/s

Effective production throughput ≈ 4095 tok/s

score 0.5611

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

$66.7

/mo · vast

RTX 4060 Ti

8 GB VRAM

$78.4

/mo · vast

RTX 3080 Ti

12 GB VRAM

$79.5

/mo · vast

RTX 3090

24 GB VRAM

$88.4

/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