TrOCR-base-printed
microsoft/TrOCR-base-printed
TrOCR printed-text recognition.
Parameters
330M
Context
512
Downloads
260K
Likes
400
Architecture
trocr
GPU Requirements
VRAM / RAM / disk estimates by quantization and usage scenario
| Quantization | Minimum | Recommended | Production |
|---|---|---|---|
| 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
1× RTX 5080
16 GB VRAM
≈ 6000 tok/s
Effective production throughput ≈ 4200 tok/s
score 0.5943
1× Tesla V100
16 GB VRAM
≈ 0 tok/s (N/A — benchmark unavailable)
Effective production throughput ≈ 0 tok/s
score 0.5889
8× RTX 5090
256 GB VRAM
≈ 35840 tok/s
Effective production throughput ≈ 25088 tok/s
score 0.3617
1× RTX 5060 Ti
8 GB VRAM
≈ 2800 tok/s
Effective production throughput ≈ 1960 tok/s
score 0.691
💬 Community — real deployment experience
0 Articles · 0 Benchmarks
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