Granite Code 20B
ibm-granite/granite-20b-code-instruct
Parameters
20B
Context
128K
Downloads
9.9K
Likes
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Architecture
transformer
GPU Requirements
VRAM / RAM / disk estimates by quantization and usage scenario
| Quantization | Minimum | Recommended | Production |
|---|---|---|---|
| FP1616bit | 52.1 GB RAM 78.1 · Disk 97.1 | 70.0 GB RAM 105.0 · Disk 123.1 | 169.0 GB RAM 253.5 · Disk 162.1 |
| FP88bit | 28.5 GB RAM 42.8 · Disk 68.1 | 45.3 GB RAM 68.0 · Disk 94.1 | 143.3 GB RAM 215.0 · Disk 133.1 |
| INT88bit | 28.5 GB RAM 42.8 · Disk 68.1 | 45.3 GB RAM 68.0 · Disk 94.1 | 143.3 GB RAM 215.0 · Disk 133.1 |
| AWQ4bit | 17.2 GB RAM 32.0 · Disk 54.1 | 33.5 GB RAM 50.2 · Disk 80.1 | 130.9 GB RAM 196.4 · Disk 119.1 |
| GPTQ4bit | 17.3 GB RAM 32.0 · Disk 54.3 | 33.6 GB RAM 50.5 · Disk 80.3 | 131.1 GB RAM 196.6 · Disk 119.3 |
| GGUF4bit | 17.6 GB RAM 32.0 · Disk 54.6 | 33.9 GB RAM 50.9 · Disk 80.6 | 131.4 GB RAM 197.1 · Disk 119.6 |
GPU Recommendations
1× H100 SXM
80 GB VRAM
≈ 346.8 tok/s
Effective production throughput ≈ 242.8 tok/s
score 0.6012
4× Tesla V100
64 GB VRAM
≈ 0 tok/s (N/A — benchmark unavailable)
Effective production throughput ≈ 0 tok/s
score 0.5378
8× H200 SXM
1128 GB VRAM
≈ 1590.1 tok/s
Effective production throughput ≈ 1113.1 tok/s
score 0.2197
1× RTX A6000
48 GB VRAM
≈ 79.5 tok/s
Effective production throughput ≈ 55.7 tok/s
score 0.6771
💬 Community — real deployment experience
0 Articles · 0 Benchmarks
GPUs that fit (single card)
RTX A6000
48 GB VRAM
$210
/mo · vast
L40S
48 GB VRAM
$341
/mo · vast
RTX PRO 6000 WS
48 GB VRAM
$482
/mo · vast
RTX PRO 6000 S
48 GB VRAM
$633
/mo · vast
A100 80GB
80 GB VRAM
$876
/mo · vast