👁 IBM
IBM
Granite Code 20B
Current
4.0KDownloads43LikesMay 2024Released8K tokensContextApache 2.0License70 StrongQuality
Granite Code 20B (20B parameters) requires approximately 17.2 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 20 GB of VRAM.
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ollama run granite-code:20bQuick specs
Parameters20B
Architecturedense
Context8K tokens
Modalitytext
Min RAM7.8 GB
Rec. RAM12.2 GB (Q4_K_M)
LicenseApache 2.0
FamilyGranite
About this model
- •Developers:: IBM Research
- •GitHub Repository:: ibm-granite/granite-code-models
- •Paper:: Granite Code Models: A Family of Open Foundation Models for Code Intelligence
- •Release Date: May 6th, 2024
- •License:: Apache 2.0
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Quantization options
VRAM estimates by quant level
No hardware detected — fit column shows raw VRAM estimates
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 7.8 GB | Low | — |
Q3_K_S | 3 | 9.8 GB | Low | — |
NVFP4 | 4 | 11.2 GB | Medium | — |
Q4_K_M | 4 | 12.2 GB | Medium | — |
Q5_K_M | 5 | 14.4 GB | High | — |
Q6_K | 6 | 16.4 GB | High | — |
Q8_0 | 8 | 21.4 GB | Very High | — |
F16 | 16 | 41.0 GB | Maximum | — |
Quality benchmarks
Granite Code 20B benchmark scores
Coding
SWE-bench Verified—
HumanEval+50.5%
Aider Polyglot—
LiveCodeBench—
Source: official · 2024-05-07
Hardware compatibility
Fit estimates across all hardware
Computing compatibility...
Memory breakdown
Reference: RTX 2060 6GB
Weights12.2 GB
KV Cache3.2 GB
Runtime1.2 GB
Headroom0.6 GB
Frequently asked questions
FAQ — Granite Code 20B
See also