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URL: https://willitrunai.com/models/hf-second-state--starcoder2-15b-gguf

⇱ StarCoder2 15B VRAM Requirements — GPU Compatibility


Second-state

StarCoder2 15B

Limited data available — some specs may be incomplete or estimated.
0K tokensContextUnknownLicense4 EntryQuality

StarCoder2 15B (15B parameters) requires approximately 12.7 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 15 GB of VRAM.

Quick specs

Parameters15B
Architecturedense
Context0K tokens
Modalitytext
Min RAM5.9 GB
Rec. RAM9.2 GB (Q4_K_M)
LicenseUnknown
FamilyStarcoder
✓ Code✓ Chat

Related models

Your hardware

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Quick picks

Best budgetC
RX 7600 XT 16GB~$329 — 18 tok/s
👁 NVIDIA
Best overallB
RTX A4500 20GB~$2,000 — 55 tok/s

Best hardware

Top picks for StarCoder2 15B

RTX A4500 20GBB
20 GB
RX 7900 XT 20GBC
20 GB
RTX 4090 24GBC
24 GB
RTX 5090 Laptop 24GBC
24 GB
NVIDIA A30 24GBC
24 GB

Run this model

StarCoder2 15B on RTX A4500 20GBStarCoder2 15B on RX 7900 XT 20GBStarCoder2 15B on RTX 4090 24GB

Quantization options

VRAM estimates by quant level

No hardware detected — fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
5.9 GB
Low
Q3_K_S
3
7.4 GB
Low
NVFP4
4
8.4 GB
Medium
Q4_K_M
4
9.2 GB
Medium
Q5_K_M
5
10.8 GB
High
Q6_K
6
12.3 GB
High
Q8_0
8
16.1 GB
Very High
F16
16
30.7 GB
Maximum

Hardware compatibility

Fit estimates across all hardware

Open calculator

Computing compatibility...

Memory breakdown

Reference: RTX 2060 6GB

Weights9.2 GB
KV Cache1.8 GB
Runtime1.2 GB
Headroom0.6 GB

Frequently asked questions

FAQ — StarCoder2 15B

See also

Quantization GuideScoring MethodologyVRAM Calculator