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All estimates are approximations based on mathematical models and public specifications. Actual performance may vary. Do not make purchasing decisions based solely on these estimates.

Data sourced from Hugging Face, Ollama, and official model documentation. Model names and logos are trademarks of their respective owners.

© 2026 Will It Run AI — Fase Consulting Ibiza, S.L. (NIF: B57969656)

Home/starcoder2 15b instruct v0.1/on RTX A4500 20GB

Can it run?

Can RTX A4500 20GB run starcoder2 15b instruct v0.1?

CUsable

Runs well

Using Q4_K_M in Ollama

Capabilities:

Fit status

Runs well

Decode

54.6 tok/s

TTFT

3549 ms

Safe context

22K

Memory

14.7 GB / 20.0 GB

Memory breakdown

Weights9.2 GB
KV Cache2.3 GB
Runtime1.2 GB
Headroom2.0 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCTight fit54.6 tok/s5162 ms38K
ChatCRuns well54.6 tok/s1936 ms12K
CodingCRuns well54.6 tok/s3549 ms22K
RAGCTight fit54.6 tok/s6452 ms38K
ReasoningCRuns well54.6 tok/s4194 ms22K

Quantization options

How starcoder2 15b instruct v0.1 (15B params) fits at each quantization level on RTX A4500 20GB (20.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
5.9 GB
LowD35
Q3_K_S
3
7.4 GB
LowD37
NVFP4
4
8.4 GB
MediumD38
Q4_K_M
4
9.2 GB
MediumD39
Q5_K_M
5
10.8 GB
HighC40
Q6_KBest for your GPU
6
12.3 GB
HighC42
Q8_0
8
16.1 GB
Very HighC44
F16
16
30.7 GB
MaximumF0

Get started

See all results for RTX A4500 20GBSee all hardware for starcoder2 15b instruct v0.1