StarCoder2 15B

bigcode/starcoder2-15b

Parameters

15B

Context

16K

Downloads

3.8K

Likes

674

Architecture

transformer

View on HuggingFace

GPU Requirements

VRAM / RAM / disk estimates by quantization and usage scenario

QuantizationMinimumRecommendedProduction
FP1616bit
40.3 GB
RAM 60.4 · Disk 82.6
57.7 GB
RAM 86.5 · Disk 108.6
156.2 GB
RAM 234.2 · Disk 147.6
FP88bit
22.6 GB
RAM 33.9 · Disk 60.8
39.2 GB
RAM 58.8 · Disk 86.8
136.9 GB
RAM 205.3 · Disk 125.8
INT88bit
22.6 GB
RAM 33.9 · Disk 60.8
39.2 GB
RAM 58.8 · Disk 86.8
136.9 GB
RAM 205.3 · Disk 125.8
AWQ4bit
14.1 GB
RAM 32.0 · Disk 50.3
30.3 GB
RAM 45.4 · Disk 76.3
127.6 GB
RAM 191.4 · Disk 115.3
GPTQ4bit
14.2 GB
RAM 32.0 · Disk 50.4
30.4 GB
RAM 45.6 · Disk 76.4
127.7 GB
RAM 191.6 · Disk 115.4
GGUF4bit
14.5 GB
RAM 32.0 · Disk 50.7
30.6 GB
RAM 46.0 · Disk 76.7
128.0 GB
RAM 191.9 · Disk 115.7

GPU Recommendations

Best ValueBEST

1× H100 SXM

80 GB VRAM

$1,170/mo

≈ 462.1 tok/s

Effective production throughput ≈ 323.5 tok/s

score 0.5905

Deploy on vast ↗
Cheapest

2× Tesla V100

32 GB VRAM

$40.6/mo

≈ 0 tok/s (N/A — benchmark unavailable)

Effective production throughput ≈ 0 tok/s

score 0.5943

Deploy on vast ↗
Performance

8× H200 SXM

1128 GB VRAM

$20,440/mo

≈ 2118.6 tok/s

Effective production throughput ≈ 1483 tok/s

score 0.2197

Min Complexity

1× RTX A6000

48 GB VRAM

$210/mo

≈ 105.9 tok/s

Effective production throughput ≈ 74.1 tok/s

score 0.6593

Deploy on vast ↗

💬 Community — real deployment experience

0 Articles · 0 Benchmarks

View Community →

GPUs that fit (single card)

RTX A6000

48 GB VRAM

$210

/mo · vast

RTX 5090

32 GB VRAM

$236

/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

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