Updated minutes ago
StarCoder2 7B
BigCode · dense · 6.73B parameters · 16,384 context
Quality35.0
Architecture Details
TypeDENSE
Total Parameters6.73B
Active Parameters6.73B
Layers32
Hidden Dimension4,608
Attention Heads36
KV Heads4
Head Dimension128
Vocab Size49,152
Memory Requirements
BF16 Weights
13.5 GB
FP8 Weights
6.7 GB
INT4 Weights
3.4 GB
KV-Cache per Token65536 bytes
Activation Estimate1.00 GB
Fits on (single-node)
B200 SXM BF16B100 SXM BF16GB200 NVL72 (per GPU) BF16GB300 NVL72 (per GPU) BF16H200 SXM BF16H100 SXM BF16H100 PCIe BF16H100 NVL BF16
GPU Recommendations
A10Goptimal
BF16 · 1 GPU · vllm
100/100
score
Throughput
240.7 tok/s
Cost/Month
$285
Cost/M Tokens
$0.45
A30optimal
BF16 · 1 GPU · vllm
100/100
score
Throughput
374.3 tok/s
Cost/Month
$332
Cost/M Tokens
$0.34
RTX 4090optimal
BF16 · 1 GPU · vllm
100/100
score
Throughput
404.4 tok/s
Cost/Month
$370
Cost/M Tokens
$0.35
API Pricing Comparison
| Provider | Input $/M | Output $/M | Badges |
|---|---|---|---|
| huggingface | $0.15 | $0.15 | Cheapest |
Quality Benchmarks
MMLU38.0
HumanEval35.2
GSM8K24.0
MT-Bench55.0
Capabilities
Features
✗ Tool Use✗ Vision✓ Code✗ Math✗ Reasoning✗ Multilingual✗ Structured Output
Supported Frameworks
vllmsglangtgitensorrt-llmollama
Supported Precisions
BF16 (default)FP8INT4