BigCode/Dense
StarCoder 15B
coding
15.5B
Parameters
8K
Context length
9
Benchmarks
4
Quantizations
300K
HF downloads
Architecture
Dense
Released
2023-05-09
Layers
40
KV Heads
40
Head Dim
128
Family
starcoder
Quantizations & VRAM
Q4_K_M4.5 bpw
9.5 GB
VRAM required
94%
Quality
Q6_K6.5 bpw
13.4 GB
VRAM required
97%
Quality
Q8_08 bpw
16.3 GB
VRAM required
100%
Quality
FP1616 bpw
31.8 GB
VRAM required
100%
Quality
Benchmarks (9)
MBPP43.0
BigCodeBench37.6
HumanEval33.6
IFEval27.8
BBH20.4
MMLU-PRO15.0
MATH6.0
GPQA3.1
MUSR2.9
GPUs that can run this model
At Q4_K_M quantization. Sorted by minimum VRAM.
NVIDIA RTX 3080 10GB
10 GB VRAM • 760 GB/s
NVIDIA
$429
Intel Arc B570
10 GB VRAM • 456 GB/s
INTEL
$219
NVIDIA GeForce RTX 3080
10 GB VRAM • 760 GB/s
NVIDIA
$699
AMD Radeon RX 6700
10 GB VRAM • 320 GB/s
AMD
AMD Radeon RX 6700M
10 GB VRAM • 320 GB/s
AMD
AMD Radeon RX 6750 GRE 10 GB
10 GB VRAM • 320 GB/s
AMD
NVIDIA P102-101
10 GB VRAM • 320 GB/s
NVIDIA
AMD Xbox Series X GPU
10 GB VRAM • 560 GB/s
AMD
NVIDIA CMP 170HX 10 GB
10 GB VRAM • 1560 GB/s
NVIDIA
NVIDIA CMP 50HX
10 GB VRAM • 560 GB/s
NVIDIA
NVIDIA CMP 90HX
10 GB VRAM • 760 GB/s
NVIDIA
AMD Xbox Series X 6nm GPU
10 GB VRAM • 560 GB/s
AMD
NVIDIA RTX 2080 Ti
11 GB VRAM • 616 GB/s
NVIDIA
$350
NVIDIA GTX 1080 Ti
11 GB VRAM • 484 GB/s
NVIDIA
$200
NVIDIA GeForce GTX 1080 Ti
11 GB VRAM • 484 GB/s
NVIDIA
NVIDIA GeForce RTX 2080 Ti
11 GB VRAM • 616 GB/s
NVIDIA
$225
NVIDIA RTX 5070
12 GB VRAM • 672 GB/s
NVIDIA
$549
NVIDIA RTX 4070 Ti
12 GB VRAM • 504 GB/s
NVIDIA
$799
NVIDIA RTX 4070 SUPER
12 GB VRAM • 504 GB/s
NVIDIA
$599
NVIDIA RTX 4070
12 GB VRAM • 504 GB/s
NVIDIA
$549
NVIDIA RTX 3080 Ti
12 GB VRAM • 912 GB/s
NVIDIA
$550
NVIDIA RTX 3080 12GB
12 GB VRAM • 912 GB/s
NVIDIA
$599
NVIDIA RTX 3060 12GB
12 GB VRAM • 360 GB/s
NVIDIA
$329
AMD RX 7700 XT
12 GB VRAM • 432 GB/s
AMD
$449
AMD RX 6700 XT
12 GB VRAM • 384 GB/s
AMD
$344
AMD RX 6750 XT
12 GB VRAM • 432 GB/s
AMD
$299
Intel Arc B580
12 GB VRAM • 456 GB/s
INTEL
$249
NVIDIA Tesla K40c
12 GB VRAM • 288 GB/s
NVIDIA
NVIDIA Tesla K40d
12 GB VRAM • 288 GB/s
NVIDIA
NVIDIA Tesla K40m
12 GB VRAM • 288 GB/s
NVIDIA
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