FitMyLLM
Meta/Dense

MetaCodeLlama 13B

CodeLlama 13B — stronger code generation with more parameters.

coding
13B
Parameters
16K
Context length
8
Benchmarks
10
Quantizations
0
Architecture
Dense
Released
2023-08-24
Layers
40
KV Heads
40
Head Dim
128
Family
llama

Quantization Options

Context length:
QuantBitsVRAM @ 16KQuality
Q3_K_M4
16.4 GB
7.0 + 9.4 KV
low
Q3_K_L4.3
16.9 GB
7.5 + 9.4 KV
moderate
IQ4_XS4.46
17.1 GB
7.7 + 9.4 KV
moderate
Q4_K_S4.67
17.5 GB
8.1 + 9.4 KV
moderate
Q4_K_M4.89
17.8 GB
8.4 + 9.4 KV
good
Q5_K_S5.57
18.9 GB
9.5 + 9.4 KV
good
Q5_K_M5.7
19.1 GB
9.8 + 9.4 KV
good
Q6_K6.56
20.5 GB
11.1 + 9.4 KV
excellent
Q8_08.5
23.7 GB
14.3 + 9.4 KV
lossless
FP1616
35.9 GB
26.5 + 9.4 KV
lossless

Select your GPU above to see speed estimates and compatibility for each quantization.

Deploying for a team or in production? Size GPUs, cost & scaling in Enterprise →
▸ READY TO RUN THIS?RENT BY THE HOUR

RENT A GPU AND RUN CODELLAMA 13B NOW

Rent on Vast.ai →Or RunPod →

Spin up an A100 / H100 / 4090 in ~60s. Pay by the second. Cancel anytime.

Community Ratings

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Benchmarks (8)

MBPP52.6
IFEval39.8
HumanEval38.4
MMLU-PRO10.3
MUSR8.2
BBH7.2
MATH1.4
GPQA0.0

Run this model

▸Easiest way to get started·Beginners
DOCS ↗
curl -fsSL https://ollama.com/install.sh | sh
$ollama run codellama:13b-code-q4_K_M

Downloads and runs automatically. Add --verbose for speed stats.

▸ SETUP GUIDE
>_

Auto-setup with fitmyllm CLI

Detects your GPU, recommends the best model, downloads it, and starts chatting — zero config. Benchmarks your speed and contributes anonymous data to improve predictions.

pip install fitmyllmthen run fitmyllmLearn more
Auto-detect GPULive tok/s in chatSpeed benchmarks9 inference engines
HuggingFaceOllama LibraryGGUF DownloadsBuild Hardware

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
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
Intel Arc B570
10 GB VRAM • 456 GB/s
INTEL
$219
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce RTX 3080
10 GB VRAM • 760 GB/s
NVIDIA
$699
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon RX 6700
10 GB VRAM • 320 GB/s
AMD
$299
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon RX 6700M
10 GB VRAM • 320 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon RX 6750 GRE 10 GB
10 GB VRAM • 320 GB/s
AMD
$229
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA P102-101
10 GB VRAM • 320 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Xbox Series X GPU
10 GB VRAM • 560 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
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
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 2080 Ti
11 GB VRAM • 616 GB/s
NVIDIA
$350
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GTX 1080 Ti
11 GB VRAM • 484 GB/s
NVIDIA
$200
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 1080 Ti
11 GB VRAM • 484 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce RTX 2080 Ti
11 GB VRAM • 616 GB/s
NVIDIA
$225
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 5070
12 GB VRAM • 672 GB/s
NVIDIA
$549
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 4070 Ti
12 GB VRAM • 504 GB/s
NVIDIA
$799
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 4070 SUPER
12 GB VRAM • 504 GB/s
NVIDIA
$599
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 4070
12 GB VRAM • 504 GB/s
NVIDIA
$549
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 3080 Ti
12 GB VRAM • 912 GB/s
NVIDIA
$550
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 3080 12GB
12 GB VRAM • 912 GB/s
NVIDIA
$599
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 3060 12GB
12 GB VRAM • 360 GB/s
NVIDIA
$329
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 7700 XT
12 GB VRAM • 432 GB/s
AMD
$449
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 6700 XT
12 GB VRAM • 384 GB/s
AMD
$344
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 6750 XT
12 GB VRAM • 432 GB/s
AMD
$299
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
Intel Arc B580
12 GB VRAM • 456 GB/s
INTEL
$249
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
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

Find the best GPU for CodeLlama 13B

Build Hardware for CodeLlama 13B

Model Card

View on HuggingFace

CodeLlama 13B — stronger code generation with more parameters.

▸ SPEC SHEET

CodeLlama 13B — 13B Dense.

▸ SPECIFICATIONS
PARAMETERS
13B
ARCHITECTURE
Dense Transformer
CONTEXT LENGTH
16K tokens
CAPABILITIES
coding
RELEASE DATE
2023-08-24
PROVIDER
Meta
FAMILY
llama
▸ VRAM REQUIREMENTS
QUANTBPWVRAMQUALITY
Q3_K_M47.0 GB88%
Q3_K_L4.37.5 GB90%
IQ4_XS4.467.7 GB92%
Q4_K_S4.678.1 GB93%
Q4_K_M4.898.4 GB94%
Q5_K_S5.579.5 GB96%
Q5_K_M5.79.8 GB96%
Q6_K6.5611.1 GB97%
Q8_08.514.3 GB100%
FP161626.5 GB100%
§ 01BENCHMARK SCORES
HumanEval38.4
MMLU-PRO10.3
MATH1.4
IFEval39.8
BBH7.2
GPQA0.0
MUSR8.2
MBPP52.6
§ 02RUN COMMAND

Run CodeLlama 13B locally with Ollama — needs 8.4 GB VRAM at Q4_K_M:

$ollama run codellama:13b
§ 03COMPATIBLE GPUs
30 @ Q4_K_M
NVIDIA RTX 3080 10GB
10 GB · 760 GB/s
Intel Arc B570
10 GB · 456 GB/s
NVIDIA GeForce RTX 3080
10 GB · 760 GB/s
AMD Radeon RX 6700
10 GB · 320 GB/s
AMD Radeon RX 6700M
10 GB · 320 GB/s
AMD Radeon RX 6750 GRE 10 GB
10 GB · 320 GB/s
NVIDIA P102-101
10 GB · 320 GB/s
AMD Xbox Series X GPU
10 GB · 560 GB/s
NVIDIA CMP 170HX 10 GB
10 GB · 1560 GB/s
NVIDIA CMP 50HX
10 GB · 560 GB/s
NVIDIA CMP 90HX
10 GB · 760 GB/s
AMD Xbox Series X 6nm GPU
10 GB · 560 GB/s
NVIDIA RTX 2080 Ti
11 GB · 616 GB/s
NVIDIA GTX 1080 Ti
11 GB · 484 GB/s
NVIDIA GeForce GTX 1080 Ti
11 GB · 484 GB/s