Model

Code Llama 13B

OPEN

Meta · Code Llama family · released Aug 24, 2023

13B code model with FIM infilling and fill-in-the-middle generation; HumanEval 36.0%.

ReasoningCodingVisionFunction callingTool useAgentic

232.3

Elo · unrated

Parameters

13B

Active params

13B (dense)

Context

16K tokens

Architecture

Dense transformer (decoder-only) with FIM infilling

License

Llama 2 Community License

Languages

—

API price (in/out)

No hosted API

Modalities

text

Benchmark results

Bar shows position within the tracked field; marker = field best

DS-1000Coding25.1%#3

best: StarCoder2 15B · 33.8%

HumanEval FIMCoding75.9%#5

best: Codestral 22B · 91.6%

HumanEval+Coding38.4%#32

best: Mistral Small 3.2 (24B) · 92.9%

HumanEvalCoding36.0%#140

best: Claude Opus 4.5 · 99.4%

MBPP+Coding52.6%#35

best: Llama 3.1 405B · 88.6%

MBPPCoding47.0%#77

best: Llama-3.3-Nemotron-Super-49B v1 (Reasoning On) · 91.3%

RepoBenchCoding38.4%#4

best: DeepSeek Coder 33B · 41.9%

Run it locally

VRAM @ Q4

8 GB

VRAM @ FP16

26 GB

Fits on (Q4)

RTX 3060 12GBRTX 4070 Ti 16GBRTX 3090 24GBRTX 4090 24GBRTX 5090 32GBM4 Pro 48GBM3 Max 128GBM3 Ultra 512GBA100 80GBH100 80GBH200 141GBB200 192GB

Throughput data unavailable.

Quantizations

GGUF Q4 · GPTQ · AWQ · MLX

Code Llama family

Elo progression across releases

Code Llama 13BAug 2023232.3 Code Llama 34BAug 2023264.5 Code Llama 34B PythonAug 2023100.1 Code Llama 7BAug 2023127.6 Code Llama 70BJan 2024472.7 Code Llama 70B InstructJan 2024618.8

Resources

HFmeta-llama/CodeLlama-13b-hf GHfacebookresearch/codellama DOCSai.meta.com/blog/code-llama-large-language-model-coding APIAvailable via Meta API

API price weights · each benchmark row carries its own source badge (see methodology)