willitrun·ai

BigCodeBigCode

StarCoder 7B

Legacy
May 2023Publicado8K tokensContextoApache 2.0Licencia56 BuenoCalidad

StarCoder 7B (7B parameters) requires approximately 13.4 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 16 GB of VRAM.

Comenzar

— copia y pega para ejecutar en local

Copy-paste commands to run StarCoder 7B on your machine.

Run

lms load starcoder-7b && lms server start

Quick specs

Parameters7B
Architecturedense
Context8K tokens
Modalitycode
Min RAM2.7 GB
Rec. RAM4.3 GB (Q4_K_M)
LicenseApache 2.0
FamilyStarCoder
Code Reasoning

About this model

StarCoder 7B is BigCode's code generation model trained on The Stack v1. Supports over 80 programming languages with fill-in-the-middle capability and 8K context window.

Modelos relacionados

Tu hardware

Detectando...

Selecciones rápidas

Mejor hardware

Mejores opciones para StarCoder 7B

Ejecutar este modelo

Opciones de cuantización

Estimaciones de VRAM por nivel de cuantización

No hardware detected — fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
2.7 GB
Low
Q3_K_S
3
3.4 GB
Low
NVFP4
4
3.9 GB
Medium
Q4_K_M
4
4.3 GB
Medium
Q5_K_M
5
5.0 GB
High
Q6_K
6
5.7 GB
High
Q8_0
8
7.5 GB
Very High
F16
16
14.3 GB
Maximum

Quality benchmarks

StarCoder 7B benchmark scores

Benchmark verified

Coding

SWE-bench Verified
HumanEval+30.4%
Aider Polyglot
LiveCodeBench

Source: community · 2023-05-04

Compatibilidad de hardware

Estimaciones de encaje en todo el hardware

Abrir calculadora

Computing compatibility...

Desglose de memoria

Reference: RTX 2060 6GB

Weights4.3 GB
KV Cache7.3 GB
Runtime1.2 GB
Headroom0.6 GB

Preguntas frecuentes

FAQ — StarCoder 7B

Ver también