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BigCodeBigCode

StarCoder 7B

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May 2023Publicado8K tokensContextoApache 2.0Licença56 BomQualidade

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.

Comece agora

— copie e cole para rodar localmente

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.

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Opções de quantização

Estimativas de VRAM por nível de quantização

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

Compatibilidade de hardware

Estimativas de compatibilidade para todo o hardware

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Computing compatibility...

Detalhamento de memória

Reference: RTX 2060 6GB

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

Perguntas frequentes

FAQ — StarCoder 7B

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