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URL: https://willitrunai.com/models/yi-coder-9b

โ‡ฑ Yi Coder 9B VRAM Requirements โ€” GPU Compatibility


๐Ÿ‘ 01.AI
01.AI

Yi Coder 9B

Current
๐Ÿ‘ huggingface
HuggingFace
10.9KDownloads215LikesSep 2024Released131K tokensContextApache 2.0License31 BasicQuality

Yi Coder 9B (9B parameters) requires approximately 8.8 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 11 GB of VRAM.

Get started

โ€” copy & paste to run locally

Copy-paste commands to run Yi Coder 9B on your machine.

Run

lms load Yi-Coder-9B-Chat && lms server start

Quick specs

Parameters9B
Architecturedense
Context131K tokens
Modalitytext
Min RAM3.5 GB
Rec. RAM5.5 GB (Q4_K_M)
LicenseApache 2.0
FamilyYi
โœ“ Chat

About this model

๐Ÿ™ GitHub โ€ข ๐Ÿ‘พ Discord โ€ข ๐Ÿค Twitter โ€ข ๐Ÿ’ฌ WeChat

  • โ€ขExcelling in long-context understanding with a maximum context length of 128K tokens
  • โ€ขSupporting 52 major programming languages:

Related models

Your hardware

Detecting...

Quick picks

๐Ÿ‘ Intel
Best budgetB
Intel Arc B570 10GB~$219 โ€” 41 tok/s
๐Ÿ‘ NVIDIA
Best overallB
RTX 3080 Ti 12GB~$1,199 โ€” 126 tok/s

Best hardware

Top picks for Yi Coder 9B

RTX 3080 Ti 12GBB
12 GB
RTX 3080 12GBB
12 GB
RTX 5070 12GBB
12 GB
RTX 2080 Ti 11GBB
11 GB
RTX 4070 Super 12GBB
12 GB

Run this model

Yi Coder 9B on RTX 3080 Ti 12GBYi Coder 9B on RTX 3080 12GBYi Coder 9B on RTX 5070 12GB

Quantization options

VRAM estimates by quant level

No hardware detected โ€” fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
3.5 GB
Lowโ€”
Q3_K_S
3
4.4 GB
Lowโ€”
NVFP4
4
5.0 GB
Mediumโ€”
Q4_K_M
4
5.5 GB
Mediumโ€”
Q5_K_M
5
6.5 GB
Highโ€”
Q6_K
6
7.4 GB
Highโ€”
Q8_0
8
9.6 GB
Very Highโ€”
F16
16
18.5 GB
Maximumโ€”

Quality benchmarks

Yi Coder 9B benchmark scores

Benchmark verified

Coding

SWE-bench Verifiedโ€”
HumanEval+85.4%
Aider Polyglotโ€”
LiveCodeBenchโ€”

Reasoning

MMLU-Pro15.8%
GPQA Diamondโ€”
MATH-5004.0%
ARC Challengeโ€”

General

Chatbot Arenaโ€”
IFEval48.2%

Source: official ยท 2024-09-04

Hardware compatibility

Fit estimates across all hardware

Open calculator

Computing compatibility...

Memory breakdown

Reference: RTX 2060 6GB

Weights5.5 GB
KV Cache1.5 GB
Runtime1.2 GB
Headroom0.6 GB

Frequently asked questions

FAQ โ€” Yi Coder 9B

See also

Quantization GuideScoring MethodologyVRAM Calculator