FitMyLLM
mixedbread-ai/Dense

Mmxbai-embed-large-v1

Mixed-bread AI's embedding model, strong on retrieval benchmarks.

embedding
0.335B
Parameters
1K
Context length
1
Benchmarks
6
Quantizations
1.8M
HF downloads
Architecture
Dense
Released
2024-03-07
Layers
24
KV Heads
16
Head Dim
64
Family
embedding

Quantization Options

QuantBitsVRAM @ 512Quality
Q4_K_M4.89
0.7 GB
good
Q5_K_S5.57
0.7 GB
good
Q5_K_M5.7
0.7 GB
good
Q6_K6.56
0.8 GB
excellent
Q8_08.5
0.8 GB
lossless
FP1616
1.2 GB
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 MXBAI-EMBED-LARGE-V1 NOW

Rent on Vast.ai →Or RunPod →

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

Community Ratings

Loading ratings...

Benchmarks (1)

MMLU-PRO64.7

Run this model

▸Easiest way to get started·Beginners
DOCS ↗
curl -fsSL https://ollama.com/install.sh | sh
$ollama run mxbai-embed-large:335m

Tag may need adjustment — check ollama.com/library/mxbai-embed-large for available tags.

▸ 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.

AMD FireGL V7350
1 GB VRAM • 41.6 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro FX 5500
1 GB VRAM • 32.3 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro FX 5500 SDI
1 GB VRAM • 32.3 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Stream Processor
1 GB VRAM • 41.5 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD FireGL V8600
1 GB VRAM • 111.1 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce 9600M GS
1 GB VRAM • 25.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce 9650M GT
1 GB VRAM • 25.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce 9800M GTS
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce 9800M GTX
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 280
1 GB VRAM • 141.7 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 285
1 GB VRAM • 159 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro FX 3700M
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro FX 3800M
1 GB VRAM • 64 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro FX 4700 X2
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD FireStream 9250
1 GB VRAM • 63.5 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD FirePro V8700
1 GB VRAM • 108.8 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 4570
1 GB VRAM • 8 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 4710
1 GB VRAM • 25.6 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 4730 OEM
1 GB VRAM • 25.3 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 4870 X2
1 GB VRAM • 115.2 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce 210 OEM
1 GB VRAM • 6.4 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce 210 Rev. 2
1 GB VRAM • 6.4 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce G110M
1 GB VRAM • 11.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GT 120M
1 GB VRAM • 16 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GT 130M
1 GB VRAM • 25.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GT 140 OEM
1 GB VRAM • 57.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GT 220
1 GB VRAM • 22.4 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GT 220M
1 GB VRAM • 16 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GT 230M
1 GB VRAM • 25.3 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai

Find the best GPU for mxbai-embed-large-v1

Build Hardware for mxbai-embed-large-v1

Model Card

View on HuggingFace

Mixed-bread AI's embedding model, strong on retrieval benchmarks.

▸ SPEC SHEET

mxbai-embed-large-v1 — 0.335B Dense.

▸ SPECIFICATIONS
PARAMETERS
0.335B
ARCHITECTURE
Dense Transformer
CONTEXT LENGTH
1K tokens
CAPABILITIES
embedding
RELEASE DATE
2024-03-07
PROVIDER
mixedbread-ai
FAMILY
embedding
▸ VRAM REQUIREMENTS
QUANTBPWVRAMQUALITY
Q4_K_M4.890.7 GB94%
Q5_K_S5.570.7 GB96%
Q5_K_M5.70.7 GB96%
Q6_K6.560.8 GB97%
Q8_08.50.8 GB100%
FP16161.2 GB100%
§ 01BENCHMARK SCORES
MMLU-PRO64.7
§ 02RUN COMMAND

Run mxbai-embed-large-v1 locally with Ollama — needs 0.7 GB VRAM at Q4_K_M:

$ollama run mxbai-embed-large:335m
§ 03COMPATIBLE GPUs
30 @ Q4_K_M
AMD FireGL V7350
1 GB · 41.6 GB/s
NVIDIA Quadro FX 5500
1 GB · 32.3 GB/s
NVIDIA Quadro FX 5500 SDI
1 GB · 32.3 GB/s
AMD Stream Processor
1 GB · 41.5 GB/s
AMD FireGL V8600
1 GB · 111.1 GB/s
NVIDIA GeForce 9600 GT Mac Edition
1 GB · 17 GB/s
NVIDIA GeForce 9600M GS
1 GB · 25.6 GB/s
NVIDIA GeForce 9650M GT
1 GB · 25.6 GB/s
NVIDIA GeForce 9800M GTS
1 GB · 51.2 GB/s
NVIDIA GeForce 9800M GTX
1 GB · 51.2 GB/s
NVIDIA GeForce GTX 280
1 GB · 141.7 GB/s
NVIDIA GeForce GTX 285
1 GB · 159 GB/s
NVIDIA Quadro FX 3700M
1 GB · 51.2 GB/s
NVIDIA Quadro FX 3800M
1 GB · 64 GB/s
NVIDIA Quadro FX 4700 X2
1 GB · 51.2 GB/s