Jina AI/Dense

JJina Embeddings v4

jina-embeddings-v4 is a universal embedding model for multimodal and multilingual retrieval. The model is specially designed for complex document retrieval, including visually rich documents with charts, tables, and illustrations.

embeddingvisionmultilingual

3.8B

Parameters

125K

Context length

0

Benchmarks

6

Quantizations

0

Architecture

Dense

Released

2025-06-24

Layers

36

KV Heads

2

Head Dim

128

Family

embedding

Quantization Options

Quant	Bits	VRAM	Quality
Q4_K_M	4.89	2.8 GB	good
Q5_K_S	5.57	3.1 GB	good
Q5_K_M	5.7	3.2 GB	good
Q6_K	6.56	3.6 GB	excellent
Q8_0	8.5	4.5 GB	lossless
FP16	16	8.1 GB	lossless

Select your GPU above to see speed estimates and compatibility for each quantization.

▸ READY TO RUN THIS?RENT BY THE HOUR

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Run this model

▸Easiest way to get started·Beginners

curl -fsSL https://ollama.com/install.sh | sh

$ollama run embedding:4b-q4_K_M

Tag may need adjustment — check ollama.com/library/embedding 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

HuggingFace GGUF Downloads Build Hardware

GPUs that can run this model

At Q4_K_M quantization. Sorted by minimum VRAM.

NVIDIA Tesla C2050

3 GB VRAM • 144 GB/s

NVIDIA

NVIDIA Tesla M2050

3 GB VRAM • 148 GB/s

NVIDIA

NVIDIA Tesla S2050

3 GB VRAM • 148 GB/s

NVIDIA

NVIDIA GeForce GTX 670MX

3 GB VRAM • 67 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7950

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7950 Boost

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7950 Monica BIOS 1

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7950 Monica BIOS 2

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7970

3 GB VRAM • 264 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7970 GHz Edition

3 GB VRAM • 288 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7970 X2

3 GB VRAM • 264 GB/s

AMD

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 770M

3 GB VRAM • 96 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 780

3 GB VRAM • 288 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 780 Rev. 2

3 GB VRAM • 288 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 780 Ti

3 GB VRAM • 337 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7950 Mac Edition

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 7990

3 GB VRAM • 288 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 8950 OEM

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 8970 OEM

3 GB VRAM • 264 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon HD 8990 OEM

3 GB VRAM • 288 GB/s

AMD

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 870M

3 GB VRAM • 120 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

AMD Radeon R9 280

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 1060 3 GB

3 GB VRAM • 192 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 1060 3 GB GP104

3 GB VRAM • 192 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

NVIDIA P106-090

3 GB VRAM • 192 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GTX 1050 3 GB

3 GB VRAM • 84 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

AMD Radeon RX 5300M

3 GB VRAM • 168 GB/s

AMD

Amazon Newegg eBay PCPartPicker

AMD Radeon RX 5300 OEM

3 GB VRAM • 168 GB/s

AMD

Amazon Newegg eBay PCPartPicker

NVIDIA GeForce GT 555M 3 GB

3 GB VRAM • 43.2 GB/s

NVIDIA

Amazon Newegg eBay PCPartPicker

AMD FirePro S10000

3 GB VRAM • 240 GB/s

AMD

Amazon Newegg eBay PCPartPicker

Find the best GPU for Jina Embeddings v4

Build Hardware for Jina Embeddings v4

▸ SPEC SHEET

Jina Embeddings v4 — 3.8B Dense.

▸ SPECIFICATIONS

PARAMETERS: 3.8B
ARCHITECTURE: Dense Transformer
CONTEXT LENGTH: 125K tokens
CAPABILITIES: embedding, vision, multilingual
RELEASE DATE: 2025-06-24
PROVIDER: Jina AI
FAMILY: embedding

▸ VRAM REQUIREMENTS

QUANT	BPW	VRAM	QUALITY
Q4_K_M	4.89	2.8 GB	94%
Q5_K_S	5.57	3.1 GB	96%
Q5_K_M	5.7	3.2 GB	96%
Q6_K	6.56	3.6 GB	97%
Q8_0	8.5	4.5 GB	100%
FP16	16	8.1 GB	100%

§ 03COMPATIBLE GPUs

30 @ Q4_K_M

NVIDIA Tesla C2050

3 GB · 144 GB/s

NVIDIA Tesla M2050

3 GB · 148 GB/s

NVIDIA Tesla S2050

3 GB · 148 GB/s

NVIDIA GeForce GTX 670MX

3 GB · 67 GB/s

AMD Radeon HD 7950

3 GB · 240 GB/s

AMD Radeon HD 7950 Boost

3 GB · 240 GB/s

AMD Radeon HD 7950 Monica BIOS 1

3 GB · 240 GB/s

AMD Radeon HD 7950 Monica BIOS 2

3 GB · 240 GB/s

AMD Radeon HD 7970

3 GB · 264 GB/s

AMD Radeon HD 7970 GHz Edition

3 GB · 288 GB/s

AMD Radeon HD 7970 X2

3 GB · 264 GB/s

NVIDIA GeForce GTX 770M

3 GB · 96 GB/s

NVIDIA GeForce GTX 780

3 GB · 288 GB/s

NVIDIA GeForce GTX 780 Rev. 2

3 GB · 288 GB/s

NVIDIA GeForce GTX 780 Ti

3 GB · 337 GB/s