nemotron-colembed-vl-4b-v2

50.1K
21
license:cc-by-nc-4.0
by
nvidia
Image Model
OTHER
4B params
Fair
50K downloads
Community-tested
Try on Hugging FaceAdd to Compare
Edge AI:
Mobile
Laptop
Server
9GB+ RAM
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
4GB+ RAM

Code Examples

bash
pip install -U datasets polars
pip install -U pydantic
Evaluation Resultsbash
pip install "mteb>=2.7.0, <3.0.0"
# Evaluates with Vidore V1 and V2
CUDA_VISIBLE_DEVICES=0; python3 mteb2_eval.py --model_name nvidia/nemotron-colembed-vl-4b-v2 --batch_size 16 --benchmark "VisualDocumentRetrieval"
# Evaluates with Vidore V3
CUDA_VISIBLE_DEVICES=0; python3 mteb2_eval.py --model_name nvidia/nemotron-colembed-vl-4b-v2 --batch_size 16 --benchmark "ViDoRe(v3)"
# Evaluates with a specific task/dataset of Vidore V3: Vidore3ComputerScienceRetrieval
CUDA_VISIBLE_DEVICES=0; python3 mteb2_eval.py --model_name nvidia/nemotron-colembed-vl-4b-v2 --batch_size 16 --benchmark "ViDoRe(v3)" --task-list Vidore3ComputerScienceRetrieval

Deploy This Model

Production-ready deployment in minutes

Together.ai

Instant API access to this model

Fastest API

Production-ready inference API. Start free, scale to millions.

Try Free API

Replicate

One-click model deployment

Easiest Setup

Run models in the cloud with simple API. No DevOps required.

Deploy Now

Disclosure: We may earn a commission from these partners. This helps keep LLMYourWay free.