This repository contains the official code and data for VLM2Vec-V2, a unified framework for learning powerful multimodal embeddings across diverse visual formats including images, videos, and visual …

assert dist.is_initialized (), "Distributed training has not been properly initialized."

assert dist.is_initialized (), "Distributed training has not been properly initialized."

331 332 333 from typing import Dict import torch import torch.distributed as dist from torch import nn, Tensor from transformers import PreTrainedModel, AutoModelForCausalLM, AutoConfig from peft …

This repo contains the code for "VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks" [ICLR 2025] - TIGER-AI-Lab/VLM2Vec

if len (train_datasets) > 1: train_dataset = interleave_datasets (train_datasets, probabilities=probs, batch_size=interleave_batch_size, seed=training_args.seed, …

Should be in similar order as the class's model. :param no_sync_except_last: If True, under distributed setup, for each model, only trigger gradient reduction across processes for the last sub-batch's …

# You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is …

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This repo contains the code for "VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks" [ICLR 2025] - TIGER-AI-Lab/VLM2Vec