txtai

txtai

NeuML
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About

HunyuanCustom is a multi-modal customized video generation framework that emphasizes subject consistency while supporting image, audio, video, and text conditions. Built upon HunyuanVideo, it introduces a text-image fusion module based on LLaVA for enhanced multi-modal understanding, along with an image ID enhancement module that leverages temporal concatenation to reinforce identity features across frames. To enable audio- and video-conditioned generation, it further proposes modality-specific condition injection mechanisms, an AudioNet module that achieves hierarchical alignment via spatial cross-attention, and a video-driven injection module that integrates latent-compressed conditional video through a patchify-based feature-alignment network. Extensive experiments on single- and multi-subject scenarios demonstrate that HunyuanCustom significantly outperforms state-of-the-art open and closed source methods in terms of ID consistency, realism, and text-video alignment.

About

txtai is an all-in-one open source embeddings database designed for semantic search, large language model orchestration, and language model workflows. It unifies vector indexes (both sparse and dense), graph networks, and relational databases, providing a robust foundation for vector search and serving as a powerful knowledge source for LLM applications. With txtai, users can build autonomous agents, implement retrieval augmented generation processes, and develop multi-modal workflows. Key features include vector search with SQL support, object storage integration, topic modeling, graph analysis, and multimodal indexing capabilities. It supports the creation of embeddings for various data types, including text, documents, audio, images, and video. Additionally, txtai offers pipelines powered by language models that handle tasks such as LLM prompting, question-answering, labeling, transcription, translation, and summarization.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Digital content creators and filmmakers wanting a solution to generate personalized, subject-consistent videos using multi-modal inputs

Audience

Developers and data engineers requiring a solution to implement semantic search, orchestrate large language models, and build complex language model workflows

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Tencent
Founded: 1998
China
hunyuancustom.github.io

Company Information

NeuML
United States
neuml.github.io/txtai/

Alternatives

HunyuanVideo-Avatar

HunyuanVideo-Avatar

Tencent-Hunyuan

Alternatives

HunyuanOCR

HunyuanOCR

Tencent
Qwen3-VL

Qwen3-VL

Alibaba
VideoPoet

VideoPoet

Google
Qwen3-Omni

Qwen3-Omni

Alibaba
Voyage AI

Voyage AI

MongoDB

Categories

Categories

Integrations

Hugging Face
AWS Lambda
CUDA
Docker
FastAPI
Go
Hunyuan T1
HunyuanVideo
Java
JavaScript
Knative
Kubernetes
Python
Rust
SQL
YAML

Integrations

Hugging Face
AWS Lambda
CUDA
Docker
FastAPI
Go
Hunyuan T1
HunyuanVideo
Java
JavaScript
Knative
Kubernetes
Python
Rust
SQL
YAML
Claim HunyuanCustom and update features and information
Claim HunyuanCustom and update features and information
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Claim txtai and update features and information