towhee
symmetric-ds
towhee | symmetric-ds | |
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26 | 12 | |
3,001 | 693 | |
1.6% | 1.2% | |
8.6 | 9.5 | |
3 months ago | 6 days ago | |
Python | Java | |
Apache License 2.0 | - |
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towhee
- FLaNK Stack Weekly for 14 Aug 2023
- Welcome to generate your embeddings with Towhee
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Vector database built for scalable similarity search
As another commenter noted, Milvus is overkill and a "bit much" if you're learning/playing.
A good intro to the field with progression towards a full Milvus implementation could be starting with towhee[0] (which is also supported by Milvus).
towhee has an example to do exactly what you want with CLIP[1].
[0] - https://towhee.io/
[1] - https://github.com/towhee-io/examples/tree/main/image/text_i...
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What Is DocArray?
The description of this is kind of confusing but I think the easiest way to understand it is that it is a data processing pipeline of sorts. Take unstructured data and apply transformation and computation. A similar project to this is Towhee (https://github.com/towhee-io/towhee). This project tries to simplify unstructured data processing and provides pretrained models and pipelines from their hub.
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[P] My co-founder and I quit our engineering jobs at AWS to build “Tensor Search”. Here is why.
Milvus also has incredible flexibility when it comes to choosing an indexing strategy, and we also have a library specifically meant to help vectorize a variety of data called Towhee (https://github.com/towhee-io/towhee).
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Deep Dive into Real-World Image Search Engine with Python
Benchmarking the models with towhee is as simple as:
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A quick tip on DataFrame.apply
The project's homepage is https://github.com/towhee-io/towhee, and you can find more about towhee by going through the documents.
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Build an Image Search Engine in Minutes
I made a tutorial for building an image search engine with python. The code example is as simple as 10 lines of code, using Towhee and Milvus To put images into the search engine:
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Any good libraries for feature extraction?
Traditionally, I've done this through PyTorch by adding a hook, but this requires knowledge of the model itself (i.e. model arch and layer names). I found https://github.com/Hironsan/awesome-embedding-models but it didn't provide many CV-focused open-source projects. There's also https://github.com/towhee-io/towhee which is great but more targeted towards application development.
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A python framework for unstructured data processing
You can check the result from the tutorial.
symmetric-ds
- FLaNK Stack Weekly for 14 Aug 2023
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SymmetricDS: Open-Source, cross platform database replication software
For those interested in the source, here is the GitHub repo: https://github.com/JumpMind/symmetric-ds
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How do I add database replication across different servers to my Docker Compose deployment without using different Docker files on each server?
I’m not a database guy, but maybe look at symmetricds. Also at https://hub.docker.com/r/jumpmind/symmetricds.
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Seamless integration of Databases
There are several CDC (change data capture) solutions on the market. I've used https://www.symmetricds.org quite successfully in the past.
- Dockerfile for jumpmind image
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How do you "ship out" web-based systems na isang establishment lang gagamit?
And then using https://www.symmetricds.org/ with mongodb
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migrate giant 17TB DB from mariadb10.4 to MySQL 8
Use replication. https://www.symmetricds.org/
- [AMA] We are the developers of SymmetricDS, a FOSS database synchronization project. Ask us anything
- SymmetricDS: Fast and Flexible Database Replication
- SymmetricDS: Database Synchronisation Solution
What are some alternatives?
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
Flyway - Flyway by Redgate • Database Migrations Made Easy.
Milvus - A cloud-native vector database, storage for next generation AI applications
walrus - Applying RLS to PostgreSQL WAL
examples - Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
pglogical - Logical Replication extension for PostgreSQL 15, 14, 13, 12, 11, 10, 9.6, 9.5, 9.4 (Postgres), providing much faster replication than Slony, Bucardo or Londiste, as well as cross-version upgrades.
PySceneDetect - :movie_camera: Python and OpenCV-based scene cut/transition detection program & library.
obevo - Obevo is a database deployment tool that handles enterprise scale schemas and complexity
AI - Artificial Intelligence Projects
LINQ to DB - Linq to database provider.
pgvector - Open-source vector similarity search for Postgres
scalardb - Universal transaction manager