towhee
ai
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towhee | ai | |
---|---|---|
26 | 17 | |
2,989 | 7,641 | |
1.8% | 22.2% | |
8.6 | 9.8 | |
3 months ago | 8 days ago | |
Python | TypeScript | |
Apache License 2.0 | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
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.
ai
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Building a SQL Expert Bot: A Step-by-Step Guide with Vercel AI SDK and OpenAI API
The Vercel AI SDK is built for OpenAI APIs and includes a range of tools for utilizing OpenAI APIs.
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AI SDK 3.0: Stream React Components from LLMs to deliver richer user experiences
The AI is calling a function (https://platform.openai.com/docs/guides/function-calling) that is mapped to developer-controlled logic. The easiest thing to do is render specific UIs for every function call, but you can render however you'd like.
We kept the code snippets in the blog post brief, but you can see the full code for the demo here: https://github.com/vercel/ai/tree/main/examples/next-ai-rsc
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Create Your Own Local Chatbot with Next.js, Ollama, and ModelFusion
In this blog post, we'll build a Next.js chatbot that runs on your computer. We'll use Ollama to serve the OpenHermes 2.5 Mistral LLM (large language model) locally, the Vercel AI SDK to handle stream forwarding and rendering, and ModelFusion to integrate Ollama with the Vercel AI SDK. The chatbot will be able to generate responses to user messages in real-time.
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Best way to expand the Next-Langchain starter?
I recently set up the Next-Langchain-starter from Vercel, and it is phenomenal: Easy to setup, easy to modify. So far I've only done a few modifications:
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Fine-Tuning Vercel AI SDK
Vercel AI SDK Playground Documentation
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[P] MLOps for Vercel OpenAI chatbot infrastructure
I used infrastructure as code (IaC) to provision and deploy Vercel's next-openai example. IaC is useful because it applies the same rigor of application code development to infrastructure provisioning. Instead of manual point and click in a cloud console which can be unrepeatable or error-prone, you just store and change all infrastructure configurations as code in source control .
- The Vercel AI SDK: Build Streaming AI Apps with React, Svelte, Solid, and Vue
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How to build and deploy an AI Chatbot like ChatGPT without a credit card
You can use LLM providers other than hugging face such as Anthropic, Langchain adn OpenAI as well. Follow this doc to change the route handler(/api/chat/route.ts) and refer to the section of your chosen LLM provider.
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The New Vercel AI SDK: Your Own Chatbot in a Flash
**References: If you got stuck anywhere feel free to reach out. The Vercel documentation is excellent and the Github repo is also easily clonable if you don't have time to code from the start and just want to get stuck in customising.
- FLaNK Stack Weekly on 26 June 2023
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/
ai-chatbot - A full-featured, hackable Next.js AI chatbot built by Vercel
Milvus - A cloud-native vector database, storage for next generation AI applications
pygwalker - PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
examples - Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
try - Inspect a command's effects before modifying your live system
PySceneDetect - :movie_camera: Python and OpenCV-based scene cut/transition detection program & library.
nitro - Next Generation Server Toolkit. Create web servers with everything you need and deploy them wherever you prefer.
AI - Artificial Intelligence Projects
stream-processing-with-apache-flink
pgvector - Open-source vector similarity search for Postgres
Mailpit - An email and SMTP testing tool with API for developers