kuasar
pandas-ai
| kuasar | pandas-ai | |
|---|---|---|
| 5 | 18 | |
| 1,273 | 13,607 | |
| 1.3% | 3.5% | |
| 8.4 | 9.5 | |
| about 1 month ago | 12 days ago | |
| Rust | Python | |
| 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.
kuasar
- My VM is lighter (and safer) than your container
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The advantage of WASM compared with container runtimes
Right now most early examples alas boot a container with a wasm runtime for each wasm instance, which is a sad waste. The whole advantage of wasm should be very lightweight low overhead wasm runtime instances atop a common wasm process. Having a process or container for each instance loses a ton of the benefit, makes it not much better than a regular container.
Thankfully there is work like the Containerd Sandbox API which enables new architectures like this. https://github.com/containerd/containerd/issues/4131
It's still being used to spawn a wasm processes per instance for now, but container runtime project Kuasar is already using the Sandbox API to save significant resources, and has already chimed in in comments on HN to express a desire to have shared-process/multi-wasm-instamxe runtimes, which could indeed allow sub ms spawning that could enable instance per request architectures. https://github.com/kuasar-io/kuasar
- FLaNK Stack Weekly for 30 April 2023
- Kuasar - A Container Runtime in Rust
- Kuasar: An efficient multi-sandbox container runtime
pandas-ai
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Using RAG to Build Your IDE Agents
In this blog, we will build a powerful IDE agent for PandasAI using Dash Agent. Then later on, we'll understand how using RAG can significantly improve LLM responses.
- PandasAI – Open-Source AI Agents for Data Analysis
- Pandas-AI: Chat with your database (SQL, CSV, Pandas, polars, MongoDB, etc.)
- PandasAI is great but is there a more general library?
- AI enhanced Pandas Python Library
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[P] Project Asking for Feedbacks, Critiques, and Everything in Between!
I started working on a project recently to familiar myself with LLM's. The project is called matplotlib_ai, and it's inspired by pandas_ai. matplotlib_ai is a package that is able to take in a natural language prompt by the user and generate graphs based on it. As of right now, it uses OpenAI's GPT-3.5 service only (so yes, it requires an API key from OpenAI), but I plan on incorporating other free LLM's too. The GitHub repo is here: https://github.com/notY0rick/matplotlib_ai.
- Trying to run prompt through pandasai and receiving index error
- Pandas AI?
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How do I get Local LLM to analyze an whole excel or CSV?
you could use this https://github.com/gventuri/pandas-ai
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Pandas AI – The Future of Data Analysis
The medium article is ok, if blocked at times. This is just a summary, not by the package author.
You can jump to the code at https://github.com/gventuri/pandas-ai to see more of what it's trying to do.
What are some alternatives?
agorakube - Agorakube is a Certified Kubernetes Distribution built on top of CNCF ecosystem that provides an enterprise grade solution following best practices to manage a conformant Kubernetes cluster for on-premise and public cloud providers.
RasaGPT - 💬 RasaGPT is the first headless LLM chatbot platform built on top of Rasa and Langchain. Built w/ Rasa, FastAPI, Langchain, LlamaIndex, SQLModel, pgvector, ngrok, telegram
oxia - Oxia - Metadata store and coordination system
keras-ocr - A packaged and flexible version of the CRAFT text detector and Keras CRNN recognition model.
HealthGPT - Query your Apple Health data with natural language 💬 🩺
sketch - AI code-writing assistant that understands data content
pandasql - sqldf for pandas
kata-containers - Kata Containers is an open source project and community working to build a standard implementation of lightweight Virtual Machines (VMs) that feel and perform like containers, but provide the workload isolation and security advantages of VMs. https://katacontainers.io/
PromptQueries - An open-source C# library for generating LINQ queries using natural language prompts. Uses OpenAI API for language processing. Supports IQueryable data sources. Prevents SQL injection attacks. Simple and easy-to-use API.
SDV - Synthetic data generation for tabular data
killport - A command-line tool to easily kill processes running on a specified port.