Trendshift - Ask AI

base on A reactive notebook for Python — run reproducible experiments, execute as a script, deploy as an app, and version with git. <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/marimo-logotype-thick.svg"> A reactive Python notebook that's reproducible, git-friendly, and deployable as scripts or apps. <a href="https://docs.marimo.io" target="_blank">Docs</a> · <a href="https://marimo.io/discord?ref=readme" target="_blank">Discord</a> · <a href="https://github.com/marimo-team/marimo/tree/main/examples" target="_blank">Examples</a> English | <a href="https://github.com/marimo-team/marimo/blob/main/README_Chinese.md" target="_blank">简体中文</a> <a href="https://pypi.org/project/marimo/"><img src="https://img.shields.io/pypi/v/marimo?color=%2334D058&label=pypi" /></a> <a href="https://anaconda.org/conda-forge/marimo"><img src="https://img.shields.io/conda/vn/conda-forge/marimo.svg"/></a> <a href="https://marimo.io/discord?ref=readme"><img src="https://shields.io/discord/1059888774789730424" alt="discord" /></a> <img alt="Pepy Total Downloads" src="https://img.shields.io/pepy/dt/marimo?label=pypi%20%7C%20downloads"/> <img alt="Conda Downloads" src="https://img.shields.io/conda/d/conda-forge/marimo" /> <a href="https://github.com/marimo-team/marimo/blob/main/LICENSE"><img src="https://img.shields.io/pypi/l/marimo" /></a> **marimo** is a reactive Python notebook: run a cell or interact with a UI element, and marimo automatically runs dependent cells (or <a href="#expensive-notebooks">marks them as stale</a>), keeping code and outputs consistent. marimo notebooks are stored as pure Python, executable as scripts, and deployable as apps. **Highlights**. - 🚀 **batteries-included:** replaces `jupyter`, `streamlit`, `jupytext`, `ipywidgets`, `papermill`, and more - ⚡️ **reactive**: run a cell, and marimo reactively [runs all dependent cells](https://docs.marimo.io/guides/reactivity.html) or <a href="#expensive-notebooks">marks them as stale</a> - 🖐️ **interactive:** [bind sliders, tables, plots, and more](https://docs.marimo.io/guides/interactivity.html) to Python — no callbacks required - 🔬 **reproducible:** [no hidden state](https://docs.marimo.io/guides/reactivity.html#no-hidden-state), deterministic execution, [built-in package management](https://docs.marimo.io/guides/editor_features/package_management.html) - 🏃 **executable:** [execute as a Python script](https://docs.marimo.io/guides/scripts.html), parameterized by CLI args - 🛜 **shareable**: [deploy as an interactive web app](https://docs.marimo.io/guides/apps.html) or [slides](https://docs.marimo.io/guides/apps.html#slides-layout), [run in the browser via WASM](https://docs.marimo.io/guides/wasm.html) - 🛢️ **designed for data**: query dataframes and databases [with SQL](https://docs.marimo.io/guides/working_with_data/sql.html), filter and search [dataframes](https://docs.marimo.io/guides/working_with_data/dataframes.html) - 🐍 **git-friendly:** notebooks are stored as `.py` files - ⌨️ **a modern editor**: [GitHub Copilot](https://docs.marimo.io/guides/editor_features/ai_completion.html#github-copilot), [AI assistants](https://docs.marimo.io/guides/editor_features/ai_completion.html#using-ollama), vim keybindings, variable explorer, and [more](https://docs.marimo.io/guides/editor_features/index.html) ```python pip install marimo && marimo tutorial intro ``` _Try marimo at [our online playground](https://marimo.app/l/c7h6pz), which runs entirely in the browser!_ _Jump to the [quickstart](#quickstart) for a primer on our CLI._ ## A reactive programming environment marimo guarantees your notebook code, outputs, and program state are consistent. This [solves many problems](https://docs.marimo.io/faq.html#faq-problems) associated with traditional notebooks like Jupyter. **A reactive programming environment.** Run a cell and marimo _reacts_ by automatically running the cells that reference its variables, eliminating the error-prone task of manually re-running cells. Delete a cell and marimo scrubs its variables from program memory, eliminating hidden state. <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/reactive.gif" width="700px" /> <a name="expensive-notebooks"></a> **Compatible with expensive notebooks.** marimo lets you [configure the runtime to be lazy](https://docs.marimo.io/guides/configuration/runtime_configuration.html), marking affected cells as stale instead of automatically running them. This gives you guarantees on program state while preventing accidental execution of expensive cells. **Synchronized UI elements.** Interact with [UI elements](https://docs.marimo.io/guides/interactivity.html) like [sliders](https://docs.marimo.io/api/inputs/slider.html#slider), [dropdowns](https://docs.marimo.io/api/inputs/dropdown.html), [dataframe transformers](https://docs.marimo.io/api/inputs/dataframe.html), and [chat interfaces](https://docs.marimo.io/api/inputs/chat.html), and the cells that use them are automatically re-run with their latest values. <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/readme-ui.gif" width="700px" /> **Interactive dataframes.** [Page through, search, filter, and sort](https://docs.marimo.io/guides/working_with_data/dataframes.html) millions of rows blazingly fast, no code required. <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/docs-df.gif" width="700px" /> **Performant runtime.** marimo runs only those cells that need to be run by statically analyzing your code. **Dynamic markdown and SQL.** Use markdown to tell dynamic stories that depend on Python data. Or build [SQL](https://docs.marimo.io/guides/working_with_data/sql.html) queries that depend on Python values and execute them against dataframes, databases, CSVs, Google Sheets, or anything else using our built-in SQL engine, which returns the result as a Python dataframe. <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/readme-sql-cell.png" width="700px" /> Your notebooks are still pure Python, even if they use markdown or SQL. **Deterministic execution order.** Notebooks are executed in a deterministic order, based on variable references instead of cells' positions on the page. Organize your notebooks to best fit the stories you'd like to tell. **Built-in package management.** marimo has built-in support for all major package managers, letting you install packages on import. marimo can even [serialize package requirements](https://docs.marimo.io/guides/editor_features/package_management.html#auto-tracking-inline-script-metadata) in notebook files, and auto install them in [isolated venv sandboxes](https://docs.marimo.io/guides/editor_features/package_management.html#running-marimo-in-a-sandbox-environment-uv-only). **Batteries-included.** marimo comes with GitHub Copilot, AI assistants, Ruff code formatting, HTML export, fast code completion, a [VS Code extension](https://marketplace.visualstudio.com/items?itemName=marimo-team.vscode-marimo), an interactive dataframe viewer, and [many more](https://docs.marimo.io/guides/editor_features/index.html) quality-of-life features. ## Quickstart **Installation.** In a terminal, run ```bash pip install marimo # or conda install -c conda-forge marimo marimo tutorial intro ``` **Create notebooks.** Create or edit notebooks with ```bash marimo edit ``` **Run apps.** Run your notebook as a web app, with Python code hidden and uneditable: ```bash marimo run your_notebook.py ``` <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/docs-model-comparison.gif" style="border-radius: 8px" width="450px" /> **Execute as scripts.** Execute a notebook as a script at the command line: ```bash python your_notebook.py ``` **Automatically convert Jupyter notebooks.** Automatically convert Jupyter notebooks to marimo notebooks with the CLI ```bash marimo convert your_notebook.ipynb > your_notebook.py ``` or use our [web interface](https://marimo.io/convert). **Tutorials.** List all tutorials: ```bash marimo tutorial --help ``` ## Questions? See the [FAQ](https://docs.marimo.io/faq.html) at our docs. ## Learn more marimo is easy to get started with, with lots of room for power users. For example, here's an embedding visualizer made in marimo ([video](https://marimo.io/videos/landing/full.mp4)): <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/embedding.gif" width="700px" /> Check out our [docs](https://docs.marimo.io), the [`examples/`](examples/) folder, and our [gallery](https://marimo.io/gallery) to learn more. <table border="0"> <tr> <td> <a target="_blank" href="https://docs.marimo.io/getting_started/key_concepts.html"> <img src="https://docs.marimo.io/_static/reactive.gif" style="max-height: 150px; width: auto; display: block" /> </a> </td> <td> <a target="_blank" href="https://docs.marimo.io/api/inputs/index.html"> <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/readme-ui.gif" style="max-height: 150px; width: auto; display: block" /> </a> </td> <td> <a target="_blank" href="https://docs.marimo.io/guides/working_with_data/plotting.html"> <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/docs-intro.gif" style="max-height: 150px; width: auto; display: block" /> </a> </td> <td> <a target="_blank" href="https://docs.marimo.io/api/layouts/index.html"> <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/outputs.gif" style="max-height: 150px; width: auto; display: block" /> </a> </td> </tr> <tr> <td> <a target="_blank" href="https://docs.marimo.io/getting_started/key_concepts.html"> Tutorial </a> </td> <td> <a target="_blank" href="https://docs.marimo.io/api/inputs/index.html"> Inputs </a> </td> <td> <a target="_blank" href="https://docs.marimo.io/guides/working_with_data/plotting.html"> Plots </a> </td> <td> <a target="_blank" href="https://docs.marimo.io/api/layouts/index.html"> Layout </a> </td> </tr> <tr> <td> <a target="_blank" href="https://marimo.app/l/c7h6pz"> <img src="https://marimo.io/shield.svg"/> </a> </td> <td> <a target="_blank" href="https://marimo.app/l/0ue871"> <img src="https://marimo.io/shield.svg"/> </a> </td> <td> <a target="_blank" href="https://marimo.app/l/lxp1jk"> <img src="https://marimo.io/shield.svg"/> </a> </td> <td> <a target="_blank" href="https://marimo.app/l/14ovyr"> <img src="https://marimo.io/shield.svg"/> </a> </td> </tr> </table> ## Contributing We appreciate all contributions! You don't need to be an expert to help out. Please see [CONTRIBUTING.md](https://github.com/marimo-team/marimo/blob/main/CONTRIBUTING.md) for more details on how to get started. > Questions? Reach out to us [on Discord](https://marimo.io/discord?ref=readme). ## Community We're building a community. Come hang out with us! - 🌟 [Star us on GitHub](https://github.com/marimo-team/marimo) - 💬 [Chat with us on Discord](https://marimo.io/discord?ref=readme) - 📧 [Subscribe to our Newsletter](https://marimo.io/newsletter) - ☁️ [Join our Cloud Waitlist](https://marimo.io/cloud) - ✏️ [Start a GitHub Discussion](https://github.com/marimo-team/marimo/discussions) - 🦋 [Follow us on Bluesky](https://bsky.app/profile/marimo.io) - 🐦 [Follow us on Twitter](https://twitter.com/marimo_io) - 🕴️ [Follow us on LinkedIn](https://www.linkedin.com/company/marimo-io) ## Inspiration ✨ marimo is a **reinvention** of the Python notebook as a reproducible, interactive, and shareable Python program, instead of an error-prone JSON scratchpad. We believe that the tools we use shape the way we think — better tools, for better minds. With marimo, we hope to provide the Python community with a better programming environment to do research and communicate it; to experiment with code and share it; to learn computational science and teach it. Our inspiration comes from many places and projects, especially [Pluto.jl](https://github.com/fonsp/Pluto.jl), [ObservableHQ](https://observablehq.com/tutorials), and [Bret Victor's essays](http://worrydream.com/). marimo is part of a greater movement toward reactive dataflow programming. From [IPyflow](https://github.com/ipyflow/ipyflow), [streamlit](https://github.com/streamlit/streamlit), [TensorFlow](https://github.com/tensorflow/tensorflow), [PyTorch](https://github.com/pytorch/pytorch/tree/main), [JAX](https://github.com/google/jax), and [React](https://github.com/facebook/react), the ideas of functional, declarative, and reactive programming are transforming a broad range of tools for the better. <img src="https://raw.githubusercontent.com/marimo-team/marimo/main/docs/_static/marimo-logotype-horizontal.png" height="200px"> ", Assign "at most 3 tags" to the expected json: {"id":"6913","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"

AI prompts

AI prompts