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效率与协作技能,来自 obra/superpowers,查看原文获取完整用途和操作说明。
marimo【部署与运维】Guide for creating and working with marimo notebooks, the reactive Python notebook that stores as pure .py files. This skill should be used when creating, editing, running, or deploying marimo notebooks.
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marimo is an open-source reactive Python notebook that reinvents notebooks as reproducible, interactive, and shareable Python programs. Unlike traditional Jupyter notebooks, marimo notebooks:
.py files (Git-friendly, no JSON)pip install marimo # Basic
pip install marimo[recommended] # With extras
pip install marimo[sql] # With SQL support
marimo tutorial intro # Start tutorial
# Edit
marimo edit # New notebook
marimo edit notebook.py # Edit existing
marimo edit --watch --sandbox # Watch files, isolate deps
# Run as app
marimo run notebook.py # Read-only app
marimo run notebook.py --watch # Auto-reload on changes
# Run as script
python notebook.py
# Create from prompt
marimo new "analyze sales data"
# Convert
marimo convert notebook.ipynb -o notebook.py
# Export
marimo export html notebook.py -o output.html
marimo export html-wasm notebook.py -o output.html # Browser-executable
Running a cell automatically runs all cells that depend on it. Execution order is determined by variable dependencies (DAG), not cell position.
list.append() aren't tracked; reassign insteadNotebooks are pure Python files with marimo decorators:
import marimo
app = marimo.App()
@app.cell
def _():
import marimo as mo
return (mo,)
@app.cell
def _(mo):
mo.md("# My Notebook")
return ()
Detailed documentation for each API is available in the references/ directory. Consult these files for comprehensive examples and parameters.
| API | Reference File | Description |
|---|---|---|
| Markdown | references/markdown.md | mo.md() for rich text, LaTeX, icons |
| HTML | references/html.md | mo.Html, mo.as_html(), styling |
| Outputs | references/outputs.md | mo.output.append(), console redirection |
| API | Reference File | Description |
|---|---|---|
| Inputs | references/inputs.md | Sliders, text, dropdowns, tables, forms, etc. |
| Layouts | references/layouts.md | mo.hstack, mo.vstack, tabs, accordion, etc. |
| Media | references/media.md | Images, audio, video, PDF, downloads |
| Plotting | references/plotting.md | Altair, Plotly, matplotlib integration |
| Diagrams | references/diagrams.md | Mermaid diagrams |
| Status | references/status.md | Progress bars, spinners |
| API | Reference File | Description |
|---|---|---|
| SQL | references/sql.md | mo.sql() for database and DataFrame queries |
| API | Reference File | Description |
|---|---|---|
| Control Flow | references/control-flow.md | mo.stop(), conditional execution |
| State | references/state.md | mo.state() for UI synchronization |
| Caching | references/caching.md | @mo.cache, @mo.persistent_cache |
| Query Params | references/query-params.md | mo.query_params() for URL state |
| CLI Args | references/cli-args.md | mo.cli_args() for script arguments |
| Watch | references/watch.md | mo.watch.file() for reactive file monitoring |
| App | references/app.md | Embedding notebooks, mo.app_meta() |
| Cell | references/cell.md | Cross-notebook execution, testing |
import marimo as mo
slider = mo.ui.slider(0, 100, value=50, label="Threshold")
slider
# In another cell
mo.md(f"Selected value: **{slider.value}**")
table = mo.ui.table(df, selection="multi")
table
# In another cell
selected = table.value # Selected rows as DataFrame
result = mo.sql(f"SELECT * FROM {df} WHERE value > {threshold.value}")
mo.stop(form.value is None, mo.md("Submit the form to continue"))
# Rest of cell runs only after form submission
marimo run notebook.py # Local app
marimo export html-wasm notebook.py # Static WASM app
Layout options: Vertical (default), Grid (drag-drop in editor), Slides.
@mo.cache for expensive computationsmo.stop() to prevent expensive ops until readymo.state() unless synchronizing multiple UI elements