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Parent(s):
Duplicate from marimo-team/marimo-app-template
Browse filesCo-authored-by: Myles Scolnick <[email protected]>
- .gitattributes +35 -0
- Dockerfile +16 -0
- README.md +13 -0
- app.py +470 -0
- development.md +8 -0
- requirements.txt +5 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.xz filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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Dockerfile
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FROM python:3.12
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COPY --from=ghcr.io/astral-sh/uv:0.4.20 /uv /bin/uv
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RUN useradd -m -u 1000 user
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ENV PATH="/home/user/.local/bin:$PATH"
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ENV UV_SYSTEM_PYTHON=1
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WORKDIR /app
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COPY --chown=user ./requirements.txt requirements.txt
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RUN uv pip install -r requirements.txt
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COPY --chown=user . /app
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USER user
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CMD ["marimo", "run", "app.py", "--host", "0.0.0.0", "--port", "7860"]
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README.md
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---
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title: marimo app template
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emoji: 🍃
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colorFrom: indigo
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colorTo: purple
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sdk: docker
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pinned: true
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license: mit
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short_description: Template for deploying a marimo application to HF
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---
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Check out marimo at <https://github.com/marimo-team/marimo>
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Check out the configuration reference at <https://huggingface.co/docs/hub/spaces-config-reference>
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app.py
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import marimo
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2 |
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3 |
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__generated_with = "0.9.2"
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app = marimo.App()
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6 |
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@app.cell
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def __():
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import marimo as mo
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mo.md("# Welcome to marimo! 🌊🍃")
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return (mo,)
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14 |
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15 |
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@app.cell
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def __(mo):
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slider = mo.ui.slider(1, 22)
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return (slider,)
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19 |
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|
20 |
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|
21 |
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@app.cell
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def __(mo, slider):
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mo.md(
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f"""
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25 |
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marimo is a **reactive** Python notebook.
|
26 |
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|
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This means that unlike traditional notebooks, marimo notebooks **run
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automatically** when you modify them or
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29 |
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interact with UI elements, like this slider: {slider}.
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30 |
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{"##" + "🍃" * slider.value}
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"""
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)
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return
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35 |
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|
36 |
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@app.cell(hide_code=True)
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def __(mo):
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39 |
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mo.accordion(
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{
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"Tip: disabling automatic execution": mo.md(
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rf"""
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43 |
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marimo lets you disable automatic execution: just go into the
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notebook settings and set
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45 |
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46 |
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"Runtime > On Cell Change" to "lazy".
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47 |
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|
48 |
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When the runtime is lazy, after running a cell, marimo marks its
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49 |
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descendants as stale instead of automatically running them. The
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50 |
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lazy runtime puts you in control over when cells are run, while
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51 |
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still giving guarantees about the notebook state.
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52 |
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"""
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)
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}
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)
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return
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|
58 |
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59 |
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@app.cell(hide_code=True)
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def __(mo):
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61 |
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mo.md(
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62 |
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"""
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63 |
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Tip: This is a tutorial notebook. You can create your own notebooks
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64 |
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by entering `marimo edit` at the command line.
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65 |
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"""
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).callout()
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return
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68 |
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69 |
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|
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@app.cell(hide_code=True)
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def __(mo):
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72 |
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mo.md(
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"""
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## 1. Reactive execution
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75 |
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|
76 |
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A marimo notebook is made up of small blocks of Python code called
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77 |
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cells.
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78 |
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79 |
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marimo reads your cells and models the dependencies among them: whenever
|
80 |
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a cell that defines a global variable is run, marimo
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81 |
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**automatically runs** all cells that reference that variable.
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82 |
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83 |
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Reactivity keeps your program state and outputs in sync with your code,
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84 |
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making for a dynamic programming environment that prevents bugs before they
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85 |
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happen.
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86 |
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"""
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87 |
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)
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88 |
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return
|
89 |
+
|
90 |
+
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91 |
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@app.cell(hide_code=True)
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92 |
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def __(changed, mo):
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93 |
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(
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94 |
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mo.md(
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95 |
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f"""
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96 |
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**✨ Nice!** The value of `changed` is now {changed}.
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97 |
+
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98 |
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When you updated the value of the variable `changed`, marimo
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99 |
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**reacted** by running this cell automatically, because this cell
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100 |
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references the global variable `changed`.
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101 |
+
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102 |
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Reactivity ensures that your notebook state is always
|
103 |
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consistent, which is crucial for doing good science; it's also what
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104 |
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enables marimo notebooks to double as tools and apps.
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105 |
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"""
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106 |
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)
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107 |
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if changed
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108 |
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else mo.md(
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109 |
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"""
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110 |
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**🌊 See it in action.** In the next cell, change the value of the
|
111 |
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variable `changed` to `True`, then click the run button.
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112 |
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"""
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113 |
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)
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114 |
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)
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115 |
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return
|
116 |
+
|
117 |
+
|
118 |
+
@app.cell
|
119 |
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def __():
|
120 |
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changed = False
|
121 |
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return (changed,)
|
122 |
+
|
123 |
+
|
124 |
+
@app.cell(hide_code=True)
|
125 |
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def __(mo):
|
126 |
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mo.accordion(
|
127 |
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{
|
128 |
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"Tip: execution order": (
|
129 |
+
"""
|
130 |
+
The order of cells on the page has no bearing on
|
131 |
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the order in which cells are executed: marimo knows that a cell
|
132 |
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reading a variable must run after the cell that defines it. This
|
133 |
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frees you to organize your code in the way that makes the most
|
134 |
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sense for you.
|
135 |
+
"""
|
136 |
+
)
|
137 |
+
}
|
138 |
+
)
|
139 |
+
return
|
140 |
+
|
141 |
+
|
142 |
+
@app.cell(hide_code=True)
|
143 |
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def __(mo):
|
144 |
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mo.md(
|
145 |
+
"""
|
146 |
+
**Global names must be unique.** To enable reactivity, marimo imposes a
|
147 |
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constraint on how names appear in cells: no two cells may define the same
|
148 |
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variable.
|
149 |
+
"""
|
150 |
+
)
|
151 |
+
return
|
152 |
+
|
153 |
+
|
154 |
+
@app.cell(hide_code=True)
|
155 |
+
def __(mo):
|
156 |
+
mo.accordion(
|
157 |
+
{
|
158 |
+
"Tip: encapsulation": (
|
159 |
+
"""
|
160 |
+
By encapsulating logic in functions, classes, or Python modules,
|
161 |
+
you can minimize the number of global variables in your notebook.
|
162 |
+
"""
|
163 |
+
)
|
164 |
+
}
|
165 |
+
)
|
166 |
+
return
|
167 |
+
|
168 |
+
|
169 |
+
@app.cell(hide_code=True)
|
170 |
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def __(mo):
|
171 |
+
mo.accordion(
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172 |
+
{
|
173 |
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"Tip: private variables": (
|
174 |
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"""
|
175 |
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Variables prefixed with an underscore are "private" to a cell, so
|
176 |
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they can be defined by multiple cells.
|
177 |
+
"""
|
178 |
+
)
|
179 |
+
}
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180 |
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)
|
181 |
+
return
|
182 |
+
|
183 |
+
|
184 |
+
@app.cell(hide_code=True)
|
185 |
+
def __(mo):
|
186 |
+
mo.md(
|
187 |
+
"""
|
188 |
+
## 2. UI elements
|
189 |
+
|
190 |
+
Cells can output interactive UI elements. Interacting with a UI
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191 |
+
element **automatically triggers notebook execution**: when
|
192 |
+
you interact with a UI element, its value is sent back to Python, and
|
193 |
+
every cell that references that element is re-run.
|
194 |
+
|
195 |
+
marimo provides a library of UI elements to choose from under
|
196 |
+
`marimo.ui`.
|
197 |
+
"""
|
198 |
+
)
|
199 |
+
return
|
200 |
+
|
201 |
+
|
202 |
+
@app.cell
|
203 |
+
def __(mo):
|
204 |
+
mo.md("""**🌊 Some UI elements.** Try interacting with the below elements.""")
|
205 |
+
return
|
206 |
+
|
207 |
+
|
208 |
+
@app.cell
|
209 |
+
def __(mo):
|
210 |
+
icon = mo.ui.dropdown(["🍃", "🌊", "✨"], value="🍃")
|
211 |
+
return (icon,)
|
212 |
+
|
213 |
+
|
214 |
+
@app.cell
|
215 |
+
def __(icon, mo):
|
216 |
+
repetitions = mo.ui.slider(1, 16, label=f"number of {icon.value}: ")
|
217 |
+
return (repetitions,)
|
218 |
+
|
219 |
+
|
220 |
+
@app.cell
|
221 |
+
def __(icon, repetitions):
|
222 |
+
icon, repetitions
|
223 |
+
return
|
224 |
+
|
225 |
+
|
226 |
+
@app.cell
|
227 |
+
def __(icon, mo, repetitions):
|
228 |
+
mo.md("# " + icon.value * repetitions.value)
|
229 |
+
return
|
230 |
+
|
231 |
+
|
232 |
+
@app.cell(hide_code=True)
|
233 |
+
def __(mo):
|
234 |
+
mo.md(
|
235 |
+
"""
|
236 |
+
## 3. marimo is just Python
|
237 |
+
|
238 |
+
marimo cells parse Python (and only Python), and marimo notebooks are
|
239 |
+
stored as pure Python files — outputs are _not_ included. There's no
|
240 |
+
magical syntax.
|
241 |
+
|
242 |
+
The Python files generated by marimo are:
|
243 |
+
|
244 |
+
- easily versioned with git, yielding minimal diffs
|
245 |
+
- legible for both humans and machines
|
246 |
+
- formattable using your tool of choice,
|
247 |
+
- usable as Python scripts, with UI elements taking their default
|
248 |
+
values, and
|
249 |
+
- importable by other modules (more on that in the future).
|
250 |
+
"""
|
251 |
+
)
|
252 |
+
return
|
253 |
+
|
254 |
+
|
255 |
+
@app.cell(hide_code=True)
|
256 |
+
def __(mo):
|
257 |
+
mo.md(
|
258 |
+
"""
|
259 |
+
## 4. Running notebooks as apps
|
260 |
+
|
261 |
+
marimo notebooks can double as apps. Click the app window icon in the
|
262 |
+
bottom-right to see this notebook in "app view."
|
263 |
+
|
264 |
+
Serve a notebook as an app with `marimo run` at the command-line.
|
265 |
+
Of course, you can use marimo just to level-up your
|
266 |
+
notebooking, without ever making apps.
|
267 |
+
"""
|
268 |
+
)
|
269 |
+
return
|
270 |
+
|
271 |
+
|
272 |
+
@app.cell(hide_code=True)
|
273 |
+
def __(mo):
|
274 |
+
mo.md(
|
275 |
+
"""
|
276 |
+
## 5. The `marimo` command-line tool
|
277 |
+
|
278 |
+
**Creating and editing notebooks.** Use
|
279 |
+
|
280 |
+
```
|
281 |
+
marimo edit
|
282 |
+
```
|
283 |
+
|
284 |
+
in a terminal to start the marimo notebook server. From here
|
285 |
+
you can create a new notebook or edit existing ones.
|
286 |
+
|
287 |
+
|
288 |
+
**Running as apps.** Use
|
289 |
+
|
290 |
+
```
|
291 |
+
marimo run notebook.py
|
292 |
+
```
|
293 |
+
|
294 |
+
to start a webserver that serves your notebook as an app in read-only mode,
|
295 |
+
with code cells hidden.
|
296 |
+
|
297 |
+
**Convert a Jupyter notebook.** Convert a Jupyter notebook to a marimo
|
298 |
+
notebook using `marimo convert`:
|
299 |
+
|
300 |
+
```
|
301 |
+
marimo convert your_notebook.ipynb > your_app.py
|
302 |
+
```
|
303 |
+
|
304 |
+
**Tutorials.** marimo comes packaged with tutorials:
|
305 |
+
|
306 |
+
- `dataflow`: more on marimo's automatic execution
|
307 |
+
- `ui`: how to use UI elements
|
308 |
+
- `markdown`: how to write markdown, with interpolated values and
|
309 |
+
LaTeX
|
310 |
+
- `plots`: how plotting works in marimo
|
311 |
+
- `sql`: how to use SQL
|
312 |
+
- `layout`: layout elements in marimo
|
313 |
+
- `fileformat`: how marimo's file format works
|
314 |
+
- `markdown-format`: for using `.md` files in marimo
|
315 |
+
- `for-jupyter-users`: if you are coming from Jupyter
|
316 |
+
|
317 |
+
Start a tutorial with `marimo tutorial`; for example,
|
318 |
+
|
319 |
+
```
|
320 |
+
marimo tutorial dataflow
|
321 |
+
```
|
322 |
+
|
323 |
+
In addition to tutorials, we have examples in our
|
324 |
+
[our GitHub repo](https://www.github.com/marimo-team/marimo/tree/main/examples).
|
325 |
+
"""
|
326 |
+
)
|
327 |
+
return
|
328 |
+
|
329 |
+
|
330 |
+
@app.cell(hide_code=True)
|
331 |
+
def __(mo):
|
332 |
+
mo.md(
|
333 |
+
"""
|
334 |
+
## 6. The marimo editor
|
335 |
+
|
336 |
+
Here are some tips to help you get started with the marimo editor.
|
337 |
+
"""
|
338 |
+
)
|
339 |
+
return
|
340 |
+
|
341 |
+
|
342 |
+
@app.cell
|
343 |
+
def __(mo, tips):
|
344 |
+
mo.accordion(tips)
|
345 |
+
return
|
346 |
+
|
347 |
+
|
348 |
+
@app.cell(hide_code=True)
|
349 |
+
def __(mo):
|
350 |
+
mo.md("""## Finally, a fun fact""")
|
351 |
+
return
|
352 |
+
|
353 |
+
|
354 |
+
@app.cell(hide_code=True)
|
355 |
+
def __(mo):
|
356 |
+
mo.md(
|
357 |
+
"""
|
358 |
+
The name "marimo" is a reference to a type of algae that, under
|
359 |
+
the right conditions, clumps together to form a small sphere
|
360 |
+
called a "marimo moss ball". Made of just strands of algae, these
|
361 |
+
beloved assemblages are greater than the sum of their parts.
|
362 |
+
"""
|
363 |
+
)
|
364 |
+
return
|
365 |
+
|
366 |
+
|
367 |
+
@app.cell(hide_code=True)
|
368 |
+
def __():
|
369 |
+
tips = {
|
370 |
+
"Saving": (
|
371 |
+
"""
|
372 |
+
**Saving**
|
373 |
+
|
374 |
+
- _Name_ your app using the box at the top of the screen, or
|
375 |
+
with `Ctrl/Cmd+s`. You can also create a named app at the
|
376 |
+
command line, e.g., `marimo edit app_name.py`.
|
377 |
+
|
378 |
+
- _Save_ by clicking the save icon on the bottom right, or by
|
379 |
+
inputting `Ctrl/Cmd+s`. By default marimo is configured
|
380 |
+
to autosave.
|
381 |
+
"""
|
382 |
+
),
|
383 |
+
"Running": (
|
384 |
+
"""
|
385 |
+
1. _Run a cell_ by clicking the play ( ▷ ) button on the top
|
386 |
+
right of a cell, or by inputting `Ctrl/Cmd+Enter`.
|
387 |
+
|
388 |
+
2. _Run a stale cell_ by clicking the yellow run button on the
|
389 |
+
right of the cell, or by inputting `Ctrl/Cmd+Enter`. A cell is
|
390 |
+
stale when its code has been modified but not run.
|
391 |
+
|
392 |
+
3. _Run all stale cells_ by clicking the play ( ▷ ) button on
|
393 |
+
the bottom right of the screen, or input `Ctrl/Cmd+Shift+r`.
|
394 |
+
"""
|
395 |
+
),
|
396 |
+
"Console Output": (
|
397 |
+
"""
|
398 |
+
Console output (e.g., `print()` statements) is shown below a
|
399 |
+
cell.
|
400 |
+
"""
|
401 |
+
),
|
402 |
+
"Creating, Moving, and Deleting Cells": (
|
403 |
+
"""
|
404 |
+
1. _Create_ a new cell above or below a given one by clicking
|
405 |
+
the plus button to the left of the cell, which appears on
|
406 |
+
mouse hover.
|
407 |
+
|
408 |
+
2. _Move_ a cell up or down by dragging on the handle to the
|
409 |
+
right of the cell, which appears on mouse hover.
|
410 |
+
|
411 |
+
3. _Delete_ a cell by clicking the trash bin icon. Bring it
|
412 |
+
back by clicking the undo button on the bottom right of the
|
413 |
+
screen, or with `Ctrl/Cmd+Shift+z`.
|
414 |
+
"""
|
415 |
+
),
|
416 |
+
"Disabling Automatic Execution": (
|
417 |
+
"""
|
418 |
+
Via the notebook settings (gear icon) or footer panel, you
|
419 |
+
can disable automatic execution. This is helpful when
|
420 |
+
working with expensive notebooks or notebooks that have
|
421 |
+
side-effects like database transactions.
|
422 |
+
"""
|
423 |
+
),
|
424 |
+
"Disabling Cells": (
|
425 |
+
"""
|
426 |
+
You can disable a cell via the cell context menu.
|
427 |
+
marimo will never run a disabled cell or any cells that depend on it.
|
428 |
+
This can help prevent accidental execution of expensive computations
|
429 |
+
when editing a notebook.
|
430 |
+
"""
|
431 |
+
),
|
432 |
+
"Code Folding": (
|
433 |
+
"""
|
434 |
+
You can collapse or fold the code in a cell by clicking the arrow
|
435 |
+
icons in the line number column to the left, or by using keyboard
|
436 |
+
shortcuts.
|
437 |
+
|
438 |
+
Use the command palette (`Ctrl/Cmd+k`) or a keyboard shortcut to
|
439 |
+
quickly fold or unfold all cells.
|
440 |
+
"""
|
441 |
+
),
|
442 |
+
"Code Formatting": (
|
443 |
+
"""
|
444 |
+
If you have [ruff](https://github.com/astral-sh/ruff) installed,
|
445 |
+
you can format a cell with the keyboard shortcut `Ctrl/Cmd+b`.
|
446 |
+
"""
|
447 |
+
),
|
448 |
+
"Command Palette": (
|
449 |
+
"""
|
450 |
+
Use `Ctrl/Cmd+k` to open the command palette.
|
451 |
+
"""
|
452 |
+
),
|
453 |
+
"Keyboard Shortcuts": (
|
454 |
+
"""
|
455 |
+
Open the notebook menu (top-right) or input `Ctrl/Cmd+Shift+h` to
|
456 |
+
view a list of all keyboard shortcuts.
|
457 |
+
"""
|
458 |
+
),
|
459 |
+
"Configuration": (
|
460 |
+
"""
|
461 |
+
Configure the editor by clicking the gears icon near the top-right
|
462 |
+
of the screen.
|
463 |
+
"""
|
464 |
+
),
|
465 |
+
}
|
466 |
+
return (tips,)
|
467 |
+
|
468 |
+
|
469 |
+
if __name__ == "__main__":
|
470 |
+
app.run()
|
development.md
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# Development
|
2 |
+
|
3 |
+
## Testing your Dockerfile locally
|
4 |
+
|
5 |
+
```bash
|
6 |
+
docker build -t marimo-app .
|
7 |
+
docker run -it --rm -p 7860:7860 marimo-app
|
8 |
+
```
|
requirements.txt
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
marimo
|
2 |
+
# Or a specific version
|
3 |
+
# marimo>=0.9.0
|
4 |
+
|
5 |
+
# Add other dependencies as needed
|