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zoqn!hG$zFQH{ohC+E*vkhbv5l9v1dH!DI(w-W*{;Tjr{oAa3CzYUnguQ?EW8}V07?<59c3j{*D#bjht5()M|-4J;-mY8*Lb#qN|(W zrc3xx&F-(87}k<_UpFankKm)5q=W%n4^pN7AN_a5)c?h8T=);?12m=p literal 0 HcmV?d00001 diff --git a/vizro-ai/docs/index.md b/vizro-ai/docs/index.md index 497b9bc4b..3183aec1e 100644 --- a/vizro-ai/docs/index.md +++ b/vizro-ai/docs/index.md @@ -18,16 +18,17 @@ Vizro-AI uses a large language model and Plotly to generate code for an interact [:octicons-arrow-right-24: Quickstart tutorial](pages/tutorials/quickstart/) -- :fontawesome-solid-keyboard:{ .lg .middle } __Get hands-on__ +- :fontawesome-solid-keyboard:{ .lg .middle } __Get hands-on__ --- [:octicons-arrow-right-24: Ways to run Vizro-AI](pages/user-guides/run-vizro-ai/)
    + [:octicons-arrow-right-24: Customize models](pages/user-guides/customize-vizro-ai/)
    [:octicons-arrow-right-24: Create advanced charts](pages/user-guides/create-advanced-charts/)
    [:octicons-arrow-right-24: Use different languages](pages/user-guides/use-different-languages/)
    [:octicons-arrow-right-24: Add charts to a dashboard](pages/user-guides/add-generated-chart-usecase/) -- :material-format-font:{ .lg .middle } __Find out more__ +- :material-format-font:{ .lg .middle } __Find out more__ --- @@ -35,7 +36,7 @@ Vizro-AI uses a large language model and Plotly to generate code for an interact [:octicons-arrow-right-24: Safeguard dynamic code execution](pages/explanation/safeguard/)
    [:octicons-arrow-right-24: Guidelines for use of LLMs](pages/explanation/safety-in-vizro-ai//) -- :fontawesome-solid-chart-column:{ .lg .middle } __Vizro__ +- :fontawesome-solid-chart-column:{ .lg .middle } __Vizro__ --- diff --git a/vizro-ai/docs/pages/API-reference/vizro-ai.md b/vizro-ai/docs/pages/API-reference/vizro-ai.md new file mode 100644 index 000000000..91baf4646 --- /dev/null +++ b/vizro-ai/docs/pages/API-reference/vizro-ai.md @@ -0,0 +1,10 @@ +# VizroAI + + +::: vizro_ai + options: + merge_init_into_class: false + docstring_options: + ignore_init_summary: false + + diff --git a/vizro-ai/docs/pages/tutorials/quickstart.md b/vizro-ai/docs/pages/tutorials/quickstart.md index a675b8b80..6814656f2 100644 --- a/vizro-ai/docs/pages/tutorials/quickstart.md +++ b/vizro-ai/docs/pages/tutorials/quickstart.md @@ -60,6 +60,7 @@ Next, we instantiate `VizroAI`: ```python vizro_ai = VizroAI() ``` +To learn how to customize the `VizroAI` class, check out the guide on [how to customize models](../user-guides/customize-vizro-ai.md). Finally, we call the `plot()` method with our English language instruction, to generate the visualization: diff --git a/vizro-ai/docs/pages/user-guides/add-generated-chart-usecase.md b/vizro-ai/docs/pages/user-guides/add-generated-chart-usecase.md index 123aa100d..2241de7ea 100644 --- a/vizro-ai/docs/pages/user-guides/add-generated-chart-usecase.md +++ b/vizro-ai/docs/pages/user-guides/add-generated-chart-usecase.md @@ -1,6 +1,8 @@ # How to add Vizro-AI created charts into a Vizro dashboard -This guide explains how to add a chart generated by Vizro-AI to your [Vizro](https://github.com/mckinsey/vizro/tree/main/vizro-core) dashboard. +This guide explains the different ways in which you can add a chart generated by Vizro-AI to your [Vizro](https://github.com/mckinsey/vizro/tree/main/vizro-core) dashboard. + +### Use Vizro-AI's generated code 1. Create a chart with Vizro-AI that you would like to visualize in a dashboard. @@ -103,4 +105,55 @@ This object must then be passed to the `figure` argument of the Vizro [Graph](ht [VizroDashboard]: ../../assets/user_guides/chart_into_dashboard_large.gif +### Use Vizro-AI dynamically to return a `fig` object + +Alternatively, we can use Vizro-AI dynamically and assign the output of `plot()` directly to the fig variable, enabling its reuse in the `vm.Graph.figure` argument. +This method offers streamlined efficiency, eliminating the need for code copying. +However, it is important to note that each dashboard run triggers an API call to OpenAI, potentially escalating costs, although this can be avoided if the `fig` object is stored and retrieved as needed, instead of making repeated calls to `plot()`. + +Executing the code below yields the identical dashboard as the example above. + + +!!! example "Use Vizro-AI fig directly in vizro dashboard" + === "Code for the cell" + ```py + from vizro import Vizro + import vizro.models as vm + import pandas as pd + import plotly.express as px + import vizro_ai + from vizro_ai import VizroAI + + from dotenv import load_dotenv + load_dotenv() + df = px.data.gapminder() + vizro_ai = VizroAI(model="gpt-4-0613") + + fig = vizro_ai.plot(df, + """Plot a bubble chart to show the changes in life expectancy + and GDP per capita for each country over time. + Color the bubbles by continent. + Add animation on yearly basis, and do not use facets. + Put the legend on top""") + + page = vm.Page( + title = 'Demographics', + components = [ + vm.Graph(id='bubble chart', figure=fig), + vm.Graph(id='histogram', figure = px.box(df, + x='continent', + y='lifeExp', + color='continent', + title='Life Expectancy per Continent'))], + controls = [ + vm.Filter(column='country'), + vm.Filter(column='continent')]) + + Vizro().build(vm.Dashboard(pages=[page])).run(port=8000) + ``` + === "Result" + [![VizroDashboard2]][VizroDashboard2] + + [VizroDashboard2]: ../../assets/user_guides/chart_into_dashboard_2.gif + With Vizro-AI you can create visually captivating charts and plug them into your [Vizro](https://github.com/mckinsey/vizro/tree/main/vizro-core) dashboard in seconds! diff --git a/vizro-ai/mkdocs.yml b/vizro-ai/mkdocs.yml index edc049635..eb12dda1c 100644 --- a/vizro-ai/mkdocs.yml +++ b/vizro-ai/mkdocs.yml @@ -18,6 +18,8 @@ nav: - Disclaimer: pages/explanation/disclaimer.md - Safeguard code execution: pages/explanation/safeguard.md - Safety in Vizro-AI: pages/explanation/safety-in-vizro-ai.md + - API Reference: + - VizroAI: pages/API-reference/vizro-ai.md #- Contribute: # - Contributing: pages/contribute/contributing.md - Vizro: diff --git a/vizro-ai/src/vizro_ai/_vizro_ai.py b/vizro-ai/src/vizro_ai/_vizro_ai.py index d2be5479c..8417ca583 100644 --- a/vizro-ai/src/vizro_ai/_vizro_ai.py +++ b/vizro-ai/src/vizro_ai/_vizro_ai.py @@ -114,7 +114,7 @@ def plot( max_debug_retry: Maximum number of retries to debug errors. Defaults to `3`. Returns: - go.Figure + Plotly Figure object or a dictionary containing data """ output_dict = self._run_plot_tasks(df, user_input, explain=explain, max_debug_retry=max_debug_retry)

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