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exp: pygwalker data explorer in streamlit #2216
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Original file line number | Diff line number | Diff line change |
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import dlt | ||
import pygwalker | ||
import streamlit as st | ||
from pygwalker.api.streamlit import StreamlitRenderer | ||
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st.set_page_config(layout="wide") | ||
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@st.cache_resource | ||
def pygwalker_renderer(pipeline_name: str, table_name: str) -> StreamlitRenderer: | ||
pipeline = dlt.attach(pipeline_name) | ||
dataset = pipeline.dataset() | ||
df = dataset[table_name].df() | ||
return StreamlitRenderer( | ||
df, | ||
kernel_computation=True, # use duckdb under the hood | ||
default_tab="vis" | ||
) | ||
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def select_table_name(pipeline: dlt.Pipeline) -> str: | ||
current_schema = pipeline.default_schema | ||
if schema_name := st.session_state.get("schema_name"): | ||
current_schema = pipeline.schemas[schema_name] | ||
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selected_table = st.selectbox( | ||
label="Active table", | ||
options=current_schema.data_tables(), | ||
format_func=lambda t: t["name"] | ||
) | ||
return selected_table["name"] | ||
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def show_explorer(pipeline: dlt.Pipeline) -> None: | ||
selected_table_name = select_table_name(pipeline) | ||
renderer = pygwalker_renderer( | ||
pipeline_name=pipeline.pipeline_name, | ||
table_name=selected_table_name, | ||
) | ||
renderer.explorer() |
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Original file line number | Diff line number | Diff line change |
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import dlt | ||
import streamlit as st | ||
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from dlt.helpers.streamlit_app.blocks.explorer import show_explorer | ||
from dlt.helpers.streamlit_app.blocks.menu import menu | ||
from dlt.helpers.streamlit_app.utils import render_with_pipeline | ||
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def show(pipeline: dlt.Pipeline) -> None: | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. we should have at least simple tests for this page to make sure it renders. |
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with st.sidebar: | ||
menu(pipeline) | ||
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show_explorer(pipeline) | ||
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if __name__ == "__main__": | ||
render_with_pipeline(show) |
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this will load the full table into memory, is this desired? on a large table this will take a long time and at some point kill the host. is there some other way we could do this?