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- from __future__ import annotations
- from typing import TYPE_CHECKING
- from wandb.plot.custom_chart import plot_table
- if TYPE_CHECKING:
- import wandb
- from wandb.plot.custom_chart import CustomChart
- def histogram(
- table: wandb.Table,
- value: str,
- title: str = "",
- split_table: bool = False,
- ) -> CustomChart:
- """Constructs a histogram chart from a W&B Table.
- Args:
- table: The W&B Table containing the data for the histogram.
- value: The label for the bin axis (x-axis).
- title: The title of the histogram plot.
- split_table: Whether the table should be split into a separate section
- in the W&B UI. If `True`, the table will be displayed in a section named
- "Custom Chart Tables". Default is `False`.
- Returns:
- CustomChart: A custom chart object that can be logged to W&B. To log the
- chart, pass it to `wandb.log()`.
- Example:
- ```python
- import math
- import random
- import wandb
- # Generate random data
- data = [[i, random.random() + math.sin(i / 10)] for i in range(100)]
- # Create a W&B Table
- table = wandb.Table(
- data=data,
- columns=["step", "height"],
- )
- # Create a histogram plot
- histogram = wandb.plot.histogram(
- table,
- value="height",
- title="My Histogram",
- )
- # Log the histogram plot to W&B
- with wandb.init(...) as run:
- run.log({"histogram-plot1": histogram})
- ```
- """
- return plot_table(
- data_table=table,
- vega_spec_name="wandb/histogram/v0",
- fields={"value": value},
- string_fields={"title": title},
- split_table=split_table,
- )
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