Source code for bigframes_vendored.pandas.core.config_init
# Contains code from https://github.com/pandas-dev/pandas/blob/main/pandas/core/config_init.py
"""
This module is imported from the pandas package __init__.py file
in order to ensure that the core.config options registered here will
be available as soon as the user loads the package. if register_option
is invoked inside specific modules, they will not be registered until that
module is imported, which may or may not be a problem.
If you need to make sure options are available even before a certain
module is imported, register them here rather than in the module.
"""
from __future__ import annotations
import dataclasses
from typing import Literal, Optional
[docs]
@dataclasses.dataclass
class DisplayOptions:
"""
Encapsulates the configuration for displaying objects.
**Examples:**
Define Repr mode to "deferred" will prevent job execution in repr.
>>> import bigframes.pandas as bpd
>>> df = bpd.read_gbq("bigquery-public-data.ml_datasets.penguins")
>>> bpd.options.display.repr_mode = "deferred"
>>> df.head(20) # will no longer run the job
Computation deferred. Computation will process 28.9 kB
Users can also get a dry run of the job by accessing the query_job property before they've run the job. This will return a dry run instance of the job they can inspect.
>>> df.query_job.total_bytes_processed
28947
User can execute the job by calling .to_pandas()
>>> # df.to_pandas()
Reset repr_mode option
>>> bpd.options.display.repr_mode = "head"
Can also set the progress_bar option to see the progress bar in terminal,
>>> bpd.options.display.progress_bar = "terminal"
notebook,
>>> bpd.options.display.progress_bar = "notebook"
or just remove it.
Setting to default value "auto" will detect and show progress bar automatically.
>>> bpd.options.display.progress_bar = "auto"
"""
# Options borrowed from pandas.
max_columns: int = 20
"""
Maximum number of columns to display. Default 20.
If `max_columns` is exceeded, switch to truncate view.
"""
max_rows: int = 10
"""
Maximum number of rows to display. Default 10.
If `max_rows` is exceeded, switch to truncate view.
"""
precision: int = 6
"""
Controls the floating point output precision. Defaults to 6.
See :attr:`pandas.options.display.precision`.
"""
# Options unique to BigQuery DataFrames.
progress_bar: Optional[str] = "auto"
"""
Determines if progress bars are shown during job runs. Default "auto".
Valid values are `auto`, `notebook`, and `terminal`. Set
to `None` to remove progress bars.
"""
repr_mode: Literal["head", "deferred", "anywidget"] = "head"
"""
Determines how to display a DataFrame or Series. Default "head".
`head`
Execute, download, and display results (limited to head) from
Dataframe and Series objects during repr.
`deferred`
Prevent executions from repr statements in DataFrame and Series objects.
Instead, estimated bytes processed will be shown. DataFrame and Series
objects can still be computed with methods that explicitly execute and
download results.
"""
max_colwidth: Optional[int] = 50
"""
The maximum width in characters of a column in the repr. Default 50.
When the column overflows, a "..." placeholder is embedded in the output. A
'None' value means unlimited.
"""
max_info_columns: int = 100
"""
Used in DataFrame.info method to decide if information in each column will
be printed. Default 100.
"""
max_info_rows: Optional[int] = 200_000
"""
Limit null check in ``df.info()`` only to frames with smaller dimensions than
max_info_rows. Default 200,000.
df.info() will usually show null-counts for each column.
For large frames, this can be quite slow. max_info_rows and max_info_cols
limit this null check only to frames with smaller dimensions than
specified.
"""
memory_usage: bool = True
"""
If True, memory usage of a DataFrame should be displayed when
df.info() is called. Default True.
Valid values True, False.
"""
blob_display: bool = True
"""
If True, display the blob content in notebook DataFrame preview. Default
True.
"""
blob_display_width: Optional[int] = None
"""
Width in pixels that the blob constrained to. Default None..
"""
blob_display_height: Optional[int] = None
"""
Height in pixels that the blob constrained to. Default None..
"""