Buckets:

rtrm's picture
|
download
raw
6.52 kB
# Logging methods
🤗 Evaluate strives to be transparent and explicit about how it works, but this can be quite verbose at times. We have included a series of logging methods which allow you to easily adjust the level of verbosity of the entire library. Currently the default verbosity of the library is set to `WARNING`.
To change the level of verbosity, use one of the direct setters. For instance, here is how to change the verbosity to the `INFO` level:
```py
import evaluate
evaluate.logging.set_verbosity_info()
```
You can also use the environment variable `EVALUATE_VERBOSITY` to override the default verbosity, and set it to one of the following: `debug`, `info`, `warning`, `error`, `critical`:
```bash
EVALUATE_VERBOSITY=error ./myprogram.py
```
All the methods of this logging module are documented below. The main ones are:
- [logging.get_verbosity()](/docs/evaluate/main/en/package_reference/logging_methods#evaluate.utils.logging.get_verbosity) to get the current level of verbosity in the logger
- [logging.set_verbosity()](/docs/evaluate/main/en/package_reference/logging_methods#evaluate.utils.logging.set_verbosity) to set the verbosity to the level of your choice
In order from the least to the most verbose (with their corresponding `int` values):
1. `logging.CRITICAL` or `logging.FATAL` (int value, 50): only report the most critical errors.
2. `logging.ERROR` (int value, 40): only report errors.
3. `logging.WARNING` or `logging.WARN` (int value, 30): only reports error and warnings. This the default level used by the library.
4. `logging.INFO` (int value, 20): reports error, warnings and basic information.
5. `logging.DEBUG` (int value, 10): report all information.
By default, `tqdm` progress bars will be displayed during evaluate download and processing. [logging.disable_progress_bar()](/docs/evaluate/main/en/package_reference/logging_methods#evaluate.disable_progress_bar) and [logging.enable_progress_bar()](/docs/evaluate/main/en/package_reference/logging_methods#evaluate.enable_progress_bar) can be used to suppress or unsuppress this behavior.
## Functions[[evaluate.utils.logging.get_verbosity]]
#### evaluate.utils.logging.get_verbosity[[evaluate.utils.logging.get_verbosity]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L85)
Return the current level for the Hugging Face Evaluate library's root logger.
> [!TIP]
> Hugging Face Evaluate library has following logging levels:
> - `evaluate.logging.CRITICAL`, `evaluate.logging.FATAL`
> - `evaluate.logging.ERROR`
> - `evaluate.logging.WARNING`, `evaluate.logging.WARN`
> - `evaluate.logging.INFO`
> - `evaluate.logging.DEBUG`
**Returns:**
Logging level, e.g., `evaluate.logging.DEBUG` and `evaluate.logging.INFO`.
#### evaluate.utils.logging.set_verbosity[[evaluate.utils.logging.set_verbosity]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L101)
Set the level for the Hugging Face Evaluate library's root logger.
**Parameters:**
verbosity : Logging level, e.g., `evaluate.logging.DEBUG` and `evaluate.logging.INFO`.
#### evaluate.utils.logging.set_verbosity_info[[evaluate.utils.logging.set_verbosity_info]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L110)
Set the level for the Hugging Face Evaluate library's root logger to `INFO`.
This will display most of the logging information and tqdm bars.
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.INFO)`.
#### evaluate.utils.logging.set_verbosity_warning[[evaluate.utils.logging.set_verbosity_warning]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L120)
Set the level for the Hugging Face Evaluate library's root logger to `WARNING`.
This will display only the warning and errors logging information and tqdm bars.
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.WARNING)`.
#### evaluate.utils.logging.set_verbosity_debug[[evaluate.utils.logging.set_verbosity_debug]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L130)
Set the level for the Hugging Face Evaluate library's root logger to `DEBUG`.
This will display all the logging information and tqdm bars.
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.DEBUG)`.
#### evaluate.utils.logging.set_verbosity_error[[evaluate.utils.logging.set_verbosity_error]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L140)
Set the level for the Hugging Face Evaluate library's root logger to `ERROR`.
This will display only the errors logging information and tqdm bars.
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.ERROR)`.
#### evaluate.utils.logging.disable_propagation[[evaluate.utils.logging.disable_propagation]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L150)
Disable propagation of the library log outputs.
Note that log propagation is disabled by default.
#### evaluate.utils.logging.enable_propagation[[evaluate.utils.logging.enable_propagation]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L157)
Enable propagation of the library log outputs.
Please disable the Hugging Face Evaluate library's default handler to prevent double logging if the root logger has
been configured.
#### evaluate.utils.logging.get_logger[[evaluate.utils.logging.get_logger]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L78)
Return a logger with the specified name.
#### evaluate.enable_progress_bar[[evaluate.enable_progress_bar]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L221)
Enable tqdm progress bar.
#### evaluate.disable_progress_bar[[evaluate.disable_progress_bar]]
[Source](https://github.com/huggingface/evaluate/blob/main/src/evaluate/utils/logging.py#L227)
Enable tqdm progress bar.
## Levels
### evaluate.logging.CRITICAL
evaluate.logging.CRITICAL = 50
### evaluate.logging.DEBUG
evaluate.logging.DEBUG = 10
### evaluate.logging.ERROR
evaluate.logging.ERROR = 40
### evaluate.logging.FATAL
evaluate.logging.FATAL = 50
### evaluate.logging.INFO
evaluate.logging.INFO = 20
### evaluate.logging.NOTSET
evaluate.logging.NOTSET = 0
### evaluate.logging.WARN
evaluate.logging.WARN = 30
### evaluate.logging.WARNING
evaluate.logging.WARNING = 30

Xet Storage Details

Size:
6.52 kB
·
Xet hash:
575230db64adeeb7ca7702cd2dc14577102f3d9a2c3a15b2782b77cbc6bb4bdb

Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.