import functools from tqdm_loggable.auto import tqdm import jax.debug as jdebug from jax._src.debugging import formatter # Adapting function from jax.debug to work with tqdm def _format_print_callback(fmt: str, *args, **kwargs): tqdm.write(fmt.format(*args, **kwargs)) def debug_print(fmt: str, *args, ordered: bool = True, **kwargs) -> None: """ Prints values and works in staged out JAX functions. Function adapted from :obj:`jax.debug.print` to work with tqdm. See there for original authors and function. Args: fmt (:obj:`str`): A format string, e.g. ``"hello {x}"``, that will be used to format input arguments. *args: A list of positional arguments to be formatted. Keyword args: ordered (:obj:`bool`): : A keyword only argument used to indicate whether or not the staged out computation will enforce ordering of this ``debug_print`` w.r.t. other ordered ``debug_print`` calls. **kwargs: Additional keyword arguments to be formatted. """ # Check that we provide the correct arguments to be formatted formatter.format(fmt, *args, **kwargs) jdebug.callback( functools.partial(_format_print_callback, fmt), *args, **kwargs, ordered=ordered )