Downloaders: Customizing the download#
By default, pooch.Pooch.fetch
and pooch.retrieve
will detect
the download protocol from the given URL (HTTP, FTP, SFTP, DOI) and use the
appropriate download method.
Sometimes this is not enough: some servers require logins, redirections, or
other non-standard operations.
To get around this, use the downloader
argument of
fetch
and retrieve
.
Downloaders are Python callable objects (like functions or classes with a
__call__
method) and must have the following format:
def mydownloader(url, output_file, pooch):
'''
Download a file from the given URL to the given local file.
The function **must** take the following arguments (in order).
Parameters
----------
url : str
The URL to the file you want to download.
output_file : str or file-like object
Path (and file name) to which the file will be downloaded.
pooch : pooch.Pooch
The instance of the Pooch class that is calling this function.
No return value is required.
'''
...
Pooch provides downloaders for HTTP, FTP, and SFTP that support authentication and optionally printing progress bars. See List of functions and classes (API) for a list of available downloaders.
Common uses of downloaders include:
Passing login credentials to HTTP and FTP servers
Printing progress bars
Creating your own downloaders#
If your use case is not covered by our downloaders, you can implement your own.
pooch.Pooch.fetch
and pooch.retrieve
will accept any callable
obejct that has the signature specified above. As an example, consider the
case in which the login credentials need to be provided to a site that is
redirected from the original download URL:
import requests
def redirect_downloader(url, output_file, pooch):
"""
Download after following a redirection.
"""
# Get the credentials from the user's environment
username = os.environ.get("SOMESITE_USERNAME")
password = os.environ.get("SOMESITE_PASSWORD")
# Make a request that will redirect to the login page
login = requests.get(url)
# Provide the credentials and download from the new URL
download = HTTPDownloader(auth=(username, password))
download(login.url, output_file, mypooch)
def fetch_protected_data():
"""
Fetch a file from a server that requires authentication
"""
fname = GOODBOY.fetch("some-data.csv", downloader=redirect_downloader)
data = pandas.read_csv(fname)
return data
Availability checks#
Optionally, downloaders can take a check_only
keyword argument (default
to False
) that makes them only check if a given file is available for
download without downloading the file.
This makes a downloader compatible with pooch.Pooch.is_available
.
In this case, the downloader should return a boolean:
def mydownloader(url, output_file, pooch, check_only=False):
'''
Download a file from the given URL to the given local file.
The function **must** take the following arguments (in order).
Parameters
----------
url : str
The URL to the file you want to download.
output_file : str or file-like object
Path (and file name) to which the file will be downloaded.
pooch : pooch.Pooch
The instance of the Pooch class that is calling this function.
check_only : bool
If True, will only check if a file exists on the server and
**without downloading the file**. Will return ``True`` if the file
exists and ``False`` otherwise.
Returns
-------
None or availability
If ``check_only==True``, returns a boolean indicating if the file
is available on the server. Otherwise, returns ``None``.
'''
...
If a downloader does not implement an availability check (i.e., doesn’t take
check_only
as a keyword argument), then pooch.Pooch.is_available
will raise a NotImplementedError
.