turn script into module

This commit is contained in:
Waylon Walker 2021-06-18 08:00:33 -05:00
parent 9708ae0741
commit 926c768976

155
pypi_list/__init__.py Normal file
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"""
pypi-list
Listing python packages from pypi, and finding available single word packages.
## Run the Pipeline
``` bash
# Run with existing package data
python pypi-list.py
# Full run
python pypi-list.py --full
```
"""
import logging
import requests
from kedro.extras.datasets.json import JSONDataSet
import requests
import logging
from kedro.extras.datasets.pickle.pickle_dataset import PickleDataSet
from kedro.io import DataCatalog
from kedro.pipeline import Pipeline, node
from kedro.runner.sequential_runner import SequentialRunner
logger = logging.getLogger(__name__)
__version__ = "0.1.0"
def get_body(packages):
tag = "<body>\n"
index = packages.find(tag) + len(tag)
packages = packages[index:]
packages = packages[: packages.find(tag)]
return packages
def remove_html_tags(text):
"""Remove html tags from a string"""
import re
clean = re.compile("<.*?>")
return re.sub(clean, "", text).lower().split()
pipeline = Pipeline(
nodes=[
node(
lambda: requests.get(
"https://raw.githubusercontent.com/dwyl/english-words/master/words_alpha.txt"
).text,
inputs=None,
outputs="raw_words_alpha",
name="raw_words_alpha",
),
node(
lambda: requests.get("https://pypi.org/simple/").text,
inputs=None,
outputs="raw_packages",
name="raw_packages",
),
node(
get_body,
inputs="raw_packages",
outputs="package_body",
name="package_body",
),
node(
remove_html_tags,
inputs="package_body",
outputs="packages",
name="packages",
),
node(
lambda words: words.split(),
inputs="raw_words_alpha",
outputs="words",
name="words",
),
node(
lambda words, packages: list(set(words) - set(packages)),
inputs=["words", "packages"],
outputs="available",
name="available",
),
node(
lambda words, packages: list(set(words) & set(packages)),
inputs=["words", "packages"],
outputs="unavailable",
name="unavailable",
),
node(
lambda x: x,
inputs="packages",
outputs="packages_json",
name="packages_json",
tags=["json"],
),
node(
lambda x: x,
inputs="available",
outputs="available_json",
name="available_json",
tags=["json"],
),
node(
lambda x: x,
inputs="unavailable",
outputs="unavailable_json",
name="unavailable_json",
tags=["json"],
),
]
)
default_entries = {
name: PickleDataSet(filepath=f"data/{name}.pkl") for name in pipeline.all_outputs()
}
json_outputs = {
name: JSONDataSet(filepath=f"data/{name.replace('_json', '')}.json")
for name in pipeline.only_nodes_with_tags("json").outputs()
}
catalog = DataCatalog(
{
**default_entries,
**json_outputs,
}
)
runner = SequentialRunner()
def main():
import sys
if "--full" in sys.argv:
runner.run(pipeline, catalog)
else:
runner.run(
Pipeline([node for node in pipeline.nodes if "raw" not in node.name]),
catalog,
)
if __name__ == "__main__":
main()