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Colab Notebook Integration Tests (apache#26690)
* Draft * remove upper bound on 'nbformat' and 'nbconvert' * remove upper bound on 'nbformat' and 'nbconvert' * lint * setup.py dependency * move files * move files * change test trigger * edits * edits * edits
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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"""Executes notebook tests in current enviornment. | ||
Example usage: | ||
Run all specs in ./base/: python runner.py base | ||
Run single test spec: python runner.py --single-test base/testing.spec | ||
""" | ||
from __future__ import absolute_import | ||
from __future__ import division | ||
from __future__ import print_function | ||
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import argparse | ||
import glob | ||
import itertools | ||
import os | ||
import sys | ||
from collections import OrderedDict | ||
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import yaml | ||
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import nbformat | ||
from nbconvert.preprocessors import ExecutePreprocessor | ||
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# import testlib | ||
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class Executor: | ||
"""Loads a single test spec, executes and compares target notebook.""" | ||
def __init__(self, spec_path, timeout_secs): | ||
with open(spec_path, "r") as spec_f: | ||
self.spec = yaml.safe_load(spec_f) | ||
# notebook in spec relative to spec's location | ||
self.dir = os.path.dirname(spec_path) | ||
self.notebook_path = os.path.join(self.dir, self.spec["notebook"]) | ||
self.tests = self.spec["tests"] | ||
self.timeout_secs = timeout_secs | ||
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def execute_tests(self): | ||
"""Executes notebook and compares to test spec. | ||
Returns: | ||
# of tests, # of errors, error_dict | ||
where error_dict maps (cell number, test class, expected output) to string | ||
""" | ||
# load and execute notebook using nbconvert | ||
with open(self.notebook_path, "r") as nb_f: | ||
nb = nbformat.read(nb_f, as_version=4) | ||
ExecutePreprocessor.timeout = self.timeout_secs | ||
ep = ExecutePreprocessor(allow_errors=True) | ||
# Executes full notebook, result is classic JSON representation | ||
exec_nb, _ = ep.preprocess(nb, {"metadata": {"path": self.dir + "/"}}) | ||
test_count = 0 | ||
error_count = 0 | ||
errors = OrderedDict() | ||
code_cells = {} | ||
for cell in exec_nb["cells"]: | ||
if cell["cell_type"] == "code": | ||
code_cells[cell["execution_count"]] = cell | ||
# generate test cases for each line, substituting in the output | ||
for cell_num in sorted(self.tests.keys()): | ||
if cell_num not in code_cells: | ||
test_count += 1 | ||
error_count += 1 | ||
errors[(cell_num, "", "")] = "Given cell does not exist." | ||
else: | ||
cell = code_cells[cell_num] | ||
for test in self.tests[cell_num]: | ||
cls, setup = list(test.items())[0] | ||
test_count += 1 | ||
try: | ||
getattr(sys.modules["testlib"], cls)(setup).check(cell) | ||
except Exception as e: | ||
error_count += 1 | ||
errors[(cell_num, cls, setup)] = str(e) | ||
return test_count, error_count, errors | ||
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def main(): | ||
"""Executes tests. | ||
Return codes: | ||
0 if all tests passed, 1 otherwise | ||
2 if no tests were found | ||
""" | ||
parser = argparse.ArgumentParser("Notebook test runner") | ||
# TODO: for environments with multiple kernels, add kernel name | ||
parser.add_argument("suites", nargs="*") | ||
parser.add_argument("--single-test") | ||
parser.add_argument( | ||
"--timeout-secs", | ||
type=int, | ||
default=30, | ||
help="The time to wait (in seconds) for output from the execution of a " | ||
"cell.") | ||
args = parser.parse_args() | ||
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if args.single_test: | ||
specs = [args.single_test] | ||
else: | ||
specs = itertools.chain.from_iterable([ | ||
glob.iglob("{}/**.spec".format(suite), recursive=True) | ||
for suite in args.suites | ||
]) | ||
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total_test_count = 0 | ||
total_error_count = 0 | ||
total_errors = [] | ||
for spec in specs: | ||
test_count, error_count, errors = Executor( | ||
spec, args.timeout_secs).execute_tests() | ||
total_test_count += test_count | ||
total_error_count += error_count | ||
if errors: | ||
total_errors.append((spec, errors)) | ||
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if total_test_count == 0: | ||
print("No tests were found.") | ||
sys.exit(2) | ||
print("{} errors in {} tests.\n".format(total_error_count, total_test_count)) | ||
if total_error_count: | ||
for spec, errors in total_errors: | ||
print("In spec {}:".format(spec)) | ||
for info, error in errors.items(): | ||
cell_num, cls, setup = info | ||
print("\tCell {} [{}: {}]: {}".format(cell_num, cls, setup, error)) | ||
print("\n") | ||
ret_code = 0 if total_error_count == 0 else 1 | ||
sys.exit(ret_code) | ||
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if __name__ == "__main__": | ||
main() |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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"""Library of supported test cases. | ||
All tests should conform to the NotebookTestCase abstract class. | ||
""" | ||
from __future__ import absolute_import | ||
from __future__ import division | ||
from __future__ import print_function | ||
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import re | ||
from abc import ABC | ||
from abc import abstractmethod | ||
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class NotebookTestCase(ABC): | ||
@abstractmethod | ||
def __init__(self, setup): | ||
"""Construct a NotebookTestCase. | ||
Args: | ||
setup: arbitrary JSON-serializable object specified by test spec | ||
""" | ||
pass | ||
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# should raise exception on failure | ||
@abstractmethod | ||
def check(self, cell): | ||
"""Check correctness against single Jupyter cell. | ||
Args: | ||
cell: JSON representation of single cell. | ||
Returns None if test succeeds, raise exception if test fails. | ||
""" | ||
pass | ||
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################################################################################ | ||
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class RegexMatch(NotebookTestCase): | ||
"""Checks if given string exists anywhere in the cell.""" | ||
def __init__(self, setup): | ||
self.regex = re.compile(setup) | ||
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def check(self, cell): | ||
if not self.regex.search(str(cell)): | ||
raise Exception( | ||
"Could not find {} in {}".format(self.regex.pattern, cell)) |
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