Move main logic to main()
This avoids: 1) the main function running when sourcing the file 2) Creating many globally-scoped variables in the main logic Also begin refactor of test output file logic Signed-off-by: Will Beason <willbeason@gmail.com>
This commit is contained in:
Will Beason
parent
6d133575c7
commit
3d0bf89938
@ -22,9 +22,6 @@ tracemalloc.start()
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class Test_Wikipedia(unittest.TestCase):
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class Test_Wikipedia(unittest.TestCase):
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def setUp(self):
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def setUp(self):
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if not os.path.exists("test_output"):
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os.mkdir("test_output")
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self.wiki = 'ikwiki-20180301-pages-meta-history'
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self.wiki = 'ikwiki-20180301-pages-meta-history'
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self.wikiq_out_name = self.wiki + ".tsv"
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self.wikiq_out_name = self.wiki + ".tsv"
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self.test_output_dir = os.path.join(".", "test_output")
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self.test_output_dir = os.path.join(".", "test_output")
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@ -109,9 +106,6 @@ class Test_Wikipedia(unittest.TestCase):
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class Test_Basic(unittest.TestCase):
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class Test_Basic(unittest.TestCase):
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def setUp(self):
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def setUp(self):
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if not os.path.exists("test_output"):
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os.mkdir("test_output")
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self.wiki = 'sailormoon'
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self.wiki = 'sailormoon'
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self.wikiq_out_name = self.wiki + ".tsv"
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self.wikiq_out_name = self.wiki + ".tsv"
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self.test_output_dir = os.path.join(".", "test_output")
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self.test_output_dir = os.path.join(".", "test_output")
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@ -318,14 +312,14 @@ class Test_Regex(unittest.TestCase):
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self.test_output_dir = os.path.join(".", "test_output")
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self.test_output_dir = os.path.join(".", "test_output")
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self.call_output = os.path.join(self.test_output_dir, self.wikiq_out_name)
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self.call_output = os.path.join(self.test_output_dir, self.wikiq_out_name)
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# we have two base calls, one for checking inputs and the other for checking outputs
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# we have two base calls, one for checking arguments and the other for checking outputs
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self.base_call = "../wikiq {0}"
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self.base_call = "../wikiq {0}"
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self.base_call_outs = "../wikiq {0} -o {1}"
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self.base_call_outs = "../wikiq {0} -o {1}"
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self.baseline_output_dir = "baseline_output"
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self.baseline_output_dir = "baseline_output"
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# sample inputs for checking that bad inputs get terminated / test_regex_inputs
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# sample arguments for checking that bad arguments get terminated / test_regex_arguments
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self.bad_inputs_list = [
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self.bad_arguments_list = [
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# label is missing
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# label is missing
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"-RP '\\b\\d+\\b'",
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"-RP '\\b\\d+\\b'",
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# number of reg and number of labels do not match
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# number of reg and number of labels do not match
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@ -337,33 +331,33 @@ class Test_Regex(unittest.TestCase):
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"-RP '\\b\\w{3}\\b' -RPl threeletters -CP '\\b\\w{3}\\b'"
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"-RP '\\b\\w{3}\\b' -RPl threeletters -CP '\\b\\w{3}\\b'"
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]
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]
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# sample inputs for checking the outcomes of good inputs / test_basic_regex
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# sample arguments for checking the outcomes of good arguments / test_basic_regex
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self.good_inputs_list = [
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self.good_arguments_list = [
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"-RP '\\b\\d{3}\\b' -RPl threedigits",
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"-RP '\\b\\d{3}\\b' -RPl threedigits",
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"-RP 'TestCase' -RP 'page' -RPl testcases -RPl page_word",
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"-RP 'TestCase' -RP 'page' -RPl testcases -RPl page_word",
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"-CP 'Chevalier' -CPl chev_com -RP 'welcome to Wikipedia' -RPl wiki_welcome -CP 'Warning' -CPl warning",
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"-CP 'Chevalier' -CPl chev_com -RP 'welcome to Wikipedia' -RPl wiki_welcome -CP 'Warning' -CPl warning",
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"-CP 'WP:EVADE' -CPl wp_evade"
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"-CP 'WP:EVADE' -CPl wp_evade"
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]
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]
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self.cap_inputs_list = [
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self.cap_arguments_list = [
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"-RP 'Li Chevalier' -RPl li_cheval -CP '(?P<letter>\\b[a-zA-Z]{3}\\b)|(?P<number>\\b\\d+\\b)|(?P<cat>\\bcat\\b)' -CPl three",
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"-RP 'Li Chevalier' -RPl li_cheval -CP '(?P<letter>\\b[a-zA-Z]{3}\\b)|(?P<number>\\b\\d+\\b)|(?P<cat>\\bcat\\b)' -CPl three",
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"-CP '(?P<a>\\bTestCaseA\\b)|(?P<b>\\bTestCaseB\\b)|(?P<c>\\bTestCaseC\\b)|(?P<d>\\bTestCaseD\\b)' -CPl testcase -RP '(?P<npov>npov|NPOV)|(?P<neutral>neutral point of view)' -RPl npov"
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"-CP '(?P<a>\\bTestCaseA\\b)|(?P<b>\\bTestCaseB\\b)|(?P<c>\\bTestCaseC\\b)|(?P<d>\\bTestCaseD\\b)' -CPl testcase -RP '(?P<npov>npov|NPOV)|(?P<neutral>neutral point of view)' -RPl npov"
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]
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]
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def test_regex_inputs(self):
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def test_regex_arguments(self):
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for input in self.bad_inputs_list:
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for arguments in self.bad_arguments_list:
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call = self.base_call.format(self.input_file)
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call = self.base_call.format(self.input_file)
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call = call + " --stdout " + input
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call = call + " --stdout " + arguments
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print(call)
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print(call)
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with subprocess.Popen(call, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) as proc:
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with subprocess.Popen(call, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) as proc:
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stdout, stderr = proc.communicate()
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stdout, stderr = proc.communicate()
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# we want to check that the bad inputs were caught and sys.exit is stopping the code
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# we want to check that the bad arguments were caught and sys.exit is stopping the code
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print(stderr.decode("utf-8"))
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print(stderr.decode("utf-8"))
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self.assertNotEqual(proc.returncode, 0)
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self.assertNotEqual(proc.returncode, 0)
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def test_basic_regex(self):
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def test_basic_regex(self):
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for i, input in enumerate(self.good_inputs_list):
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for i, arguments in enumerate(self.good_arguments_list):
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test_filename = "basic_{0}_{1}.tsv".format(self.wikiq_out_name[:-4], str(i))
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test_filename = "basic_{0}_{1}.tsv".format(self.wikiq_out_name[:-4], str(i))
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# print(test_filename)
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# print(test_filename)
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@ -372,7 +366,7 @@ class Test_Regex(unittest.TestCase):
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os.remove(test_file)
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os.remove(test_file)
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call = self.base_call_outs.format(self.input_file, self.test_output_dir)
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call = self.base_call_outs.format(self.input_file, self.test_output_dir)
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call = call + " " + input
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call = call + " " + arguments
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print(call)
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print(call)
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with subprocess.Popen(call, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) as proc:
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with subprocess.Popen(call, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) as proc:
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proc.wait()
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proc.wait()
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@ -388,7 +382,7 @@ class Test_Regex(unittest.TestCase):
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print(i)
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print(i)
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def test_capturegroup_regex(self):
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def test_capturegroup_regex(self):
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for i, input in enumerate(self.cap_inputs_list):
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for i, arguments in enumerate(self.cap_arguments_list):
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test_filename = "capturegroup_{0}_{1}.tsv".format(self.wikiq_out_name[:-4], str(i))
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test_filename = "capturegroup_{0}_{1}.tsv".format(self.wikiq_out_name[:-4], str(i))
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print(test_filename)
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print(test_filename)
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test_file = os.path.join(self.test_output_dir, test_filename)
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test_file = os.path.join(self.test_output_dir, test_filename)
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@ -396,10 +390,9 @@ class Test_Regex(unittest.TestCase):
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os.remove(test_file)
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os.remove(test_file)
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call = self.base_call_outs.format(self.input_file, self.test_output_dir)
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call = self.base_call_outs.format(self.input_file, self.test_output_dir)
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call = call + " " + input
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call = call + " " + arguments
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print(call)
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print(call)
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print(call)
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with subprocess.Popen(call, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) as proc:
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with subprocess.Popen(call, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) as proc:
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proc.wait()
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proc.wait()
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assert (proc.returncode == 0)
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assert (proc.returncode == 0)
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@ -414,4 +407,14 @@ class Test_Regex(unittest.TestCase):
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if __name__ == '__main__':
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if __name__ == '__main__':
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# Perform directory check and reset here as this is a one-time setup step as opposed to per-test setup.
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if not os.path.exists("test_output"):
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os.mkdir("test_output")
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else:
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# Avoid subsequent calls to tests interfering with each other.
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# Otherwise, a test may erroneously pass if the program has no output
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# but a previous run output what was expected.
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for f in os.listdir("test_output"):
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os.remove(os.path.join("test_output", f))
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unittest.main()
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unittest.main()
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200
wikiq
200
wikiq
@ -44,7 +44,7 @@ def calculate_persistence(tokens_added):
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len(tokens_added))
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len(tokens_added))
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class WikiqIterator():
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class WikiqIterator:
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def __init__(self, fh, collapse_user=False):
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def __init__(self, fh, collapse_user=False):
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self.fh = fh
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self.fh = fh
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self.collapse_user = collapse_user
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self.collapse_user = collapse_user
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@ -66,7 +66,7 @@ class WikiqIterator():
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return next(self.__pages)
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return next(self.__pages)
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class WikiqPage():
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class WikiqPage:
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__slots__ = ('id', 'title', 'namespace', 'redirect',
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__slots__ = ('id', 'title', 'namespace', 'redirect',
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'restrictions', 'mwpage', '__revisions',
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'restrictions', 'mwpage', '__revisions',
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'collapse_user')
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'collapse_user')
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@ -164,7 +164,7 @@ class RegexPair(object):
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return fields
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return fields
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def _make_key(self, cap_group):
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def _make_key(self, cap_group):
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return ("{}_{}".format(self.label, cap_group))
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return "{}_{}".format(self.label, cap_group)
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def matchmake(self, content, rev_data):
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def matchmake(self, content, rev_data):
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@ -182,7 +182,7 @@ class RegexPair(object):
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temp_list = []
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temp_list = []
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for match in matchobjects:
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for match in matchobjects:
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# we only want to add the match for the capture group if the match is not None
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# we only want to add the match for the capture group if the match is not None
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if match.group(cap_group) != None:
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if match.group(cap_group) is not None:
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temp_list.append(match.group(cap_group))
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temp_list.append(match.group(cap_group))
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# if temp_list of matches is empty just make that column None
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# if temp_list of matches is empty just make that column None
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@ -234,7 +234,7 @@ The RevDataBase type has all the fields that will be output no matter how wikiq
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@dataclass()
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@dataclass()
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class RevDataBase():
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class RevDataBase:
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revid: int
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revid: int
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date_time: datetime
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date_time: datetime
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articleid: int
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articleid: int
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@ -358,7 +358,7 @@ class RevDataPersistence(RevDataBase):
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"""
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"""
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class RevDataCollapsePersistence uses multiple inheritence to make a class that has both persistence and collapse fields.
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class RevDataCollapsePersistence uses multiple inheritance to make a class that has both persistence and collapse fields.
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"""
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"""
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@ -446,7 +446,7 @@ class WikiqParser:
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result.append(rp)
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result.append(rp)
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self.regex_schemas = self.regex_schemas + rp.get_pyarrow_fields()
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self.regex_schemas = self.regex_schemas + rp.get_pyarrow_fields()
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return result
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return result
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elif (patterns is None and labels is None):
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elif (patterns is None) and (labels is None):
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return []
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return []
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else:
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else:
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sys.exit('Each regular expression *must* come with a corresponding label and vice versa.')
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sys.exit('Each regular expression *must* come with a corresponding label and vice versa.')
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@ -580,7 +580,7 @@ class WikiqParser:
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# TODO missing: additions_size deletions_size
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# TODO missing: additions_size deletions_size
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# if collapse user was on, lets run that
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# if collapse user was on, let's run that
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if self.collapse_user:
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if self.collapse_user:
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rev_data.collapsed_revs = rev.collapsed_revs
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rev_data.collapsed_revs = rev.collapsed_revs
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@ -704,6 +704,7 @@ class WikiqParser:
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line = rev_data.to_tsv_row()
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line = rev_data.to_tsv_row()
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print(line, file=self.output_file)
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print(line, file=self.output_file)
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def open_input_file(input_filename):
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def open_input_file(input_filename):
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if re.match(r'.*\.7z$', input_filename):
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if re.match(r'.*\.7z$', input_filename):
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cmd = ["7za", "x", "-so", input_filename, "*.xml"]
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cmd = ["7za", "x", "-so", input_filename, "*.xml"]
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@ -719,6 +720,7 @@ def open_input_file(input_filename):
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except NameError:
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except NameError:
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return open(input_filename, 'r')
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return open(input_filename, 'r')
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def get_output_filename(input_filename, parquet=False):
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def get_output_filename(input_filename, parquet=False):
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output_filename = re.sub(r'\.(7z|gz|bz2)?$', '', input_filename)
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output_filename = re.sub(r'\.(7z|gz|bz2)?$', '', input_filename)
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output_filename = re.sub(r'\.xml', '', output_filename)
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output_filename = re.sub(r'\.xml', '', output_filename)
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@ -736,126 +738,132 @@ def open_output_file(input_filename):
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return output_file
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return output_file
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parser = argparse.ArgumentParser(description='Parse MediaWiki XML database dumps into tab delimitted data.')
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def main():
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parser = argparse.ArgumentParser(description='Parse MediaWiki XML database dumps into tab delimited data.')
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# arguments for the input direction
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# arguments for the input direction
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parser.add_argument('dumpfiles', metavar="DUMPFILE", nargs="*", type=str,
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parser.add_argument('dumpfiles', metavar="DUMPFILE", nargs="*", type=str,
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help="Filename of the compressed or uncompressed XML database dump. If absent, we'll look for content on stdin and output on stdout.")
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help="Filename of the compressed or uncompressed XML database dump. If absent, we'll look for content on stdin and output on stdout.")
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parser.add_argument('-o', '--output-dir', metavar='DIR', dest='output_dir', type=str, nargs=1,
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parser.add_argument('-o', '--output-dir', metavar='DIR', dest='output_dir', type=str, nargs=1,
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help="Directory for output files. If it ends with .parquet output will be in parquet format.")
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help="Directory for output files. If it ends with .parquet output will be in parquet format.")
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parser.add_argument('-s', '--stdout', dest="stdout", action="store_true",
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parser.add_argument('-s', '--stdout', dest="stdout", action="store_true",
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help="Write output to standard out (do not create dump file)")
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help="Write output to standard out (do not create dump file)")
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parser.add_argument('--collapse-user', dest="collapse_user", action="store_true",
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parser.add_argument('--collapse-user', dest="collapse_user", action="store_true",
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help="Operate only on the final revision made by user a user within all sequences of consecutive edits made by a user. This can be useful for addressing issues with text persistence measures.")
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help="Operate only on the final revision made by user a user within all sequences of consecutive edits made by a user. This can be useful for addressing issues with text persistence measures.")
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parser.add_argument('-p', '--persistence', dest="persist", default=None, const='', type=str,
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parser.add_argument('-p', '--persistence', dest="persist", default=None, const='', type=str,
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choices=['', 'segment', 'sequence', 'legacy'], nargs='?',
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choices=['', 'segment', 'sequence', 'legacy'], nargs='?',
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help="Compute and report measures of content persistent: (1) persistent token revisions, (2) tokens added, and (3) number of revision used in computing the first measure. This may by slow. The defualt is -p=sequence, which uses the same algorithm as in the past, but with improvements to wikitext parsing. Use -p=legacy for old behavior used in older research projects. Use -p=segment for advanced persistence calculation method that is robust to content moves, but prone to bugs, and slower.")
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help="Compute and report measures of content persistent: (1) persistent token revisions, (2) tokens added, and (3) number of revision used in computing the first measure. This may by slow. The default is -p=sequence, which uses the same algorithm as in the past, but with improvements to wikitext parsing. Use -p=legacy for old behavior used in older research projects. Use -p=segment for advanced persistence calculation method that is robust to content moves, but prone to bugs, and slower.")
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parser.add_argument('-u', '--url-encode', dest="urlencode", action="store_true",
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parser.add_argument('-u', '--url-encode', dest="urlencode", action="store_true",
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help="Output url encoded text strings. This works around some data issues like newlines in editor names. In the future it may be used to output other text data.")
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help="Output url encoded text strings. This works around some data issues like newlines in editor names. In the future it may be used to output other text data.")
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parser.add_argument('-n', '--namespace-include', dest="namespace_filter", type=int, action='append',
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parser.add_argument('-n', '--namespace-include', dest="namespace_filter", type=int, action='append',
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help="Id number of namspace to include. Can be specified more than once.")
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help="Id number of namespace to include. Can be specified more than once.")
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parser.add_argument('-rr',
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parser.add_argument('-rr',
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'--revert-radius',
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'--revert-radius',
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dest="revert_radius",
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dest="revert_radius",
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type=int,
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type=int,
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action='store',
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action='store',
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default=15,
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default=15,
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help="Number of edits to check when looking for reverts (default: 15)")
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help="Number of edits to check when looking for reverts (default: 15)")
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parser.add_argument('-RP', '--revision-pattern', dest="regex_match_revision", default=None, type=str, action='append',
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parser.add_argument('-RP', '--revision-pattern', dest="regex_match_revision", default=None, type=str,
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help="The regular expression to search for in revision text. The regex must be surrounded by quotes.")
|
action='append',
|
||||||
|
help="The regular expression to search for in revision text. The regex must be surrounded by quotes.")
|
||||||
|
|
||||||
parser.add_argument('-RPl', '--revision-pattern-label', dest="regex_revision_label", default=None, type=str,
|
parser.add_argument('-RPl', '--revision-pattern-label', dest="regex_revision_label", default=None, type=str,
|
||||||
action='append',
|
action='append',
|
||||||
help="The label for the outputted column based on matching the regex in revision text.")
|
help="The label for the outputted column based on matching the regex in revision text.")
|
||||||
|
|
||||||
parser.add_argument('-CP', '--comment-pattern', dest="regex_match_comment", default=None, type=str, action='append',
|
parser.add_argument('-CP', '--comment-pattern', dest="regex_match_comment", default=None, type=str, action='append',
|
||||||
help="The regular expression to search for in comments of revisions.")
|
help="The regular expression to search for in comments of revisions.")
|
||||||
|
|
||||||
parser.add_argument('-CPl', '--comment-pattern-label', dest="regex_comment_label", default=None, type=str,
|
parser.add_argument('-CPl', '--comment-pattern-label', dest="regex_comment_label", default=None, type=str,
|
||||||
action='append',
|
action='append',
|
||||||
help="The label for the outputted column based on matching the regex in comments.")
|
help="The label for the outputted column based on matching the regex in comments.")
|
||||||
|
|
||||||
args = parser.parse_args()
|
args = parser.parse_args()
|
||||||
|
|
||||||
# set persistence method
|
# set persistence method
|
||||||
|
|
||||||
if args.persist is None:
|
if args.persist is None:
|
||||||
persist = PersistMethod.none
|
persist = PersistMethod.none
|
||||||
elif args.persist == "segment":
|
elif args.persist == "segment":
|
||||||
persist = PersistMethod.segment
|
persist = PersistMethod.segment
|
||||||
elif args.persist == "legacy":
|
elif args.persist == "legacy":
|
||||||
persist = PersistMethod.legacy
|
persist = PersistMethod.legacy
|
||||||
else:
|
else:
|
||||||
persist = PersistMethod.sequence
|
persist = PersistMethod.sequence
|
||||||
|
|
||||||
if args.namespace_filter is not None:
|
if args.namespace_filter is not None:
|
||||||
namespaces = args.namespace_filter
|
namespaces = args.namespace_filter
|
||||||
else:
|
else:
|
||||||
namespaces = None
|
namespaces = None
|
||||||
|
|
||||||
if len(args.dumpfiles) > 0:
|
if len(args.dumpfiles) > 0:
|
||||||
output_parquet = False
|
output_parquet = False
|
||||||
for filename in args.dumpfiles:
|
for filename in args.dumpfiles:
|
||||||
input_file = open_input_file(filename)
|
input_file = open_input_file(filename)
|
||||||
|
|
||||||
# open directory for output
|
# open directory for output
|
||||||
if args.output_dir:
|
if args.output_dir:
|
||||||
output_dir = args.output_dir[0]
|
output_dir = args.output_dir[0]
|
||||||
else:
|
else:
|
||||||
output_dir = "."
|
output_dir = "."
|
||||||
|
|
||||||
if output_dir.endswith(".parquet"):
|
if output_dir.endswith(".parquet"):
|
||||||
output_parquet = True
|
output_parquet = True
|
||||||
|
|
||||||
print("Processing file: %s" % filename, file=sys.stderr)
|
print("Processing file: %s" % filename, file=sys.stderr)
|
||||||
|
|
||||||
if args.stdout:
|
if args.stdout:
|
||||||
output_file = sys.stdout
|
output_file = sys.stdout
|
||||||
else:
|
else:
|
||||||
filename = os.path.join(output_dir, os.path.basename(filename))
|
filename = os.path.join(output_dir, os.path.basename(filename))
|
||||||
output_file = get_output_filename(filename, parquet=output_parquet)
|
output_file = get_output_filename(filename, parquet=output_parquet)
|
||||||
|
|
||||||
wikiq = WikiqParser(input_file,
|
wikiq = WikiqParser(input_file,
|
||||||
output_file,
|
output_file,
|
||||||
|
collapse_user=args.collapse_user,
|
||||||
|
persist=persist,
|
||||||
|
urlencode=args.urlencode,
|
||||||
|
namespaces=namespaces,
|
||||||
|
revert_radius=args.revert_radius,
|
||||||
|
regex_match_revision=args.regex_match_revision,
|
||||||
|
regex_revision_label=args.regex_revision_label,
|
||||||
|
regex_match_comment=args.regex_match_comment,
|
||||||
|
regex_comment_label=args.regex_comment_label,
|
||||||
|
output_parquet=output_parquet)
|
||||||
|
|
||||||
|
wikiq.process()
|
||||||
|
|
||||||
|
# close things
|
||||||
|
input_file.close()
|
||||||
|
|
||||||
|
else:
|
||||||
|
wikiq = WikiqParser(sys.stdin,
|
||||||
|
sys.stdout,
|
||||||
collapse_user=args.collapse_user,
|
collapse_user=args.collapse_user,
|
||||||
persist=persist,
|
persist=persist,
|
||||||
|
# persist_legacy=args.persist_legacy,
|
||||||
urlencode=args.urlencode,
|
urlencode=args.urlencode,
|
||||||
namespaces=namespaces,
|
namespaces=namespaces,
|
||||||
revert_radius=args.revert_radius,
|
revert_radius=args.revert_radius,
|
||||||
regex_match_revision=args.regex_match_revision,
|
regex_match_revision=args.regex_match_revision,
|
||||||
regex_revision_label=args.regex_revision_label,
|
regex_revision_label=args.regex_revision_label,
|
||||||
regex_match_comment=args.regex_match_comment,
|
regex_match_comment=args.regex_match_comment,
|
||||||
regex_comment_label=args.regex_comment_label,
|
regex_comment_label=args.regex_comment_label)
|
||||||
output_parquet=output_parquet)
|
|
||||||
|
|
||||||
wikiq.process()
|
wikiq.process()
|
||||||
|
|
||||||
# close things
|
# stop_words = "a,able,about,across,after,all,almost,also,am,among,an,and,any,are,as,at,be,because,been,but,by,can,cannot,could,dear,did,do,does,either,else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,me,might,most,must,my,neither,no,nor,not,of,off,often,on,only,or,other,our,own,rather,said,say,says,she,should,since,so,some,than,that,the,their,them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,what,when,where,which,while,who,whom,why,will,with,would,yet,you,your"
|
||||||
input_file.close()
|
# stop_words = stop_words.split(",")
|
||||||
|
|
||||||
else:
|
|
||||||
wikiq = WikiqParser(sys.stdin,
|
|
||||||
sys.stdout,
|
|
||||||
collapse_user=args.collapse_user,
|
|
||||||
persist=persist,
|
|
||||||
# persist_legacy=args.persist_legacy,
|
|
||||||
urlencode=args.urlencode,
|
|
||||||
namespaces=namespaces,
|
|
||||||
revert_radius=args.revert_radius,
|
|
||||||
regex_match_revision=args.regex_match_revision,
|
|
||||||
regex_revision_label=args.regex_revision_label,
|
|
||||||
regex_match_comment=args.regex_match_comment,
|
|
||||||
regex_comment_label=args.regex_comment_label)
|
|
||||||
|
|
||||||
wikiq.process()
|
if __name__ == "__main__":
|
||||||
|
main()
|
||||||
# stop_words = "a,able,about,across,after,all,almost,also,am,among,an,and,any,are,as,at,be,because,been,but,by,can,cannot,could,dear,did,do,does,either,else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,me,might,most,must,my,neither,no,nor,not,of,off,often,on,only,or,other,our,own,rather,said,say,says,she,should,since,so,some,than,that,the,their,them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,what,when,where,which,while,who,whom,why,will,with,would,yet,you,your"
|
|
||||||
# stop_words = stop_words.split(",")
|
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user