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[graal] Add support of Graal's CoLic Backend to ELK [File-level + Study] (WIP) #669
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# -*- coding: utf-8 -*- | ||
# | ||
# Copyright (C) 2015-2019 Bitergia | ||
# | ||
# This program is free software; you can redistribute it and/or modify | ||
# it under the terms of the GNU General Public License as published by | ||
# the Free Software Foundation; either version 3 of the License, or | ||
# (at your option) any later version. | ||
# | ||
# This program is distributed in the hope that it will be useful, | ||
# but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
# GNU General Public License for more details. | ||
# | ||
# You should have received a copy of the GNU General Public License | ||
# along with this program; if not, write to the Free Software | ||
# Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. | ||
# | ||
# Authors: | ||
# Nishchith Shetty <[email protected]> | ||
# | ||
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import logging | ||
from dateutil.relativedelta import relativedelta | ||
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from elasticsearch import Elasticsearch as ES, RequestsHttpConnection | ||
from .enrich import (Enrich, | ||
metadata) | ||
from .graal_study_evolution import (get_to_date, | ||
get_unique_repository, | ||
get_files_at_time) | ||
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from grimoirelab_toolkit.datetime import (str_to_datetime, | ||
datetime_utcnow) | ||
from grimoire_elk.elastic import ElasticSearch | ||
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MAX_SIZE_BULK_ENRICHED_ITEMS = 200 | ||
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logger = logging.getLogger(__name__) | ||
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class ColicEnrich(Enrich): | ||
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def __init__(self, db_sortinghat=None, db_projects_map=None, json_projects_map=None, | ||
db_user='', db_password='', db_host=''): | ||
super().__init__(db_sortinghat, db_projects_map, json_projects_map, | ||
db_user, db_password, db_host) | ||
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self.studies = [] | ||
self.studies.append(self.enrich_colic_analysis) | ||
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def get_identities(self, item): | ||
""" Return the identities from an item """ | ||
identities = [] | ||
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return identities | ||
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def has_identities(self): | ||
""" Return whether the enriched items contains identities """ | ||
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return False | ||
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def get_field_unique_id(self): | ||
return "id" | ||
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def get_licensed_files(repository_url, to_date): | ||
""" Retrieve all the licensed files until the to_date, corresponding | ||
to the given repository. | ||
""" | ||
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query_licensed_files = """ | ||
{ | ||
"size": 0, | ||
"aggs": { | ||
"1": { | ||
"cardinality": { | ||
"field": "file_path" | ||
} | ||
} | ||
}, | ||
"query": { | ||
"bool": { | ||
"must": [{ | ||
"match_phrase": { | ||
"has_license": { | ||
"query": 1 | ||
} | ||
} | ||
}, | ||
{ | ||
"match_phrase": { | ||
"origin": { | ||
"query": "%s" | ||
} | ||
} | ||
}, | ||
{ | ||
"range": { | ||
"metadata__updated_on": { | ||
"lte": "%s" | ||
} | ||
} | ||
}] | ||
} | ||
} | ||
} | ||
""" % (repository_url, to_date) | ||
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return query_licensed_files | ||
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def get_copyrighted_files(repository_url, to_date): | ||
""" Retrieve all the copyrighted files until the to_date, corresponding | ||
to the given repository. | ||
""" | ||
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query_copyrighted_files = """ | ||
{ | ||
"size": 0, | ||
"aggs": { | ||
"1": { | ||
"cardinality": { | ||
"field": "file_path" | ||
} | ||
} | ||
}, | ||
"query": { | ||
"bool": { | ||
"must": [{ | ||
"match_phrase": { | ||
"has_copyright": { | ||
"query": 1 | ||
} | ||
} | ||
}, | ||
{ | ||
"match_phrase": { | ||
"origin": { | ||
"query": "%s" | ||
} | ||
} | ||
}, | ||
{ | ||
"range": { | ||
"metadata__updated_on": { | ||
"lte": "%s" | ||
} | ||
} | ||
}] | ||
} | ||
} | ||
} | ||
""" % (repository_url, to_date) | ||
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return query_copyrighted_files | ||
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def extract_modules(self, file_path): | ||
""" Extracts module path from the given file path """ | ||
path_chunks = file_path.split('/') | ||
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modules = [] | ||
for idx in range(len(path_chunks)): | ||
sub_path = '/'.join(path_chunks[:idx]) | ||
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if sub_path: | ||
modules.append(sub_path) | ||
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return modules | ||
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@metadata | ||
def get_rich_item(self, file_analysis): | ||
# TODO: requires adjustments regarding category of backend used | ||
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eitem = {} | ||
eitem["file_path"] = file_analysis["file_path"] | ||
eitem["modules"] = self.extract_modules(eitem["file_path"]) | ||
eitem["copyrights"] = [] | ||
eitem["licenses"] = [] | ||
eitem["license_name"] = [] | ||
eitem["has_license"] = 0 | ||
eitem["has_copyright"] = 0 | ||
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if file_analysis.get("licenses", False): | ||
eitem["has_license"] = 1 | ||
for _license in file_analysis["licenses"]: | ||
eitem["licenses"].extend(_license["matched_rule"]["licenses"]) | ||
eitem["license_name"].append(_license["name"]) | ||
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if file_analysis.get("copyrights", False): | ||
eitem["has_copyright"] = 1 | ||
for _copyright in file_analysis["copyrights"]: | ||
eitem["copyrights"].append(_copyright["value"]) | ||
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return eitem | ||
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def get_rich_items(self, item): | ||
# The real data | ||
entry = item['data'] | ||
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enriched_items = [] | ||
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for file_analysis in entry["analysis"]: | ||
eitem = self.get_rich_item(file_analysis) | ||
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for f in self.RAW_FIELDS_COPY: | ||
if f in item: | ||
eitem[f] = item[f] | ||
else: | ||
eitem[f] = None | ||
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# common attributes | ||
eitem['commit_sha'] = entry['commit'] | ||
eitem['author'] = entry['Author'] | ||
eitem['committer'] = entry['Commit'] | ||
eitem['commit'] = entry['commit'] | ||
eitem['message'] = entry['message'] | ||
eitem['author_date'] = self.__fix_field_date(entry['AuthorDate']) | ||
eitem['commit_date'] = self.__fix_field_date(entry['CommitDate']) | ||
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if self.prjs_map: | ||
eitem.update(self.get_item_project(eitem)) | ||
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# uuid | ||
eitem['id'] = "{}_{}".format(eitem['commit_sha'], eitem['file_path']) | ||
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eitem.update(self.get_grimoire_fields(entry["AuthorDate"], "file")) | ||
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self.add_repository_labels(eitem) | ||
self.add_metadata_filter_raw(eitem) | ||
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enriched_items.append(eitem) | ||
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return enriched_items | ||
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def enrich_items(self, ocean_backend, events=False): | ||
items_to_enrich = [] | ||
num_items = 0 | ||
ins_items = 0 | ||
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for item in ocean_backend.fetch(): | ||
rich_items = self.get_rich_items(item) | ||
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items_to_enrich.extend(rich_items) | ||
if len(items_to_enrich) < MAX_SIZE_BULK_ENRICHED_ITEMS: | ||
continue | ||
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num_items += len(items_to_enrich) | ||
ins_items += self.elastic.bulk_upload(items_to_enrich, self.get_field_unique_id()) | ||
items_to_enrich = [] | ||
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if len(items_to_enrich) > 0: | ||
num_items += len(items_to_enrich) | ||
ins_items += self.elastic.bulk_upload(items_to_enrich, self.get_field_unique_id()) | ||
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if num_items != ins_items: | ||
missing = num_items - ins_items | ||
logger.error("%s/%s missing items for CoLic", str(missing), str(num_items)) | ||
else: | ||
logger.info("%s items inserted for CoLic", str(num_items)) | ||
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return num_items | ||
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def enrich_colic_analysis(self, ocean_backend, enrich_backend, no_incremental=False, | ||
out_index="colic_enrich_graal_repo", interval_months=3, | ||
date_field="grimoire_creation_date"): | ||
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logger.info("Doing enrich_colic_analysis study for index {}" | ||
.format(self.elastic.anonymize_url(self.elastic.index_url))) | ||
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es_in = ES([enrich_backend.elastic_url], retry_on_timeout=True, timeout=100, | ||
verify_certs=self.elastic.requests.verify, connection_class=RequestsHttpConnection) | ||
in_index = enrich_backend.elastic.index | ||
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unique_repos = es_in.search( | ||
index=in_index, | ||
body=get_unique_repository()) | ||
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repositories = [repo['key'] for repo in unique_repos['aggregations']['unique_repos'].get('buckets', [])] | ||
num_items = 0 | ||
ins_items = 0 | ||
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for repository_url in repositories: | ||
es_out = ElasticSearch(enrich_backend.elastic.url, out_index) | ||
evolution_items = [] | ||
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to_month = get_to_date(es_in, in_index, out_index, repository_url) | ||
to_month = to_month.replace(day=1, hour=0, minute=0, second=0) | ||
current_month = datetime_utcnow().replace(day=1, hour=0, minute=0, second=0) | ||
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while to_month < current_month: | ||
copyrighted_files_at_time = es_in.search( | ||
index=in_index, | ||
body=self.get_copyrighted_files(repository_url, to_month.isoformat())) | ||
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licensed_files_at_time = es_in.search( | ||
index=in_index, | ||
body=self.get_licensed_files(repository_url, to_month.isoformat())) | ||
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files_at_time = es_in.search( | ||
index=in_index, | ||
body=get_files_at_time(repository_url, to_month.isoformat())) | ||
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licensed_files = int(licensed_files_at_time["aggregations"]["1"]["value"]) | ||
copyrighted_files = int(copyrighted_files_at_time["aggregations"]["1"]["value"]) | ||
total_files = int(files_at_time["aggregations"]["1"]["value"]) | ||
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repository_name = repository_url.split("/")[-1] | ||
evolution_item = { | ||
"id": "{}_{}_{}".format(to_month.isoformat(), repository_name, interval_months), | ||
"origin": repository_url, | ||
"interval_months": interval_months, | ||
"study_creation_date": to_month.isoformat(), | ||
"licensed_files": licensed_files, | ||
"copyrighted_files": copyrighted_files, | ||
"total_files": total_files | ||
} | ||
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evolution_items.append(evolution_item) | ||
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if len(evolution_items) >= self.elastic.max_items_bulk: | ||
num_items += len(evolution_items) | ||
ins_items += es_out.bulk_upload(evolution_items, self.get_field_unique_id()) | ||
evolution_items = [] | ||
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to_month = to_month + relativedelta(months=+interval_months) | ||
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if len(evolution_items) > 0: | ||
num_items += len(evolution_items) | ||
ins_items += es_out.bulk_upload(evolution_items, self.get_field_unique_id()) | ||
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if num_items != ins_items: | ||
missing = num_items - ins_items | ||
logger.error("%s/%s missing items for Graal CoLic Analysis Study", str(missing), str(num_items)) | ||
else: | ||
logger.info("%s items inserted for Graal CoLic Analysis Study", str(num_items)) | ||
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def __fix_field_date(self, date_value): | ||
inishchith marked this conversation as resolved.
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"""Fix possible errors in the field date""" | ||
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field_date = str_to_datetime(date_value) | ||
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try: | ||
_ = int(field_date.strftime("%z")[0:3]) | ||
except ValueError: | ||
field_date = field_date.replace(tzinfo=None) | ||
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return field_date.isoformat() |
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