X-Git-Url: https://gerrit.fd.io/r/gitweb?a=blobdiff_plain;f=resources%2Ftools%2Fpresentation%2Finput_data_parser.py;h=b6b93018df01969eb8cc617a8f0b2d3635c712ac;hb=HEAD;hp=18fea3e3a4fa95539dbfd6be3aec72b01a621e10;hpb=2387340f7050112311cd231f7d30d06731da4836;p=csit.git diff --git a/resources/tools/presentation/input_data_parser.py b/resources/tools/presentation/input_data_parser.py deleted file mode 100644 index 18fea3e3a4..0000000000 --- a/resources/tools/presentation/input_data_parser.py +++ /dev/null @@ -1,982 +0,0 @@ -# Copyright (c) 2018 Cisco and/or its affiliates. -# Licensed 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. - -"""Data pre-processing - -- extract data from output.xml files generated by Jenkins jobs and store in - pandas' Series, -- provide access to the data. -""" - -import re -import pandas as pd -import logging -import xml.etree.ElementTree as ET - -from robot.api import ExecutionResult, ResultVisitor -from robot import errors -from collections import OrderedDict -from string import replace - - -class ExecutionChecker(ResultVisitor): - """Class to traverse through the test suite structure. - - The functionality implemented in this class generates a json structure: - - Performance tests: - - { - "metadata": { # Optional - "version": "VPP version", - "job": "Jenkins job name", - "build": "Information about the build" - }, - "suites": { - "Suite name 1": { - "doc": "Suite 1 documentation", - "parent": "Suite 1 parent", - "level": "Level of the suite in the suite hierarchy" - } - "Suite name N": { - "doc": "Suite N documentation", - "parent": "Suite 2 parent", - "level": "Level of the suite in the suite hierarchy" - } - } - "tests": { - "ID": { - "name": "Test name", - "parent": "Name of the parent of the test", - "doc": "Test documentation" - "msg": "Test message" - "tags": ["tag 1", "tag 2", "tag n"], - "type": "PDR" | "NDR", - "throughput": { - "value": int, - "unit": "pps" | "bps" | "percentage" - }, - "latency": { - "direction1": { - "100": { - "min": int, - "avg": int, - "max": int - }, - "50": { # Only for NDR - "min": int, - "avg": int, - "max": int - }, - "10": { # Only for NDR - "min": int, - "avg": int, - "max": int - } - }, - "direction2": { - "100": { - "min": int, - "avg": int, - "max": int - }, - "50": { # Only for NDR - "min": int, - "avg": int, - "max": int - }, - "10": { # Only for NDR - "min": int, - "avg": int, - "max": int - } - } - }, - "lossTolerance": "lossTolerance", # Only for PDR - "vat-history": "DUT1 and DUT2 VAT History" - }, - "show-run": "Show Run" - }, - "ID" { - # next test - } - } - } - - Functional tests: - - - { - "metadata": { # Optional - "version": "VPP version", - "job": "Jenkins job name", - "build": "Information about the build" - }, - "suites": { - "Suite name 1": { - "doc": "Suite 1 documentation", - "parent": "Suite 1 parent", - "level": "Level of the suite in the suite hierarchy" - } - "Suite name N": { - "doc": "Suite N documentation", - "parent": "Suite 2 parent", - "level": "Level of the suite in the suite hierarchy" - } - } - "tests": { - "ID": { - "name": "Test name", - "parent": "Name of the parent of the test", - "doc": "Test documentation" - "msg": "Test message" - "tags": ["tag 1", "tag 2", "tag n"], - "vat-history": "DUT1 and DUT2 VAT History" - "show-run": "Show Run" - "status": "PASS" | "FAIL" - }, - "ID" { - # next test - } - } - } - - .. note:: ID is the lowercase full path to the test. - """ - - REGEX_RATE = re.compile(r'^[\D\d]*FINAL_RATE:\s(\d+\.\d+)\s(\w+)') - - REGEX_LAT_NDR = re.compile(r'^[\D\d]*' - r'LAT_\d+%NDR:\s\[\'(-?\d+\/-?\d+/-?\d+)\',' - r'\s\'(-?\d+/-?\d+/-?\d+)\'\]\s\n' - r'LAT_\d+%NDR:\s\[\'(-?\d+/-?\d+/-?\d+)\',' - r'\s\'(-?\d+/-?\d+/-?\d+)\'\]\s\n' - r'LAT_\d+%NDR:\s\[\'(-?\d+/-?\d+/-?\d+)\',' - r'\s\'(-?\d+/-?\d+/-?\d+)\'\]') - - REGEX_LAT_PDR = re.compile(r'^[\D\d]*' - r'LAT_\d+%PDR:\s\[\'(-?\d+/-?\d+/-?\d+)\',' - r'\s\'(-?\d+/-?\d+/-?\d+)\'\][\D\d]*') - - REGEX_TOLERANCE = re.compile(r'^[\D\d]*LOSS_ACCEPTANCE:\s(\d*\.\d*)\s' - r'[\D\d]*') - - REGEX_VERSION = re.compile(r"(return STDOUT Version:\s*)(.*)") - - REGEX_TCP = re.compile(r'Total\s(rps|cps|throughput):\s([0-9]*).*$') - - REGEX_MRR = re.compile(r'MaxReceivedRate_Results\s\[pkts/(\d*)sec\]:\s' - r'tx\s(\d*),\srx\s(\d*)') - - def __init__(self, **metadata): - """Initialisation. - - :param metadata: Key-value pairs to be included in "metadata" part of - JSON structure. - :type metadata: dict - """ - - # Type of message to parse out from the test messages - self._msg_type = None - - # VPP version - self._version = None - - # Number of VAT History messages found: - # 0 - no message - # 1 - VAT History of DUT1 - # 2 - VAT History of DUT2 - self._lookup_kw_nr = 0 - self._vat_history_lookup_nr = 0 - - # Number of Show Running messages found - # 0 - no message - # 1 - Show run message found - self._show_run_lookup_nr = 0 - - # Test ID of currently processed test- the lowercase full path to the - # test - self._test_ID = None - - # The main data structure - self._data = { - "metadata": OrderedDict(), - "suites": OrderedDict(), - "tests": OrderedDict() - } - - # Save the provided metadata - for key, val in metadata.items(): - self._data["metadata"][key] = val - - # Dictionary defining the methods used to parse different types of - # messages - self.parse_msg = { - "setup-version": self._get_version, - "teardown-vat-history": self._get_vat_history, - "test-show-runtime": self._get_show_run - } - - @property - def data(self): - """Getter - Data parsed from the XML file. - - :returns: Data parsed from the XML file. - :rtype: dict - """ - return self._data - - def _get_version(self, msg): - """Called when extraction of VPP version is required. - - :param msg: Message to process. - :type msg: Message - :returns: Nothing. - """ - - if msg.message.count("return STDOUT Version:"): - self._version = str(re.search(self.REGEX_VERSION, msg.message). - group(2)) - self._data["metadata"]["version"] = self._version - self._msg_type = None - - logging.info(" VPP version: {0}".format(self._version)) - - def _get_vat_history(self, msg): - """Called when extraction of VAT command history is required. - - :param msg: Message to process. - :type msg: Message - :returns: Nothing. - """ - if msg.message.count("VAT command history:"): - self._vat_history_lookup_nr += 1 - if self._vat_history_lookup_nr == 1: - self._data["tests"][self._test_ID]["vat-history"] = str() - else: - self._msg_type = None - text = re.sub("[0-9]{1,3}.[0-9]{1,3}.[0-9]{1,3}.[0-9]{1,3} " - "VAT command history:", "", msg.message, count=1). \ - replace("\n\n", "\n").replace('\n', ' |br| ').\ - replace('\r', '').replace('"', "'") - - self._data["tests"][self._test_ID]["vat-history"] += " |br| " - self._data["tests"][self._test_ID]["vat-history"] += \ - "**DUT" + str(self._vat_history_lookup_nr) + ":** " + text - - def _get_show_run(self, msg): - """Called when extraction of VPP operational data (output of CLI command - Show Runtime) is required. - - :param msg: Message to process. - :type msg: Message - :returns: Nothing. - """ - if msg.message.count("return STDOUT Thread "): - self._show_run_lookup_nr += 1 - if self._lookup_kw_nr == 1 and self._show_run_lookup_nr == 1: - self._data["tests"][self._test_ID]["show-run"] = str() - if self._lookup_kw_nr > 1: - self._msg_type = None - if self._show_run_lookup_nr == 1: - text = msg.message.replace("vat# ", "").\ - replace("return STDOUT ", "").replace("\n\n", "\n").\ - replace('\n', ' |br| ').\ - replace('\r', '').replace('"', "'") - try: - self._data["tests"][self._test_ID]["show-run"] += " |br| " - self._data["tests"][self._test_ID]["show-run"] += \ - "**DUT" + str(self._lookup_kw_nr) + ":** |br| " + text - except KeyError: - pass - - def _get_latency(self, msg, test_type): - """Get the latency data from the test message. - - :param msg: Message to be parsed. - :param test_type: Type of the test - NDR or PDR. - :type msg: str - :type test_type: str - :returns: Latencies parsed from the message. - :rtype: dict - """ - - if test_type == "NDR": - groups = re.search(self.REGEX_LAT_NDR, msg) - groups_range = range(1, 7) - elif test_type == "PDR": - groups = re.search(self.REGEX_LAT_PDR, msg) - groups_range = range(1, 3) - else: - return {} - - latencies = list() - for idx in groups_range: - try: - lat = [int(item) for item in str(groups.group(idx)).split('/')] - except (AttributeError, ValueError): - lat = [-1, -1, -1] - latencies.append(lat) - - keys = ("min", "avg", "max") - latency = { - "direction1": { - }, - "direction2": { - } - } - - latency["direction1"]["100"] = dict(zip(keys, latencies[0])) - latency["direction2"]["100"] = dict(zip(keys, latencies[1])) - if test_type == "NDR": - latency["direction1"]["50"] = dict(zip(keys, latencies[2])) - latency["direction2"]["50"] = dict(zip(keys, latencies[3])) - latency["direction1"]["10"] = dict(zip(keys, latencies[4])) - latency["direction2"]["10"] = dict(zip(keys, latencies[5])) - - return latency - - def visit_suite(self, suite): - """Implements traversing through the suite and its direct children. - - :param suite: Suite to process. - :type suite: Suite - :returns: Nothing. - """ - if self.start_suite(suite) is not False: - suite.suites.visit(self) - suite.tests.visit(self) - self.end_suite(suite) - - def start_suite(self, suite): - """Called when suite starts. - - :param suite: Suite to process. - :type suite: Suite - :returns: Nothing. - """ - - try: - parent_name = suite.parent.name - except AttributeError: - return - - doc_str = suite.doc.replace('"', "'").replace('\n', ' ').\ - replace('\r', '').replace('*[', ' |br| *[').replace("*", "**") - doc_str = replace(doc_str, ' |br| *[', '*[', maxreplace=1) - - self._data["suites"][suite.longname.lower().replace('"', "'"). - replace(" ", "_")] = { - "name": suite.name.lower(), - "doc": doc_str, - "parent": parent_name, - "level": len(suite.longname.split(".")) - } - - suite.keywords.visit(self) - - def end_suite(self, suite): - """Called when suite ends. - - :param suite: Suite to process. - :type suite: Suite - :returns: Nothing. - """ - pass - - def visit_test(self, test): - """Implements traversing through the test. - - :param test: Test to process. - :type test: Test - :returns: Nothing. - """ - if self.start_test(test) is not False: - test.keywords.visit(self) - self.end_test(test) - - def start_test(self, test): - """Called when test starts. - - :param test: Test to process. - :type test: Test - :returns: Nothing. - """ - - tags = [str(tag) for tag in test.tags] - test_result = dict() - test_result["name"] = test.name.lower() - test_result["parent"] = test.parent.name.lower() - test_result["tags"] = tags - doc_str = test.doc.replace('"', "'").replace('\n', ' '). \ - replace('\r', '').replace('[', ' |br| [') - test_result["doc"] = replace(doc_str, ' |br| [', '[', maxreplace=1) - test_result["msg"] = test.message.replace('\n', ' |br| '). \ - replace('\r', '').replace('"', "'") - if test.status == "PASS" and ("NDRPDRDISC" in tags or - "TCP" in tags or - "MRR" in tags): - if "NDRDISC" in tags: - test_type = "NDR" - elif "PDRDISC" in tags: - test_type = "PDR" - elif "TCP" in tags: - test_type = "TCP" - elif "MRR" in tags: - test_type = "MRR" - else: - return - - test_result["type"] = test_type - - if test_type in ("NDR", "PDR"): - try: - rate_value = str(re.search( - self.REGEX_RATE, test.message).group(1)) - except AttributeError: - rate_value = "-1" - try: - rate_unit = str(re.search( - self.REGEX_RATE, test.message).group(2)) - except AttributeError: - rate_unit = "-1" - - test_result["throughput"] = dict() - test_result["throughput"]["value"] = \ - int(rate_value.split('.')[0]) - test_result["throughput"]["unit"] = rate_unit - test_result["latency"] = \ - self._get_latency(test.message, test_type) - if test_type == "PDR": - test_result["lossTolerance"] = str(re.search( - self.REGEX_TOLERANCE, test.message).group(1)) - - elif test_type in ("TCP", ): - groups = re.search(self.REGEX_TCP, test.message) - test_result["result"] = dict() - test_result["result"]["value"] = int(groups.group(2)) - test_result["result"]["unit"] = groups.group(1) - elif test_type in ("MRR", ): - groups = re.search(self.REGEX_MRR, test.message) - test_result["result"] = dict() - test_result["result"]["duration"] = int(groups.group(1)) - test_result["result"]["tx"] = int(groups.group(2)) - test_result["result"]["rx"] = int(groups.group(3)) - test_result["result"]["throughput"] = int( - test_result["result"]["rx"] / - test_result["result"]["duration"]) - else: - test_result["status"] = test.status - - self._test_ID = test.longname.lower() - self._data["tests"][self._test_ID] = test_result - - def end_test(self, test): - """Called when test ends. - - :param test: Test to process. - :type test: Test - :returns: Nothing. - """ - pass - - def visit_keyword(self, keyword): - """Implements traversing through the keyword and its child keywords. - - :param keyword: Keyword to process. - :type keyword: Keyword - :returns: Nothing. - """ - if self.start_keyword(keyword) is not False: - self.end_keyword(keyword) - - def start_keyword(self, keyword): - """Called when keyword starts. Default implementation does nothing. - - :param keyword: Keyword to process. - :type keyword: Keyword - :returns: Nothing. - """ - try: - if keyword.type == "setup": - self.visit_setup_kw(keyword) - elif keyword.type == "teardown": - self._lookup_kw_nr = 0 - self.visit_teardown_kw(keyword) - else: - self._lookup_kw_nr = 0 - self.visit_test_kw(keyword) - except AttributeError: - pass - - def end_keyword(self, keyword): - """Called when keyword ends. Default implementation does nothing. - - :param keyword: Keyword to process. - :type keyword: Keyword - :returns: Nothing. - """ - pass - - def visit_test_kw(self, test_kw): - """Implements traversing through the test keyword and its child - keywords. - - :param test_kw: Keyword to process. - :type test_kw: Keyword - :returns: Nothing. - """ - for keyword in test_kw.keywords: - if self.start_test_kw(keyword) is not False: - self.visit_test_kw(keyword) - self.end_test_kw(keyword) - - def start_test_kw(self, test_kw): - """Called when test keyword starts. Default implementation does - nothing. - - :param test_kw: Keyword to process. - :type test_kw: Keyword - :returns: Nothing. - """ - if test_kw.name.count("Show Runtime Counters On All Duts"): - self._lookup_kw_nr += 1 - self._show_run_lookup_nr = 0 - self._msg_type = "test-show-runtime" - test_kw.messages.visit(self) - - def end_test_kw(self, test_kw): - """Called when keyword ends. Default implementation does nothing. - - :param test_kw: Keyword to process. - :type test_kw: Keyword - :returns: Nothing. - """ - pass - - def visit_setup_kw(self, setup_kw): - """Implements traversing through the teardown keyword and its child - keywords. - - :param setup_kw: Keyword to process. - :type setup_kw: Keyword - :returns: Nothing. - """ - for keyword in setup_kw.keywords: - if self.start_setup_kw(keyword) is not False: - self.visit_setup_kw(keyword) - self.end_setup_kw(keyword) - - def start_setup_kw(self, setup_kw): - """Called when teardown keyword starts. Default implementation does - nothing. - - :param setup_kw: Keyword to process. - :type setup_kw: Keyword - :returns: Nothing. - """ - if setup_kw.name.count("Show Vpp Version On All Duts") \ - and not self._version: - self._msg_type = "setup-version" - setup_kw.messages.visit(self) - - def end_setup_kw(self, setup_kw): - """Called when keyword ends. Default implementation does nothing. - - :param setup_kw: Keyword to process. - :type setup_kw: Keyword - :returns: Nothing. - """ - pass - - def visit_teardown_kw(self, teardown_kw): - """Implements traversing through the teardown keyword and its child - keywords. - - :param teardown_kw: Keyword to process. - :type teardown_kw: Keyword - :returns: Nothing. - """ - for keyword in teardown_kw.keywords: - if self.start_teardown_kw(keyword) is not False: - self.visit_teardown_kw(keyword) - self.end_teardown_kw(keyword) - - def start_teardown_kw(self, teardown_kw): - """Called when teardown keyword starts. Default implementation does - nothing. - - :param teardown_kw: Keyword to process. - :type teardown_kw: Keyword - :returns: Nothing. - """ - - if teardown_kw.name.count("Show Vat History On All Duts"): - self._vat_history_lookup_nr = 0 - self._msg_type = "teardown-vat-history" - teardown_kw.messages.visit(self) - - def end_teardown_kw(self, teardown_kw): - """Called when keyword ends. Default implementation does nothing. - - :param teardown_kw: Keyword to process. - :type teardown_kw: Keyword - :returns: Nothing. - """ - pass - - def visit_message(self, msg): - """Implements visiting the message. - - :param msg: Message to process. - :type msg: Message - :returns: Nothing. - """ - if self.start_message(msg) is not False: - self.end_message(msg) - - def start_message(self, msg): - """Called when message starts. Get required information from messages: - - VPP version. - - :param msg: Message to process. - :type msg: Message - :returns: Nothing. - """ - - if self._msg_type: - self.parse_msg[self._msg_type](msg) - - def end_message(self, msg): - """Called when message ends. Default implementation does nothing. - - :param msg: Message to process. - :type msg: Message - :returns: Nothing. - """ - pass - - -class InputData(object): - """Input data - - The data is extracted from output.xml files generated by Jenkins jobs and - stored in pandas' DataFrames. - - The data structure: - - job name - - build number - - metadata - - job - - build - - vpp version - - suites - - tests - - ID: test data (as described in ExecutionChecker documentation) - """ - - def __init__(self, spec): - """Initialization. - - :param spec: Specification. - :type spec: Specification - """ - - # Specification: - self._cfg = spec - - # Data store: - self._input_data = None - - @property - def data(self): - """Getter - Input data. - - :returns: Input data - :rtype: pandas.Series - """ - return self._input_data - - def metadata(self, job, build): - """Getter - metadata - - :param job: Job which metadata we want. - :param build: Build which metadata we want. - :type job: str - :type build: str - :returns: Metadata - :rtype: pandas.Series - """ - - return self.data[job][build]["metadata"] - - def suites(self, job, build): - """Getter - suites - - :param job: Job which suites we want. - :param build: Build which suites we want. - :type job: str - :type build: str - :returns: Suites. - :rtype: pandas.Series - """ - - return self.data[job][str(build)]["suites"] - - def tests(self, job, build): - """Getter - tests - - :param job: Job which tests we want. - :param build: Build which tests we want. - :type job: str - :type build: str - :returns: Tests. - :rtype: pandas.Series - """ - - return self.data[job][build]["tests"] - - @staticmethod - def _parse_tests(job, build): - """Process data from robot output.xml file and return JSON structured - data. - - :param job: The name of job which build output data will be processed. - :param build: The build which output data will be processed. - :type job: str - :type build: dict - :returns: JSON data structure. - :rtype: dict - """ - - tree = ET.parse(build["file-name"]) - root = tree.getroot() - generated = root.attrib["generated"] - - with open(build["file-name"], 'r') as data_file: - try: - result = ExecutionResult(data_file) - except errors.DataError as err: - logging.error("Error occurred while parsing output.xml: {0}". - format(err)) - return None - checker = ExecutionChecker(job=job, build=build, generated=generated) - result.visit(checker) - - return checker.data - - def read_data(self): - """Parse input data from input files and store in pandas' Series. - """ - - logging.info("Parsing input files ...") - - job_data = dict() - for job, builds in self._cfg.builds.items(): - logging.info(" Extracting data from the job '{0}' ...'". - format(job)) - builds_data = dict() - for build in builds: - if build["status"] == "failed" \ - or build["status"] == "not found": - continue - logging.info(" Extracting data from the build '{0}'". - format(build["build"])) - logging.info(" Processing the file '{0}'". - format(build["file-name"])) - data = InputData._parse_tests(job, build) - if data is None: - logging.error("Input data file from the job '{job}', build " - "'{build}' is damaged. Skipped.". - format(job=job, build=build["build"])) - continue - - build_data = pd.Series({ - "metadata": pd.Series(data["metadata"].values(), - index=data["metadata"].keys()), - "suites": pd.Series(data["suites"].values(), - index=data["suites"].keys()), - "tests": pd.Series(data["tests"].values(), - index=data["tests"].keys()), - }) - builds_data[str(build["build"])] = build_data - logging.info(" Done.") - - job_data[job] = pd.Series(builds_data.values(), - index=builds_data.keys()) - logging.info(" Done.") - - self._input_data = pd.Series(job_data.values(), index=job_data.keys()) - logging.info("Done.") - - @staticmethod - def _end_of_tag(tag_filter, start=0, closer="'"): - """Return the index of character in the string which is the end of tag. - - :param tag_filter: The string where the end of tag is being searched. - :param start: The index where the searching is stated. - :param closer: The character which is the tag closer. - :type tag_filter: str - :type start: int - :type closer: str - :returns: The index of the tag closer. - :rtype: int - """ - - try: - idx_opener = tag_filter.index(closer, start) - return tag_filter.index(closer, idx_opener + 1) - except ValueError: - return None - - @staticmethod - def _condition(tag_filter): - """Create a conditional statement from the given tag filter. - - :param tag_filter: Filter based on tags from the element specification. - :type tag_filter: str - :returns: Conditional statement which can be evaluated. - :rtype: str - """ - - index = 0 - while True: - index = InputData._end_of_tag(tag_filter, index) - if index is None: - return tag_filter - index += 1 - tag_filter = tag_filter[:index] + " in tags" + tag_filter[index:] - - def filter_data(self, element, params=None, data_set="tests", - continue_on_error=False): - """Filter required data from the given jobs and builds. - - The output data structure is: - - - job 1 - - build 1 - - test (suite) 1 ID: - - param 1 - - param 2 - ... - - param n - ... - - test (suite) n ID: - ... - ... - - build n - ... - - job n - - :param element: Element which will use the filtered data. - :param params: Parameters which will be included in the output. If None, - all parameters are included. - :param data_set: The set of data to be filtered: tests, suites, - metadata. - :param continue_on_error: Continue if there is error while reading the - data. The Item will be empty then - :type element: pandas.Series - :type params: list - :type data_set: str - :type continue_on_error: bool - :returns: Filtered data. - :rtype pandas.Series - """ - - logging.info(" Creating the data set for the {0} '{1}'.". - format(element.get("type", ""), element.get("title", ""))) - - try: - if element["filter"] in ("all", "template"): - cond = "True" - else: - cond = InputData._condition(element["filter"]) - logging.debug(" Filter: {0}".format(cond)) - except KeyError: - logging.error(" No filter defined.") - return None - - if params is None: - params = element.get("parameters", None) - - data = pd.Series() - try: - for job, builds in element["data"].items(): - data[job] = pd.Series() - for build in builds: - data[job][str(build)] = pd.Series() - try: - data_iter = self.data[job][str(build)][data_set].\ - iteritems() - except KeyError: - if continue_on_error: - continue - else: - return None - for test_ID, test_data in data_iter: - if eval(cond, {"tags": test_data.get("tags", "")}): - data[job][str(build)][test_ID] = pd.Series() - if params is None: - for param, val in test_data.items(): - data[job][str(build)][test_ID][param] = val - else: - for param in params: - try: - data[job][str(build)][test_ID][param] =\ - test_data[param] - except KeyError: - data[job][str(build)][test_ID][param] =\ - "No Data" - return data - - except (KeyError, IndexError, ValueError) as err: - logging.error(" Missing mandatory parameter in the element " - "specification: {0}".format(err)) - return None - except AttributeError: - return None - except SyntaxError: - logging.error(" The filter '{0}' is not correct. Check if all " - "tags are enclosed by apostrophes.".format(cond)) - return None - - @staticmethod - def merge_data(data): - """Merge data from more jobs and builds to a simple data structure. - - The output data structure is: - - - test (suite) 1 ID: - - param 1 - - param 2 - ... - - param n - ... - - test (suite) n ID: - ... - - :param data: Data to merge. - :type data: pandas.Series - :returns: Merged data. - :rtype: pandas.Series - """ - - logging.info(" Merging data ...") - - merged_data = pd.Series() - for _, builds in data.iteritems(): - for _, item in builds.iteritems(): - for ID, item_data in item.iteritems(): - merged_data[ID] = item_data - - return merged_data