diff options
Diffstat (limited to 'resources/tools')
| -rw-r--r-- | resources/tools/presentation/generator_CPTA.py | 16 | ||||
| -rw-r--r-- | resources/tools/presentation/generator_tables.py | 87 | ||||
| -rw-r--r-- | resources/tools/presentation/pal.py | 82 | ||||
| -rw-r--r-- | resources/tools/presentation/specification_CPTA.yaml | 3 |
4 files changed, 115 insertions, 73 deletions
diff --git a/resources/tools/presentation/generator_CPTA.py b/resources/tools/presentation/generator_CPTA.py index 3a8ea93e0a..066bfbddc8 100644 --- a/resources/tools/presentation/generator_CPTA.py +++ b/resources/tools/presentation/generator_CPTA.py @@ -164,19 +164,21 @@ def _evaluate_results(in_data, trimmed_data, window=10): if len(in_data) > 2: win_size = in_data.size if in_data.size < window else window - results = [0.0, ] * win_size + results = [0.0, ] median = in_data.rolling(window=win_size).median() stdev_t = trimmed_data.rolling(window=win_size, min_periods=2).std() m_vals = median.values s_vals = stdev_t.values d_vals = in_data.values - for day in range(win_size, in_data.size): - if np.isnan(m_vals[day - 1]) or np.isnan(s_vals[day - 1]): + for day in range(1, in_data.size): + if np.isnan(m_vals[day]) \ + or np.isnan(s_vals[day]) \ + or np.isnan(d_vals[day]): results.append(0.0) - elif d_vals[day] < (m_vals[day - 1] - 3 * s_vals[day - 1]): + elif d_vals[day] < (m_vals[day] - 3 * s_vals[day]): results.append(0.33) - elif (m_vals[day - 1] - 3 * s_vals[day - 1]) <= d_vals[day] <= \ - (m_vals[day - 1] + 3 * s_vals[day - 1]): + elif (m_vals[day] - 3 * s_vals[day]) <= d_vals[day] <= \ + (m_vals[day] + 3 * s_vals[day]): results.append(0.66) else: results.append(1.0) @@ -244,7 +246,7 @@ def _generate_trending_traces(in_data, build_info, period, moving_win_size=10, data_y = [val for val in in_data.values()] data_pd = pd.Series(data_y, index=data_x) - t_data, outliers = find_outliers(data_pd) + t_data, outliers = find_outliers(data_pd, outlier_const=1.5) results = _evaluate_results(data_pd, t_data, window=moving_win_size) diff --git a/resources/tools/presentation/generator_tables.py b/resources/tools/presentation/generator_tables.py index 13c8efffdb..12cbee2dae 100644 --- a/resources/tools/presentation/generator_tables.py +++ b/resources/tools/presentation/generator_tables.py @@ -574,38 +574,75 @@ def table_performance_trending_dashboard(table, input_data): tbl_lst = list() for tst_name in tbl_dict.keys(): if len(tbl_dict[tst_name]["data"]) > 2: - pd_data = pd.Series(tbl_dict[tst_name]["data"]) + sample_lst = tbl_dict[tst_name]["data"] + pd_data = pd.Series(sample_lst) win_size = pd_data.size \ if pd_data.size < table["window"] else table["window"] # Test name: name = tbl_dict[tst_name]["name"] - # Throughput trend: - trend = list(pd_data.rolling(window=win_size, min_periods=2). - median())[-2] - # Anomaly: + + # Trend list: + trend_lst = list(pd_data.rolling(window=win_size, min_periods=2). + median()) + # Stdevs list: t_data, _ = find_outliers(pd_data) - last = list(t_data)[-1] - t_stdev = list(t_data.rolling(window=win_size, min_periods=2). - std())[-2] - if isnan(last): - classification = "outlier" - last = list(pd_data)[-1] - elif last < (trend - 3 * t_stdev): + t_data_lst = list(t_data) + stdev_lst = list(t_data.rolling(window=win_size, min_periods=2). + std()) + + rel_change_lst = [None, ] + classification_lst = [None, ] + for idx in range(1, len(trend_lst)): + # Relative changes list: + if not isnan(sample_lst[idx]) \ + and not isnan(trend_lst[idx])\ + and trend_lst[idx] != 0: + rel_change_lst.append( + int(relative_change(float(trend_lst[idx]), + float(sample_lst[idx])))) + else: + rel_change_lst.append(None) + # Classification list: + if isnan(t_data_lst[idx]) or isnan(stdev_lst[idx]): + classification_lst.append("outlier") + elif sample_lst[idx] < (trend_lst[idx] - 3*stdev_lst[idx]): + classification_lst.append("regression") + elif sample_lst[idx] > (trend_lst[idx] + 3*stdev_lst[idx]): + classification_lst.append("progression") + else: + classification_lst.append("normal") + + last_idx = len(sample_lst) - 1 + first_idx = last_idx - int(table["evaluated-window"]) + if first_idx < 0: + first_idx = 0 + + if "regression" in classification_lst[first_idx:]: classification = "regression" - elif last > (trend + 3 * t_stdev): + elif "outlier" in classification_lst[first_idx:]: + classification = "outlier" + elif "progression" in classification_lst[first_idx:]: classification = "progression" else: classification = "normal" - if not isnan(last) and not isnan(trend) and trend != 0: - # Relative change: - rel_change = int(relative_change(float(trend), float(last))) - - tbl_lst.append([name, - round(float(trend) / 1000000, 2), - round(float(last) / 1000000, 2), - rel_change, - classification]) + idx = len(classification_lst) - 1 + while idx: + if classification_lst[idx] == classification: + break + idx -= 1 + + trend = round(float(trend_lst[-2]) / 1000000, 2) \ + if not isnan(trend_lst[-2]) else '' + sample = round(float(sample_lst[idx]) / 1000000, 2) \ + if not isnan(sample_lst[idx]) else '' + rel_change = rel_change_lst[idx] \ + if rel_change_lst[idx] is not None else '' + tbl_lst.append([name, + trend, + sample, + rel_change, + classification]) # Sort the table according to the classification tbl_sorted = list() @@ -684,11 +721,11 @@ def table_performance_trending_dashboard_html(table, input_data): td = ET.SubElement(tr, "td", attrib=dict(align=alignment)) if c_idx == 4: if item == "regression": - td.set("bgcolor", "#FF0000") + td.set("bgcolor", "#eca1a6") elif item == "outlier": - td.set("bgcolor", "#818181") + td.set("bgcolor", "#d6cbd3") elif item == "progression": - td.set("bgcolor", "#008000") + td.set("bgcolor", "#bdcebe") td.text = item try: diff --git a/resources/tools/presentation/pal.py b/resources/tools/presentation/pal.py index 98642c898c..aaeacaac15 100644 --- a/resources/tools/presentation/pal.py +++ b/resources/tools/presentation/pal.py @@ -87,48 +87,48 @@ def main(): return 1 ret_code = 0 - try: - env = Environment(spec.environment, args.force) - env.set_environment() - - if spec.is_debug: - if spec.debug["input-format"] == "zip": - unzip_files(spec) - else: - download_data_files(spec) - - prepare_static_content(spec) - - data = InputData(spec) - data.read_data() - - generate_tables(spec, data) - generate_plots(spec, data) - generate_files(spec, data) - - if spec.output["output"] == "report": - generate_report(args.release, spec) - logging.info("Successfully finished.") - elif spec.output["output"] == "CPTA": - sys.stdout.write(generate_cpta(spec, data)) - logging.info("Successfully finished.") - else: - logging.critical("The output '{0}' is not supported.". - format(spec.output["output"])) - ret_code = 1 - - except (KeyError, ValueError, PresentationError) as err: - logging.info("Finished with an error.") - logging.critical(str(err)) - ret_code = 1 - except Exception as err: - logging.info("Finished with an unexpected error.") - logging.critical(str(err)) + # try: + env = Environment(spec.environment, args.force) + env.set_environment() + + if spec.is_debug: + if spec.debug["input-format"] == "zip": + unzip_files(spec) + else: + download_data_files(spec) + + prepare_static_content(spec) + + data = InputData(spec) + data.read_data() + + generate_tables(spec, data) + generate_plots(spec, data) + generate_files(spec, data) + + if spec.output["output"] == "report": + generate_report(args.release, spec) + logging.info("Successfully finished.") + elif spec.output["output"] == "CPTA": + sys.stdout.write(generate_cpta(spec, data)) + logging.info("Successfully finished.") + else: + logging.critical("The output '{0}' is not supported.". + format(spec.output["output"])) ret_code = 1 - finally: - if spec is not None and not spec.is_debug: - clean_environment(spec.environment) - return ret_code + + # except (KeyError, ValueError, PresentationError) as err: + # logging.info("Finished with an error.") + # logging.critical(str(err)) + # ret_code = 1 + # except Exception as err: + # logging.info("Finished with an unexpected error.") + # logging.critical(str(err)) + # ret_code = 1 + # finally: + # if spec is not None and not spec.is_debug: + # clean_environment(spec.environment) + # return ret_code if __name__ == '__main__': diff --git a/resources/tools/presentation/specification_CPTA.yaml b/resources/tools/presentation/specification_CPTA.yaml index 0544acd040..f6d07e8063 100644 --- a/resources/tools/presentation/specification_CPTA.yaml +++ b/resources/tools/presentation/specification_CPTA.yaml @@ -227,6 +227,7 @@ nr-of-tests-shown: 20 outlier-const: 1.5 window: 10 + evaluated-window: 14 - type: "table" @@ -245,6 +246,7 @@ nr-of-tests-shown: 20 outlier-const: 1.5 window: 10 + evaluated-window: 14 - type: "table" @@ -263,6 +265,7 @@ nr-of-tests-shown: 20 outlier-const: 1.5 window: 10 + evaluated-window: 14 - type: "table" |