diff --git a/jenkins-scripts/tools/statistics-analysis/node_timing.ipynb b/jenkins-scripts/tools/statistics-analysis/node_timing.ipynb new file mode 100644 index 000000000..7b275f2c4 --- /dev/null +++ b/jenkins-scripts/tools/statistics-analysis/node_timing.ipynb @@ -0,0 +1,299 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "from datetime import datetime\n", + "sns.set(font_scale=1.2)\n", + "sns.set_style(\"whitegrid\")\n", + "\n", + "def load_data(file_path):\n", + " columns = ['timestamp', 'node_name', 'status', 'labels', 'current_job']\n", + " df = pd.read_csv(file_path, names=columns, header=0)\n", + " df['timestamp'] = pd.to_datetime(df['timestamp'], format='%Y-%m-%d %H:%M:%S')\n", + " df['current_job'] = df['current_job'].replace('None', np.nan)\n", + " # Replace the labels using the logic: if docker and gpu-reliable exists in labels use linux-gpu\n", + " def apply_label_rules(labels):\n", + " if 'docker' in labels and 'gpu-reliable' in labels:\n", + " return 'linux-gpu'\n", + " elif 'docker' in labels and 'gpu-reliable' not in labels:\n", + " return 'linux'\n", + " elif 'win' in labels and 'gpu-reliable' in labels:\n", + " return 'windows-gpu'\n", + " elif 'win' in labels and 'gpu-reliable' not in labels:\n", + " return 'windows' \n", + " elif 'osx' in labels:\n", + " for label in labels.split(', '):\n", + " if label.startswith('osx_'):\n", + " return label\n", + " elif 'linux-arm64' in labels:\n", + " return 'linux-arm64' \n", + " else:\n", + " return labels\n", + "\n", + " df['labels'] = df['labels'].apply(apply_label_rules) \n", + " #Filter rows that have status = 'Not Working'\n", + " df = df[df['status'] != 'Not Working'] \n", + " return df\n", + "\n", + "def calculate_node_stats(df):\n", + " nodes = df['node_name'].unique()\n", + " node_stats = {}\n", + " \n", + " for node in nodes:\n", + " node_df = df[df['node_name'] == node].sort_values('timestamp')\n", + " first_seen = node_df['timestamp'].min()\n", + " last_seen = node_df['timestamp'].max()\n", + " time_alive = (last_seen - first_seen).total_seconds() / 60\n", + " \n", + " busy_records = node_df[node_df['status'] == 'Busy']\n", + " busy_periods = []\n", + " if not busy_records.empty:\n", + " node_df['status_changed'] = node_df['status'] != node_df['status'].shift(1)\n", + " status_changes = node_df[node_df['status_changed']].copy()\n", + " last_records = node_df.groupby('status').last().reset_index()\n", + " status_change_points = pd.concat([status_changes, last_records]).sort_values('timestamp')\n", + " \n", + " current_status = None\n", + " start_time = None\n", + " \n", + " for _, row in status_change_points.iterrows():\n", + " if current_status == 'Busy' and start_time is not None:\n", + " duration = (row['timestamp'] - start_time).total_seconds() / 60\n", + " busy_periods.append({\n", + " 'start': start_time,\n", + " 'end': row['timestamp'],\n", + " 'duration': duration,\n", + " 'job': row['current_job']\n", + " })\n", + " \n", + " current_status = row['status']\n", + " start_time = row['timestamp']\n", + " \n", + " total_busy_time = sum(period['duration'] for period in busy_periods)\n", + " busy_percentage = (total_busy_time / time_alive * 100) if time_alive > 0 else 0\n", + " \n", + " node_stats[node] = {\n", + " 'first_seen': first_seen,\n", + " 'last_seen': last_seen,\n", + " 'time_alive': time_alive,\n", + " 'busy_time': total_busy_time,\n", + " 'idle_time': time_alive - total_busy_time,\n", + " 'busy_percentage': busy_percentage,\n", + " 'busy_periods': busy_periods,\n", + " 'status_history': node_df[['timestamp', 'status', 'current_job']].to_dict('records'),\n", + " 'labels': node_df['labels'].iloc[0]\n", + " }\n", + " \n", + " return node_stats\n", + "\n", + "def generate_node_report(node_stats):\n", + " sorted_nodes = sorted(node_stats.items(), key=lambda x: x[1]['busy_percentage'], reverse=True)\n", + " report_data = []\n", + " for node, stats in sorted_nodes:\n", + " report_data.append({\n", + " 'Node Name': node,\n", + " 'Time Alive (min)': round(stats['time_alive'], 2),\n", + " 'Busy Time (min)': round(stats['busy_time'], 2),\n", + " 'Idle Time (min)': round(stats['idle_time'], 2),\n", + " 'Busy (%)': round(stats['busy_percentage'], 2),\n", + " 'First Seen': stats['first_seen'],\n", + " 'Last Seen': stats['last_seen'],\n", + " 'Number of Jobs': len(stats['busy_periods']),\n", + " 'Labels': stats['labels']\n", + " })\n", + " \n", + " report_df = pd.DataFrame(report_data)\n", + " return report_df\n", + "\n", + "def analyze_jenkins_nodes(df, title='Jenkins Nodes Activity'):\n", + " node_stats = calculate_node_stats(df)\n", + " report = generate_node_report(node_stats)\n", + " display(report.style.set_caption(title).set_table_styles(\n", + " [{'selector': 'thead th', 'props': [('background-color', '#f7f7f9'), ('color', '#333'), ('border', '1px solid #ddd')]},\n", + " {'selector': 'tbody tr:nth-child(even)', 'props': [('background-color', '#f9f9f9')]},\n", + " {'selector': 'tbody tr:nth-child(odd)', 'props': [('background-color', '#fff')]},\n", + " {'selector': 'tbody td', 'props': [('border', '1px solid #ddd'), ('color', '#000')]}]\n", + " ).set_properties(**{'text-align': 'center'})) \n", + " return df, node_stats, report\n", + "\n", + "\n", + "df = load_data(\"agent_data.csv\")\n", + "# Absolute\n", + "# df, node_stats, report = analyze_jenkins_nodes(df)\n", + "# filter data to show only workdays\n", + "df_workdays = df[df['timestamp'].dt.dayofweek < 5]\n", + "df_workdays, node_stats_workdays, report = analyze_jenkins_nodes(df_workdays, title='Jenkins Nodes Activity (Workdays)')\n", + "# filter data to show only weekends\n", + "df_weekends = df[df['timestamp'].dt.dayofweek >= 5]\n", + "df_weekends, node_stats_weekends, report = analyze_jenkins_nodes(df_weekends, title='Jenkins Nodes Activity (Weekends)')\n", + "\n", + "# Generate daily hourly activity report. Group the data by day and hour and calculate the busy/idle times\n", + "def calculate_hourly_stats(df):\n", + " hourly_stats = {}\n", + " for _, row in df.iterrows():\n", + " day = row['timestamp'].date()\n", + " hour = row['timestamp'].hour\n", + " if day not in hourly_stats:\n", + " hourly_stats[day] = {}\n", + " \n", + " if hour not in hourly_stats[day]:\n", + " hourly_stats[day][hour] = {\n", + " 'busy_time': 0,\n", + " 'idle_time': 0,\n", + " 'not_working_time': 0\n", + " }\n", + " \n", + " if row['status'] == 'Busy':\n", + " hourly_stats[day][hour]['busy_time'] += 1\n", + " elif row['status'] == 'Idle':\n", + " hourly_stats[day][hour]['idle_time'] += 1\n", + " elif row['status'] == 'Not Working':\n", + " hourly_stats[day][hour]['not_working_time'] += 1\n", + " else:\n", + " raise ValueError(f\"Unknown status in node: {row['status']}\")\n", + " \n", + " \n", + " return hourly_stats\n", + "\n", + "hourly_stats_workdays = calculate_hourly_stats(df_workdays)\n", + "hourly_stats_weekends = calculate_hourly_stats(df_weekends)\n", + "\n", + "# With the hourly stats calculate the percentage of busy time for each hour of the day\n", + "#f from all days\n", + "def calculate_hourly_percentage(hourly_stats, title='Jenkins Nodes Hourly Activity'):\n", + " hourly_percentage = {}\n", + " for day, stats in hourly_stats.items():\n", + " for hour, values in stats.items():\n", + " if hour not in hourly_percentage:\n", + " hourly_percentage[hour] = {\n", + " 'busy_time': 0,\n", + " 'idle_time': 0\n", + " }\n", + " \n", + " hourly_percentage[hour]['busy_time'] += values['busy_time']\n", + " hourly_percentage[hour]['idle_time'] += values['idle_time']\n", + " \n", + " for hour, values in hourly_percentage.items():\n", + " total_time = values['busy_time'] + values['idle_time']\n", + " values['busy_percentage'] = (values['busy_time'] / total_time * 100) if total_time > 0 else 0\n", + " \n", + " # print the hourly percentage in a nice table\n", + " hourly_percentage_df = pd.DataFrame(hourly_percentage).T\n", + " hourly_percentage_df = hourly_percentage_df.rename_axis('Hour').reset_index()\n", + " hourly_percentage_df = hourly_percentage_df[['Hour', 'busy_time', 'idle_time', 'busy_percentage']]\n", + " display(hourly_percentage_df.style.set_caption(title).set_table_styles(\n", + " [{'selector': 'thead th', 'props': [('background-color', '#f7f7f9'), ('color', '#333'), ('border', '1px solid #ddd')]},\n", + " {'selector': 'tbody tr:nth-child(even)', 'props': [('background-color', '#f9f9f9')]},\n", + " {'selector': 'tbody tr:nth-child(odd)', 'props': [('background-color', '#fff')]},\n", + " {'selector': 'tbody td', 'props': [('border', '1px solid #ddd'), ('color', '#000')]}]\n", + " ).set_properties(**{'text-align': 'center'}))\n", + "\n", + "\n", + " \n", + " return hourly_percentage\n", + "\n", + "\n", + "hourly_percentage_workdays = calculate_hourly_percentage(hourly_stats_workdays, title='Jenkins Nodes Hourly Activity (Workdays)')\n", + "hourly_percentage_weekends = calculate_hourly_percentage(hourly_stats_weekends, title='Jenkins Nodes Hourly Activity (Weekends)')\n", + " \n", + "# Group by labels and recalculate the busy/idle times proportionally the time alive of each node\n", + "def calculate_label_stats(node_stats):\n", + " label_stats = {}\n", + " for node, stats in node_stats.items():\n", + " label = stats['labels']\n", + " if label not in label_stats:\n", + " label_stats[label] = {\n", + " 'time_alive': 0,\n", + " 'busy_time': 0,\n", + " 'idle_time': 0\n", + " }\n", + " \n", + " label_stats[label]['time_alive'] += stats['time_alive']\n", + " label_stats[label]['busy_time'] += stats['busy_time']\n", + " label_stats[label]['idle_time'] += stats['idle_time']\n", + " \n", + " for label, stats in label_stats.items():\n", + " stats['busy_percentage'] = (stats['busy_time'] / stats['time_alive'] * 100) if stats['time_alive'] > 0 else 0\n", + " \n", + " return label_stats\n", + "\n", + "def generate_label_report(node_stats, title='Jenkins Nodes Activity by Labels'):\n", + " label_stats = calculate_label_stats(node_stats)\n", + " label_report = pd.DataFrame(label_stats).T\n", + " label_report = label_report.sort_values('busy_percentage', ascending=False)\n", + " label_report = label_report.rename_axis('Labels').reset_index()\n", + " label_report = label_report[['Labels', 'time_alive', 'busy_time', 'idle_time', 'busy_percentage']]\n", + " display(label_report.style.set_caption(title).set_table_styles(\n", + " [{'selector': 'thead th', 'props': [('background-color', '#f7f7f9'), ('color', '#333'), ('border', '1px solid #ddd')]},\n", + " {'selector': 'tbody tr:nth-child(even)', 'props': [('background-color', '#f9f9f9')]},\n", + " {'selector': 'tbody tr:nth-child(odd)', 'props': [('background-color', '#fff')]},\n", + " {'selector': 'tbody td', 'props': [('border', '1px solid #ddd'), ('color', '#000')]}]\n", + " ).set_properties(**{'text-align': 'center'}))\n", + " return label_report\n", + "\n", + "label_report_workdays = generate_label_report(node_stats_workdays, title='Jenkins Nodes Activity by Labels (workdays)')\n", + "label_report_weekends = generate_label_report(node_stats_weekends, title='Jenkins Nodes Activity by Labels (weekends)')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# generate statistics for the busy periods\n", + "def generate_busy_periods_report(node_stats, title='Jenkins Nodes Busy Periods'):\n", + " busy_periods_data = []\n", + " for node, stats in node_stats.items():\n", + " for period in stats['busy_periods']:\n", + " busy_periods_data.append({\n", + " 'Node Name': node,\n", + " 'Start Time': period['start'],\n", + " 'End Time': period['end'],\n", + " 'Duration (min)': round(period['duration'], 2),\n", + " 'Job': period['job']\n", + " })\n", + " \n", + " busy_periods_report = pd.DataFrame(busy_periods_data)\n", + " busy_periods_report = busy_periods_report.sort_values('Start Time')\n", + " display(busy_periods_report.style.set_caption(title).set_table_styles(\n", + " [{'selector': 'thead th', 'props': [('background-color', '#f7f7f9'), ('color', '#333'), ('border', '1px solid #ddd')]},\n", + " {'selector': 'tbody tr:nth-child(even)', 'props': [('background-color', '#f9f9f9')]},\n", + " {'selector': 'tbody tr:nth-child(odd)', 'props': [('background-color', '#fff')]},\n", + " {'selector': 'tbody td', 'props': [('border', '1px solid #ddd'), ('color', '#000')]}]\n", + " ).set_properties(**{'text-align': 'center'}))\n", + " return busy_periods_report\n", + "\n", + "generate_busy_periods_report(node_stats_workdays, title='Jenkins Nodes Busy Periods (workdays)')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "default", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/jenkins-scripts/tools/statistics-analysis/pixi.lock b/jenkins-scripts/tools/statistics-analysis/pixi.lock new file mode 100644 index 000000000..eb2098503 --- /dev/null +++ b/jenkins-scripts/tools/statistics-analysis/pixi.lock @@ -0,0 +1,6905 @@ +version: 5 +environments: + default: + channels: + - url: https://conda.anaconda.org/conda-forge/ + packages: + linux-64: + - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.13-hb9d3cd8_0.conda + - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.8.0-pyhd8ed1ab_0.conda + - conda: 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b/jenkins-scripts/tools/statistics-analysis/pixi.toml new file mode 100644 index 000000000..fcf0314ce --- /dev/null +++ b/jenkins-scripts/tools/statistics-analysis/pixi.toml @@ -0,0 +1,16 @@ +[project] +authors = ["Jose Luis Rivero "] +channels = ["conda-forge"] +description = "Add a short description here" +name = "pixi_python_pandas" +platforms = ["win-64", "linux-64"] +version = "0.1.0" + +[tasks] + +[dependencies] +python = "3.12.*" +pandas = ">=2.2.3,<3" +jupyter = ">=1.1.1,<2" +matplotlib = ">=3.10.1,<4" +seaborn = ">=0.13.2,<0.14"