From 53c056715d149ace997dceed7601efbc6ee7d4bf Mon Sep 17 00:00:00 2001 From: Anna Franczyk Date: Sun, 15 Jun 2025 15:23:15 +0200 Subject: [PATCH 1/2] Initial --- README.md | 32 + charts/hyperflow-ops/values.yaml | 4 + charts/hyperflow-run/values.yaml | 13 +- values/monitoring/api/README.md | 15 + values/monitoring/api/environment.yml | 21 + values/monitoring/api/example-notebook.ipynb | 1353 ++++++++++++++++++ values/monitoring/api/main.py | 260 ++++ values/monitoring/api/prediction-model.ipynb | 388 +++++ 8 files changed, 2083 insertions(+), 3 deletions(-) create mode 100644 values/monitoring/api/README.md create mode 100644 values/monitoring/api/environment.yml create mode 100644 values/monitoring/api/example-notebook.ipynb create mode 100644 values/monitoring/api/main.py create mode 100644 values/monitoring/api/prediction-model.ipynb diff --git a/README.md b/README.md index 280b95c..1eff449 100644 --- a/README.md +++ b/README.md @@ -264,3 +264,35 @@ echo "127.0.1.1 $HOSTNAME" >> /etc/hosts search svc.cluster.local options ndots:5 timeout:1 ``` + +### RabbitMQ Not Working Due to Cluster DNS – Workaround + +If you're running the Hyperflow stack on a Kubernetes cluster with a **custom DNS domain** (i.e., not `svc.cluster.local`), RabbitMQ may fail to start or connect properly due to incorrect hostname resolution. + +This typically affects StatefulSets, where RabbitMQ relies on internal DNS to resolve its own node name. + +--- + +#### How to Fix It + +1. **Edit the RabbitMQ StatefulSet**: + +```bash +kubectl -n default edit statefulset rabbitmq +``` + +2. **Find the following environment variable**: + +```yml +- name: RABBITMQ_NODE_NAME + value: rabbit@rabbitmq-0.rabbitmq-headless.default.svc.cluster.local +``` + +3. **Replace the domain suffix (svc.cluster.local) with the actual DNS suffix used in your cluster. For example**: + +```yaml +- name: RABBITMQ_NODE_NAME + value: rabbit@rabbitmq-0.rabbitmq-headless.default.svc.my-cluster.local +``` + +4. **Save the change, and delete the rabbit pod.** \ No newline at end of file diff --git a/charts/hyperflow-ops/values.yaml b/charts/hyperflow-ops/values.yaml index 8bb0511..2d7d2e4 100644 --- a/charts/hyperflow-ops/values.yaml +++ b/charts/hyperflow-ops/values.yaml @@ -1,3 +1,7 @@ +# This is needed to start keda on address other than cluster.local +# global: +# clusterDomain: #provide cluster address + worker-pools: enabled: false # Set to true if using worker pools execution model enable-prometheus-adapter: &enable-prometheus-adapter true diff --git a/charts/hyperflow-run/values.yaml b/charts/hyperflow-run/values.yaml index b562833..d5b80dc 100644 --- a/charts/hyperflow-run/values.yaml +++ b/charts/hyperflow-run/values.yaml @@ -31,13 +31,20 @@ workerPools: pools: # WorkerPool resources will be created according to this list - name: mproject taskType: mProject # this has to be equal to task name in workflow.json - initialResources: # example overridden setting - requests: - cpu: "1" - name: mdiff taskType: mDiffFit + initialResources: + requests: + cpu: "0.1" + limits: + cpu: "0.2" - name: mbackground taskType: mBackground + initialResources: + requests: + cpu: "0.05" + limits: + cpu: "0.1" ###################################################### diff --git a/values/monitoring/api/README.md b/values/monitoring/api/README.md new file mode 100644 index 0000000..5890a07 --- /dev/null +++ b/values/monitoring/api/README.md @@ -0,0 +1,15 @@ +# Hyperflow API – Metrics & Logs Interface + +This project provides a FastAPI-based interface for querying workflow logs and metrics from OpenSearch. + +--- + +## Setup Instructions + +### 1. Create and activate the conda environment + +Make sure you have [conda](https://docs.conda.io/en/latest/miniconda.html) installed. + +```bash +conda env create -f environment.yml +conda activate hyperflow-api diff --git a/values/monitoring/api/environment.yml b/values/monitoring/api/environment.yml new file mode 100644 index 0000000..004a0f2 --- /dev/null +++ b/values/monitoring/api/environment.yml @@ -0,0 +1,21 @@ +name: hyperflow-api +channels: + - conda-forge + - defaults +dependencies: + - python=3.11 + - pandas + - numpy + - matplotlib + - seaborn + - scipy + - requests + - jupyter + - scikit-learn + - tqdm + - pip + - pip: + - fastapi + - uvicorn + - lightgbm + - joblib diff --git a/values/monitoring/api/example-notebook.ipynb b/values/monitoring/api/example-notebook.ipynb new file mode 100644 index 0000000..54e1bc1 --- /dev/null +++ b/values/monitoring/api/example-notebook.ipynb @@ -0,0 +1,1353 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example analysis of Montage Workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Package imports" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.dates as mdates\n", + "from scipy.stats import linregress\n", + "import requests\n", + "from requests.auth import HTTPBasicAuth\n", + "import seaborn as sns\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data imports - from file" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Metrics: (3851529, 41)\n", + "Logs: (176499, 35)\n" + ] + } + ], + "source": [ + "logs_file = 'log_file_path'\n", + "metrics_file = 'metric_file_path'\n", + "\n", + "with open(metrics_file, 'r') as f1:\n", + " metrics = json.load(f1)\n", + "\n", + "with open(logs_file, 'r') as f:\n", + " logs = json.load(f)\n", + "\n", + "metrics_df = pd.DataFrame(metrics)\n", + "logs_df = pd.DataFrame(logs)\n", + "\n", + "print(f\"Metrics: {metrics_df.shape}\")\n", + "print(f\"Logs: {logs_df.shape}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data imports - directly from API" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# === CONFIG ===\n", + "BASE_URL = \"http://127.0.0.1:8000\"\n", + "USERNAME = \"admin\"\n", + "PASSWORD = \"Hyperflow1!\"\n", + "\n", + "START_DATE = \"2025-06-15T01:10:00Z\"\n", + "END_DATE = \"2025-06-15T15:30:59Z\"\n", + "\n", + "def load_jsonl_stream(endpoint: str, params: dict) -> list:\n", + " url = f\"{BASE_URL}{endpoint}\"\n", + " auth = HTTPBasicAuth(USERNAME, PASSWORD)\n", + "\n", + " # DEBUG: show the url\n", + " prepared = requests.Request('GET', url, params=params, auth=auth).prepare()\n", + " # print(\"🔗 FINAL REQUEST URL:\", prepared.url)\n", + "\n", + " data = []\n", + " with requests.Session() as session:\n", + " response = session.send(prepared, stream=True)\n", + " print(\"📡 Status:\", response.status_code)\n", + " response.raise_for_status()\n", + " for line in response.iter_lines():\n", + " if line:\n", + " data.append(json.loads(line))\n", + " return data\n", + "\n", + "logs = load_jsonl_stream(\"/logs/by-date/stream\", {\n", + " \"start_date\": START_DATE,\n", + " \"end_date\": END_DATE\n", + "})\n", + "\n", + "metrics = load_jsonl_stream(\"/metrics/by-date/stream\", {\n", + " \"start_date\": START_DATE,\n", + " \"end_date\": END_DATE\n", + "})\n", + "\n", + "logs_df = pd.DataFrame(logs)\n", + "metrics_df = pd.DataFrame(metrics)\n", + "\n", + "# === INFO ===\n", + "print(f\"✅ Logs loaded: {logs_df.shape}\")\n", + "print(f\"✅ Metrics loaded: {metrics_df.shape}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Workflow execution time" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Workflow makespan [m]: 32.34 minutes\n", + "Workflow makespan [s]: 1940 seconds\n" + ] + } + ], + "source": [ + "workflow_end_log = logs_df[logs_df['body'].str.contains('Workflow finished', na=False)]\n", + "\n", + "workflow_end_time = pd.to_datetime(workflow_end_log['time'].values[0], utc=True, errors='coerce')\n", + "workflow_duration_seconds = workflow_end_log['log.attributes.timeInSeconds'].values[0]\n", + "workflow_duration_minutes = workflow_duration_seconds / 60 \n", + "print(f\"Workflow makespan [m]: {workflow_duration_minutes:.2f} minutes\")\n", + "print(f\"Workflow makespan [s]: {workflow_duration_seconds:.0f} seconds\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Workflow timeline" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "started = logs_df[logs_df['body'] == 'Job started'][['log.attributes.jobId', 'time', 'log.attributes.name']]\n", + "ended = logs_df[logs_df['body'].str.contains('Job ended|Job finished', na=False)][['log.attributes.jobId', 'time']]\n", + "\n", + "started['time'] = pd.to_datetime(started['time'], utc=True, errors='coerce')\n", + "ended['time'] = pd.to_datetime(ended['time'], utc=True, errors='coerce')\n", + "\n", + "jobs = pd.merge(started, ended, on='log.attributes.jobId', suffixes=('_start', '_end'))\n", + "jobs['duration'] = (jobs['time_end'] - jobs['time_start']).dt.total_seconds()\n", + "\n", + "workflow_start = jobs['time_start'].min()\n", + "jobs['time_start_seconds'] = (jobs['time_start'] - workflow_start).dt.total_seconds()\n", + "jobs['time_end_seconds'] = (jobs['time_end'] - workflow_start).dt.total_seconds()\n", + "\n", + "job_nodes = logs_df[logs_df['body'] == 'Job description'][['log.attributes.jobId', 'log.attributes.nodeName']].drop_duplicates()\n", + "job_nodes = job_nodes.rename(columns={'log.attributes.jobId': 'jobId', 'log.attributes.nodeName': 'nodeName'})\n", + "jobs = pd.merge(jobs, job_nodes, left_on='log.attributes.jobId', right_on='jobId', how='left')\n", + "jobs['nodeName'] = jobs['nodeName'].fillna('unknown')\n", + "\n", + "unique_nodes = sorted(jobs['nodeName'].unique())\n", + "node_to_y = dict(zip(unique_nodes, range(len(unique_nodes))))\n", + "jobs['node_y'] = jobs['nodeName'].map(node_to_y)\n", + "\n", + "unique_job_types = jobs['log.attributes.name'].unique()\n", + "palette = sns.color_palette(\"bright\", len(unique_job_types))\n", + "job_type_to_color = dict(zip(unique_job_types, palette))\n", + "\n", + "jobs['slot_in_node'] = 0\n", + "\n", + "for node in unique_nodes:\n", + " node_jobs = jobs[jobs['nodeName'] == node].sort_values('time_start_seconds').copy()\n", + " slots = []\n", + "\n", + " for idx, row in node_jobs.iterrows():\n", + " placed = False\n", + " for slot_num, end_time in enumerate(slots):\n", + " if row['time_start_seconds'] >= end_time:\n", + " slots[slot_num] = row['time_end_seconds']\n", + " jobs.loc[idx, 'slot_in_node'] = slot_num\n", + " placed = True\n", + " break\n", + " if not placed:\n", + " slots.append(row['time_end_seconds'])\n", + " jobs.loc[idx, 'slot_in_node'] = len(slots) - 1\n", + "\n", + "jobs['plot_y'] = jobs['node_y'] * 10 + jobs['slot_in_node']\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for node_name, y in node_to_y.items():\n", + " y_min = y * 10 - 0.5\n", + " y_max = (y + 1) * 10 - 0.5\n", + " color = '#f0f0f0' if y % 2 == 0 else '#ffffff'\n", + " plt.fill_betweenx([y_min, y_max], 0, jobs['time_end_seconds'].max(), color=color, alpha=0.5)\n", + "\n", + "for _, row in jobs.iterrows():\n", + " job_type = row['log.attributes.name']\n", + " color = job_type_to_color[job_type]\n", + " plt.hlines(row['plot_y'], row['time_start_seconds'], row['time_end_seconds'], color=color, linewidth=2)\n", + "\n", + "plt.xlabel('Czas')\n", + "plt.ylabel('Nody')\n", + "plt.title('Workflow execution timeline')\n", + "plt.grid(axis='x')\n", + "yticks = [y * 10 for y in node_to_y.values()]\n", + "plt.yticks(yticks, list(node_to_y.keys()))\n", + "plt.tight_layout()\n", + "handles = [plt.Line2D([0], [0], color=job_type_to_color[job_type], lw=4, label=job_type) for job_type in unique_job_types]\n", + "plt.legend(handles=handles, title='Typ zadania', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Number of active jobs" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "started = logs_df[logs_df['body'] == 'Job started'][['log.attributes.jobId', 'time']]\n", + "ended = logs_df[logs_df['body'].str.contains('Job ended|Job finished', na=False)][['log.attributes.jobId', 'time']]\n", + "\n", + "started['time'] = pd.to_datetime(started['time'], utc=True, errors='coerce')\n", + "ended['time'] = pd.to_datetime(ended['time'], utc=True, errors='coerce')\n", + "\n", + "jobs2 = pd.merge(started, ended, on='log.attributes.jobId', suffixes=('_start', '_end')).dropna()\n", + "\n", + "jobs2['duration'] = (jobs2['time_end'] - jobs2['time_start']).dt.total_seconds()\n", + "\n", + "events = []\n", + "for _, row in jobs2.iterrows():\n", + " events.append((row['time_start'], 1))\n", + " events.append((row['time_end'], -1)) \n", + "\n", + "events_df = pd.DataFrame(events, columns=['time', 'change'])\n", + "\n", + "events_df = events_df.dropna(subset=['time'])\n", + "\n", + "events_df['sort_order'] = events_df['change'] * -1 \n", + "events_df = events_df.sort_values(['time', 'sort_order']).reset_index(drop=True)\n", + "\n", + "workflow_start_time = events_df['time'].min()\n", + "events_df['time_seconds'] = (events_df['time'] - workflow_start_time).dt.total_seconds()\n", + "\n", + "events_df['active_jobs'] = events_df['change'].cumsum()\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "plt.step(events_df['time_seconds'], events_df['active_jobs'], where='post', color='royalblue')\n", + "plt.xlabel('Czas')\n", + "plt.ylabel('Aktywne zadania')\n", + "plt.title('Number of active jobs')\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Job exection time - by job type \n", + "### Statistics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Mean time (s) Min time (s) Max time (s) Job count \\\n", + "log.attributes.name \n", + "mAdd 73.811333 44.760 130.477 3 \n", + "mBackground 4.980917 0.533 12.400 2095 \n", + "mBgModel 163.368333 148.832 184.550 3 \n", + "mConcatFit 70.362333 64.492 80.842 3 \n", + "mDiffFit 1.508095 0.090 14.738 9651 \n", + "mImgtbl 23.287333 7.265 39.550 3 \n", + "mProject 12.653758 0.163 36.549 4659 \n", + "mViewer 116.187250 72.246 200.067 4 \n", + "\n", + " P10 (s) P25 (s) P50 (s) P90 (s) P99 (s) \n", + "log.attributes.name \n", + "mAdd 45.0474 45.4785 46.197 113.6210 128.79140 \n", + "mBackground 1.6040 3.2050 5.176 7.9124 11.15932 \n", + "mBgModel 150.4102 152.7775 156.723 178.9846 183.99346 \n", + "mConcatFit 64.7442 65.1225 65.753 77.8242 80.54022 \n", + "mDiffFit 0.3080 0.4415 0.782 4.1460 7.96800 \n", + "mImgtbl 10.4214 15.1560 23.047 36.2494 39.21994 \n", + "mProject 0.2270 0.3865 9.977 26.2642 32.46598 \n", + "mViewer 79.2888 89.8530 96.218 169.0611 196.96641 \n" + ] + } + ], + "source": [ + "grouped_stats = jobs.groupby('log.attributes.name')['duration'].agg([\n", + " ('Mean time (s)', 'mean'),\n", + " ('Min time (s)', 'min'),\n", + " ('Max time (s)', 'max'),\n", + " ('Job count', 'count'),\n", + " ('P10 (s)', lambda x: x.quantile(0.10)),\n", + " ('P25 (s)', lambda x: x.quantile(0.25)),\n", + " ('P50 (s)', lambda x: x.quantile(0.50)),\n", + " ('P90 (s)', lambda x: x.quantile(0.90)),\n", + " ('P99 (s)', lambda x: x.quantile(0.99)),\n", + "])\n", + "\n", + "print(grouped_stats)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "started = logs_df[logs_df['body'] == 'Job started'][['log.attributes.jobId', 'time', 'log.attributes.name']]\n", + "ended = logs_df[logs_df['body'].str.contains('Job ended|Job finished', na=False)][['log.attributes.jobId', 'time']]\n", + "\n", + "started['time'] = pd.to_datetime(started['time'], utc=True, errors='coerce')\n", + "ended['time'] = pd.to_datetime(ended['time'], utc=True, errors='coerce')\n", + "\n", + "jobs = pd.merge(started, ended, on='log.attributes.jobId', suffixes=('_start', '_end'))\n", + "jobs['duration'] = (jobs['time_end'] - jobs['time_start']).dt.total_seconds()\n", + "\n", + "jobs = jobs.dropna(subset=['log.attributes.name'])\n", + "\n", + "g = sns.FacetGrid(jobs, col=\"log.attributes.name\", col_wrap=4, height=4, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.histplot, x=\"duration\", color='mediumseagreen', bins=50)\n", + "\n", + "g.set_axis_labels(\"Time (s)\", \"Number of jobs\")\n", + "g.set_titles(col_template=\"{col_name}\")\n", + "\n", + "plt.suptitle(\"Job execution histogram - by job type\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Box plot" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/1c/3gp0dxs11_jbqbhcxmdbmf400000gn/T/ipykernel_37199/4120245199.py:3: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=jobs_duration, x='log.attributes.name', y='duration', palette='Set1', showfliers=False)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "jobs_duration = jobs.copy()\n", + "plt.figure(figsize=(14, 6))\n", + "sns.boxplot(data=jobs_duration, x='log.attributes.name', y='duration', palette='Set1', showfliers=False)\n", + "plt.title(\"Box-plot - job execution time by job type\")\n", + "plt.xlabel(\"Job type\")\n", + "# plt.yscale('log') -> set y axis to log scale \n", + "plt.ylabel(\"Time(s)\")\n", + "plt.xticks(rotation=90)\n", + "plt.grid(True)\n", + "plt.show() " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## CPU\n", + "### Statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Mean CPU (%) Min CPU (%) Max CPU (%) Job count \\\n", + "log.attributes.name \n", + "mAdd 57.593709 32.381978 70.388001 3 \n", + "mBackground 8.439118 0.000000 166.666667 1954 \n", + "mBgModel 98.456062 96.573772 99.920787 3 \n", + "mConcatFit 59.034424 51.911969 63.495832 3 \n", + "mDiffFit 2.161897 0.000000 100.000000 4054 \n", + "mImgtbl 28.347176 13.167329 53.220231 3 \n", + "mProject 77.492907 0.000000 767.281500 2999 \n", + "mViewer 90.759381 87.714384 94.335499 4 \n", + "\n", + " P10 CPU (%) P25 CPU (%) P50 CPU (%) P90 CPU (%) \\\n", + "log.attributes.name \n", + "mAdd 39.907812 51.196563 70.011149 70.312630 \n", + "mBackground 0.518504 1.364178 2.422827 20.297114 \n", + "mBgModel 97.033743 97.723700 98.873627 99.711355 \n", + "mConcatFit 53.868669 56.803720 61.695471 63.135760 \n", + "mDiffFit 0.000000 0.000000 0.000000 4.754265 \n", + "mImgtbl 14.264657 15.910649 18.653969 46.306979 \n", + "mProject 5.371821 70.680781 92.628472 100.200102 \n", + "mViewer 87.859624 88.077484 90.493820 93.871586 \n", + "\n", + " P99 CPU (%) \n", + "log.attributes.name \n", + "mAdd 70.380464 \n", + "mBackground 83.586022 \n", + "mBgModel 99.899844 \n", + "mConcatFit 63.459825 \n", + "mDiffFit 47.322129 \n", + "mImgtbl 52.528906 \n", + "mProject 132.211149 \n", + "mViewer 94.289108 \n" + ] + } + ], + "source": [ + "cpu_df = metrics_df[metrics_df['name'] == 'cpu-usage'].copy()\n", + "\n", + "job_names = logs_df[['log.attributes.jobId', 'log.attributes.name']].drop_duplicates()\n", + "cpu_df = cpu_df.merge(job_names, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "\n", + "cpu_per_job = cpu_df.groupby(['metric.attributes.jobId', 'log.attributes.name'])['value'].mean().reset_index()\n", + "cpu_per_job.rename(columns={'value': 'avg_cpu'}, inplace=True)\n", + "\n", + "cpu_grouped_stats = cpu_per_job.groupby('log.attributes.name')['avg_cpu'].agg([\n", + " ('Mean CPU (%)', 'mean'),\n", + " ('Min CPU (%)', 'min'),\n", + " ('Max CPU (%)', 'max'),\n", + " ('Job count', 'count'),\n", + " ('P10 CPU (%)', lambda x: x.quantile(0.10)),\n", + " ('P25 CPU (%)', lambda x: x.quantile(0.25)),\n", + " ('P50 CPU (%)', lambda x: x.quantile(0.50)),\n", + " ('P90 CPU (%)', lambda x: x.quantile(0.90)),\n", + " ('P99 CPU (%)', lambda x: x.quantile(0.99))\n", + "])\n", + "\n", + "print(cpu_grouped_stats)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histigram" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpu_df = metrics_df[metrics_df['name'] == 'cpu-usage'].copy()\n", + "cpu_df['time'] = pd.to_datetime(cpu_df['time'], utc=True, errors='coerce')\n", + "\n", + "job_types = logs_df[['log.attributes.jobId', 'log.attributes.name']].drop_duplicates()\n", + "cpu_df = cpu_df.merge(job_types, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "\n", + "cpu_per_job = cpu_df.groupby(['metric.attributes.jobId', 'log.attributes.name'])['value'].mean().reset_index()\n", + "cpu_per_job.rename(columns={'value': 'avg_cpu'}, inplace=True)\n", + "\n", + "g = sns.FacetGrid(cpu_per_job, col=\"log.attributes.name\", col_wrap=4, height=4, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.histplot, x=\"avg_cpu\", color='skyblue', bins=20)\n", + "g.set_axis_labels(\"Mean CPU usage (%)\", \"Number of jobs\")\n", + "g.set_titles(col_template=\"{col_name}\")\n", + "plt.suptitle(\"CPU usage histogram - per job type\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Total of CPU usage in time" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpu_df = metrics_df[metrics_df['name'] == 'cpu-usage'].copy()\n", + "cpu_df['time'] = pd.to_datetime(cpu_df['time'], utc=True, errors='coerce')\n", + "\n", + "job_types = logs_df[['log.attributes.jobId', 'log.attributes.name']].drop_duplicates()\n", + "cpu_df = cpu_df.merge(job_types, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "\n", + "cpu_grouped = cpu_df.groupby(['time', 'log.attributes.name'])['value'].sum().reset_index()\n", + "\n", + "cpu_start = cpu_grouped['time'].min()\n", + "cpu_grouped['time_seconds'] = (cpu_grouped['time'] - cpu_start).dt.total_seconds()\n", + "\n", + "g = sns.FacetGrid(cpu_grouped, col=\"log.attributes.name\", col_wrap=4, height=4, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.lineplot, x=\"time_seconds\", y=\"value\", color='orange')\n", + "g.set_axis_labels(\"Time (s)\", \"Total CPU Usage (%)\")\n", + "g.set_titles(col_template=\"{col_name}\")\n", + "plt.suptitle(\"Total CPU Usage (%) - per job type\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Box plot" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/1c/3gp0dxs11_jbqbhcxmdbmf400000gn/T/ipykernel_37199/2208121262.py:8: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=cpu_df, x='log.attributes.name', y='value', palette='Set1', showfliers=False)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpu_df = metrics_df[metrics_df['name'] == 'cpu-usage'].copy()\n", + "cpu_df['time'] = pd.to_datetime(cpu_df['time'], utc=True, errors='coerce')\n", + "\n", + "job_types = logs_df[['log.attributes.jobId', 'log.attributes.name']].drop_duplicates()\n", + "cpu_df = cpu_df.merge(job_types, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "sns.boxplot(data=cpu_df, x='log.attributes.name', y='value', palette='Set1', showfliers=False)\n", + "plt.title(\"Box Plot - CPU usage per joba type\")\n", + "plt.xlabel(\"Job type\")\n", + "plt.ylabel(\"CPU usage(%)\")\n", + "plt.xticks(rotation=90)\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Regression \n", + "For job types that had more than 10 values" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "started = logs_df[logs_df['body'] == 'Job started'][['log.attributes.jobId', 'time']]\n", + "ended = logs_df[logs_df['body'].str.contains('Job ended|Job finished', na=False)][['log.attributes.jobId', 'time']]\n", + "job_types = logs_df[['log.attributes.jobId', 'log.attributes.name']].drop_duplicates()\n", + "\n", + "started['time'] = pd.to_datetime(started['time'], utc=True, errors='coerce')\n", + "ended['time'] = pd.to_datetime(ended['time'], utc=True, errors='coerce')\n", + "\n", + "jobs = pd.merge(started, ended, on='log.attributes.jobId', suffixes=('_start', '_end'))\n", + "jobs['duration'] = (jobs['time_end'] - jobs['time_start']).dt.total_seconds()\n", + "\n", + "cpu_df = metrics_df[metrics_df['name'] == 'cpu-usage'].copy()\n", + "cpu_per_job = cpu_df.groupby('metric.attributes.jobId')['value'].mean().reset_index()\n", + "cpu_per_job.rename(columns={'value': 'avg_cpu'}, inplace=True)\n", + "\n", + "job_cpu_duration = pd.merge(jobs, cpu_per_job, left_on='log.attributes.jobId', right_on='metric.attributes.jobId')\n", + "job_cpu_duration = pd.merge(job_cpu_duration, job_types, on='log.attributes.jobId')\n", + "job_cpu_duration_clean = job_cpu_duration.dropna(subset=['avg_cpu', 'duration', 'log.attributes.name'])\n", + "\n", + "valid_types = job_cpu_duration_clean['log.attributes.name'].value_counts()\n", + "valid_types = valid_types[valid_types >= 10].index.tolist()\n", + "filtered_data = job_cpu_duration_clean[job_cpu_duration_clean['log.attributes.name'].isin(valid_types)]\n", + "\n", + "n_cols = 3\n", + "n_rows = int(np.ceil(len(valid_types) / n_cols))\n", + "fig, axes = plt.subplots(n_rows, n_cols, figsize=(n_cols * 5, n_rows * 4), squeeze=False)\n", + "\n", + "for idx, job_type in enumerate(valid_types):\n", + " row, col = divmod(idx, n_cols)\n", + " ax = axes[row][col]\n", + "\n", + " data = filtered_data[filtered_data['log.attributes.name'] == job_type]\n", + "\n", + " ax.scatter(data['avg_cpu'], data['duration'], color='mediumseagreen', alpha=0.6)\n", + "\n", + " # Regresja\n", + " slope, intercept, r_value, p_value, std_err = linregress(data['avg_cpu'], data['duration'])\n", + " line_x = np.linspace(data['avg_cpu'].min(), data['avg_cpu'].max(), 100)\n", + " line_y = slope * line_x + intercept\n", + " ax.plot(line_x, line_y, color='red', linestyle='--', label=f'r = {r_value:.2f}')\n", + " ax.legend()\n", + "\n", + " # Tytuł wykresu\n", + " ax.set_title(str(job_type))\n", + " ax.set_xlabel('CPU usage (%)')\n", + " ax.set_ylabel('Time (s)')\n", + " ax.grid(True)\n", + "\n", + "# 6. Usuwanie pustych osi\n", + "for idx in range(len(valid_types), n_rows * n_cols):\n", + " row, col = divmod(idx, n_cols)\n", + " fig.delaxes(axes[row][col])\n", + "\n", + "fig.suptitle(\"Regression: Average CPU vs Job Duration per Task Type\", fontsize=16, y=1.02)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Memory\n", + "### Statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Mean RAM usage (MB) Min RAM (MB) Max RAM (MB) \\\n", + "log.attributes.name \n", + "mAdd 26.361659 26.036162 26.736654 \n", + "mBackground 10.504783 0.000000 66.179688 \n", + "mBgModel 133.578125 133.566406 133.597656 \n", + "mConcatFit 66.925876 66.722111 67.099669 \n", + "mDiffFit 0.785382 0.000000 5.174618 \n", + "mImgtbl 67.302874 67.226562 67.409180 \n", + "mProject 9.304500 0.000000 12.233946 \n", + "mViewer 1860.367602 1815.094489 1932.446045 \n", + "\n", + " Job count P10 RAM (MB) P25 RAM (MB) P50 RAM (MB) \\\n", + "log.attributes.name \n", + "mAdd 3 26.091362 26.174161 26.312160 \n", + "mBackground 1954 9.179557 9.457058 9.570312 \n", + "mBgModel 3 133.567187 133.568359 133.570312 \n", + "mConcatFit 3 66.768858 66.838979 66.955848 \n", + "mDiffFit 4055 0.000000 0.007812 0.814453 \n", + "mImgtbl 3 67.235826 67.249721 67.272879 \n", + "mProject 2999 3.523438 7.003906 10.630208 \n", + "mViewer 4 1823.194428 1835.344337 1846.964936 \n", + "\n", + " P90 RAM (MB) P99 RAM (MB) \n", + "log.attributes.name \n", + "mAdd 26.651755 26.728164 \n", + "mBackground 10.838458 55.350039 \n", + "mBgModel 133.592187 133.597109 \n", + "mConcatFit 67.070904 67.096792 \n", + "mDiffFit 1.325993 4.721602 \n", + "mImgtbl 67.381920 67.406454 \n", + "mProject 11.886719 12.155661 \n", + "mViewer 1908.262907 1930.027731 \n" + ] + } + ], + "source": [ + "memory_df = metrics_df[metrics_df['name'] == 'memory-usage'].copy()\n", + "job_types = logs_df[['log.attributes.jobId', 'log.attributes.name']].drop_duplicates()\n", + "memory_df = memory_df.merge(job_types, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "\n", + "memory_df['value_MB'] = memory_df['value'] / (1024 ** 2)\n", + "memory_per_job = memory_df.groupby(['metric.attributes.jobId', 'log.attributes.name'])['value_MB'].mean().reset_index()\n", + "memory_per_job.rename(columns={'value_MB': 'avg_memory_MB'}, inplace=True)\n", + "\n", + "memory_grouped_stats = memory_per_job.groupby('log.attributes.name')['avg_memory_MB'].agg([\n", + " ('Mean RAM usage (MB)', 'mean'),\n", + " ('Min RAM (MB)', 'min'),\n", + " ('Max RAM (MB)', 'max'),\n", + " ('Job count', 'count'),\n", + " ('P10 RAM (MB)', lambda x: x.quantile(0.10)),\n", + " ('P25 RAM (MB)', lambda x: x.quantile(0.25)),\n", + " ('P50 RAM (MB)', lambda x: x.quantile(0.50)),\n", + " ('P90 RAM (MB)', lambda x: x.quantile(0.90)),\n", + " ('P99 RAM (MB)', lambda x: x.quantile(0.99))\n", + "])\n", + "\n", + "print(memory_grouped_stats)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "memory_df = metrics_df[metrics_df['name'] == 'memory-usage'].copy()\n", + "memory_df['time'] = pd.to_datetime(memory_df['time'], utc=True, errors='coerce')\n", + "\n", + "memory_df = memory_df.merge(job_types, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "memory_per_job = memory_df.groupby(['metric.attributes.jobId', 'log.attributes.name'])['value'].mean().reset_index()\n", + "memory_per_job['avg_memory_MB'] = memory_per_job['value'] / (1024**2)\n", + "\n", + "g = sns.FacetGrid(memory_per_job, col=\"log.attributes.name\", col_wrap=4, height=4, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.histplot, x=\"avg_memory_MB\", color='lightcoral', bins=20)\n", + "g.set_axis_labels(\"Average RAM Usage (MB)\", \"Number of Tasks\")\n", + "g.set_titles(col_template=\"{col_name}\")\n", + "plt.suptitle(\"Histogram of Average RAM per Job Type\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Total of memory usage in time" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "memory_df = metrics_df[metrics_df['name'] == 'memory-usage'].copy()\n", + "memory_df['time'] = pd.to_datetime(memory_df['time'], utc=True, errors='coerce')\n", + "\n", + "memory_df = memory_df.merge(job_types, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "\n", + "memory_grouped = memory_df.groupby(['time', 'log.attributes.name'])['value'].sum().reset_index()\n", + "memory_grouped['memory_MB'] = memory_grouped['value'] / (1024**2)\n", + "\n", + "memory_start = memory_grouped['time'].min()\n", + "memory_grouped['time_seconds'] = (memory_grouped['time'] - memory_start).dt.total_seconds()\n", + "\n", + "g = sns.FacetGrid(memory_grouped, col=\"log.attributes.name\", col_wrap=4, height=4, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.lineplot, x=\"time_seconds\", y=\"memory_MB\", color='mediumvioletred')\n", + "g.set_axis_labels(\"Time (s)\", \"Total RAM Usage (MB)\")\n", + "g.set_titles(col_template=\"{col_name}\")\n", + "plt.suptitle(\"Total RAM Usage Over Time per Job Type\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Box plot" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/1c/3gp0dxs11_jbqbhcxmdbmf400000gn/T/ipykernel_37199/850125127.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=memory_df, x='log.attributes.name', y='memory_MB', palette='Set1', showfliers=False)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "memory_df = metrics_df[metrics_df['name'] == 'memory-usage'].copy()\n", + "memory_df['time'] = pd.to_datetime(memory_df['time'], utc=True, errors='coerce')\n", + "memory_df = memory_df.merge(job_types, left_on='metric.attributes.jobId', right_on='log.attributes.jobId', how='left')\n", + "memory_df['memory_MB'] = memory_df['value'] / (1024**2)\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "sns.boxplot(data=memory_df, x='log.attributes.name', y='memory_MB', palette='Set1', showfliers=False)\n", + "plt.title(\"Box Plot – RAM Usage per Job Type\")\n", + "plt.xlabel(\"Job Type\")\n", + "plt.ylabel(\"Memory Usage (MB)\")\n", + "# plt.yscale('log')\n", + "plt.xticks(rotation=90)\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "started = logs_df[logs_df['body'] == 'Job started'][['log.attributes.jobId', 'time']]\n", + "ended = logs_df[logs_df['body'].str.contains('Job ended|Job finished', na=False)][['log.attributes.jobId', 'time']]\n", + "job_types = logs_df[['log.attributes.jobId', 'log.attributes.name']].drop_duplicates()\n", + "\n", + "started['time'] = pd.to_datetime(started['time'], utc=True, errors='coerce')\n", + "ended['time'] = pd.to_datetime(ended['time'], utc=True, errors='coerce')\n", + "\n", + "jobs = pd.merge(started, ended, on='log.attributes.jobId', suffixes=('_start', '_end'))\n", + "jobs['duration'] = (jobs['time_end'] - jobs['time_start']).dt.total_seconds()\n", + "\n", + "memory_df = metrics_df[metrics_df['name'] == 'memory-usage'].copy()\n", + "memory_df['time'] = pd.to_datetime(memory_df['time'], utc=True, errors='coerce')\n", + "\n", + "memory_per_job = memory_df.groupby('metric.attributes.jobId')['value'].mean().reset_index()\n", + "memory_per_job.rename(columns={'value': 'avg_memory_bytes'}, inplace=True)\n", + "memory_per_job['avg_memory_MB'] = memory_per_job['avg_memory_bytes'] / (1024**2)\n", + "\n", + "job_memory_duration = pd.merge(jobs, memory_per_job, left_on='log.attributes.jobId', right_on='metric.attributes.jobId')\n", + "job_memory_duration = pd.merge(job_memory_duration, job_types, on='log.attributes.jobId')\n", + "job_memory_duration_clean = job_memory_duration.dropna(subset=['avg_memory_MB', 'duration', 'log.attributes.name'])\n", + "\n", + "valid_types = job_memory_duration_clean['log.attributes.name'].value_counts()\n", + "valid_types = valid_types[valid_types >= 10].index.tolist()\n", + "filtered_data = job_memory_duration_clean[job_memory_duration_clean['log.attributes.name'].isin(valid_types)]\n", + "\n", + "n_cols = 3\n", + "n_rows = int(np.ceil(len(valid_types) / n_cols))\n", + "fig, axes = plt.subplots(n_rows, n_cols, figsize=(n_cols * 5, n_rows * 4), squeeze=False)\n", + "\n", + "for idx, job_type in enumerate(valid_types):\n", + " row, col = divmod(idx, n_cols)\n", + " ax = axes[row][col]\n", + "\n", + " data = filtered_data[filtered_data['log.attributes.name'] == job_type]\n", + "\n", + " ax.scatter(data['avg_memory_MB'], data['duration'], color='mediumorchid', alpha=0.6)\n", + "\n", + " slope, intercept, r_value, p_value, std_err = linregress(data['avg_memory_MB'], data['duration'])\n", + " line_x = np.linspace(data['avg_memory_MB'].min(), data['avg_memory_MB'].max(), 100)\n", + " line_y = slope * line_x + intercept\n", + " ax.plot(line_x, line_y, color='black', linestyle='--', label=f'r = {r_value:.2f}')\n", + " ax.legend()\n", + "\n", + " ax.set_title(str(job_type))\n", + " ax.set_xlabel(\"Average RAM Usage (MB)\")\n", + " ax.set_ylabel(\"Job Duration (s)\")\n", + " ax.grid(True)\n", + "\n", + "for idx in range(len(valid_types), n_rows * n_cols):\n", + " row, col = divmod(idx, n_cols)\n", + " fig.delaxes(axes[row][col])\n", + "\n", + "fig.suptitle(\"Regression: Average RAM vs Job Duration per Job Type\", fontsize=16, y=1.02)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## CPU and memory for selected jobs" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SELECTED JOBS:\n", + "\n", + "The longest:\n", + "- EG9126F8I-5-16444\n", + "- EG9126F8I-5-4779\n", + "- EG9126F8I-5-10260\n", + "\n", + "Top CPU-heavy jobs:\n", + "- EG9126F8I-5-6003\n", + "- EG9126F8I-5-10976\n", + "\n", + "Top RAM-heavy jobs:\n", + "- EG9126F8I-5-16443\n", + "- EG9126F8I-5-16444\n", + "\n", + "The most common jobs:\n", + "- EG9126F8I-5-1\n", + "- EG9126F8I-5-4863\n", + "\\Random jobs:\n", + "- EG9126F8I-5-7647\n", + "- EG9126F8I-5-6637\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "started = logs_df[logs_df['body'] == 'Job started'][['log.attributes.jobId', 'time', 'log.attributes.name']].copy()\n", + "ended = logs_df[logs_df['body'].str.contains('Job ended|Job finished', na=False)][['log.attributes.jobId', 'time']].copy()\n", + "\n", + "started['time'] = pd.to_datetime(started['time'], utc=True, errors='coerce')\n", + "ended['time'] = pd.to_datetime(ended['time'], utc=True, errors='coerce')\n", + "\n", + "jobs = pd.merge(started, ended, on='log.attributes.jobId', suffixes=('_start', '_end'))\n", + "jobs['duration'] = (jobs['time_end'] - jobs['time_start']).dt.total_seconds()\n", + "\n", + "\n", + "cpu_df['time'] = pd.to_datetime(cpu_df['time'], utc=True, errors='coerce')\n", + "memory_df['time'] = pd.to_datetime(memory_df['time'], utc=True, errors='coerce')\n", + "\n", + "cpu_avg = cpu_df.groupby('metric.attributes.jobId')['value'].mean().reset_index()\n", + "memory_avg = memory_df.groupby('metric.attributes.jobId')['value'].mean().reset_index()\n", + "\n", + "cpu_jobs_with_data = cpu_df['metric.attributes.jobId'].unique().tolist()\n", + "memory_jobs_with_data = memory_df['metric.attributes.jobId'].unique().tolist()\n", + "jobs_with_metrics_set = set(cpu_jobs_with_data) & set(memory_jobs_with_data)\n", + "\n", + "# Najdłuższe joby\n", + "top_duration_jobs = jobs.sort_values('duration', ascending=False)['log.attributes.jobId'].tolist()\n", + "top_duration_jobs = [job for job in top_duration_jobs if job in jobs_with_metrics_set][:3]\n", + "\n", + "# Top CPU-heavy\n", + "top_cpu_jobs = cpu_avg.sort_values('value', ascending=False)['metric.attributes.jobId'].tolist()\n", + "top_cpu_jobs = [job for job in top_cpu_jobs if job in jobs_with_metrics_set][:2]\n", + "\n", + "# Top RAM-heavy\n", + "top_memory_jobs = memory_avg.sort_values('value', ascending=False)['metric.attributes.jobId'].tolist()\n", + "top_memory_jobs = [job for job in top_memory_jobs if job in jobs_with_metrics_set][:2]\n", + "\n", + "# Najczęstsze typy\n", + "top_types = jobs['log.attributes.name'].value_counts().head(3).index.tolist()\n", + "top_type_jobs = jobs[jobs['log.attributes.name'].isin(top_types)] \\\n", + " .drop_duplicates('log.attributes.name')['log.attributes.jobId'].tolist()\n", + "top_type_jobs = [job for job in top_type_jobs if job in jobs_with_metrics_set]\n", + "\n", + "# Losowe\n", + "already_selected = set(top_duration_jobs + top_cpu_jobs + top_memory_jobs + top_type_jobs)\n", + "available_for_random = list(jobs_with_metrics_set - already_selected)\n", + "random_jobs = np.random.choice(available_for_random, size=min(2, len(available_for_random)), replace=False).tolist()\n", + "\n", + "selected_jobs = list(already_selected.union(random_jobs))\n", + "\n", + "print(\"SELECTED JOBS:\")\n", + "\n", + "print(\"\\nThe longest:\")\n", + "for job in top_duration_jobs: print(\"-\", job)\n", + "\n", + "print(\"\\nTop CPU-heavy jobs:\")\n", + "for job in top_cpu_jobs: print(\"-\", job)\n", + "\n", + "print(\"\\nTop RAM-heavy jobs:\")\n", + "for job in top_memory_jobs: print(\"-\", job)\n", + "\n", + "print(\"\\nThe most common jobs:\")\n", + "for job in top_type_jobs: print(\"-\", job)\n", + "\n", + "print(\"\\Random jobs:\")\n", + "for job in random_jobs: print(\"-\", job)\n", + "\n", + "# === CPU Usage ===\n", + "\n", + "cpu_selected = cpu_df[cpu_df['metric.attributes.jobId'].isin(selected_jobs)].copy()\n", + "cpu_start = cpu_selected['time'].min()\n", + "cpu_selected['time_seconds'] = (cpu_selected['time'] - cpu_start).dt.total_seconds()\n", + "\n", + "g = sns.FacetGrid(cpu_selected, col=\"metric.attributes.jobId\", col_wrap=4, height=3, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.lineplot, x=\"time_seconds\", y=\"value\", color='orange')\n", + "\n", + "g.set_axis_labels(\"Time (s)\", \"CPU usage (%)\")\n", + "g.set_titles(col_template=\"Job {col_name}\")\n", + "plt.suptitle(\"CPU Usage Over Time for Selected Jobs\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# === RAM Usage ===\n", + "\n", + "memory_selected = memory_df[memory_df['metric.attributes.jobId'].isin(selected_jobs)].copy()\n", + "memory_selected['memory_MB'] = memory_selected['value'] / (1024**2)\n", + "memory_start = memory_selected['time'].min()\n", + "memory_selected['time_seconds'] = (memory_selected['time'] - memory_start).dt.total_seconds()\n", + "\n", + "g = sns.FacetGrid(memory_selected, col=\"metric.attributes.jobId\", col_wrap=4, height=3, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.lineplot, x=\"time_seconds\", y=\"memory_MB\", color='mediumseagreen')\n", + "\n", + "g.set_axis_labels(\"Time (s)\", \"RAM usage (MB)\")\n", + "g.set_titles(col_template=\"Job {col_name}\")\n", + "plt.suptitle(\"Memory Usage Over Time for Selected Jobs\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## IO info" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "io_logs = logs_df[logs_df['body'] == 'IO info'].copy()\n", + "\n", + "def parse_io_with_name(row):\n", + " try:\n", + " io_data = json.loads(row.get('log.attributes.io', '{}'))\n", + " return pd.Series({\n", + " 'jobId': row.get('log.attributes.jobId'),\n", + " 'name': row.get('log.attributes.name'),\n", + " 'read': io_data.get('read', 0),\n", + " 'readReal': io_data.get('readReal', 0)\n", + " })\n", + " except:\n", + " return pd.Series()\n", + "\n", + "io_info_colored = io_logs.apply(parse_io_with_name, axis=1).dropna(subset=['read', 'readReal', 'name'])\n", + "\n", + "io_info_colored['read'] = pd.to_numeric(io_info_colored['read'], errors='coerce')\n", + "io_info_colored['readReal'] = pd.to_numeric(io_info_colored['readReal'], errors='coerce')\n", + "io_info_colored['read_cached'] = io_info_colored['read'] - io_info_colored['readReal']\n", + "io_info_colored['readReal_MB'] = io_info_colored['readReal'] / (1024**2)\n", + "io_info_colored['read_MB'] = io_info_colored['read'] / (1024**2)\n", + "io_info_colored['read_cached_MB'] = io_info_colored['read_cached'] / (1024**2)\n", + "\n", + "\n", + "g = sns.FacetGrid(io_info_colored, col='name', col_wrap=4, height=4, sharex=False, sharey=False)\n", + "g.map_dataframe(sns.scatterplot, x='readReal_MB', y='read_MB', alpha=0.6)\n", + "g.set_axis_labels(\"Read Real (MB)\", \"Read from Cache (MB)\")\n", + "g.set_titles(\"{col_name}\")\n", + "plt.suptitle(\"Read vs Cached per Job Type\", y=1.05)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Queues and replicas" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Provide mapping for queues and replicas\n", + "configs = [\n", + " ('ana.mProject', 'mproject'),\n", + " ('ana.mBackground', 'mbackground'),\n", + " ('ana.mDiffFit', 'mdiff')\n", + "]\n", + "queue_df = metrics_df[metrics_df['name'] == 'rabbitmq_queue_messages_ready'].copy()\n", + "replicas_df = metrics_df[metrics_df['name'] == 'hyperflow_deployment_status_replicas_available'].copy()\n", + "\n", + "queue_df['time'] = pd.to_datetime(queue_df['time'], utc=True, errors='coerce')\n", + "\n", + "colors = ['steelblue', 'orangered', 'forestgreen', 'crimson', 'slateblue', 'darkorange']\n", + "\n", + "for i, (queue_name, deployment_name) in enumerate(configs):\n", + " queue_mbg = queue_df[queue_df['metric.attributes.queue'] == queue_name].copy()\n", + " replicas_mbg = replicas_df[replicas_df['metric.attributes.deployment'] == deployment_name].copy()\n", + "\n", + " queue_mbg['time'] = pd.to_datetime(queue_mbg['time'], utc=True, errors='coerce')\n", + " replicas_mbg['time'] = pd.to_datetime(replicas_mbg['time'], utc=True, errors='coerce')\n", + "\n", + " start_time = min(queue_mbg['time'].min(), replicas_mbg['time'].min())\n", + " queue_mbg['time_seconds'] = (queue_mbg['time'] - start_time).dt.total_seconds()\n", + " replicas_mbg['time_seconds'] = (replicas_mbg['time'] - start_time).dt.total_seconds()\n", + "\n", + " sns.lineplot(data=queue_mbg, x='time_seconds', y='value', \n", + " label=f'Queue: {queue_name}', color=colors[i * 2])\n", + " sns.lineplot(data=replicas_mbg, x='time_seconds', y='value', \n", + " label=f'Replicas: {deployment_name}', color=colors[i * 2 + 1])\n", + "\n", + "plt.xlabel(\"Time (s)\")\n", + "plt.ylabel(\"Count\")\n", + "plt.title(\"Queues vs deployments\")\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hyperflow-api", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/values/monitoring/api/main.py b/values/monitoring/api/main.py new file mode 100644 index 0000000..12cba37 --- /dev/null +++ b/values/monitoring/api/main.py @@ -0,0 +1,260 @@ +from fastapi import FastAPI, Depends, HTTPException, status, Query +from fastapi.security import HTTPBasic, HTTPBasicCredentials +from fastapi.responses import FileResponse +from fastapi.responses import StreamingResponse +import requests +import json +import os +from typing import List, Dict, Tuple + +app = FastAPI() + +# --- KONFIGURACJA --- +OPENSEARCH_URL = "http://localhost:9200" +SCROLL_TIME = "5m" +SCROLL_SIZE = 5000 +LOGS_INDEX = "hyperflow_logs" +METRICS_INDEX = "hyperflow_metrics" + +# --- SECURITY DEPENDENCY --- +security = HTTPBasic() + +def get_auth(credentials: HTTPBasicCredentials = Depends(security)) -> Tuple[str, str]: + if not credentials.username or not credentials.password: + raise HTTPException( + status_code=status.HTTP_401_UNAUTHORIZED, + detail="Brak credentials", + headers={"WWW-Authenticate": "Basic"}, + ) + return credentials.username, credentials.password + +# --- WSPÓLNE FUNKCJE SCROLLINGU --- + +def perform_initial_scroll(index: str, payload: Dict, auth: Tuple[str, str]) -> Dict: + return requests.get( + f"{OPENSEARCH_URL}/{index}/_search?scroll={SCROLL_TIME}", + json=payload, + auth=auth + ).json() + +def perform_scroll(scroll_id: str, auth: Tuple[str, str]) -> Dict: + return requests.post( + f"{OPENSEARCH_URL}/_search/scroll", + json={"scroll": SCROLL_TIME, "scroll_id": scroll_id}, + auth=auth + ).json() + +def scroll_by_query(index: str, query_body: Dict, auth: Tuple[str, str]) -> List[Dict]: + """ + Uniwersalna funkcja scrollująca po zadanym body zapytania. + Zwraca listę dokumentów (hits). + """ + all_hits = [] + payload = {"size": SCROLL_SIZE, "query": query_body} + + resp = perform_initial_scroll(index, payload, auth) + scroll_id = resp.get("_scroll_id") + hits = resp.get("hits", {}).get("hits", []) + all_hits.extend(hits) + + while hits: + resp = perform_scroll(scroll_id, auth) + scroll_id = resp.get("_scroll_id") + hits = resp.get("hits", {}).get("hits", []) + all_hits.extend(hits) + + return all_hits + +@app.get("/logs/by-workflow/{workflow_id}") +def get_logs_by_workflow( + workflow_id: str, + auth: Tuple[str, str] = Depends(get_auth) +): + query_body = {"term": {"log.attributes.workflowId.keyword": workflow_id}} + hits = scroll_by_query(LOGS_INDEX, query_body, auth) + + file_name = f"logs_{workflow_id}.json" + with open(file_name, "w", encoding="utf-8") as f: + json.dump([h["_source"] for h in hits], f, ensure_ascii=False, indent=2) + + return {"message": "Zapisano logi", "file": os.path.abspath(file_name), "count": len(hits)} + + +@app.get("/logs/by-date") +def get_logs_by_date( + start_date: str = Query(..., description="Start date ISO (np. 2025-05-01T00:00:00Z)"), + end_date: str = Query(..., description="End date ISO (np. 2025-05-05T23:59:59Z)"), + auth: Tuple[str, str] = Depends(get_auth) +): + query_body = { + "range": { + "time": { + "gte": start_date, + "lte": end_date, + "format": "strict_date_optional_time" + } + } + } + hits = scroll_by_query(LOGS_INDEX, query_body, auth) + + file_name = f"logs_{start_date}_{end_date}.json".replace(":", "-") + with open(file_name, "w", encoding="utf-8") as f: + json.dump([h["_source"] for h in hits], f, ensure_ascii=False, indent=2) + + return {"message": "Zapisano logi", "file": os.path.abspath(file_name), "count": len(hits)} + + +@app.get("/metrics/by-workflow/{workflow_id}") +def get_metrics_by_workflow( + workflow_id: str, + auth: Tuple[str, str] = Depends(get_auth) +): + query_body = {"term": {"metric.attributes.workflowId.keyword": workflow_id}} + hits = scroll_by_query(METRICS_INDEX, query_body, auth) + + file_name = f"metrics_{workflow_id}.json" + with open(file_name, "w", encoding="utf-8") as f: + json.dump([h["_source"] for h in hits], f, ensure_ascii=False, indent=2) + + return {"message": "Zapisano metryki", "file": os.path.abspath(file_name), "count": len(hits)} + + +@app.get("/metrics/by-date") +def get_metrics_by_date( + start_date: str = Query(..., description="Start date ISO (np. 2025-05-01T00:00:00Z)"), + end_date: str = Query(..., description="End date ISO (np. 2025-05-05T23:59:59Z)"), + auth: Tuple[str, str] = Depends(get_auth) +): + must_clause = { + "range": { + "time": { + "gte": start_date, + "lte": end_date, + "format": "strict_date_optional_time" + } + } + } + query_body = {"bool": {"must": [must_clause]}} + hits = scroll_by_query(METRICS_INDEX, query_body, auth) + + file_name = f"metrics_{start_date}_{end_date}.json".replace(":", "-") + with open(file_name, "w", encoding="utf-8") as f: + json.dump([h["_source"] for h in hits], f, ensure_ascii=False, indent=2) + + return FileResponse( + path=file_name, + filename=os.path.basename(file_name), + media_type="application/json" + ) + + +@app.get("/metrics/filter/by-workflow/{workflow_id}") +def filter_metrics_by_workflow( + workflow_id: str, + name: List[str] = Query( + None, + description="Filtruj po polu `name`; np. ?name=cpu-usage&name=memory-usage" + ), + auth: Tuple[str, str] = Depends(get_auth) +): + must_clauses = [ + {"term": {"metric.attributes.workflowId.keyword": workflow_id}} + ] + if name: + must_clauses.append({"terms": {"name.keyword": name}}) + + query_body = {"bool": {"must": must_clauses}} + hits = scroll_by_query(METRICS_INDEX, query_body, auth) + + file_name = f"metrics_filtered_{workflow_id}.json" + with open(file_name, "w", encoding="utf-8") as f: + json.dump([h["_source"] for h in hits], f, ensure_ascii=False, indent=2) + + return {"message": "Zapisano przefiltrowane metryki", "file": os.path.abspath(file_name), "count": len(hits)} + + +@app.get("/metrics/filter/by-date") +def filter_metrics_by_date( + start_date: str = Query(..., description="Start date ISO (np. 2025-05-01T00:00:00Z)"), + end_date: str = Query(..., description="End date ISO (np. 2025-05-05T23:59:59Z)"), + name: List[str] = Query(None, description="Filtruj po polu `name`; np. ?name=cpu-usage&name=memory-usage"), + task_type: List[str] = Query(None, description="Filtruj po `metric.attributes.name`; ..."), + auth: Tuple[str, str] = Depends(get_auth) +): + must_clauses = [ + { + "range": { + "time": { + "gte": start_date, + "lte": end_date, + "format": "strict_date_optional_time" + } + } + } + ] + if name: + must_clauses.append({"terms": {"name.keyword": name}}) + + if task_type: + must_clauses.append({"terms": {"metric.attributes.name.keyword": task_type}}) + + query_body = {"bool": {"must": must_clauses}} + hits = scroll_by_query(METRICS_INDEX, query_body, auth) + + file_name = f"metrics_filtered_{start_date}_{end_date}.json".replace(":", "-") + with open(file_name, "w", encoding="utf-8") as f: + json.dump([h["_source"] for h in hits], f, ensure_ascii=False, indent=2) + + return FileResponse( + path=file_name, + filename=os.path.basename(file_name), + media_type="application/json" + ) + +@app.get("/logs/by-date/stream") +def stream_logs_by_date( + start_date: str = Query(..., description="Start date ISO (np. 2025-05-01T00:00:00Z)"), + end_date: str = Query(..., description="End date ISO (np. 2025-05-05T23:59:59Z)"), + auth: Tuple[str, str] = Depends(get_auth) +): + query_body = { + "range": { + "time": { + "gte": start_date, + "lte": end_date, + "format": "strict_date_optional_time" + } + } + } + hits = scroll_by_query(LOGS_INDEX, query_body, auth) + + def generate(): + for hit in hits: + yield json.dumps(hit["_source"]) + "\n" + + return StreamingResponse(generate(), media_type="application/jsonlines") + +@app.get("/metrics/by-date/stream") +def stream_metrics_by_date( + start_date: str = Query(..., description="Start date ISO (np. 2025-05-01T00:00:00Z)"), + end_date: str = Query(..., description="End date ISO (np. 2025-05-05T23:59:59Z)"), + auth: Tuple[str, str] = Depends(get_auth) +): + must_clause = { + "range": { + "time": { + "gte": start_date, + "lte": end_date, + "format": "strict_date_optional_time" + } + } + } + query_body = {"bool": {"must": [must_clause]}} + hits = scroll_by_query(METRICS_INDEX, query_body, auth) + + def generate(): + for hit in hits: + yield json.dumps(hit["_source"]) + "\n" + + return StreamingResponse(generate(), media_type="application/jsonlines") + diff --git a/values/monitoring/api/prediction-model.ipynb b/values/monitoring/api/prediction-model.ipynb new file mode 100644 index 0000000..3453508 --- /dev/null +++ b/values/monitoring/api/prediction-model.ipynb @@ -0,0 +1,388 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Prediction model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "from collections import defaultdict\n", + "from sklearn.model_selection import LeaveOneOut\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", + "from sklearn.linear_model import RidgeCV\n", + "import lightgbm as lgb\n", + "import matplotlib.pyplot as plt\n", + "from tqdm import tqdm \n", + "import joblib \n", + "\n", + "# provide file paths to logs and metrics files\n", + "log_paths = [\n", + " 'log_file_1',\n", + " 'log_file2',\n", + " # … \n", + "]\n", + "metric_paths = [\n", + " 'metrics_file_1',\n", + " 'metrics_file2',\n", + " # … \n", + "]\n", + "\n", + "def process_single_run(log_path, metrics_path):\n", + " makespan = {}\n", + " task_counts = {}\n", + " intervals = {}\n", + "\n", + " with open(log_path, 'r') as f:\n", + " try:\n", + " log_data = json.load(f)\n", + " except json.JSONDecodeError as e:\n", + " raise RuntimeError(f\"Błąd przy parsowaniu pliku logów: {log_path}\\n{e}\")\n", + "\n", + " for src in log_data:\n", + " wf = src.get('log.attributes.workflowId')\n", + " jb = src.get('log.attributes.jobId')\n", + " body = src.get('body')\n", + " t = pd.to_datetime(src.get('time'))\n", + " if wf is None:\n", + " continue\n", + "\n", + " # Makespan\n", + " if body == 'Job started':\n", + " st, fi = makespan.get(wf, [None, None])\n", + " if st is None or t < st:\n", + " st = t\n", + " makespan[wf] = [st, fi]\n", + " elif body == 'Job finished':\n", + " st, fi = makespan.get(wf, [None, None])\n", + " if fi is None or t > fi:\n", + " fi = t\n", + " makespan[wf] = [st, fi]\n", + "\n", + " # Task counts\n", + " if body == 'Job started':\n", + " task = src.get('log.attributes.name')\n", + " if task:\n", + " task_counts[(wf, task)] = task_counts.get((wf, task), 0) + 1\n", + "\n", + " # Concurrency\n", + " if body in ('Job started', 'Job finished') and jb is not None:\n", + " key = (wf, jb)\n", + " st, en = intervals.get(key, [None, None])\n", + " if body == 'Job started':\n", + " st = t\n", + " else:\n", + " en = t\n", + " intervals[key] = [st, en]\n", + "\n", + " # Makespan\n", + " makespan_final = {}\n", + " for wf, (st, fi) in makespan.items():\n", + " if st is None or fi is None:\n", + " continue\n", + " makespan_final[wf] = (fi - st).total_seconds()\n", + "\n", + " # Task counts\n", + " rows = []\n", + " for (wf, task), cnt in task_counts.items():\n", + " rows.append({'workflowId': wf, 'task_name': task, 'count': cnt})\n", + " if rows:\n", + " df_tasks = pd.DataFrame(rows)\n", + " task_counts_ct = df_tasks.pivot_table(\n", + " index='workflowId', columns='task_name', values='count', fill_value=0\n", + " ).reset_index()\n", + " else:\n", + " task_counts_ct = pd.DataFrame({'workflowId': list(makespan_final.keys())})\n", + "\n", + " # Max concurrency per workflow\n", + " def max_concurrency(interval_list):\n", + " events = []\n", + " for (st, en) in interval_list:\n", + " events.append((st, 1))\n", + " events.append((en, -1))\n", + " events.sort()\n", + " cur = mx = 0\n", + " for _, delta in events:\n", + " cur += delta\n", + " mx = max(mx, cur)\n", + " return mx\n", + "\n", + " concurrency_rows = []\n", + " by_wf = defaultdict(list)\n", + " for (wf, jb), (st, en) in intervals.items():\n", + " if st is None or en is None:\n", + " continue\n", + " by_wf[wf].append((st, en))\n", + "\n", + " for wf, lst in by_wf.items():\n", + " concurrency_rows.append({'workflowId': wf, 'max_concurrency': max_concurrency(lst)})\n", + " if concurrency_rows:\n", + " df_concurrency = pd.DataFrame(concurrency_rows)\n", + " else:\n", + " df_concurrency = pd.DataFrame({'workflowId': list(makespan_final.keys()), 'max_concurrency': 0})\n", + "\n", + " # CPU-info (na razie same zera, bo nie zbieramy)\n", + " cpu_agg = pd.DataFrame({\n", + " 'workflowId': list(makespan_final.keys()),\n", + " 'cpu_speed': 0, 'cpu_cores': 0, 'cpu_pcores': 0\n", + " })\n", + "\n", + " cpu_mem_stats = defaultdict(lambda: [0, 0.0, float('inf'), float('-inf'), 0.0])\n", + "\n", + " with open(metrics_path, 'r') as f:\n", + " try:\n", + " metrics_data = json.load(f)\n", + " except json.JSONDecodeError as e:\n", + " raise RuntimeError(f\"Błąd przy parsowaniu pliku metryk: {metrics_path}\\n{e}\")\n", + "\n", + " for src in metrics_data:\n", + " if isinstance(src, dict) and '_source' in src:\n", + " src = src['_source']\n", + "\n", + " wf = src.get('metric.attributes.workflowId')\n", + " name = src.get('name')\n", + " val = src.get('value')\n", + " if wf is None or val is None or name not in ('cpu-usage', 'memory-usage'):\n", + " continue\n", + " key = (wf, name)\n", + " cnt, s, mn, mx, sq = cpu_mem_stats[key]\n", + " cnt += 1\n", + " s += val\n", + " mn = min(mn, val)\n", + " mx = max(mx, val)\n", + " sq += val * val\n", + " cpu_mem_stats[key] = [cnt, s, mn, mx, sq]\n", + "\n", + " rows = []\n", + " for (wf, m_), (cnt, s, mn, mx, sq) in cpu_mem_stats.items():\n", + " mean = s / cnt\n", + " var = (sq / cnt) - mean * mean\n", + " std = np.sqrt(var) if var > 0 else 0.0\n", + " rows.append({\n", + " 'workflowId': wf,\n", + " f'{m_}_mean': mean,\n", + " f'{m_}_max': mx,\n", + " f'{m_}_min': mn,\n", + " f'{m_}_std': std\n", + " })\n", + " if rows:\n", + " df_cpu_mem = pd.DataFrame(rows)\n", + " df_cpu_mem = df_cpu_mem.groupby('workflowId').first().reset_index()\n", + " else:\n", + " df_cpu_mem = pd.DataFrame({\n", + " 'workflowId': list(makespan_final.keys()),\n", + " 'cpu-usage_mean': 0, 'cpu-usage_max': 0, 'cpu-usage_min': 0, 'cpu-usage_std': 0,\n", + " 'memory-usage_mean': 0, 'memory-usage_max': 0, 'memory-usage_min': 0, 'memory-usage_std': 0\n", + " })\n", + "\n", + " df_makespan = pd.DataFrame([{'workflowId': wf, 'makespan': ms} for wf, ms in makespan_final.items()])\n", + " df_run = (\n", + " df_makespan\n", + " .merge(task_counts_ct, on='workflowId', how='left')\n", + " .merge(df_concurrency, on='workflowId', how='left')\n", + " .merge(cpu_agg, on='workflowId', how='left')\n", + " .merge(df_cpu_mem, on='workflowId', how='left')\n", + " .fillna(0)\n", + " )\n", + " return df_run\n", + "\n", + "\n", + "n_runs = len(log_paths)\n", + "all_runs = []\n", + "\n", + "for log_path, metrics_path in tqdm(zip(log_paths, metric_paths), total=n_runs, desc=\"Przetwarzam pliki\"):\n", + " df_run = process_single_run(log_path, metrics_path)\n", + " all_runs.append(df_run)\n", + "\n", + "df_all = pd.concat(all_runs, ignore_index=True)\n", + "\n", + "y = df_all['makespan']\n", + "X = df_all.drop(columns=['workflowId', 'makespan'])\n", + "\n", + "scaler = StandardScaler()\n", + "num_cols = X.select_dtypes(include=[np.number]).columns\n", + "X[num_cols] = scaler.fit_transform(X[num_cols])\n", + "\n", + "y_true = []\n", + "y_pred = []\n", + "loo = LeaveOneOut()\n", + "\n", + "for train_idx, test_idx in loo.split(X):\n", + " X_train, X_test = X.iloc[train_idx], X.iloc[test_idx]\n", + " y_train, y_test = y.iloc[train_idx], y.iloc[test_idx]\n", + "\n", + " alphas = np.logspace(-3, 3, 50)\n", + " model_cv = RidgeCV(alphas=alphas, cv=5, scoring='neg_mean_squared_error')\n", + " model_cv.fit(X_train, y_train)\n", + "\n", + " pred = model_cv.predict(X_test)\n", + " y_true.append(y_test.values[0])\n", + " y_pred.append(pred[0])\n", + "\n", + "mae = mean_absolute_error(y_true, y_pred)\n", + "rmse = np.sqrt(mean_squared_error(y_true, y_pred))\n", + "r2 = r2_score(y_true, y_pred)\n", + "print(f\"--- Ocena LOO-CV (RidgeCV) ---\")\n", + "print(f\"LOO MAE: {mae:.2f}\")\n", + "print(f\"LOO RMSE: {rmse:.2f}\")\n", + "print(f\"LOO R²: {r2:.2f}\")\n", + "\n", + "\n", + "# Model Ridg\n", + "alphas_final = np.logspace(-3, 3, 50)\n", + "ridge_final = RidgeCV(alphas=alphas_final, cv=5, scoring='neg_mean_squared_error')\n", + "ridge_final.fit(X, y)\n", + "\n", + "# Model LightGBM \n", + "train_data = lgb.Dataset(X, label=y)\n", + "params = {\n", + " 'objective': 'regression',\n", + " 'metric': ['mae', 'rmse'],\n", + " 'num_leaves': 4,\n", + " 'min_data_in_leaf': 3,\n", + " 'lambda_l2': 1.0,\n", + " 'verbosity': -1\n", + "}\n", + "lgbm_final = lgb.train(params, train_data)\n", + "lgb.plot_importance(lgbm_final, max_num_features=10)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "\n", + "# Save models\n", + "joblib.dump(scaler, 'scaler.pkl')\n", + "joblib.dump(ridge_final, 'ridge_model.pkl')\n", + "lgbm_final.save_model('lgbm_model.txt')\n", + "\n", + "\n", + "def predict_makespan_from_paths(new_log_path: str, new_metrics_path: str, \n", + " model_type: str = 'lgbm') -> float:\n", + " \"\"\"\n", + " Wczytuje nowy plik logów + metryk, buduje cechy w taki sam sposób jak przy treningu,\n", + " skaluje je przy użyciu zapisanego scaler.pkl i zwraca predykowany makespan.\n", + " \n", + " Args:\n", + " new_log_path (str): ścieżka do pliku JSON z logami pojedynczego uruchomienia.\n", + " new_metrics_path (str): ścieżka do pliku JSON z metrykami dla tego uruchomienia.\n", + " model_type (str): 'ridge' lub 'lgbm' (domyślnie 'lgbm').\n", + " \n", + " Returns:\n", + " float: predykcja makespanu (w sekundach).\n", + " \"\"\"\n", + " df_run = process_single_run(new_log_path, new_metrics_path)\n", + " if df_run.shape[0] != 1:\n", + " raise ValueError(\"Funkcja process_single_run zwróciła != 1 wiersza. Sprawdź pliki wejściowe.\")\n", + " \n", + " X_new = df_run.drop(columns=['workflowId', 'makespan'], errors='ignore')\n", + " original_cols = list(X.columns)\n", + " for col in original_cols:\n", + " if col not in X_new.columns:\n", + " X_new[col] = 0\n", + " X_new = X_new[original_cols]\n", + " \n", + " scaler_loaded = joblib.load('scaler.pkl')\n", + " X_new[num_cols] = scaler_loaded.transform(X_new[num_cols])\n", + " \n", + " if model_type == 'ridge':\n", + " model_loaded = joblib.load('ridge_model.pkl')\n", + " pred = model_loaded.predict(X_new)[0]\n", + " elif model_type == 'lgbm':\n", + " model_loaded = lgb.Booster(model_file='lgbm_model.txt')\n", + " pred = model_loaded.predict(X_new)[0]\n", + " else:\n", + " raise ValueError(\"model_type musi być 'ridge' lub 'lgbm'\")\n", + " \n", + " return float(pred)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Test model on real data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "log_paths = [\n", + " 'log_path_1'\n", + "]\n", + "\n", + "metrics_paths = [\n", + " 'log_path_2'\n", + "]\n", + "\n", + "\n", + "def get_actual_makespan_from_log(log_path):\n", + " import json\n", + " import pandas as pd\n", + "\n", + " with open(log_path) as f:\n", + " logs = json.load(f)\n", + " logs_df = pd.DataFrame(logs)\n", + "\n", + " workflow_end_log = logs_df[logs_df['body'].str.contains('Workflow finished', na=False)]\n", + "\n", + " if workflow_end_log.empty:\n", + " return None\n", + "\n", + " try:\n", + " duration_seconds = float(workflow_end_log['log.attributes.timeInSeconds'].values[0])\n", + " return duration_seconds\n", + " except (KeyError, ValueError, IndexError):\n", + " return None\n", + "\n", + "\n", + "results = []\n", + "\n", + "for log_path, metrics_path in zip(log_paths, metrics_paths):\n", + " try:\n", + " pred = predict_makespan_from_paths(log_path, metrics_path, model_type='lgbm')\n", + " actual = get_actual_makespan_from_log(log_path)\n", + " results.append({\n", + " # 'Log file': log_path.split('/')[-1],\n", + " 'Predicted makespan (s)': round(pred, 2),\n", + " 'Actual makespan (s)': round(actual, 2) if actual is not None else 'N/A',\n", + " 'Error (s)': round(pred - actual, 2) if actual is not None else 'N/A'\n", + " })\n", + " except Exception as e:\n", + " results.append({\n", + " 'Log file': log_path.split('/')[-1],\n", + " 'Predicted makespan (s)': 'ERROR',\n", + " 'Actual makespan (s)': 'ERROR',\n", + " 'Error (s)': str(e)\n", + " })\n", + "\n", + "results_df = pd.DataFrame(results)\n", + "display(results_df)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hyperflow-api", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From b508dd3b5514df6951254fdc9d2005ec69f6d450 Mon Sep 17 00:00:00 2001 From: Anna Franczyk Date: Mon, 23 Jun 2025 22:57:31 +0200 Subject: [PATCH 2/2] solution to rabbitmq on different cluster address --- README.md | 34 +------------------------------- charts/hyperflow-ops/values.yaml | 3 +++ 2 files changed, 4 insertions(+), 33 deletions(-) diff --git a/README.md b/README.md index 1eff449..2a75aeb 100644 --- a/README.md +++ b/README.md @@ -263,36 +263,4 @@ echo "127.0.1.1 $HOSTNAME" >> /etc/hosts ``` search svc.cluster.local options ndots:5 timeout:1 -``` - -### RabbitMQ Not Working Due to Cluster DNS – Workaround - -If you're running the Hyperflow stack on a Kubernetes cluster with a **custom DNS domain** (i.e., not `svc.cluster.local`), RabbitMQ may fail to start or connect properly due to incorrect hostname resolution. - -This typically affects StatefulSets, where RabbitMQ relies on internal DNS to resolve its own node name. - ---- - -#### How to Fix It - -1. **Edit the RabbitMQ StatefulSet**: - -```bash -kubectl -n default edit statefulset rabbitmq -``` - -2. **Find the following environment variable**: - -```yml -- name: RABBITMQ_NODE_NAME - value: rabbit@rabbitmq-0.rabbitmq-headless.default.svc.cluster.local -``` - -3. **Replace the domain suffix (svc.cluster.local) with the actual DNS suffix used in your cluster. For example**: - -```yaml -- name: RABBITMQ_NODE_NAME - value: rabbit@rabbitmq-0.rabbitmq-headless.default.svc.my-cluster.local -``` - -4. **Save the change, and delete the rabbit pod.** \ No newline at end of file +``` \ No newline at end of file diff --git a/charts/hyperflow-ops/values.yaml b/charts/hyperflow-ops/values.yaml index 2d7d2e4..336a36b 100644 --- a/charts/hyperflow-ops/values.yaml +++ b/charts/hyperflow-ops/values.yaml @@ -57,6 +57,9 @@ hyperflow-worker-pool-operator: username: guest password: guest erlangCookie: jiwng4pw7NJL3KutMb4pF7k6C5RphXYU + # extraEnvVars: #change if cluster domain is different from cluster.local + # - name: RABBITMQ_NODE_NAME + # value: "rabbit@$(MY_POD_NAME).rabbitmq-headless.$(MY_POD_NAMESPACE).svc.cluster.local" kube-prometheus-stack: enabled: *enable-kube-prometheus-stack