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@avcaliani
Created August 13, 2020 22:37
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hwinfo-monitor.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "hwinfo-monitor.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyON4e85Nj4Ku/RvRH7zdW0P",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/avcaliani/12b5f188d2c5d1916f519822cfc0113d/hwinfo-monitor.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Y8nby27R87O6",
"colab_type": "text"
},
"source": [
"<img src=\"https://www.hwinfo.com/wp-content/themes/hwinfo/img/logo-sm.png\" alt=\"logo\" title=\"Dextra\" align=\"right\" height=\"64\" width=\"64\"/>\n",
"\n",
"# HWiNFO Monitor\n",
"This notebook analyses [HWiNFO](https://www.hwinfo.com/) generated data. \n",
"First you need to provide a HWiNFO CSV file, then you can just execute the next steps.\n",
"\n",
"<br>\n",
"\n",
"_Follow my code on [GitHub](https://github.com/avcaliani)_"
]
},
{
"cell_type": "code",
"metadata": {
"id": "klt_JFp8MVxs",
"colab_type": "code",
"colab": {}
},
"source": [
"import re\n",
"import pandas as pd\n",
"from google.colab import drive"
],
"execution_count": 16,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "3lzO4pzZ83Et",
"colab_type": "code",
"colab": {}
},
"source": [
"# Google Drive Authentication\n",
"drive.mount('/gdrive')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "RWRZB4u6Kqjg",
"colab_type": "code",
"colab": {}
},
"source": [
"# Environment Variables\n",
"env = {\n",
" 'file': '/gdrive/My Drive/Colab Notebooks/hwinfo/dataset/hwinfo-data-20-valorant.csv',\n",
"}"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "LE6w0Y-kPpj1",
"colab_type": "code",
"colab": {}
},
"source": [
"# Utilities\n",
"def green(value):\n",
" return f'\\x1b[1;32m{value}\\x1b[0m'\n",
"\n",
"def describe(df):\n",
" print(f'{green(df.shape[0])} lines x {green(df.shape[1])} columns')"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "ox5Sqe_YOAPq",
"colab_type": "text"
},
"source": [
"## 🎲 Reading data..."
]
},
{
"cell_type": "code",
"metadata": {
"id": "xhQBah1TOAaC",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
},
"outputId": "7dd0157e-319f-428a-ced4-9a87a22b5a18"
},
"source": [
"data = pd.read_csv(env['file'], engine='python')\n",
"describe(data)\n",
"data.head(1)"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[1;32m6835\u001b[0m lines x \u001b[1;32m188\u001b[0m columns\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Time</th>\n",
" <th>Virtual Memory Commited [MB]</th>\n",
" <th>Virtual Memory Available [MB]</th>\n",
" <th>Virtual Memory Load [%]</th>\n",
" <th>Physical Memory Used [MB]</th>\n",
" <th>Physical Memory Available [MB]</th>\n",
" <th>Physical Memory Load [%]</th>\n",
" <th>Page File Usage [%]</th>\n",
" <th>Core 0 VID [V]</th>\n",
" <th>Core 1 VID [V]</th>\n",
" <th>Core 2 VID [V]</th>\n",
" <th>Core 3 VID [V]</th>\n",
" <th>Core 0 Clock [MHz]</th>\n",
" <th>Core 1 Clock [MHz]</th>\n",
" <th>Core 2 Clock [MHz]</th>\n",
" <th>Core 3 Clock [MHz]</th>\n",
" <th>Bus Clock [MHz]</th>\n",
" <th>Core 0 T0 Effective Clock [MHz]</th>\n",
" <th>Core 0 T1 Effective Clock [MHz]</th>\n",
" <th>Core 1 T0 Effective Clock [MHz]</th>\n",
" <th>Core 1 T1 Effective Clock [MHz]</th>\n",
" <th>Core 2 T0 Effective Clock [MHz]</th>\n",
" <th>Core 2 T1 Effective Clock [MHz]</th>\n",
" <th>Core 3 T0 Effective Clock [MHz]</th>\n",
" <th>Core 3 T1 Effective Clock [MHz]</th>\n",
" <th>Average Effective Clock [MHz]</th>\n",
" <th>Core 0 T0 Usage [%]</th>\n",
" <th>Core 0 T1 Usage [%]</th>\n",
" <th>Core 1 T0 Usage [%]</th>\n",
" <th>Core 1 T1 Usage [%]</th>\n",
" <th>Core 2 T0 Usage [%]</th>\n",
" <th>Core 2 T1 Usage [%]</th>\n",
" <th>Core 3 T0 Usage [%]</th>\n",
" <th>Core 3 T1 Usage [%]</th>\n",
" <th>Max CPU/Thread Usage [%]</th>\n",
" <th>Total CPU Usage [%]</th>\n",
" <th>Core 0 Ratio [x]</th>\n",
" <th>Core 1 Ratio [x]</th>\n",
" <th>Core 2 Ratio [x]</th>\n",
" <th>...</th>\n",
" <th>GPU Misc2 Input Power [W]</th>\n",
" <th>GPU PCIe +12V Input Power [W]</th>\n",
" <th>GPU 6-pin #1 Input Power [W]</th>\n",
" <th>GPU Misc1 Input Power (sum) [W]</th>\n",
" <th>GPU Core (NVVDD) Input Power (sum) [W]</th>\n",
" <th>GPU Core (NVVDD) Output Power [W]</th>\n",
" <th>GPU Core (NVVDD) Output Power [W].1</th>\n",
" <th>GPU Clock [MHz]</th>\n",
" <th>GPU Memory Clock [MHz]</th>\n",
" <th>GPU Video Clock [MHz]</th>\n",
" <th>GPU Core Load [%]</th>\n",
" <th>GPU Memory Controller Load [%]</th>\n",
" <th>GPU Video Engine Load [%]</th>\n",
" <th>GPU Bus Load [%]</th>\n",
" <th>GPU Memory Usage [%]</th>\n",
" <th>GPU D3D Usage [%]</th>\n",
" <th>GPU Video Decode 0 Usage [%]</th>\n",
" <th>GPU Video Encode 0 Usage [%]</th>\n",
" <th>GPU Computing (Compute_0) Usage [%]</th>\n",
" <th>GPU Computing (Compute_1) Usage [%]</th>\n",
" <th>GPU VR Usage [%]</th>\n",
" <th>GPU Fan1 [%]</th>\n",
" <th>Performance Limit - Power [Yes/No]</th>\n",
" <th>Performance Limit - Thermal [Yes/No]</th>\n",
" <th>Performance Limit - Reliability Voltage [Yes/No]</th>\n",
" <th>Performance Limit - Max Operating Voltage [Yes/No]</th>\n",
" <th>Performance Limit - Utilization [Yes/No]</th>\n",
" <th>Performance Limit - SLI GPUBoost Sync [Yes/No]</th>\n",
" <th>Total GPU Power (normalized) [% of TDP] [%]</th>\n",
" <th>Total GPU Power [% of TDP] [%]</th>\n",
" <th>GPU Memory Allocated [MB]</th>\n",
" <th>GPU D3D Memory Dedicated [MB]</th>\n",
" <th>GPU D3D Memory Dynamic [MB]</th>\n",
" <th>PCIe Link Speed [GT/s]</th>\n",
" <th>Total DL [MB]</th>\n",
" <th>Total UP [MB]</th>\n",
" <th>Current DL rate [KB/s]</th>\n",
" <th>Current UP rate [KB/s]</th>\n",
" <th>Total Errors []</th>\n",
" <th>Unnamed: 187</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9.8.2020</td>\n",
" <td>19:37:39.590</td>\n",
" <td>5145</td>\n",
" <td>13606</td>\n",
" <td>27.4</td>\n",
" <td>3404</td>\n",
" <td>12914</td>\n",
" <td>20.8</td>\n",
" <td>0.0</td>\n",
" <td>1.450</td>\n",
" <td>1.450</td>\n",
" <td>1.456</td>\n",
" <td>1.456</td>\n",
" <td>4096.6</td>\n",
" <td>4096.6</td>\n",
" <td>4096.6</td>\n",
" <td>4096.6</td>\n",
" <td>99.9</td>\n",
" <td>149.9</td>\n",
" <td>378.6</td>\n",
" <td>236.2</td>\n",
" <td>20.5</td>\n",
" <td>185.3</td>\n",
" <td>87.5</td>\n",
" <td>74.0</td>\n",
" <td>180.6</td>\n",
" <td>164.1</td>\n",
" <td>1.5</td>\n",
" <td>8.3</td>\n",
" <td>1.5</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>1.5</td>\n",
" <td>0.7</td>\n",
" <td>3.8</td>\n",
" <td>8.3</td>\n",
" <td>2.5</td>\n",
" <td>41.0</td>\n",
" <td>41.0</td>\n",
" <td>41.0</td>\n",
" <td>...</td>\n",
" <td>2.651</td>\n",
" <td>4.911</td>\n",
" <td>5.482</td>\n",
" <td>6.152</td>\n",
" <td>4.262</td>\n",
" <td>2.034</td>\n",
" <td>1.901</td>\n",
" <td>300.0</td>\n",
" <td>202.5</td>\n",
" <td>540.0</td>\n",
" <td>2.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>7.3</td>\n",
" <td>3.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>8.5</td>\n",
" <td>8.7</td>\n",
" <td>448</td>\n",
" <td>301</td>\n",
" <td>26</td>\n",
" <td>2.5</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>0.810</td>\n",
" <td>0.120</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 188 columns</p>\n",
"</div>"
],
"text/plain": [
" Date Time ... Total Errors [] Unnamed: 187\n",
"0 9.8.2020 19:37:39.590 ... 0 NaN\n",
"\n",
"[1 rows x 188 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "E-ZzRCyFlF5I",
"colab_type": "text"
},
"source": [
"## 💈 Preprocessing data..."
]
},
{
"cell_type": "code",
"metadata": {
"id": "OtLDbxddJRxz",
"colab_type": "code",
"colab": {}
},
"source": [
"def rename_cols(df):\n",
" cols = map(\n",
" lambda col: (col, standardize_col_name(col)),\n",
" df.columns\n",
" )\n",
" return df.rename(columns=dict(cols))\n",
"\n",
"\n",
"def standardize_col_name(name):\n",
" name = re.sub(r'%', 'pct', name)\n",
" name = re.sub(r'(?i)Yes\\/No', 'YN', name)\n",
" name = re.sub(r'\\W', ' ', name)\n",
" name = name.strip()\n",
" name = re.sub(r'\\s+', '_', name)\n",
" if re.compile(r'^\\d').search(name) is not None:\n",
" name = f'_{name}'\n",
" return name.upper()\n",
"\n",
"\n",
"def drop_cols(df):\n",
" cols = list(filter(\n",
" lambda col: re.compile('(?i)unnamed').search(col) is not None,\n",
" df.columns\n",
" ))\n",
" return df.drop(columns=cols)\n",
"\n",
"\n",
"def parse_date(df):\n",
" df.insert(0, 'DATETIME', pd.to_datetime(\n",
" df['DATE'].str.cat(df['TIME'], sep=' '),\n",
" format='%d.%m.%Y %H:%M:%S.%f',\n",
" errors='coerce'\n",
" ))\n",
"\n",
" null_datetime = df[df[\"DATETIME\"].isnull()].shape[0]\n",
" if null_datetime > 0:\n",
" print(f'\"{green(null_datetime)}\" dates that couldn\\'t be parsed!')\n",
" df = df.dropna(subset=['DATETIME'])\n",
" \n",
" df = df.drop(columns=['DATE', 'TIME'])\n",
" df = df.sort_values('DATETIME')\n",
" return df"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "gpbREpSSMHab",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "25a4cac0-4d4f-4538-ab98-b16887e22b4d"
},
"source": [
"df = rename_cols(data)\n",
"df = drop_cols(df)\n",
"df = parse_date(df)"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"\"\u001b[1;32m2\u001b[0m\" dates that couldn't be parsed!\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "jZfQVYZnS-A8",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 163
},
"outputId": "b6352c81-e723-478b-ec93-e4a3f418103e"
},
"source": [
"describe(df)\n",
"df.head(1)"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[1;32m6833\u001b[0m lines x \u001b[1;32m186\u001b[0m columns\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DATETIME</th>\n",
" <th>VIRTUAL_MEMORY_COMMITED_MB</th>\n",
" <th>VIRTUAL_MEMORY_AVAILABLE_MB</th>\n",
" <th>VIRTUAL_MEMORY_LOAD_PCT</th>\n",
" <th>PHYSICAL_MEMORY_USED_MB</th>\n",
" <th>PHYSICAL_MEMORY_AVAILABLE_MB</th>\n",
" <th>PHYSICAL_MEMORY_LOAD_PCT</th>\n",
" <th>PAGE_FILE_USAGE_PCT</th>\n",
" <th>CORE_0_VID_V</th>\n",
" <th>CORE_1_VID_V</th>\n",
" <th>CORE_2_VID_V</th>\n",
" <th>CORE_3_VID_V</th>\n",
" <th>CORE_0_CLOCK_MHZ</th>\n",
" <th>CORE_1_CLOCK_MHZ</th>\n",
" <th>CORE_2_CLOCK_MHZ</th>\n",
" <th>CORE_3_CLOCK_MHZ</th>\n",
" <th>BUS_CLOCK_MHZ</th>\n",
" <th>CORE_0_T0_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_0_T1_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_1_T0_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_1_T1_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_2_T0_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_2_T1_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_3_T0_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_3_T1_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>AVERAGE_EFFECTIVE_CLOCK_MHZ</th>\n",
" <th>CORE_0_T0_USAGE_PCT</th>\n",
" <th>CORE_0_T1_USAGE_PCT</th>\n",
" <th>CORE_1_T0_USAGE_PCT</th>\n",
" <th>CORE_1_T1_USAGE_PCT</th>\n",
" <th>CORE_2_T0_USAGE_PCT</th>\n",
" <th>CORE_2_T1_USAGE_PCT</th>\n",
" <th>CORE_3_T0_USAGE_PCT</th>\n",
" <th>CORE_3_T1_USAGE_PCT</th>\n",
" <th>MAX_CPU_THREAD_USAGE_PCT</th>\n",
" <th>TOTAL_CPU_USAGE_PCT</th>\n",
" <th>CORE_0_RATIO_X</th>\n",
" <th>CORE_1_RATIO_X</th>\n",
" <th>CORE_2_RATIO_X</th>\n",
" <th>CORE_3_RATIO_X</th>\n",
" <th>...</th>\n",
" <th>GPU_CORE_NVVDD1_INPUT_POWER_SUM_W</th>\n",
" <th>GPU_MISC2_INPUT_POWER_W</th>\n",
" <th>GPU_PCIE_12V_INPUT_POWER_W</th>\n",
" <th>GPU_6_PIN_1_INPUT_POWER_W</th>\n",
" <th>GPU_MISC1_INPUT_POWER_SUM_W</th>\n",
" <th>GPU_CORE_NVVDD_INPUT_POWER_SUM_W</th>\n",
" <th>GPU_CORE_NVVDD_OUTPUT_POWER_W</th>\n",
" <th>GPU_CORE_NVVDD_OUTPUT_POWER_W_1</th>\n",
" <th>GPU_CLOCK_MHZ</th>\n",
" <th>GPU_MEMORY_CLOCK_MHZ</th>\n",
" <th>GPU_VIDEO_CLOCK_MHZ</th>\n",
" <th>GPU_CORE_LOAD_PCT</th>\n",
" <th>GPU_MEMORY_CONTROLLER_LOAD_PCT</th>\n",
" <th>GPU_VIDEO_ENGINE_LOAD_PCT</th>\n",
" <th>GPU_BUS_LOAD_PCT</th>\n",
" <th>GPU_MEMORY_USAGE_PCT</th>\n",
" <th>GPU_D3D_USAGE_PCT</th>\n",
" <th>GPU_VIDEO_DECODE_0_USAGE_PCT</th>\n",
" <th>GPU_VIDEO_ENCODE_0_USAGE_PCT</th>\n",
" <th>GPU_COMPUTING_COMPUTE_0_USAGE_PCT</th>\n",
" <th>GPU_COMPUTING_COMPUTE_1_USAGE_PCT</th>\n",
" <th>GPU_VR_USAGE_PCT</th>\n",
" <th>GPU_FAN1_PCT</th>\n",
" <th>PERFORMANCE_LIMIT_POWER_YN</th>\n",
" <th>PERFORMANCE_LIMIT_THERMAL_YN</th>\n",
" <th>PERFORMANCE_LIMIT_RELIABILITY_VOLTAGE_YN</th>\n",
" <th>PERFORMANCE_LIMIT_MAX_OPERATING_VOLTAGE_YN</th>\n",
" <th>PERFORMANCE_LIMIT_UTILIZATION_YN</th>\n",
" <th>PERFORMANCE_LIMIT_SLI_GPUBOOST_SYNC_YN</th>\n",
" <th>TOTAL_GPU_POWER_NORMALIZED_PCT_OF_TDP_PCT</th>\n",
" <th>TOTAL_GPU_POWER_PCT_OF_TDP_PCT</th>\n",
" <th>GPU_MEMORY_ALLOCATED_MB</th>\n",
" <th>GPU_D3D_MEMORY_DEDICATED_MB</th>\n",
" <th>GPU_D3D_MEMORY_DYNAMIC_MB</th>\n",
" <th>PCIE_LINK_SPEED_GT_S</th>\n",
" <th>TOTAL_DL_MB</th>\n",
" <th>TOTAL_UP_MB</th>\n",
" <th>CURRENT_DL_RATE_KB_S</th>\n",
" <th>CURRENT_UP_RATE_KB_S</th>\n",
" <th>TOTAL_ERRORS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-08-09 19:37:39.590</td>\n",
" <td>5145</td>\n",
" <td>13606</td>\n",
" <td>27.4</td>\n",
" <td>3404</td>\n",
" <td>12914</td>\n",
" <td>20.8</td>\n",
" <td>0.0</td>\n",
" <td>1.450</td>\n",
" <td>1.450</td>\n",
" <td>1.456</td>\n",
" <td>1.456</td>\n",
" <td>4096.6</td>\n",
" <td>4096.6</td>\n",
" <td>4096.6</td>\n",
" <td>4096.6</td>\n",
" <td>99.9</td>\n",
" <td>149.9</td>\n",
" <td>378.6</td>\n",
" <td>236.2</td>\n",
" <td>20.5</td>\n",
" <td>185.3</td>\n",
" <td>87.5</td>\n",
" <td>74.0</td>\n",
" <td>180.6</td>\n",
" <td>164.1</td>\n",
" <td>1.5</td>\n",
" <td>8.3</td>\n",
" <td>1.5</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>1.5</td>\n",
" <td>0.7</td>\n",
" <td>3.8</td>\n",
" <td>8.3</td>\n",
" <td>2.5</td>\n",
" <td>41.0</td>\n",
" <td>41.0</td>\n",
" <td>41.0</td>\n",
" <td>41.0</td>\n",
" <td>...</td>\n",
" <td>4.262</td>\n",
" <td>2.651</td>\n",
" <td>4.911</td>\n",
" <td>5.482</td>\n",
" <td>6.152</td>\n",
" <td>4.262</td>\n",
" <td>2.034</td>\n",
" <td>1.901</td>\n",
" <td>300.0</td>\n",
" <td>202.5</td>\n",
" <td>540.0</td>\n",
" <td>2.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>7.3</td>\n",
" <td>3.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>8.5</td>\n",
" <td>8.7</td>\n",
" <td>448</td>\n",
" <td>301</td>\n",
" <td>26</td>\n",
" <td>2.5</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>0.810</td>\n",
" <td>0.120</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 186 columns</p>\n",
"</div>"
],
"text/plain": [
" DATETIME ... TOTAL_ERRORS\n",
"0 2020-08-09 19:37:39.590 ... 0\n",
"\n",
"[1 rows x 186 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "K_p9_TqqhZZS",
"colab_type": "text"
},
"source": [
"## 🔎 Filtering and parsing data..."
]
},
{
"cell_type": "code",
"metadata": {
"id": "5W0uIXLi9dbX",
"colab_type": "code",
"colab": {}
},
"source": [
"def filter_cols(df, pattern):\n",
" cols = list(filter(\n",
" lambda x: re.compile(pattern).search(x) is not None,\n",
" list(df.columns)\n",
" ))\n",
" print(f'Columns: {cols}')\n",
" return cols\n",
"\n",
"\n",
"def to_float(df, cols):\n",
" for col in cols:\n",
" df[col] = pd.to_numeric(df[col], errors='coerce', downcast='float')\n",
" return df\n",
"\n",
"\n",
"def to_percent(df, cols):\n",
" for col in cols:\n",
" df[col] = pd.to_numeric(df[col], errors='coerce', downcast='float') / 100\n",
" return df"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "WQSPQ0fIQts7",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 122
},
"outputId": "575ff386-095b-4747-c604-b1fb7a75d92a"
},
"source": [
"# Filtering Columns\n",
"cols = set().union(\n",
" ['DATETIME'],\n",
" filter_cols(df, r'(?i)^GPU.*USAGE.*PCT(_\\d+)?$'),\n",
" filter_cols(df, r'(?i)^((.*TEMPERATURE)|CPU|MOTHERBOARD).*_C(_\\d+)?$'),\n",
" filter_cols(df, r'(?i)^.*(MEMORY_LOAD|CPU_USAGE).*PCT(_\\d+)?$')\n",
")\n",
"df = df[cols].copy()\n",
"\n",
"# Parsing Data\n",
"df = to_float(df, filter_cols(df, r'(?i)^.*_C(_\\d+)?$'))\n",
"df = to_percent(df, filter_cols(df, r'(?i)^.*PCT(_\\d+)?$'))\n",
"df = df.fillna(0)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"Columns: ['GPU_MEMORY_USAGE_PCT', 'GPU_D3D_USAGE_PCT', 'GPU_VIDEO_DECODE_0_USAGE_PCT', 'GPU_VIDEO_ENCODE_0_USAGE_PCT', 'GPU_COMPUTING_COMPUTE_0_USAGE_PCT', 'GPU_COMPUTING_COMPUTE_1_USAGE_PCT', 'GPU_VR_USAGE_PCT']\n",
"Columns: ['CPU_TCTL_TDIE_C', 'CPU_SOC_C', 'CPU_C', 'MOTHERBOARD_C', 'TEMPERATURE_3_C', 'TEMPERATURE_4_C', 'TEMPERATURE_5_C', 'TEMPERATURE_6_C', 'DRIVE_TEMPERATURE_C', 'DRIVE_TEMPERATURE_C_1', 'GPU_TEMPERATURE_C']\n",
"Columns: ['VIRTUAL_MEMORY_LOAD_PCT', 'PHYSICAL_MEMORY_LOAD_PCT', 'TOTAL_CPU_USAGE_PCT']\n",
"Columns: ['CPU_C', 'CPU_SOC_C', 'CPU_TCTL_TDIE_C', 'GPU_TEMPERATURE_C', 'DRIVE_TEMPERATURE_C_1', 'MOTHERBOARD_C', 'TEMPERATURE_6_C', 'TEMPERATURE_4_C', 'TEMPERATURE_3_C', 'DRIVE_TEMPERATURE_C', 'TEMPERATURE_5_C']\n",
"Columns: ['PHYSICAL_MEMORY_LOAD_PCT', 'GPU_COMPUTING_COMPUTE_0_USAGE_PCT', 'GPU_VIDEO_DECODE_0_USAGE_PCT', 'GPU_COMPUTING_COMPUTE_1_USAGE_PCT', 'GPU_MEMORY_USAGE_PCT', 'GPU_VIDEO_ENCODE_0_USAGE_PCT', 'VIRTUAL_MEMORY_LOAD_PCT', 'GPU_VR_USAGE_PCT', 'TOTAL_CPU_USAGE_PCT', 'GPU_D3D_USAGE_PCT']\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "xGiEMSxvTAqv",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 185
},
"outputId": "13f251a9-849f-4cdf-d7eb-099c69f1ca59"
},
"source": [
"describe(df)\n",
"print(f'Dataset Range...')\n",
"print(f' - Starts at: \"{green(df[\"DATETIME\"].min())}\"')\n",
"print(f' - Finishes at \"{green(df[\"DATETIME\"].max())}\"')\n",
"df.head(1)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[1;32m6833\u001b[0m lines x \u001b[1;32m22\u001b[0m columns\n",
"Dataset Range...\n",
" - Starts at: \"\u001b[1;32m2020-08-09 19:37:39.590000\u001b[0m\"\n",
" - Finishes at \"\u001b[1;32m2020-08-09 23:31:39.762000\u001b[0m\"\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CPU_C</th>\n",
" <th>CPU_SOC_C</th>\n",
" <th>PHYSICAL_MEMORY_LOAD_PCT</th>\n",
" <th>CPU_TCTL_TDIE_C</th>\n",
" <th>GPU_TEMPERATURE_C</th>\n",
" <th>GPU_COMPUTING_COMPUTE_0_USAGE_PCT</th>\n",
" <th>GPU_VIDEO_DECODE_0_USAGE_PCT</th>\n",
" <th>GPU_COMPUTING_COMPUTE_1_USAGE_PCT</th>\n",
" <th>DRIVE_TEMPERATURE_C_1</th>\n",
" <th>GPU_MEMORY_USAGE_PCT</th>\n",
" <th>MOTHERBOARD_C</th>\n",
" <th>TEMPERATURE_6_C</th>\n",
" <th>DATETIME</th>\n",
" <th>GPU_VIDEO_ENCODE_0_USAGE_PCT</th>\n",
" <th>TEMPERATURE_4_C</th>\n",
" <th>TEMPERATURE_3_C</th>\n",
" <th>DRIVE_TEMPERATURE_C</th>\n",
" <th>VIRTUAL_MEMORY_LOAD_PCT</th>\n",
" <th>GPU_VR_USAGE_PCT</th>\n",
" <th>TOTAL_CPU_USAGE_PCT</th>\n",
" <th>GPU_D3D_USAGE_PCT</th>\n",
" <th>TEMPERATURE_5_C</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>36.0</td>\n",
" <td>30.9</td>\n",
" <td>0.208</td>\n",
" <td>36.099998</td>\n",
" <td>36.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>35.0</td>\n",
" <td>0.073</td>\n",
" <td>31.0</td>\n",
" <td>32.0</td>\n",
" <td>2020-08-09 19:37:39.590</td>\n",
" <td>0.0</td>\n",
" <td>32.0</td>\n",
" <td>32.0</td>\n",
" <td>44.0</td>\n",
" <td>0.274</td>\n",
" <td>0.0</td>\n",
" <td>0.025</td>\n",
" <td>0.038</td>\n",
" <td>32.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CPU_C CPU_SOC_C ... GPU_D3D_USAGE_PCT TEMPERATURE_5_C\n",
"0 36.0 30.9 ... 0.038 32.0\n",
"\n",
"[1 rows x 22 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TGMK75mPqC0z",
"colab_type": "text"
},
"source": [
"## 🕵 Analysis\n",
"\n",
"---"
]
},
{
"cell_type": "code",
"metadata": {
"id": "koYjSmr0V7yg",
"colab_type": "code",
"colab": {}
},
"source": [
"def plot_line(df, cols, index='DATETIME', dtype=float, title=None):\n",
" df[cols]\\\n",
" .set_index(index)\\\n",
" .astype(dtype)\\\n",
" .plot\\\n",
" .line(title=title, figsize=(20,10))"
],
"execution_count": 12,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "jcO86OnDiA5m",
"colab_type": "text"
},
"source": [
"### GPU Usage"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8rcBHz8hieBi",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 556
},
"outputId": "c42aa3a3-b2e6-49ad-ed07-0443c7fa8d13"
},
"source": [
"cols = filter_cols(df, r'(?i)^(Datetime)|(GPU.*Usage.*PCT$)')\n",
"plot_line(df, cols, title=\"GPU Usage\")"
],
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"text": [
"Columns: ['GPU_COMPUTING_COMPUTE_0_USAGE_PCT', 'GPU_VIDEO_DECODE_0_USAGE_PCT', 'GPU_COMPUTING_COMPUTE_1_USAGE_PCT', 'GPU_MEMORY_USAGE_PCT', 'DATETIME', 'GPU_VIDEO_ENCODE_0_USAGE_PCT', 'GPU_VR_USAGE_PCT', 'GPU_D3D_USAGE_PCT']\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "coGtlNnsTAUe",
"colab_type": "text"
},
"source": [
"### Temperature"
]
},
{
"cell_type": "code",
"metadata": {
"id": "no7QFm_DTAcP",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 556
},
"outputId": "5f17d0a4-2304-41fa-f17d-ea9f72b95c75"
},
"source": [
"cols = filter_cols(df, r'(?i)^(Datetime)|(Temperature)|((CPU|Motherboard).*\\[.C(.\\d+)?$)')\n",
"plot_line(df, cols, title=\"Temperature\")"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"Columns: ['GPU_TEMPERATURE_C', 'DRIVE_TEMPERATURE_C_1', 'TEMPERATURE_6_C', 'DATETIME', 'TEMPERATURE_4_C', 'TEMPERATURE_3_C', 'DRIVE_TEMPERATURE_C', 'TEMPERATURE_5_C']\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZmAdeEGAXyf8",
"colab_type": "text"
},
"source": [
"### CPU x Mem"
]
},
{
"cell_type": "code",
"metadata": {
"id": "yIsQnbzjXShM",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 536
},
"outputId": "4187f063-d6fe-41ea-d260-2531410163ac"
},
"source": [
"cols = filter_cols(df, r'(?i)^(Datetime)|(.*(Memory_Load|CPU_Usage).*PCT$)')\n",
"plot_line(df, cols, title=\"CPU x MEM\")"
],
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"text": [
"Columns: ['PHYSICAL_MEMORY_LOAD_PCT', 'DATETIME', 'VIRTUAL_MEMORY_LOAD_PCT', 'TOTAL_CPU_USAGE_PCT']\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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