mirror of
https://git.rwth-aachen.de/acs/public/villas/node/
synced 2025-03-30 00:00:11 +01:00
1225 lines
1.3 MiB
1225 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Benchmark"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 159,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Using root directory: 3d\n",
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"Available subdirs: ['infiniband_UD_20181018_02-24-30']\n"
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]
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}
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],
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"source": [
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"import os\n",
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"from sys import argv\n",
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"rootdir = argv[1]\n",
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"\n",
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"#############################\n",
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"# FOR NOTEBOOK USE #\n",
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"# SET DIRECTORY HERE #\n",
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"# #\n",
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"rootdir = \"3d\"\n",
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"# #\n",
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"#############################\n",
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"\n",
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"print(\"Using root directory: {}\".format(rootdir))\n",
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"\n",
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"# Get the subdirs with the different tests\n",
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"subdirs = sorted([ name for name in os.listdir('{}'.format(rootdir)) if os.path.isdir(os.path.join('{}'.format(rootdir), name)) ])\n",
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"print(\"Available subdirs: {}\".format(subdirs))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 160,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Succesfully loaded JSON file\n"
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]
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}
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],
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"source": [
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"import json\n",
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"from sys import exit\n",
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"\n",
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"#try:\n",
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"with open(\"{}/settings.json\".format(rootdir)) as json_file:\n",
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" settings = json.load(json_file)\n",
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"#except:\n",
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"# print(\"Please define a correct JSON file!\")\n",
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"# exit()\n",
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"\n",
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"print(\"Succesfully loaded JSON file\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Load all files\n",
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"A group that will be one line in the summarizing graph is a *node-type* + *mode* combination. This group contains the variable *rate*. See the following three groups as example:\n",
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"\n",
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"* InfiniBand (RC): 1KHz, 10KHz, 50KHz, 100KHz\n",
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"* InfiniBand (UD): 1KHz, 10KHz, 50KHz, 100KHz\n",
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"* MQTT (UDP): 1KHz, 10KHz, 50KHz\n",
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"\n",
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"## Save characteristics of tests\n",
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"All important settings are contained in the name of the file. We will save them in a separate array. The structure of the name is as follows:\n",
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"\n",
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"```bash\n",
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"root_dir/benchmarks_${DATE}/${ID}_${MODE}-${VALUES IN SMP}-${RATE}-${SENT SMPS}\n",
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"```\n",
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"\n",
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"Thus, we will structure it in the settings_array as follows:\n",
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"\n",
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"* `settings_array[*][0] = ID`\n",
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"* `settings_array[*][1] = MODE`\n",
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"* `settings_array[*][2] = VALUES IN SAMPLE`\n",
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"* `settings_array[*][3] = RATE`\n",
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"* `settings_array[*][4] = TOTAL NUMBER OF SAMPLES`"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 123,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Loaded input dataset from: 0_RC-1-20000-100000_input.csv\n",
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"Loaded output dataset from: 0_RC-1-20000-100000_output.csv\n",
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"Loaded input dataset from: 1_RC-2-20000-100000_input.csv\n",
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"Loaded output dataset from: 1_RC-2-20000-100000_output.csv\n",
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"Loaded input dataset from: 2_RC-4-20000-100000_input.csv\n",
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"Loaded output dataset from: 2_RC-4-20000-100000_output.csv\n",
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"Loaded input dataset from: 3_RC-8-20000-100000_input.csv\n",
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"Loaded output dataset from: 3_RC-8-20000-100000_output.csv\n",
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"Loaded input dataset from: 4_RC-16-20000-100000_input.csv\n",
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"Loaded output dataset from: 4_RC-16-20000-100000_output.csv\n",
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"Loaded input dataset from: 5_RC-32-20000-100000_input.csv\n",
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"Loaded output dataset from: 5_RC-32-20000-100000_output.csv\n",
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"Loaded input dataset from: 6_RC-64-20000-100000_input.csv\n",
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"Loaded output dataset from: 6_RC-64-20000-100000_output.csv\n",
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"Settings for this subdirectory: \n",
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"[['infiniband', '0', 'RC', '1', '20000', '100000'], ['infiniband', '1', 'RC', '2', '20000', '100000'], ['infiniband', '2', 'RC', '4', '20000', '100000'], ['infiniband', '3', 'RC', '8', '20000', '100000'], ['infiniband', '4', 'RC', '16', '20000', '100000'], ['infiniband', '5', 'RC', '32', '20000', '100000'], ['infiniband', '6', 'RC', '64', '20000', '100000']]\n",
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"\n",
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"\n",
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"Loaded input dataset from: 10_UC-8-20000-100000_input.csv\n",
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"Loaded output dataset from: 10_UC-8-20000-100000_output.csv\n",
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"Loaded input dataset from: 11_UC-16-20000-100000_input.csv\n",
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"Loaded output dataset from: 11_UC-16-20000-100000_output.csv\n",
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"Loaded input dataset from: 12_UC-32-20000-100000_input.csv\n",
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"Loaded output dataset from: 12_UC-32-20000-100000_output.csv\n",
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"Loaded input dataset from: 13_UC-64-20000-100000_input.csv\n",
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"Loaded output dataset from: 13_UC-64-20000-100000_output.csv\n",
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"Loaded input dataset from: 7_UC-1-20000-100000_input.csv\n",
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"Loaded output dataset from: 7_UC-1-20000-100000_output.csv\n",
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"Loaded input dataset from: 8_UC-2-20000-100000_input.csv\n",
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"Loaded output dataset from: 8_UC-2-20000-100000_output.csv\n",
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"Loaded input dataset from: 9_UC-4-20000-100000_input.csv\n",
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"Loaded output dataset from: 9_UC-4-20000-100000_output.csv\n",
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"Settings for this subdirectory: \n",
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"[['infiniband', '10', 'UC', '8', '20000', '100000'], ['infiniband', '11', 'UC', '16', '20000', '100000'], ['infiniband', '12', 'UC', '32', '20000', '100000'], ['infiniband', '13', 'UC', '64', '20000', '100000'], ['infiniband', '7', 'UC', '1', '20000', '100000'], ['infiniband', '8', 'UC', '2', '20000', '100000'], ['infiniband', '9', 'UC', '4', '20000', '100000']]\n",
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"\n",
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"\n",
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"Loaded input dataset from: 14_UD-1-20000-100000_input.csv\n",
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"Loaded output dataset from: 14_UD-1-20000-100000_output.csv\n",
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"Loaded input dataset from: 15_UD-2-20000-100000_input.csv\n",
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"Loaded output dataset from: 15_UD-2-20000-100000_output.csv\n",
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"Loaded input dataset from: 16_UD-4-20000-100000_input.csv\n",
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"Loaded output dataset from: 16_UD-4-20000-100000_output.csv\n",
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"Loaded input dataset from: 17_UD-8-20000-100000_input.csv\n",
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"Loaded output dataset from: 17_UD-8-20000-100000_output.csv\n",
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"Loaded input dataset from: 18_UD-16-20000-100000_input.csv\n",
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"Loaded output dataset from: 18_UD-16-20000-100000_output.csv\n",
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"Loaded input dataset from: 19_UD-32-20000-100000_input.csv\n",
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"Loaded output dataset from: 19_UD-32-20000-100000_output.csv\n",
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"Loaded input dataset from: 20_UD-64-20000-100000_input.csv\n",
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"Loaded output dataset from: 20_UD-64-20000-100000_output.csv\n",
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"Settings for this subdirectory: \n",
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"[['infiniband', '14', 'UD', '1', '20000', '100000'], ['infiniband', '15', 'UD', '2', '20000', '100000'], ['infiniband', '16', 'UD', '4', '20000', '100000'], ['infiniband', '17', 'UD', '8', '20000', '100000'], ['infiniband', '18', 'UD', '16', '20000', '100000'], ['infiniband', '19', 'UD', '32', '20000', '100000'], ['infiniband', '20', 'UD', '64', '20000', '100000']]\n",
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"\n",
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"\n"
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]
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}
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],
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"source": [
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"import numpy as np\n",
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"import os\n",
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"import re\n",
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"\n",
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"# First, source log\n",
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"\n",
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"# Initialize arrays\n",
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"input_dataset = []\n",
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"output_dataset = []\n",
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"settings_array = []\n",
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"\n",
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"\n",
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"for i, subdir in enumerate(subdirs):\n",
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" input_dataset.append([])\n",
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" output_dataset.append([])\n",
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"\n",
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" # Acquire node type from the directory\n",
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" matchObj = re.match(r'(\\w*)_\\w\\w_', subdir, re.M|re.I)\n",
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" \n",
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" # Fill value to array\n",
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" if matchObj:\n",
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" node_type = matchObj[1]\n",
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"\n",
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" # Acquire all tests in that subdirectory\n",
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" for walk_subdir, dirs, files in sorted(os.walk(\"{}/{}\".format(rootdir, subdir))):\n",
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" input_dataset.append([])\n",
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" output_dataset.append([])\n",
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" settings_array.append([])\n",
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" \n",
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" for file in sorted(files):\n",
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" ############################\n",
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" ###### SAVE SETTINGS #######\n",
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" ############################\n",
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" temp_settings = []\n",
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" temp_settings.append(node_type)\n",
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" \n",
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" # Match settings, as described above\n",
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" matchObj = re.match(r'.*?(\\d*)_(\\w*)-(\\d*)-(\\d*)-(\\d*)_output.csv', file, re.M|re.I)\n",
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"\n",
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" # Fill values to array\n",
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" if matchObj:\n",
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" for j in range(0,5):\n",
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" temp_settings.append(matchObj.group(j + 1))\n",
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" \n",
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" # Append array to big array\n",
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" settings_array[i].append(temp_settings)\n",
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" \n",
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" ############################\n",
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" ######### LOAD DATA ########\n",
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" ############################\n",
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" \n",
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" # Regex to match input files\n",
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" if re.match(r'.*?_input.csv', file, re.M|re.I):\n",
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" # Load file \n",
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" input_dataset[i].append(np.genfromtxt(\"{}/{}/{}\".format(rootdir, subdir, file), delimiter=','))\n",
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" \n",
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" print(\"Loaded input dataset from: {}\".format(file))\n",
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"\n",
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" # Regex to match output files files\n",
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" elif re.match(r'.*?_output.csv', file, re.M|re.I):\n",
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" output_dataset[i].append(np.genfromtxt(\"{}/{}/{}\".format(rootdir, subdir, file), delimiter=','))\n",
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" \n",
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" print(\"Loaded output dataset from: {}\".format(file))\n",
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"\n",
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" print(\"Settings for this subdirectory: \")\n",
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" print(settings_array[i])\n",
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" print(\"\\n\")\n",
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"\n",
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" # Small sanity check, are arrays of the same size?\n",
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" if len(input_dataset[i]) != len(output_dataset[i]):\n",
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" print(\"Error: There should be as many input files as there are output files!\")\n",
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" exit();"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"## Get missed steps from source node\n",
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"..."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 124,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Test infiniband (RC) is missing 302 (0.3%) of 100000 in in-file.\n",
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"Test infiniband (RC) is missing 254 (0.25%) of 100000 in in-file.\n",
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"Test infiniband (RC) is missing 265 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (RC) is missing 270 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (RC) is missing 266 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (RC) is missing 270 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (RC) is missing 281 (0.28%) of 100000 in in-file.\n",
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"Test infiniband (UC) is missing 334 (0.33%) of 100000 in in-file.\n",
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"Test infiniband (UC) is missing 275 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (UC) is missing 273 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (UC) is missing 340 (0.34%) of 100000 in in-file.\n",
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"Test infiniband (UC) is missing 260 (0.26%) of 100000 in in-file.\n",
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"Test infiniband (UC) is missing 260 (0.26%) of 100000 in in-file.\n",
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"Test infiniband (UC) is missing 286 (0.29%) of 100000 in in-file.\n",
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"Test infiniband (UD) is missing 266 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (UD) is missing 275 (0.27%) of 100000 in in-file.\n",
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"Test infiniband (UD) is missing 365 (0.36%) of 100000 in in-file.\n",
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"Test infiniband (UD) is missing 256 (0.26%) of 100000 in in-file.\n",
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"Test infiniband (UD) is missing 263 (0.26%) of 100000 in in-file.\n",
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"Test infiniband (UD) is missing 279 (0.28%) of 100000 in in-file.\n",
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"Test infiniband (UD) is missing 288 (0.29%) of 100000 in in-file.\n"
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]
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}
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],
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"source": [
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"# Number of missing samples at receive side\n",
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"missed_send_arr = []\n",
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"# Percentage of missed samples\n",
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"perc_miss_send_arr = []\n",
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"\n",
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"# Generate real total and number of missing samples.\n",
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"# Print percentage of missed samples\n",
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"for i, subdir in enumerate(subdirs):\n",
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" missed_send_arr.append([])\n",
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" perc_miss_send_arr.append([])\n",
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" \n",
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" for (j, csv_vec) in enumerate(input_dataset[i]):\n",
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" # Get number of missing samples\n",
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" missed_send_arr[i].append(int(settings_array[i][j][5]) - len(csv_vec))\n",
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"\n",
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" # Take percentage\n",
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" perc_miss_send_arr[i].append(round(missed_send_arr[i][j] / int(settings_array[i][j][5]) * 100, 2))\n",
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" \n",
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" print(\"Test {} ({}) is missing {} ({}%) of {} in in-file.\"\n",
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" .format(settings_array[i][j][0], settings_array[i][j][2], missed_send_arr[i][j], \n",
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" perc_miss_send_arr[i][j], settings_array[i][j][5]))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"## Get missed steps from destination node\n",
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"..."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 125,
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"metadata": {},
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"outputs": [
|
|
{
|
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"name": "stdout",
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"output_type": "stream",
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|
"text": [
|
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"Test infiniband (RC) is missing 383 (0.38%) of 100000 in out-file.\n",
|
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"Test infiniband (RC) is missing 328 (0.33%) of 100000 in out-file.\n",
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"Test infiniband (RC) is missing 341 (0.34%) of 100000 in out-file.\n",
|
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"Test infiniband (RC) is missing 348 (0.35%) of 100000 in out-file.\n",
|
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"Test infiniband (RC) is missing 339 (0.34%) of 100000 in out-file.\n",
|
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"Test infiniband (RC) is missing 342 (0.34%) of 100000 in out-file.\n",
|
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"Test infiniband (RC) is missing 354 (0.35%) of 100000 in out-file.\n",
|
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"Test infiniband (UC) is missing 405 (0.4%) of 100000 in out-file.\n",
|
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"Test infiniband (UC) is missing 348 (0.35%) of 100000 in out-file.\n",
|
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"Test infiniband (UC) is missing 349 (0.35%) of 100000 in out-file.\n",
|
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"Test infiniband (UC) is missing 411 (0.41%) of 100000 in out-file.\n",
|
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"Test infiniband (UC) is missing 335 (0.34%) of 100000 in out-file.\n",
|
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"Test infiniband (UC) is missing 332 (0.33%) of 100000 in out-file.\n",
|
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"Test infiniband (UC) is missing 358 (0.36%) of 100000 in out-file.\n",
|
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"Test infiniband (UD) is missing 329 (0.33%) of 100000 in out-file.\n",
|
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"Test infiniband (UD) is missing 341 (0.34%) of 100000 in out-file.\n",
|
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"Test infiniband (UD) is missing 428 (0.43%) of 100000 in out-file.\n",
|
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"Test infiniband (UD) is missing 354 (0.35%) of 100000 in out-file.\n",
|
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"Test infiniband (UD) is missing 363 (0.36%) of 100000 in out-file.\n",
|
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"Test infiniband (UD) is missing 345 (0.34%) of 100000 in out-file.\n",
|
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"Test infiniband (UD) is missing 347 (0.35%) of 100000 in out-file.\n"
|
|
]
|
|
}
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|
],
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|
"source": [
|
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"# Number of missing samples at receive side\n",
|
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"missed_recv_arr = []\n",
|
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"# Percentage of missed samples\n",
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"perc_miss_recv_arr = []\n",
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"\n",
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"# Generate real total and number of missing samples.\n",
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"# Print percentage of missed samples\n",
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"for i, subdir in enumerate(subdirs):\n",
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" missed_recv_arr.append([])\n",
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|
" perc_miss_recv_arr.append([])\n",
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"\n",
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" for (j, csv_vec) in enumerate(output_dataset[i]):\n",
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"\n",
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" # Get number of missing samples\n",
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" missed_recv_arr[i].append(int(settings_array[i][j][5]) - len(csv_vec))\n",
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"\n",
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" # Take percentage\n",
|
|
" perc_miss_recv_arr[i].append(round(missed_recv_arr[i][j] / int(settings_array[i][j][5]) * 100, 2))\n",
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"\n",
|
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" print(\"Test {} ({}) is missing {} ({}%) of {} in out-file.\"\n",
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" .format(settings_array[i][j][0], settings_array[i][j][2], missed_recv_arr[i][j], \n",
|
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" perc_miss_recv_arr[i][j], settings_array[i][j][5]))"
|
|
]
|
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},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Check first and second sample from receive & destination node\n",
|
|
"..."
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|
]
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},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 126,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"First and second sample of test infiniband (RC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (RC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (RC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (RC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (RC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (RC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (RC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (RC): 81 and 82, respectively\n",
|
|
"First and second sample of test infiniband (RC): 74 and 75, respectively\n",
|
|
"First and second sample of test infiniband (RC): 76 and 77, respectively\n",
|
|
"First and second sample of test infiniband (RC): 78 and 79, respectively\n",
|
|
"First and second sample of test infiniband (RC): 73 and 74, respectively\n",
|
|
"First and second sample of test infiniband (RC): 72 and 73, respectively\n",
|
|
"First and second sample of test infiniband (RC): 73 and 74, respectively\n",
|
|
"\n",
|
|
"First and second sample of test infiniband (UC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UC): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UC): 71 and 72, respectively\n",
|
|
"First and second sample of test infiniband (UC): 73 and 74, respectively\n",
|
|
"First and second sample of test infiniband (UC): 76 and 77, respectively\n",
|
|
"First and second sample of test infiniband (UC): 71 and 72, respectively\n",
|
|
"First and second sample of test infiniband (UC): 75 and 76, respectively\n",
|
|
"First and second sample of test infiniband (UC): 72 and 73, respectively\n",
|
|
"First and second sample of test infiniband (UC): 72 and 73, respectively\n",
|
|
"\n",
|
|
"First and second sample of test infiniband (UD): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UD): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UD): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UD): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UD): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UD): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UD): 0 and 1, respectively\n",
|
|
"First and second sample of test infiniband (UD): 63 and 64, respectively\n",
|
|
"First and second sample of test infiniband (UD): 66 and 67, respectively\n",
|
|
"First and second sample of test infiniband (UD): 63 and 64, respectively\n",
|
|
"First and second sample of test infiniband (UD): 98 and 99, respectively\n",
|
|
"First and second sample of test infiniband (UD): 100 and 101, respectively\n",
|
|
"First and second sample of test infiniband (UD): 66 and 67, respectively\n",
|
|
"First and second sample of test infiniband (UD): 59 and 60, respectively\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Check first and second sample\n",
|
|
"\n",
|
|
"first_second_smp_input = []\n",
|
|
"first_second_smp_output = []\n",
|
|
"\n",
|
|
"for i, subdir in enumerate(subdirs):\n",
|
|
" first_second_smp_input.append([])\n",
|
|
" first_second_smp_output.append([])\n",
|
|
" \n",
|
|
" for (j, csv_vec) in enumerate(input_dataset[i]):\n",
|
|
" first_second_smp_input[i].append([csv_vec[0][3], csv_vec[1][3]])\n",
|
|
" print(\"First and second sample of test {} ({}): {} and {}, respectively\".format(settings_array[i][j][0],\n",
|
|
" settings_array[i][j][2],\n",
|
|
" int(first_second_smp_input[i][j][0]),\n",
|
|
" int(first_second_smp_input[i][j][1])))\n",
|
|
"\n",
|
|
" for (j, csv_vec) in enumerate(output_dataset[i]):\n",
|
|
" first_second_smp_output[i].append([csv_vec[0][3], csv_vec[1][3]])\n",
|
|
" print(\"First and second sample of test {} ({}): {} and {}, respectively\".format(settings_array[i][j][0],\n",
|
|
" settings_array[i][j][2],\n",
|
|
" int(first_second_smp_output[i][j][0]),\n",
|
|
" int(first_second_smp_output[i][j][1])))\n",
|
|
" \n",
|
|
" print(\"\")\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Compare input and output data sets\n",
|
|
"..."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 127,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test infiniband (RC): 81 (0.4%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (RC): 74 (0.37%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (RC): 76 (0.38%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (RC): 78 (0.39%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (RC): 73 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (RC): 72 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (RC): 73 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UC): 71 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UC): 73 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UC): 76 (0.38%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UC): 71 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UC): 75 (0.38%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UC): 72 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UC): 72 (0.36%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UD): 63 (0.32%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UD): 66 (0.33%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UD): 63 (0.32%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UD): 98 (0.49%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UD): 100 (0.5%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UD): 66 (0.33%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n",
|
|
"Test infiniband (UD): 59 (0.29%) samples were never transferred \n",
|
|
"0 (0.0%) of these after the first sample occured in out-file.\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"missing_seq = []\n",
|
|
"\n",
|
|
"never_trans_total_arr = []\n",
|
|
"never_trans_after_arr = []\n",
|
|
"\n",
|
|
"perc_never_trans_total_arr = []\n",
|
|
"perc_never_trans_after_arr = []\n",
|
|
"\n",
|
|
"# Loop through input_array, since this is always bigger or equal to output array\n",
|
|
"for i, subdir in enumerate(subdirs):\n",
|
|
" never_trans_total_arr.append([])\n",
|
|
" never_trans_after_arr.append([])\n",
|
|
" \n",
|
|
" perc_never_trans_total_arr.append([])\n",
|
|
" perc_never_trans_after_arr.append([])\n",
|
|
" \n",
|
|
" missing_seq.append([])\n",
|
|
" \n",
|
|
" for (j, csv_vec) in enumerate(input_dataset[i]): \n",
|
|
" l = 0\n",
|
|
" missing_seq[i].append([])\n",
|
|
" for (k, line) in enumerate(csv_vec): \n",
|
|
" try:\n",
|
|
" if line[3] != output_dataset[i][j][l][3]:\n",
|
|
" missing_seq[i][j].append(line[3])\n",
|
|
" else:\n",
|
|
" l += 1\n",
|
|
"\n",
|
|
" except IndexError:\n",
|
|
" pass\n",
|
|
"\n",
|
|
" never_trans_total_arr[i].append(len(missing_seq[i][j]))\n",
|
|
"\n",
|
|
" never_trans_after_arr[i].append(np.sum(missing_seq[i][j] > first_second_smp_output[i][j][0]))\n",
|
|
"\n",
|
|
" # Take percentage\n",
|
|
" perc_never_trans_total_arr[i].append(round(never_trans_total_arr[i][j] / int(settings_array[i][j][4]) * 100, 2))\n",
|
|
" perc_never_trans_after_arr[i].append(round(never_trans_after_arr[i][j] / int(settings_array[i][j][4]) * 100, 2))\n",
|
|
"\n",
|
|
" print(\"Test {} ({}): {} ({}%) samples were never transferred \".format(settings_array[i][j][0],\n",
|
|
" settings_array[i][j][2],\n",
|
|
" never_trans_total_arr[i][j],\n",
|
|
" perc_never_trans_total_arr[i][j]))\n",
|
|
" print(\"{} ({}%) of these after the first sample occured in out-file.\".format(never_trans_after_arr[i][j],\n",
|
|
" perc_never_trans_after_arr[i][j]))\n",
|
|
"\n",
|
|
" print(\"\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Calculate medians"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 128,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"medians = []\n",
|
|
"upper_limit = []\n",
|
|
"lower_limit = []\n",
|
|
"\n",
|
|
"for i, subdir in enumerate(subdirs):\n",
|
|
" medians.append([])\n",
|
|
" upper_limit.append([])\n",
|
|
" lower_limit.append([])\n",
|
|
" \n",
|
|
" for (j, csv_vec) in enumerate(output_dataset[i]): \n",
|
|
" medians[i].append(np.median(csv_vec.transpose()[2]) * 1e6)\n",
|
|
" \n",
|
|
" # np.sort(recv[i][j] - enq_send[i][j])[int(np.size(recv[i][j]]) / 2)] would be the approximately the median\n",
|
|
" # Calculate upper 10% and lower 10%\n",
|
|
" upper_limit[i].append(abs(medians[i][j] - 1e6 * np.sort(csv_vec.transpose()[2])[int(9 * np.size(csv_vec.transpose()[2]) / 10)]))\n",
|
|
" lower_limit[i].append(abs(medians[i][j] - 1e6 * np.sort(csv_vec.transpose()[2])[int(1 * np.size(csv_vec.transpose()[2]) / 10)]))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"source": [
|
|
"## Plot data\n",
|
|
"..."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 129,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Define Fancy Box function we use\n",
|
|
"def plot_fancy_box(bottom, height):\n",
|
|
" top = bottom + height\n",
|
|
" \n",
|
|
" p = FancyBboxPatch((left, bottom),\n",
|
|
" width,\n",
|
|
" height,\n",
|
|
" boxstyle=\"round, pad=0.005\",\n",
|
|
" \n",
|
|
" ec=\"#dbdbdb\", \n",
|
|
" fc=\"white\", \n",
|
|
" alpha=0.85,\n",
|
|
" transform=ax.transAxes\n",
|
|
" )\n",
|
|
" \n",
|
|
" ax.add_patch(p)\n",
|
|
" \n",
|
|
" \n",
|
|
"# Define \"find nearest\" function\n",
|
|
"def find_nearest(array, value):\n",
|
|
" array = np.asarray(array)\n",
|
|
" idx = (np.abs(array - value)).argmin()\n",
|
|
" return array[idx], idx"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 130,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f654569eda0>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f64fe236b70>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f65449f9c18>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f6502be7400>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655dcf8c50>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655c2360b8>"
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]
|
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f651741a5c0>"
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]
|
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f6506b8dda0>"
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]
|
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655c562eb8>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655d7f56a0>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655c2a37f0>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655dec6710>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f6517057828>"
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]
|
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f64fe6a9d30>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f650468d390>"
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]
|
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f6503ad5a58>"
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]
|
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655ce5fc50>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f654550fda0>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f6516f74da0>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f65159bb9e8>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f655d6816d8>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f654563c160>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f654515df28>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from matplotlib.font_manager import FontProperties\n",
|
|
"from matplotlib.patches import FancyBboxPatch\n",
|
|
"import os\n",
|
|
"\n",
|
|
"# Start creating plots\n",
|
|
"# Create figure for median plot\n",
|
|
"fig_median = plt.figure(num=None, figsize=(12, 4), dpi=90, facecolor='w', edgecolor='k')\n",
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|
"\n",
|
|
"# Add plot and set title\n",
|
|
"ax_median = fig_median.add_subplot(111)\n",
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|
"\n",
|
|
"y_data = np.array([])\n",
|
|
"\n",
|
|
"for i, subdir in enumerate(subdirs):\n",
|
|
" for (j, csv_vec) in enumerate(output_dataset[i]):\n",
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|
"\n",
|
|
" # Create figure\n",
|
|
" fig = plt.figure(num=None, figsize=(12, 4), dpi=90, facecolor='w', edgecolor='k')\n",
|
|
"\n",
|
|
" # Add plot and set title\n",
|
|
" ax = fig.add_subplot(111)\n",
|
|
"\n",
|
|
" # Set grid\n",
|
|
" ax.set_axisbelow(True)\n",
|
|
" ax.grid(True, linestyle='--')\n",
|
|
"\n",
|
|
" x_limit = 0.00005\n",
|
|
" bins = np.arange(0, 50, 50 / 100)\n",
|
|
"\n",
|
|
" # Data in plot\n",
|
|
" # http://www.color-hex.com/color-palette/33602\n",
|
|
" csv_vec_t = csv_vec.transpose()\n",
|
|
"\n",
|
|
" ax.hist(csv_vec_t[2] * 1e6, label=settings['histograms']['labels'][0],\n",
|
|
" edgecolor='black',\n",
|
|
" bins=bins,\n",
|
|
" color='#00549f')\n",
|
|
" ax.axvline(medians[i][j], color='red', linestyle='-', linewidth=1, alpha=0.85)\n",
|
|
"\n",
|
|
" # Set axis and calculate values above limit\n",
|
|
" plt.xlim([0,x_limit])\n",
|
|
"\n",
|
|
"\n",
|
|
" # Set ticks\n",
|
|
" ticks_unmodified = ticks = np.arange(0, x_limit * 1e6 + 1, 2)\n",
|
|
"\n",
|
|
" nearest, nearest_idx = find_nearest(ticks, medians[i][j])\n",
|
|
" ticks = np.append(ticks, medians[i][j])\n",
|
|
"\n",
|
|
" # Explicitly set labels\n",
|
|
" labels = []\n",
|
|
"\n",
|
|
" for value in ticks:\n",
|
|
" if value == nearest and np.abs(nearest - medians[i][j]) < 200:\n",
|
|
" labels.append(\"\")\n",
|
|
" elif value == (medians[i][j]):\n",
|
|
" labels.append(value)\n",
|
|
" else:\n",
|
|
" labels.append(str(int(value)))\n",
|
|
"\n",
|
|
" plt.xticks(ticks, labels, fontsize=10, family='monospace', rotation=30, horizontalalignment='right', rotation_mode=\"anchor\")\n",
|
|
"\n",
|
|
"\n",
|
|
" for value in ax.get_xticklabels():\n",
|
|
" try:\n",
|
|
" if int(float(value.get_text())) == int(medians[i][j]):\n",
|
|
" value.set_color('red')\n",
|
|
" except ValueError:\n",
|
|
" # We got some empty values. Ignore them\n",
|
|
" pass\n",
|
|
"\n",
|
|
" from matplotlib.ticker import MultipleLocator\n",
|
|
" minorLocator = MultipleLocator(1)\n",
|
|
" ax.xaxis.set_minor_locator(minorLocator)\n",
|
|
"\n",
|
|
" plt.yticks(fontsize=10, family='monospace')\n",
|
|
"\n",
|
|
" # Labels\n",
|
|
" ax.set_xlabel(settings['histograms']['axis_labels']['x'], fontsize=10, family='monospace', labelpad = 4)\n",
|
|
" ax.set_ylabel(settings['histograms']['axis_labels']['y'], fontsize=10, family='monospace', labelpad = 6)\n",
|
|
" ax.set_yscale('log')\n",
|
|
"\n",
|
|
" # Create text for offset\n",
|
|
" off_bigger_50us = round((np.size(csv_vec_t[2][csv_vec_t[2] > x_limit]) / np.size(csv_vec_t[2])) * 100, 2)\n",
|
|
"\n",
|
|
" offset_text = '$\\mathtt{{t_{{lat}}>50µs: }}${0: >5.2f}% ($\\mathtt{{t_{{lat}}^{{max}}}}$: {1:>7.2f}µs)'.format(off_bigger_50us, round(np.max(csv_vec_t[2]) * 1e6, 2))\n",
|
|
"\n",
|
|
" # Create text for missed steps\n",
|
|
" missed_text = ' in: {0:6d} ({1:5.2f}%)\\n'.format(missed_send_arr[i][j],\n",
|
|
" perc_miss_send_arr[i][j])\n",
|
|
" missed_text += 'out: {0:6d} ({1:5.2f}%)'.format(missed_recv_arr[i][j],\n",
|
|
" perc_miss_recv_arr[i][j])\n",
|
|
"\n",
|
|
" # Create text for missed steps\n",
|
|
" never_transferred_text = 'total: {0:5d} ({1:5.2f}%)\\n'.format(never_trans_total_arr[i][j],\n",
|
|
" perc_never_trans_total_arr[i][j])\n",
|
|
" never_transferred_text += 'while connected: {0:5d} ({1:5.2f}%)'.format(never_trans_after_arr[i][j],\n",
|
|
" perc_never_trans_after_arr[i][j])\n",
|
|
"\n",
|
|
"\n",
|
|
" # Set font properties for headers and text\n",
|
|
" font_header = FontProperties()\n",
|
|
" font_header.set_family('monospace')\n",
|
|
" font_header.set_weight('bold')\n",
|
|
" font_header.set_size(9.5)\n",
|
|
"\n",
|
|
" font_text = FontProperties()\n",
|
|
" font_text.set_size(9.5)\n",
|
|
" font_text.set_family('monospace')\n",
|
|
"\n",
|
|
" # Set box constraints for wrapper and plot wrapper\n",
|
|
" left, width = .673, .33\n",
|
|
" right = left + width\n",
|
|
"\n",
|
|
" plot_fancy_box(bottom = 0.46, height = 0.65)\n",
|
|
"\n",
|
|
" # Set box constraints for text boxes\n",
|
|
" left, width = .685, .30\n",
|
|
" right = left + width\n",
|
|
"\n",
|
|
" # Offset boxes\n",
|
|
" plot_fancy_box(bottom = 0.9085, height = 0.085)\n",
|
|
"\n",
|
|
" ax.text(right, 0.975, offset_text,\n",
|
|
" verticalalignment='top', horizontalalignment='right',\n",
|
|
" transform=ax.transAxes,\n",
|
|
" color='black', fontproperties = font_text)\n",
|
|
"\n",
|
|
" # Missed steps\n",
|
|
" plot_fancy_box(bottom = 0.695, height = 0.18)\n",
|
|
"\n",
|
|
" ax.text(right, 0.868, \"missing samples:\",\n",
|
|
" verticalalignment='top', horizontalalignment='right',\n",
|
|
" transform=ax.transAxes,\n",
|
|
" color='black', fontproperties = font_header)\n",
|
|
" ax.text(right, 0.804, missed_text,\n",
|
|
" verticalalignment='top', horizontalalignment='right',\n",
|
|
" transform=ax.transAxes,\n",
|
|
" color='black', fontproperties = font_text)\n",
|
|
"\n",
|
|
" # Never transferred\n",
|
|
" plot_fancy_box(bottom = 0.487, height = 0.175)\n",
|
|
"\n",
|
|
" ax.text(right, 0.657, \"samples not transmitted:\",\n",
|
|
" verticalalignment='top', horizontalalignment='right',\n",
|
|
" transform=ax.transAxes,\n",
|
|
" color='black', fontproperties = font_header)\n",
|
|
" ax.text(right, 0.593, never_transferred_text,\n",
|
|
" verticalalignment='top', \n",
|
|
" horizontalalignment='right',\n",
|
|
" transform=ax.transAxes,\n",
|
|
" color='black', fontproperties = font_text)\n",
|
|
" \n",
|
|
" \n",
|
|
" #Save plot\n",
|
|
" if settings['histograms']['export_figures']:\n",
|
|
" plt.minorticks_on()\n",
|
|
" plt.tight_layout()\n",
|
|
"\n",
|
|
" fig.savefig('{}/{}_{}_{}i_{}j.pdf'.format(rootdir, settings_array[i][j][0], settings_array[i][j][2], i, j), dpi=600, format='pdf') \n",
|
|
" \n",
|
|
" \n",
|
|
" ###################################\n",
|
|
" # CREATE MEDIAN PLOT ##############\n",
|
|
" ###################################\n",
|
|
" x_data = np.array([])\n",
|
|
" for k in range(0, len(medians[i])):\n",
|
|
" x_data = np.append(x_data, k)\n",
|
|
"\n",
|
|
" ax_median.errorbar(x_data, medians[i], yerr=[lower_limit[i], upper_limit[i]],\n",
|
|
" capsize = 3.7, elinewidth = 1, markeredgewidth = 1, \n",
|
|
" marker='v', zorder = 2 + i, color=settings['median_plot']['colors'][i],\n",
|
|
" label=settings['median_plot']['labels'][i])\n",
|
|
"\n",
|
|
"\n",
|
|
" \n",
|
|
"###################################\n",
|
|
"# CREATE HISTOGRAM LEGEND #########\n",
|
|
"###################################\n",
|
|
"if settings['histograms']['export_figures']:\n",
|
|
" import pylab\n",
|
|
"\n",
|
|
" # create a second figure for the legend\n",
|
|
" figLegend = pylab.figure(figsize = (settings['histograms']['dimensions']['legend'][0], settings['histograms']['dimensions']['legend'][1]))\n",
|
|
"\n",
|
|
" # produce a legend for the objects in the other figure\n",
|
|
" pylab.figlegend(*ax.get_legend_handles_labels(), loc = 'upper left',\n",
|
|
" prop={'family':'monospace', 'size':'8'}, ncol=settings['histograms']['legend_columns'])\n",
|
|
" figLegend.savefig(\"{}/legend_histogram.pdf\".format(rootdir), format='pdf')\n",
|
|
"\n",
|
|
" \n",
|
|
"\n",
|
|
"###################################\n",
|
|
"# SET AXIS OF MEDIAN PLOT #########\n",
|
|
"###################################\n",
|
|
"ax_median.set_ylim([settings['median_plot']['ticks']['y'][0], settings['median_plot']['ticks']['y'][-1]])\n",
|
|
"ax_median.set_xticks(np.arange(0, len(settings['median_plot']['ticks']['x']), 1))\n",
|
|
"ax_median.set_xticklabels(settings['median_plot']['ticks']['x'])\n",
|
|
"ax_median.set_yticks(settings['median_plot']['ticks']['y'])\n",
|
|
"ax_median.set_xlabel(settings['median_plot']['axis_labels']['x'], fontsize=11, family='monospace', labelpad=6)\n",
|
|
"ax_median.set_ylabel(settings['median_plot']['axis_labels']['y'], fontsize=11, family='monospace', labelpad=6)\n",
|
|
"ax_median.set_axisbelow(True)\n",
|
|
"ax_median.grid(True, linestyle='--')\n",
|
|
"\n",
|
|
"\n",
|
|
"ax_median.yaxis.grid(True, linestyle='-', which='major', color='black', alpha=0.8)\n",
|
|
"ax_median.yaxis.grid(True, linestyle='--', which='minor', color='lightgrey', alpha=0.3)\n",
|
|
"\n",
|
|
"\n",
|
|
"#Show plot\n",
|
|
"#plt.show()\n",
|
|
"\n",
|
|
"###################################\n",
|
|
"# EXPORT MEDIANS AND CREATE #######\n",
|
|
"# LEGEND OF MEDIAN TABLE ##########\n",
|
|
"###################################\n",
|
|
"if settings['median_plot']['export_figures']:\n",
|
|
" import pylab\n",
|
|
"\n",
|
|
" # create a second figure for the legend\n",
|
|
" figLegend = pylab.figure(figsize = (settings['median_plot']['dimensions']['legend'][0], settings['median_plot']['dimensions']['legend'][1]))\n",
|
|
"\n",
|
|
" # produce a legend for the objects in the other figure\n",
|
|
" pylab.figlegend(*ax_median.get_legend_handles_labels(), loc = 'upper left',\n",
|
|
" prop={'family':'monospace', 'size':'8'}, ncol=settings['median_plot']['legend_columns'])\n",
|
|
" figLegend.savefig(\"{}/legend_median_plot.pdf\".format(rootdir), format='pdf')\n",
|
|
"\n",
|
|
" fig_median.savefig('{}/median_graph.pdf'.format(rootdir), dpi=600, format='pdf')\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 164,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f6545d01b38>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
|
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"source": [
|
|
"from mpl_toolkits.mplot3d import Axes3D\n",
|
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"import matplotlib.pyplot as plt\n",
|
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"from matplotlib import cm\n",
|
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"from matplotlib.ticker import LinearLocator, FormatStrFormatter\n",
|
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"import numpy as np\n",
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"\n",
|
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"\n",
|
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"fig_3d = plt.figure(num=None, figsize=(16, 6), dpi=90, facecolor='w', edgecolor='k')\n",
|
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"ax_3d = fig_3d.gca(projection='3d')\n",
|
|
"\n",
|
|
"# Make data.\n",
|
|
"X = np.array([])\n",
|
|
"for k in range(0, len(medians[i])):\n",
|
|
" X = np.append(X, k)\n",
|
|
" \n",
|
|
"X = [1, 2, 3,4]\n",
|
|
"\n",
|
|
"Y = [1, 2, 3,4]\n",
|
|
"X, Y = np.meshgrid(X, Y)\n",
|
|
"\n",
|
|
"Z = [[0.1 , 0.2, 0.3, 0.8], [0.3, 0.4, 0.5, 0.8], [0.5, 0.6, 0.7,0.8], [0.5, 0.6, 0.7,0.8]]\n",
|
|
"\n",
|
|
"# Plot the surface.\n",
|
|
"surf = ax_3d.plot_surface(X, Y, Z, cmap=cm.coolwarm,\n",
|
|
" linewidth=0, antialiased=False)\n",
|
|
"\n",
|
|
"# Customize the z axis.\n",
|
|
"ax_3d.set_zlim(-1.01, 1.01)\n",
|
|
"ax_3d.zaxis.set_major_locator(LinearLocator(10))\n",
|
|
"ax_3d.zaxis.set_major_formatter(FormatStrFormatter('%.02f'))\n",
|
|
"\n",
|
|
"ax_3d.set_xlabel(\"rate\", fontsize=11, family='monospace', labelpad=8)\n",
|
|
"ax_3d.set_ylabel(\"number of values in sample\", fontsize=11, family='monospace', labelpad=8)\n",
|
|
"ax_3d.set_zlabel(\"$\\\\tilde{t}_{lat}$\", fontsize=11, family='monospace', labelpad=8)\n",
|
|
"\n",
|
|
"# Add a color bar which maps values to colors.\n",
|
|
"fig_3d.colorbar(surf, shrink=0.6, aspect=5)\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.6.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|