diff --git a/benchmarks/cloudmask/target/greene_v0.5/leaderboard_graph.ipynb b/benchmarks/cloudmask/target/greene_v0.5/leaderboard_graph.ipynb new file mode 100644 index 00000000..6709d06f --- /dev/null +++ b/benchmarks/cloudmask/target/greene_v0.5/leaderboard_graph.ipynb @@ -0,0 +1,3054 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import statements\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import json\n", + "import sys\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Creating images directory\n", + "if not os.path.exists(\"images\"):\n", + " os.makedirs(\"images\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Import file paths\n", + "\n", + "# 9-24-2023, repeat 5, epoch 200, early stopping\n", + "early_5_mlperf_file = \"~/MLC_experiment_data/9-24-mlperf_cloudmask_200.log\"\n", + "early_5_cloudmask_file = \"~/MLC_experiment_data/9-24-cloudmask_200.log\"\n", + "\n", + "# 9-26-2023, repeat 5, epoch 200, no early stopping\n", + "noearly_5_mlperf_file = \"~/MLC_experiment_data/9-26-mlperf_cloudmask_200.log\"\n", + "noearly_5_cloudmask_file = \"~/MLC_experiment_data/9-26-cloudmask_200.log\"\n", + "\n", + "# 10-1-2023, repeat 10, epoch 200, early stopping\n", + "early_10_mlperf_file = \"~/MLC_experiment_data/10-1-mlperf_cloudmask_200.log\"\n", + "early_10_cloudmask_file = \"~/MLC_experiment_data/10-1-cloudmask_200.log\"\n", + "\n", + "# 9-29-2023, repeat 10, epoch 200, no early stopping\n", + "noearly_10_mlperf_file = \"~/MLC_experiment_data/9-29-mlperf_cloudmask_200.log\"\n", + "noearly_10_cloudmask_file = \"~/MLC_experiment_data/9-29-cloudmask_200.log\"\n", + "\n", + "\n", + "# 6-28-2023, repeat 5, epoch 200, early stopping, by Varshitha\n", + "var_mlperf_file = \"~/MLC_experiment_data/varshitha-6-28-mlperf_cloudmask_final.log\"\n", + "var_cloudmask_file = \"~/MLC_experiment_data/varshitha-6-28-cloudmask_final.log\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def readfile(filename):\n", + " with open(path_expand(filename), 'r') as f:\n", + " content = f.read()\n", + " return content\n", + "\n", + "def path_expand(text):\n", + " result = os.path.expandvars(os.path.expanduser(text))\n", + "\n", + " # template = Template(text)\n", + " # result = template.substitute(os.environ)\n", + "\n", + " if result.startswith(\".\"):\n", + " result = result.replace(\".\", os.getcwd(), 1)\n", + "\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Saving figure in different formats\n", + "def export_figure(plot, figure_name):\n", + " plot.figure.savefig(\"images/\" + figure_name + \".svg\")\n", + " plot.figure.savefig(\"images/\" + figure_name + \".png\", dpi=300)\n", + " plot.figure.savefig(\"images/\" + figure_name + \".pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_dataframe(content, train_df, test_df, test_df_raw):\n", + " run = 0\n", + " \n", + " # Appending accuracies to the dataframe\n", + " for line in content:\n", + " # Locate Result line\n", + " if ':::MLLOG' in line and '\"key\": \"result\"' in line and 'training' in line:\n", + " # String to a dict using json.loads\n", + " d = json.loads(line.split(\":::MLLOG \")[1])\n", + " #print(d)\n", + "\n", + " # Extracting values\n", + " train_acc = d[\"value\"][\"training\"][\"history\"][\"accuracy\"]\n", + " train_loss = d[\"value\"][\"training\"][\"history\"][\"loss\"]\n", + " val_acc = d[\"value\"][\"training\"][\"history\"][\"val_accuracy\"]\n", + " val_loss = d[\"value\"][\"training\"][\"history\"][\"val_loss\"]\n", + " test_acc = d[\"value\"][\"inference\"][\"avg_accuracy\"]\n", + " test_acc_raw = d[\"value\"][\"inference\"][\"accuracy\"]\n", + "\n", + " # print(len(test_acc_raw))\n", + "\n", + " # Checking length of the lists\n", + " epochs = len(train_acc)\n", + " # print(train_acc)\n", + " if epochs == len(train_loss) and epochs == len(val_acc) and epochs == len(val_loss):\n", + " # Appending to dataframe\n", + " for i in range(epochs):\n", + " is_last_epoch = \"True\" if i==(epochs-1) else \"False\"\n", + " train_df.loc[len(train_df.index)] = [\"#\" + str(run+1), i+1, is_last_epoch, train_acc[i], train_loss[i], val_acc[i], val_loss[i], test_acc]\n", + "\n", + " test_df.loc[len(test_df.index)] = [\"#\" + str(run+1), int(epochs), test_acc] \n", + " else:\n", + " print(\"The values for accuracies and losses don't have same length.\")\n", + "\n", + " #Get raw inference (test) accuracies\n", + " for j in range(len(test_acc_raw)):\n", + " test_df_raw.loc[len(test_df_raw.index)] = [\"#\" + str(run+1), j+1, test_acc_raw[j]]\n", + "\n", + " run+=1\n", + " return (train_df, test_df, test_df_raw)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "def extract_data_create_dataframe(mlperf_file):\n", + " content = readfile(mlperf_file).splitlines()\n", + " \n", + " train_df = pd.DataFrame(columns = ['Experiment ID','Epoch','Last Epoch','Train Accuracy','Train Loss','Validation Accuracy','Validation Loss', 'Avg Test Accuracy'])\n", + " test_df = pd.DataFrame(columns = ['Experiment ID','Epochs', 'Avg Test Accuracy'])\n", + " test_df_raw = pd.DataFrame(columns = ['Experiment ID', 'Test-Image Index', 'Test Raw Accuracy'])\n", + " \n", + " return generate_dataframe(content, train_df, test_df, test_df_raw)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "early_5_train_df, early_5_test_df, early_5_test_df_raw = extract_data_create_dataframe(early_5_mlperf_file)\n", + "noearly_5_train_df, noearly_5_test_df, noearly_5_test_df_raw = extract_data_create_dataframe(noearly_5_mlperf_file)\n", + "early_10_train_df, early_10_test_df, early_10_test_df_raw = extract_data_create_dataframe(early_10_mlperf_file)\n", + "noearly_10_train_df, noearly_10_test_df, noearly_10_test_df_raw = extract_data_create_dataframe(noearly_10_mlperf_file)\n", + "var_train_df, var_test_df, var_test_df_raw = extract_data_create_dataframe(var_mlperf_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Experiment IDTest-Image IndexTest Raw Accuracy
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" + ], + "text/plain": [ + " Experiment ID Test-Image Index Test Raw Accuracy\n", + "0 #1 1 0.905682\n", + "1 #1 2 0.865404\n", + "2 #1 3 0.917304\n", + "3 #1 4 0.844605\n", + "4 #1 5 0.926503\n", + ".. ... ... ...\n", + "995 #10 96 0.789693\n", + "996 #10 97 0.898053\n", + "997 #10 98 0.909956\n", + "998 #10 99 0.938139\n", + "999 #10 100 0.937460\n", + "\n", + "[1000 rows x 3 columns]" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "noearly_10_test_df_raw" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate Leaderboard\n", + "def generate_leaderboard(train_df, user, date, early_stoppage, patience):\n", + " if not early_stoppage:\n", + " patience = \"n/a\"\n", + " \n", + " leaderboard = train_df.copy()\n", + " n_rows = leaderboard.shape[0]\n", + " user = [user for i in range(n_rows)]\n", + " date = [date for i in range(n_rows)]\n", + " early_stoppage = [early_stoppage for i in range(n_rows)]\n", + " early_stoppage_patience = [patience for i in range(n_rows)]\n", + " \n", + " experiment_info = pd.DataFrame({'User':user, 'Date':date, 'Early Stoppage':early_stoppage, 'Early Stoppage Patience': early_stoppage_patience})\n", + " \n", + " # Append the columns in training_leaderboard\n", + " leaderboard = pd.concat([experiment_info, leaderboard], axis=1)\n", + " \n", + " return leaderboard" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "early_5_leaderboard = generate_leaderboard(early_5_train_df, \"RG\", \"9-24-2023\", \"True\", \"25\")\n", + "noearly_5_leaderboard = generate_leaderboard(noearly_5_train_df, \"RG\", \"9-26-2023\", \"False\", \"n/a\")\n", + "early_10_leaderboard = generate_leaderboard(early_10_train_df, \"RG\", \"10-1-2023\", \"True\", \"25\")\n", + "noearly_10_leaderboard = generate_leaderboard(noearly_10_train_df, \"RG\", \"9-29-2023\", \"False\", \"n/a\")\n", + "var_leaderboard = generate_leaderboard(var_train_df, \"VC\", \"6-28-2023\", \"True\", \"25\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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UserDateEarly StoppageEarly Stoppage PatienceExperiment IDEpochLast EpochTrain AccuracyTrain LossValidation AccuracyValidation LossAvg Test Accuracy
0RG10-1-2023True25#11False0.7933290.4321160.7489220.4328420.891209
1RG10-1-2023True25#12False0.7988530.3900520.7569860.4025010.891209
2RG10-1-2023True25#13False0.8049780.3862520.7636070.4884360.891209
3RG10-1-2023True25#14False0.8076650.3807850.7803240.3920830.891209
4RG10-1-2023True25#15False0.8074810.3778110.7850430.4711190.891209
.......................................
1757RG10-1-2023True25#10156False0.8960730.2376140.8752570.2678160.892769
1758RG10-1-2023True25#10157False0.8964650.2375520.8744370.2741540.892769
1759RG10-1-2023True25#10158False0.8960770.2383920.8886490.2568110.892769
1760RG10-1-2023True25#10159False0.8956050.2384670.8811170.2632290.892769
1761RG10-1-2023True25#10160True0.8966920.2365140.8808440.2629530.892769
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" + ], + "text/plain": [ + " User Date Early Stoppage Early Stoppage Patience Experiment ID \\\n", + "0 RG 10-1-2023 True 25 #1 \n", + "1 RG 10-1-2023 True 25 #1 \n", + "2 RG 10-1-2023 True 25 #1 \n", + "3 RG 10-1-2023 True 25 #1 \n", + "4 RG 10-1-2023 True 25 #1 \n", + "... ... ... ... ... ... \n", + "1757 RG 10-1-2023 True 25 #10 \n", + "1758 RG 10-1-2023 True 25 #10 \n", + "1759 RG 10-1-2023 True 25 #10 \n", + "1760 RG 10-1-2023 True 25 #10 \n", + "1761 RG 10-1-2023 True 25 #10 \n", + "\n", + " Epoch Last Epoch Train Accuracy Train Loss Validation Accuracy \\\n", + "0 1 False 0.793329 0.432116 0.748922 \n", + "1 2 False 0.798853 0.390052 0.756986 \n", + "2 3 False 0.804978 0.386252 0.763607 \n", + "3 4 False 0.807665 0.380785 0.780324 \n", + "4 5 False 0.807481 0.377811 0.785043 \n", + "... ... ... ... ... ... \n", + "1757 156 False 0.896073 0.237614 0.875257 \n", + "1758 157 False 0.896465 0.237552 0.874437 \n", + "1759 158 False 0.896077 0.238392 0.888649 \n", + "1760 159 False 0.895605 0.238467 0.881117 \n", + "1761 160 True 0.896692 0.236514 0.880844 \n", + "\n", + " Validation Loss Avg Test Accuracy \n", + "0 0.432842 0.891209 \n", + "1 0.402501 0.891209 \n", + "2 0.488436 0.891209 \n", + "3 0.392083 0.891209 \n", + "4 0.471119 0.891209 \n", + "... ... ... \n", + "1757 0.267816 0.892769 \n", + "1758 0.274154 0.892769 \n", + "1759 0.256811 0.892769 \n", + "1760 0.263229 0.892769 \n", + "1761 0.262953 0.892769 \n", + "\n", + "[1762 rows x 12 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "early_10_leaderboard" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# Compare Ruochen's early stopping with Varshitha's early stopping, where we only take the last value\n", + "RG_early_vs_Var_early_leaderboard = pd.concat([early_5_leaderboard, early_10_leaderboard, var_leaderboard], ignore_index=True)\n", + "\n", + "# Compare Ruochen's non early stopping with Varshitha's early stopping, where we only take the last value\n", + "RG_noearly_vs_Var_early_leaderboard = pd.concat([noearly_5_leaderboard, noearly_10_leaderboard, var_leaderboard], ignore_index=True)\n", + "\n", + "# Compare Ruochen's early stopping with Ruochen's non early stopping, where we only take the last value\n", + "RG_early_vs_RG_noearly_leaderboard = pd.concat([early_5_leaderboard, early_10_leaderboard, noearly_5_leaderboard, noearly_10_leaderboard], ignore_index=True)\n", + "\n", + "# Compare Ruochen's early stopping and non early stopping with Varshitha's early stopping, where we only take the last value\n", + "RG_early_noearly_vs_Var_early_leaderboard = pd.concat([early_5_leaderboard, early_10_leaderboard, noearly_5_leaderboard, noearly_10_leaderboard, var_leaderboard], ignore_index=True)\n", + "\n", + "# Master Training Leaderboard\n", + "master_training_leaderboard = pd.concat([early_5_leaderboard, early_10_leaderboard, noearly_5_leaderboard, noearly_10_leaderboard, var_leaderboard], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# Taking the last epoch's data on leaderboards\n", + "RG_early_vs_Var_early_leaderboard_lastepoch = RG_early_vs_Var_early_leaderboard[RG_early_vs_Var_early_leaderboard[\"Last Epoch\"]==\"True\"]\n", + "RG_noearly_vs_Var_early_leaderboard_lastepoch = RG_noearly_vs_Var_early_leaderboard[RG_noearly_vs_Var_early_leaderboard[\"Last Epoch\"]==\"True\"]\n", + "RG_early_vs_RG_noearly_leaderboard_lastepoch = RG_early_vs_RG_noearly_leaderboard[RG_early_vs_RG_noearly_leaderboard[\"Last Epoch\"]==\"True\"]\n", + "RG_early_noearly_vs_Var_early_leaderboard_lastepoch = RG_early_noearly_vs_Var_early_leaderboard[RG_early_noearly_vs_Var_early_leaderboard[\"Last Epoch\"]==\"True\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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UserDateEarly StoppageEarly Stoppage PatienceExperiment IDEpochLast EpochTrain AccuracyTrain LossValidation AccuracyValidation LossAvg Test Accuracy
107RG9-24-2023True25#1108True0.8939820.2429040.8779320.2710160.888595
261RG9-24-2023True25#2154True0.8950070.2385100.8842900.2608600.891453
425RG9-24-2023True25#3164True0.9083060.2104040.8880950.2547090.892463
585RG9-24-2023True25#4160True0.9091150.2074970.8906750.2432130.889012
785RG9-24-2023True25#5200True0.8982680.2312890.8902860.2487100.894261
967RG10-1-2023True25#1182True0.8962990.2376280.8819650.2617150.891209
1134RG10-1-2023True25#2167True0.8934730.2404380.8818080.2676510.890255
1286RG10-1-2023True25#3152True0.8947370.2393400.8895980.2569930.891249
1485RG10-1-2023True25#4199True0.8986120.2313760.8928240.2563530.893220
1654RG10-1-2023True25#5169True0.8962710.2369130.8835140.2669850.887244
1854RG10-1-2023True25#6200True0.8999770.2276920.8922810.2526170.894974
2054RG10-1-2023True25#7200True0.8983560.2310030.8918910.2507370.889432
2187RG10-1-2023True25#8133True0.8940280.2414170.8717780.2834340.883508
2387RG10-1-2023True25#9200True0.8992300.2309100.8878000.2563580.892712
2547RG10-1-2023True25#10160True0.8966920.2365140.8808440.2629530.892769
2747RG9-26-2023Falsen/a#1200True0.8975740.2338950.8830760.2635420.886356
2947RG9-26-2023Falsen/a#2200True0.8977310.2328250.8800330.2665900.889110
3147RG9-26-2023Falsen/a#3200True0.9261680.1714300.8979190.2373620.888402
3347RG9-26-2023Falsen/a#4200True0.8987870.2312750.8899110.2546120.892452
3547RG9-26-2023Falsen/a#5200True0.8969790.2359190.8881070.2647620.889036
3747RG9-29-2023Falsen/a#1200True0.8986940.2328780.8887330.2547810.890603
3947RG9-29-2023Falsen/a#2200True0.8974060.2335600.8930310.2560180.893250
4147RG9-29-2023Falsen/a#3200True0.8977130.2328600.8927730.2567250.890851
4347RG9-29-2023Falsen/a#4200True0.8978820.2331370.8928730.2519610.892479
4547RG9-29-2023Falsen/a#5200True0.8972030.2343770.8881320.2586700.891133
4747RG9-29-2023Falsen/a#6200True0.8971250.2335800.8905930.2541500.889138
4947RG9-29-2023Falsen/a#7200True0.8977100.2336330.8901130.2572700.892306
5147RG9-29-2023Falsen/a#8200True0.8946420.2410430.8847830.2640090.893979
5347RG9-29-2023Falsen/a#9200True0.8979200.2345080.8936860.2539530.891823
5547RG9-29-2023Falsen/a#10200True0.9363200.1521090.8844490.2786720.872865
5747VC6-28-2023True25#1200True0.8959500.2377290.8912340.2569920.884168
5894VC6-28-2023True25#2147True0.9086470.2101250.8845230.2600720.896051
6056VC6-28-2023True25#3162True0.8972080.2352680.8889330.2563310.890086
6256VC6-28-2023True25#4200True0.8970570.2341610.8898940.2588910.889887
6439VC6-28-2023True25#5183True0.8965410.2350340.8890390.2577340.885192
\n", + "
" + ], + "text/plain": [ + " User Date Early Stoppage Early Stoppage Patience Experiment ID \\\n", + "107 RG 9-24-2023 True 25 #1 \n", + "261 RG 9-24-2023 True 25 #2 \n", + "425 RG 9-24-2023 True 25 #3 \n", + "585 RG 9-24-2023 True 25 #4 \n", + "785 RG 9-24-2023 True 25 #5 \n", + "967 RG 10-1-2023 True 25 #1 \n", + "1134 RG 10-1-2023 True 25 #2 \n", + "1286 RG 10-1-2023 True 25 #3 \n", + "1485 RG 10-1-2023 True 25 #4 \n", + "1654 RG 10-1-2023 True 25 #5 \n", + "1854 RG 10-1-2023 True 25 #6 \n", + "2054 RG 10-1-2023 True 25 #7 \n", + "2187 RG 10-1-2023 True 25 #8 \n", + "2387 RG 10-1-2023 True 25 #9 \n", + "2547 RG 10-1-2023 True 25 #10 \n", + "2747 RG 9-26-2023 False n/a #1 \n", + "2947 RG 9-26-2023 False n/a #2 \n", + "3147 RG 9-26-2023 False n/a #3 \n", + "3347 RG 9-26-2023 False n/a #4 \n", + "3547 RG 9-26-2023 False n/a #5 \n", + "3747 RG 9-29-2023 False n/a #1 \n", + "3947 RG 9-29-2023 False n/a #2 \n", + "4147 RG 9-29-2023 False n/a #3 \n", + "4347 RG 9-29-2023 False n/a #4 \n", + "4547 RG 9-29-2023 False n/a #5 \n", + "4747 RG 9-29-2023 False n/a #6 \n", + "4947 RG 9-29-2023 False n/a #7 \n", + "5147 RG 9-29-2023 False n/a #8 \n", + "5347 RG 9-29-2023 False n/a #9 \n", + "5547 RG 9-29-2023 False n/a #10 \n", + "5747 VC 6-28-2023 True 25 #1 \n", + "5894 VC 6-28-2023 True 25 #2 \n", + "6056 VC 6-28-2023 True 25 #3 \n", + "6256 VC 6-28-2023 True 25 #4 \n", + "6439 VC 6-28-2023 True 25 #5 \n", + "\n", + " Epoch Last Epoch Train Accuracy Train Loss Validation Accuracy \\\n", + "107 108 True 0.893982 0.242904 0.877932 \n", + "261 154 True 0.895007 0.238510 0.884290 \n", + "425 164 True 0.908306 0.210404 0.888095 \n", + "585 160 True 0.909115 0.207497 0.890675 \n", + "785 200 True 0.898268 0.231289 0.890286 \n", + "967 182 True 0.896299 0.237628 0.881965 \n", + "1134 167 True 0.893473 0.240438 0.881808 \n", + "1286 152 True 0.894737 0.239340 0.889598 \n", + "1485 199 True 0.898612 0.231376 0.892824 \n", + "1654 169 True 0.896271 0.236913 0.883514 \n", + "1854 200 True 0.899977 0.227692 0.892281 \n", + "2054 200 True 0.898356 0.231003 0.891891 \n", + "2187 133 True 0.894028 0.241417 0.871778 \n", + "2387 200 True 0.899230 0.230910 0.887800 \n", + "2547 160 True 0.896692 0.236514 0.880844 \n", + "2747 200 True 0.897574 0.233895 0.883076 \n", + "2947 200 True 0.897731 0.232825 0.880033 \n", + "3147 200 True 0.926168 0.171430 0.897919 \n", + "3347 200 True 0.898787 0.231275 0.889911 \n", + "3547 200 True 0.896979 0.235919 0.888107 \n", + "3747 200 True 0.898694 0.232878 0.888733 \n", + "3947 200 True 0.897406 0.233560 0.893031 \n", + "4147 200 True 0.897713 0.232860 0.892773 \n", + "4347 200 True 0.897882 0.233137 0.892873 \n", + "4547 200 True 0.897203 0.234377 0.888132 \n", + "4747 200 True 0.897125 0.233580 0.890593 \n", + "4947 200 True 0.897710 0.233633 0.890113 \n", + "5147 200 True 0.894642 0.241043 0.884783 \n", + "5347 200 True 0.897920 0.234508 0.893686 \n", + "5547 200 True 0.936320 0.152109 0.884449 \n", + "5747 200 True 0.895950 0.237729 0.891234 \n", + "5894 147 True 0.908647 0.210125 0.884523 \n", + "6056 162 True 0.897208 0.235268 0.888933 \n", + "6256 200 True 0.897057 0.234161 0.889894 \n", + "6439 183 True 0.896541 0.235034 0.889039 \n", + "\n", + " Validation Loss Avg Test Accuracy \n", + "107 0.271016 0.888595 \n", + "261 0.260860 0.891453 \n", + "425 0.254709 0.892463 \n", + "585 0.243213 0.889012 \n", + "785 0.248710 0.894261 \n", + "967 0.261715 0.891209 \n", + "1134 0.267651 0.890255 \n", + "1286 0.256993 0.891249 \n", + "1485 0.256353 0.893220 \n", + "1654 0.266985 0.887244 \n", + "1854 0.252617 0.894974 \n", + "2054 0.250737 0.889432 \n", + "2187 0.283434 0.883508 \n", + "2387 0.256358 0.892712 \n", + "2547 0.262953 0.892769 \n", + "2747 0.263542 0.886356 \n", + "2947 0.266590 0.889110 \n", + "3147 0.237362 0.888402 \n", + "3347 0.254612 0.892452 \n", + "3547 0.264762 0.889036 \n", + "3747 0.254781 0.890603 \n", + "3947 0.256018 0.893250 \n", + "4147 0.256725 0.890851 \n", + "4347 0.251961 0.892479 \n", + "4547 0.258670 0.891133 \n", + "4747 0.254150 0.889138 \n", + "4947 0.257270 0.892306 \n", + "5147 0.264009 0.893979 \n", + "5347 0.253953 0.891823 \n", + "5547 0.278672 0.872865 \n", + "5747 0.256992 0.884168 \n", + "5894 0.260072 0.896051 \n", + "6056 0.256331 0.890086 \n", + "6256 0.258891 0.889887 \n", + "6439 0.257734 0.885192 " + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "RG_early_noearly_vs_Var_early_leaderboard_lastepoch" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# Create ranking based on Train Accuracy/Loss, Validation Accuracy/Loss, and Test Accuracy\n", + "def tag_ranking_to_leaderboard(leaderboard):\n", + " board = leaderboard.copy()\n", + " \n", + " board = board.sort_values(by=\"Train Accuracy\",ascending=False)\n", + " board['Train Accuracy Rank'] = range(1,len(board)+1)\n", + "\n", + " board = board.sort_values(by=\"Train Loss\",ascending=True)\n", + " board['Train Loss Rank'] = range(1,len(board)+1)\n", + "\n", + " board = board.sort_values(by=\"Validation Accuracy\",ascending=False)\n", + " board['Validation Accuracy Rank'] = range(1,len(board)+1)\n", + "\n", + " board = board.sort_values(by=\"Validation Loss\",ascending=True)\n", + " board['Validation Loss Rank'] = range(1,len(board)+1)\n", + " \n", + " board = board.sort_values(by=\"Avg Test Accuracy\",ascending=False)\n", + " board['Test Accuracy Rank'] = range(1,len(board)+1)\n", + "\n", + " return board" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "_RG_early_vs_Var_early_leaderboard_lastepoch = tag_ranking_to_leaderboard(RG_early_vs_Var_early_leaderboard_lastepoch)\n", + "_RG_noearly_vs_Var_early_leaderboard_lastepoch = tag_ranking_to_leaderboard(RG_noearly_vs_Var_early_leaderboard_lastepoch)\n", + "_RG_early_vs_RG_noearly_leaderboard_lastepoch = tag_ranking_to_leaderboard(RG_early_vs_RG_noearly_leaderboard_lastepoch)\n", + "_RG_early_noearly_vs_Var_early_leaderboard_lastepoch = tag_ranking_to_leaderboard(RG_early_noearly_vs_Var_early_leaderboard_lastepoch)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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UserDateEarly StoppageExperiment IDEpochLast EpochTrain AccuracyTrain LossValidation AccuracyValidation LossAvg Test AccuracyTrain Accuracy RankTrain Loss RankValidation Accuracy RankValidation Loss RankTest Accuracy Rank
5894VC6-28-2023True#2147True0.9086470.2101250.8845230.2600720.8960514425231
1854RG10-1-2023True#6200True0.8999770.2276920.8922810.2526170.89497466762
785RG9-24-2023True#5200True0.8982680.2312890.8902860.2487100.89426112101233
5147RG9-29-2023False#8200True0.8946420.2410430.8847830.2640090.893979323324284
3947RG9-29-2023False#2200True0.8974060.2335600.8930310.2560180.89325019163125
1485RG10-1-2023True#4199True0.8986120.2313760.8928240.2563530.89322010115146
2547RG10-1-2023True#10160True0.8966920.2365140.8808440.2629530.892769252632267
2387RG10-1-2023True#9200True0.8992300.2309100.8878000.2563580.8927127723158
4347RG9-29-2023False#4200True0.8978820.2331370.8928730.2519610.8924791415459
425RG9-24-2023True#3164True0.9083060.2104040.8880950.2547090.89246355221010
3347RG9-26-2023False#4200True0.8987870.2312750.8899110.2546120.8924528914911
4947RG9-29-2023False#7200True0.8977100.2336330.8901130.2572700.8923061718131912
5347RG9-29-2023False#9200True0.8979200.2345080.8936860.2539530.89182313222713
261RG9-24-2023True#2154True0.8950070.2385100.8842900.2608600.8914533030272414
1286RG10-1-2023True#3152True0.8947370.2393400.8895980.2569930.8912493131161815
967RG10-1-2023True#1182True0.8962990.2376280.8819650.2617150.8912092728302516
4547RG9-29-2023False#5200True0.8972030.2343770.8881320.2586700.8911332121202117
4147RG9-29-2023False#3200True0.8977130.2328600.8927730.2567250.890851161361618
3747RG9-29-2023False#1200True0.8986940.2328780.8887330.2547810.890603914191119
1134RG10-1-2023True#2167True0.8934730.2404380.8818080.2676510.8902553532313220
6056VC6-28-2023True#3162True0.8972080.2352680.8889330.2563310.8900862024181321
6256VC6-28-2023True#4200True0.8970570.2341610.8898940.2588910.8898872320152222
2054RG10-1-2023True#7200True0.8983560.2310030.8918910.2507370.8894321188423
4747RG9-29-2023False#6200True0.8971250.2335800.8905930.2541500.889138221711824
2947RG9-26-2023False#2200True0.8977310.2328250.8800330.2665900.8891101512333025
3547RG9-26-2023False#5200True0.8969790.2359190.8881070.2647620.8890362425212926
585RG9-24-2023True#4160True0.9091150.2074970.8906750.2432130.8890123310227
107RG9-24-2023True#1108True0.8939820.2429040.8779320.2710160.8885953435343328
3147RG9-26-2023False#3200True0.9261680.1714300.8979190.2373620.888402221129
1654RG10-1-2023True#5169True0.8962710.2369130.8835140.2669850.8872442827283130
2747RG9-26-2023False#1200True0.8975740.2338950.8830760.2635420.8863561819292731
6439VC6-28-2023True#5183True0.8965410.2350340.8890390.2577340.8851922623172032
5747VC6-28-2023True#1200True0.8959500.2377290.8912340.2569920.884168292991733
2187RG10-1-2023True#8133True0.8940280.2414170.8717780.2834340.8835083334353534
5547RG9-29-2023False#10200True0.9363200.1521090.8844490.2786720.87286511263435
\n", + "
" + ], + "text/plain": [ + " User Date Early Stoppage Experiment ID Epoch Last Epoch \\\n", + "5894 VC 6-28-2023 True #2 147 True \n", + "1854 RG 10-1-2023 True #6 200 True \n", + "785 RG 9-24-2023 True #5 200 True \n", + "5147 RG 9-29-2023 False #8 200 True \n", + "3947 RG 9-29-2023 False #2 200 True \n", + "1485 RG 10-1-2023 True #4 199 True \n", + "2547 RG 10-1-2023 True #10 160 True \n", + "2387 RG 10-1-2023 True #9 200 True \n", + "4347 RG 9-29-2023 False #4 200 True \n", + "425 RG 9-24-2023 True #3 164 True \n", + "3347 RG 9-26-2023 False #4 200 True \n", + "4947 RG 9-29-2023 False #7 200 True \n", + "5347 RG 9-29-2023 False #9 200 True \n", + "261 RG 9-24-2023 True #2 154 True \n", + "1286 RG 10-1-2023 True #3 152 True \n", + "967 RG 10-1-2023 True #1 182 True \n", + "4547 RG 9-29-2023 False #5 200 True \n", + "4147 RG 9-29-2023 False #3 200 True \n", + "3747 RG 9-29-2023 False #1 200 True \n", + "1134 RG 10-1-2023 True #2 167 True \n", + "6056 VC 6-28-2023 True #3 162 True \n", + "6256 VC 6-28-2023 True #4 200 True \n", + "2054 RG 10-1-2023 True #7 200 True \n", + "4747 RG 9-29-2023 False #6 200 True \n", + "2947 RG 9-26-2023 False #2 200 True \n", + "3547 RG 9-26-2023 False #5 200 True \n", + "585 RG 9-24-2023 True #4 160 True \n", + "107 RG 9-24-2023 True #1 108 True \n", + "3147 RG 9-26-2023 False #3 200 True \n", + "1654 RG 10-1-2023 True #5 169 True \n", + "2747 RG 9-26-2023 False #1 200 True \n", + "6439 VC 6-28-2023 True #5 183 True \n", + "5747 VC 6-28-2023 True #1 200 True \n", + "2187 RG 10-1-2023 True #8 133 True \n", + "5547 RG 9-29-2023 False #10 200 True \n", + "\n", + " Train Accuracy Train Loss Validation Accuracy Validation Loss \\\n", + "5894 0.908647 0.210125 0.884523 0.260072 \n", + "1854 0.899977 0.227692 0.892281 0.252617 \n", + "785 0.898268 0.231289 0.890286 0.248710 \n", + "5147 0.894642 0.241043 0.884783 0.264009 \n", + "3947 0.897406 0.233560 0.893031 0.256018 \n", + "1485 0.898612 0.231376 0.892824 0.256353 \n", + "2547 0.896692 0.236514 0.880844 0.262953 \n", + "2387 0.899230 0.230910 0.887800 0.256358 \n", + "4347 0.897882 0.233137 0.892873 0.251961 \n", + "425 0.908306 0.210404 0.888095 0.254709 \n", + "3347 0.898787 0.231275 0.889911 0.254612 \n", + "4947 0.897710 0.233633 0.890113 0.257270 \n", + "5347 0.897920 0.234508 0.893686 0.253953 \n", + "261 0.895007 0.238510 0.884290 0.260860 \n", + "1286 0.894737 0.239340 0.889598 0.256993 \n", + "967 0.896299 0.237628 0.881965 0.261715 \n", + "4547 0.897203 0.234377 0.888132 0.258670 \n", + "4147 0.897713 0.232860 0.892773 0.256725 \n", + "3747 0.898694 0.232878 0.888733 0.254781 \n", + "1134 0.893473 0.240438 0.881808 0.267651 \n", + "6056 0.897208 0.235268 0.888933 0.256331 \n", + "6256 0.897057 0.234161 0.889894 0.258891 \n", + "2054 0.898356 0.231003 0.891891 0.250737 \n", + "4747 0.897125 0.233580 0.890593 0.254150 \n", + "2947 0.897731 0.232825 0.880033 0.266590 \n", + "3547 0.896979 0.235919 0.888107 0.264762 \n", + "585 0.909115 0.207497 0.890675 0.243213 \n", + "107 0.893982 0.242904 0.877932 0.271016 \n", + "3147 0.926168 0.171430 0.897919 0.237362 \n", + "1654 0.896271 0.236913 0.883514 0.266985 \n", + "2747 0.897574 0.233895 0.883076 0.263542 \n", + "6439 0.896541 0.235034 0.889039 0.257734 \n", + "5747 0.895950 0.237729 0.891234 0.256992 \n", + "2187 0.894028 0.241417 0.871778 0.283434 \n", + "5547 0.936320 0.152109 0.884449 0.278672 \n", + "\n", + " Avg Test Accuracy Train Accuracy Rank Train Loss Rank \\\n", + "5894 0.896051 4 4 \n", + "1854 0.894974 6 6 \n", + "785 0.894261 12 10 \n", + "5147 0.893979 32 33 \n", + "3947 0.893250 19 16 \n", + "1485 0.893220 10 11 \n", + "2547 0.892769 25 26 \n", + "2387 0.892712 7 7 \n", + "4347 0.892479 14 15 \n", + "425 0.892463 5 5 \n", + "3347 0.892452 8 9 \n", + "4947 0.892306 17 18 \n", + "5347 0.891823 13 22 \n", + "261 0.891453 30 30 \n", + "1286 0.891249 31 31 \n", + "967 0.891209 27 28 \n", + "4547 0.891133 21 21 \n", + "4147 0.890851 16 13 \n", + "3747 0.890603 9 14 \n", + "1134 0.890255 35 32 \n", + "6056 0.890086 20 24 \n", + "6256 0.889887 23 20 \n", + "2054 0.889432 11 8 \n", + "4747 0.889138 22 17 \n", + "2947 0.889110 15 12 \n", + "3547 0.889036 24 25 \n", + "585 0.889012 3 3 \n", + "107 0.888595 34 35 \n", + "3147 0.888402 2 2 \n", + "1654 0.887244 28 27 \n", + "2747 0.886356 18 19 \n", + "6439 0.885192 26 23 \n", + "5747 0.884168 29 29 \n", + "2187 0.883508 33 34 \n", + "5547 0.872865 1 1 \n", + "\n", + " Validation Accuracy Rank Validation Loss Rank Test Accuracy Rank \n", + "5894 25 23 1 \n", + "1854 7 6 2 \n", + "785 12 3 3 \n", + "5147 24 28 4 \n", + "3947 3 12 5 \n", + "1485 5 14 6 \n", + "2547 32 26 7 \n", + "2387 23 15 8 \n", + "4347 4 5 9 \n", + "425 22 10 10 \n", + "3347 14 9 11 \n", + "4947 13 19 12 \n", + "5347 2 7 13 \n", + "261 27 24 14 \n", + "1286 16 18 15 \n", + "967 30 25 16 \n", + "4547 20 21 17 \n", + "4147 6 16 18 \n", + "3747 19 11 19 \n", + "1134 31 32 20 \n", + "6056 18 13 21 \n", + "6256 15 22 22 \n", + "2054 8 4 23 \n", + "4747 11 8 24 \n", + "2947 33 30 25 \n", + "3547 21 29 26 \n", + "585 10 2 27 \n", + "107 34 33 28 \n", + "3147 1 1 29 \n", + "1654 28 31 30 \n", + "2747 29 27 31 \n", + "6439 17 20 32 \n", + "5747 9 17 33 \n", + "2187 35 35 34 \n", + "5547 26 34 35 " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_RG_early_noearly_vs_Var_early_leaderboard_lastepoch.drop(columns=[\"Early Stoppage Patience\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\begin{tabular}{llllllrrrrrrrrr}\n", + "\\toprule\n", + "{} & User & Date & Early\\_Stoppage & Early\\_Stoppage\\_Patience & Run & Epoch & Train Accuracy & Train Loss & Validation Accuracy & Validation Loss & Validation\\_Accuracy\\_Rank & Train\\_Loss\\_Rank & Train\\_Accuracy\\_Rank & Validation\\_Loss\\_Rank \\\\\n", + "\\midrule\n", + "595 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 196 & 0.923932 & 0.176021 & 0.900948 & 0.230774 & 5 & 7 & 6 & 1 \\\\\n", + "564 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 165 & 0.916380 & 0.191186 & 0.901282 & 0.233418 & 3 & 33 & 34 & 2 \\\\\n", + "598 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 199 & 0.924240 & 0.174627 & 0.902027 & 0.233601 & 2 & 4 & 5 & 3 \\\\\n", + "590 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 191 & 0.924318 & 0.174461 & 0.901018 & 0.234513 & 4 & 3 & 3 & 4 \\\\\n", + "599 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 200 & 0.926168 & 0.171430 & 0.897919 & 0.237362 & 12 & 1 & 1 & 5 \\\\\n", + "563 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 164 & 0.916026 & 0.191842 & 0.899720 & 0.238399 & 9 & 37 & 38 & 6 \\\\\n", + "1321 & Varshitha & 6-28-2023 & True & 25 & Run 2 & 122 & 0.906214 & 0.215816 & 0.897478 & 0.238707 & 14 & 90 & 87 & 7 \\\\\n", + "533 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 134 & 0.907500 & 0.210199 & 0.897128 & 0.239260 & 24 & 66 & 74 & 8 \\\\\n", + "1314 & Varshitha & 6-28-2023 & True & 25 & Run 2 & 115 & 0.905003 & 0.217082 & 0.897259 & 0.239765 & 17 & 100 & 103 & 9 \\\\\n", + "557 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 158 & 0.914922 & 0.194606 & 0.897194 & 0.239865 & 22 & 42 & 43 & 10 \\\\\n", + "1344 & Varshitha & 6-28-2023 & True & 25 & Run 2 & 145 & 0.908725 & 0.210528 & 0.896625 & 0.240114 & 29 & 67 & 62 & 11 \\\\\n", + "541 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 142 & 0.908657 & 0.208737 & 0.900474 & 0.240142 & 6 & 64 & 63 & 12 \\\\\n", + "573 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 174 & 0.917346 & 0.188232 & 0.894582 & 0.240500 & 50 & 28 & 28 & 13 \\\\\n", + "596 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 197 & 0.923839 & 0.175234 & 0.897170 & 0.240547 & 23 & 6 & 7 & 14 \\\\\n", + "542 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 143 & 0.897331 & 0.229499 & 0.902831 & 0.240562 & 1 & 159 & 207 & 15 \\\\\n", + "1316 & Varshitha & 6-28-2023 & True & 25 & Run 2 & 117 & 0.905724 & 0.216078 & 0.895151 & 0.241212 & 37 & 96 & 94 & 16 \\\\\n", + "546 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 147 & 0.912065 & 0.199270 & 0.894937 & 0.241429 & 40 & 49 & 52 & 17 \\\\\n", + "1333 & Varshitha & 6-28-2023 & True & 25 & Run 2 & 134 & 0.907181 & 0.213384 & 0.897230 & 0.241628 & 20 & 79 & 75 & 18 \\\\\n", + "547 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 148 & 0.912484 & 0.200057 & 0.897284 & 0.241846 & 16 & 52 & 51 & 19 \\\\\n", + "548 & Ruochen Gu & 9-26-2023 & False & n/a & Run 3 & 149 & 0.911897 & 0.200344 & 0.900208 & 0.241925 & 8 & 53 & 53 & 20 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\bill_\\AppData\\Local\\Temp\\ipykernel_12336\\3600110058.py:1: FutureWarning: In future versions `DataFrame.to_latex` is expected to utilise the base implementation of `Styler.to_latex` for formatting and rendering. The arguments signature may therefore change. It is recommended instead to use `DataFrame.style.to_latex` which also contains additional functionality.\n", + " latex_table = master.head(20).to_latex()\n" + ] + } + ], + "source": [ + "# master = master.drop(columns=['Run'])\n", + "\n", + "# latex_table = master.head(20).to_latex()\n", + "# latex_output_file = \"a.tex\"\n", + "# with open(latex_output_file, \"w\") as f: \n", + "# f.write(latex_table)\n", + "# print(latex_table)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# For Graph\n", + "\n", + "# early_5_train_df, early_5_test_df, early_5_test_df_raw = extract_data_create_dataframe(early_5_mlperf_file)\n", + "# noearly_5_train_df, noearly_5_test_df, noearly_5_test_df_raw = extract_data_create_dataframe(noearly_5_mlperf_file)\n", + "# early_10_train_df, early_10_test_df, early_10_test_df_raw = extract_data_create_dataframe(early_5_mlperf_file)\n", + "# noearly_10_train_df, noearly_10_test_df, noearly_10_test_df_raw = extract_data_create_dataframe(noearly_10_mlperf_file)\n", + "# var_train_df, var_test_df, var_test_df_raw = extract_data_create_dataframe(var_mlperf_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "# Line Graph 1: Train & Validation Accuracy vs. Epoch\n", + "def line_graph1(train_df):\n", + " acc_plot = sns.lineplot(data = train_df , x = \"Epoch\", y = \"Train Accuracy\", label = \"Train Accuracy\")\n", + " acc_plot = sns.lineplot(data = train_df , x = \"Epoch\", y = \"Validation Accuracy\", label = \"Validation Accuracy\")\n", + " acc_plot.set(xlabel = \"Epoch\", ylabel = \"Accuracies\")\n", + " title = \"Train & Validation Accuracy vs. Epoch\"\n", + " acc_plot.set_title(title)\n", + "\n", + " # export_figure(acc_plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "line_graph1(noearly_10_train_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "# Line Graph 2: Train & Validation Loss vs. Epoch\n", + "def line_graph2(train_df):\n", + " loss_plot = sns.lineplot(data = train_df , x = \"Epoch\", y = \"Train Loss\", label = \"Train Loss\")\n", + " loss_plot = sns.lineplot(data = train_df , x = \"Epoch\", y = \"Validation Loss\", label = \"Validation Loss\")\n", + " loss_plot.set(xlabel = \"Epochs\", ylabel = \"Losses\")\n", + " title = \"Train & Validation Loss vs. Epoch\"\n", + " loss_plot.set_title(title)\n", + "\n", + " # save_figure(loss_plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "line_graph2(noearly_10_train_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [], + "source": [ + "# Line Graph 1 Train Diff: Train Accuracy vs. Epoch (Runs Separated)\n", + "def line_graph1_train_diff(train_df):\n", + " sns.color_palette(\"pastel\")\n", + " plot = sns.lineplot(data = train_df, y = \"Train Accuracy\", x = \"Epoch\", hue = \"Experiment ID\", palette=\"pastel\")\n", + " plot.set(xlabel = \"Epochs\", ylabel = \"Train Accuracy\")\n", + " \n", + " title = \"Train Accuracy vs. Epoch (Runs Separated)\"\n", + " plot.set_title(title)\n", + "\n", + " # export_figure(plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "# Line Graph 1 Validation Diff: Validation Accuracy vs. Epoch (Runs Separated)\n", + "def line_graph1_val_diff(train_df):\n", + " sns.color_palette(\"pastel\")\n", + " plot = sns.lineplot(data = train_df, y = \"Validation Accuracy\", x = \"Epoch\", hue = \"Experiment ID\", palette=\"pastel\")\n", + " plot.set(xlabel = \"Epochs\", ylabel = \"Validation Accuracy\")\n", + " \n", + " title = \"Validation Accuracy vs. Epoch (Runs Separated)\"\n", + " plot.set_title(title)\n", + "\n", + " # export_figure(plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [], + "source": [ + "# Line Graph 2 Train Diff: Train Loss vs. Epoch (Runs Separated)\n", + "def line_graph2_train_diff(train_df):\n", + " sns.color_palette(\"pastel\")\n", + " plot = sns.lineplot(data = train_df, y = \"Train Loss\", x = \"Epoch\", hue = \"Experiment ID\", palette=\"pastel\")\n", + " plot.set(xlabel = \"Epochs\", ylabel = \"Train Loss\")\n", + " \n", + " title = \"Train Loss vs. Epoch (Runs Separated)\"\n", + " plot.set_title(title)\n", + "\n", + " # export_figure(plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "# Line Graph 2 Validation Diff: Validation Loss vs. Epoch (Runs Separated)\n", + "def line_graph2_val_diff(train_df):\n", + " sns.color_palette(\"pastel\")\n", + " plot = sns.lineplot(data = train_df, y = \"Validation Loss\", x = \"Epoch\", hue = \"Experiment ID\", palette=\"pastel\")\n", + " plot.set(xlabel = \"Epochs\", ylabel = \"Validation Loss\")\n", + " \n", + " title = \"Validation Loss vs. Epoch (Runs Separated)\"\n", + " plot.set_title(title)\n", + "\n", + " # export_figure(plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "line_graph2_val_diff(noearly_10_train_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [], + "source": [ + "# Here we show that the test accuracies always retain one pattern, despite hyperparameter variation\n", + "def line_graph_test(test_df_raw):\n", + " \n", + " sns.color_palette(\"pastel\")\n", + "# plot = sns.lineplot(data = train_df, y = \"Validation Loss\", x = \"Epoch\", hue = \"Experiment ID\", palette=\"pastel\")\n", + "# plot.set(xlabel = \"Epochs\", ylabel = \"Validation Loss\")\n", + " \n", + "# title = \"Validation Loss vs. Epoch (Runs Separated)\"\n", + "# plot.set_title(title)\n", + "\n", + " # export_figure(plot, title)\n", + " acc_plot = sns.lineplot(data = test_df_raw, x = \"Test-Image Index\" , y = \"Test Raw Accuracy\", hue = \"Experiment ID\")\n", + " acc_plot.set(xlabel = \"Test-Image Index\", ylabel = \"Inference Accuracies\")\n", + " acc_plot.set_title(\"Test-Image Index vs. Inference Accuracies\")\n", + "\n", + " # save_figure(acc_plot, \"Test-Image Index vs. Inference Accuracies\")" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "master_test_df = pd.concat([early_5_test_df_raw, noearly_5_test_df_raw, early_10_test_df_raw, noearly_10_test_df_raw, var_test_df_raw], ignore_index=True)\n", + "line_graph_test(master_test_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Experiment IDTest-Image IndexTest Raw Accuracy
0#110.905682
1#120.865404
2#130.917304
3#140.844605
4#150.926503
............
95#1960.800085
96#1970.923642
97#1980.920012
98#1990.942593
99#11000.948194
\n", + "

100 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Experiment ID Test-Image Index Test Raw Accuracy\n", + "0 #1 1 0.905682\n", + "1 #1 2 0.865404\n", + "2 #1 3 0.917304\n", + "3 #1 4 0.844605\n", + "4 #1 5 0.926503\n", + ".. ... ... ...\n", + "95 #1 96 0.800085\n", + "96 #1 97 0.923642\n", + "97 #1 98 0.920012\n", + "98 #1 99 0.942593\n", + "99 #1 100 0.948194\n", + "\n", + "[100 rows x 3 columns]" + ] + }, + "execution_count": 189, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# pd.concat([pd.DataFrame(), noearly_10_test_df_raw[noearly_10_test_df_raw[\"Experiment ID\"]==\"#1\"]])\n", + "noearly_10_test_df_raw[noearly_10_test_df_raw['Experiment ID']==\"#\"+str(1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "metadata": {}, + "outputs": [], + "source": [ + "def scatterplot_test(test_df_raw):\n", + " sns.color_palette(\"pastel\")\n", + " n = test_df_raw['Experiment ID'].nunique()\n", + " \n", + " experiments_df = pd.DataFrame()\n", + " for i in range(n+1):\n", + " test_df_raw_sorted = test_df_raw[test_df_raw[\"Experiment ID\"]==\"#\"+str(i)].sort_values(by=\"Test Raw Accuracy\",ascending=False)\n", + " test_df_raw_sorted[\"test_acc_rank\"] = range(1,len(test_df_raw_sorted)+1)\n", + " experiments_df = pd.concat([experiments_df, test_df_raw_sorted])\n", + "\n", + " acc_plot = sns.scatterplot(data = experiments_df , x = \"test_acc_rank\" , y = \"Test Raw Accuracy\", hue = \"Experiment ID\")\n", + " acc_plot.set(xlabel = \"Test Accuracy Rank\", ylabel = \"Inference Accuracies\")\n", + " acc_plot.set_title(\"Test Accuracy Rank vs. Inference Accuracies\")\n", + " \n", + " # save_figure(acc_plot, \"Test Accuracy Rank vs. Inference Accuracies\")" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "scatterplot_test(noearly_10_test_df_raw)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{36: 10, 59: 10, 66: 10, 80: 10, 86: 10, 91: 10, 93: 10, 28: 1, 96: 4, 82: 1}" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Here we pick out the outlier by Test-Image Index\n", + "temp = list(noearly_10_test_df_raw[noearly_10_test_df_raw[\"Test Raw Accuracy\"] < 0.8][\"Test-Image Index\"])\n", + "index_dict = dict()\n", + "for index in temp:\n", + " if index not in index_dict:\n", + " index_dict[index] = 1\n", + " else:\n", + " index_dict[index] += 1\n", + "index_dict" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# FYI\n", + "\n", + "# early_5_cloudmask_file = \"~/MLC_experiment_data/9-24-cloudmask_200.log\"\n", + "# noearly_5_cloudmask_file = \"~/MLC_experiment_data/9-26-cloudmask_200.log\"\n", + "# early_10_cloudmask_file = \"~/MLC_experiment_data/10-1-cloudmask_200.log\"\n", + "# noearly_10_cloudmask_file = \"~/MLC_experiment_data/9-29-cloudmask_200.log\"\n", + "# var_cloudmask_file = \"~/MLC_experiment_data/varshitha-6-28-cloudmask_final.log\"" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [], + "source": [ + "def parse_cloudmask(cloudmask_file):\n", + " # Create lists\n", + " time_for_training = []\n", + " time_for_inference = []\n", + " epochs = []\n", + " \n", + " # Read contents in the file\n", + " content = readfile(cloudmask_file).splitlines()\n", + " for line in content:\n", + " split_line = line.split(\",\")\n", + " for vals in split_line:\n", + " if \"CloudMask training\" in split_line and 'time_per' in vals.strip():\n", + " time_for_training.append(float(vals.split(\"=\")[1]))\n", + " elif \"CloudMask inference\" in split_line and 'time_per' in vals.strip():\n", + " time_for_inference.append(float(vals.split(\"=\")[1]))\n", + " \n", + " if \"epochs\" in vals.strip():\n", + " epochs.append(int(vals.split(\"=\")[1]))\n", + " \n", + " if len(epochs) == len(time_for_training) and len(epochs) == len(time_for_inference):\n", + " # Construct dataframe\n", + " train_time = pd.DataFrame(columns = ['Experiment ID','Average Time Per Epoch (ms)'])\n", + " test_time = pd.DataFrame(columns = ['Experiment ID','Average Time Per Epoch (ms)'])\n", + " else:\n", + " print(\"The Cloudmask file has extra unsuccessful attempt values.\")\n", + " return \n", + " \n", + " for i in range(len(epochs)):\n", + " train_time.loc[len(train_time.index)] = ['#' + str(i+1), time_for_training[i]]\n", + " test_time.loc[len(test_time.index)] = ['#' + str(i+1), time_for_inference[i]]\n", + " \n", + " return (train_time, test_time)\n", + "\n", + "train_time, test_time = parse_cloudmask(noearly_10_cloudmask_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Experiment IDAverage Time Per Epoch (ms)
0#11.15
1#21.13
2#31.11
3#41.14
4#51.13
5#61.18
6#71.21
7#81.17
8#91.12
9#101.42
\n", + "
" + ], + "text/plain": [ + " Experiment ID Average Time Per Epoch (ms)\n", + "0 #1 1.15\n", + "1 #2 1.13\n", + "2 #3 1.11\n", + "3 #4 1.14\n", + "4 #5 1.13\n", + "5 #6 1.18\n", + "6 #7 1.21\n", + "7 #8 1.17\n", + "8 #9 1.12\n", + "9 #10 1.42" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_time" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [], + "source": [ + "def time_graph1(train_time):\n", + " plot = sns.barplot(data = train_time , x = \"Experiment ID\", y = \"Average Time Per Epoch (ms)\", palette = \"Blues\")\n", + "\n", + " title = \"Train Average Time across Experiments\"\n", + " plot.set_title(title)\n", + "\n", + " # export_figure(plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "time_graph1(train_time)" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [], + "source": [ + "def time_graph2(train_time):\n", + " plot = sns.barplot(data = test_time , x = \"Experiment ID\", y = \"Average Time Per Epoch (ms)\", palette = \"Blues\")\n", + "\n", + " title = \"Train Average Time across Experiments\"\n", + " plot.set_title(title)\n", + "\n", + " # export_figure(plot, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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