{ "cells": [ { "cell_type": "code", "execution_count": 21, "id": "b1eed1cc-edca-4104-9382-76871f3b5f6f", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the CSV data\n", "df1 = pd.read_csv('clique_tests/results_clique.csv')\n", "\n", "# Group by series and n, then compute mean runtime (ms)\n", "grouped1 = df1.groupby(['series', 'n']).agg({\n", " 'ms': 'mean',\n", " 'normalized_theory_ms': 'first' # theory ms is repeated per n\n", "}).reset_index()\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot each series\n", "for series_name, group in grouped1.groupby('series'):\n", " plt.plot(group['n'], group['ms'], label=f'{series_name} - Runtime (ms)', marker='o')\n", " plt.plot(group['n'], group['normalized_theory_ms'], label=f'{series_name} - Normalized Theory (ms)', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime vs Normalized Theoretical Runtime (clique1)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "0e0c2654-c0f7-456a-9e5b-a4ade0d745b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the CSV data\n", "df = pd.read_csv('clique_tests/results.csv')\n", "\n", "# Group by series and n, then compute mean runtime (ms)\n", "grouped = df.groupby(['series', 'n']).agg({\n", " 'ms': 'mean',\n", " 'normalized_theory_ms': 'first' # theory ms is repeated per n\n", "}).reset_index()\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot each series\n", "for series_name, group in grouped.groupby('series'):\n", " plt.plot(group['n'], group['ms'], label=f'{series_name} - Runtime (ms)', marker='o')\n", " plt.plot(group['n'], group['normalized_theory_ms'], label=f'{series_name} - Normalized Theory (ms)', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime vs Normalized Theoretical Runtime (clique2)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "f38c8077-b864-4448-83df-68abfd4fedea", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the CSV data\n", "df_fixb = pd.read_csv('clique_tests/results_qing.csv')\n", "\n", "# Group by series and n, then compute mean runtime (ms)\n", "grouped_fixb = df_fixb.groupby(['series', 'n']).agg({\n", " 'ms': 'mean',\n", " 'normalized_theory_ms': 'first' # theory ms is repeated per n\n", "}).reset_index()\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot each series\n", "for series_name, group in grouped_fixb.groupby('series'):\n", " plt.plot(group['n'], group['ms'], label=f'{series_name} - Runtime (ms)', marker='o')\n", " plt.plot(group['n'], group['normalized_theory_ms'], label=f'{series_name} - Normalized Theory (ms)', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime vs Normalized Theoretical Runtime (clique2_fixb)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "ef23af9c-2cfb-476b-ab8a-304c23b66daf", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the CSV data\n", "df_nosquared = pd.read_csv('clique_tests/results_nosquared.csv')\n", "\n", "# Group by series and n, then compute mean runtime (ms)\n", "grouped_nosquared = df_nosquared.groupby(['series', 'n']).agg({\n", " 'ms': 'mean',\n", " 'normalized_theory_ms': 'first' # theory ms is repeated per n\n", "}).reset_index()\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot each series\n", "for series_name, group in grouped_nosquared.groupby('series'):\n", " plt.plot(group['n'], group['ms'], label=f'{series_name} - Runtime (ms)', marker='o')\n", " plt.plot(group['n'], group['normalized_theory_ms'], label=f'{series_name} - Normalized Theory (ms)', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime vs Normalized Theoretical Runtime (clique2_nosquared)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "246b39f5-3298-4459-83c3-e5ef9e399cb9", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the CSV data\n", "df_nosquared2 = pd.read_csv('clique_tests/results_nosquared2.csv')\n", "\n", "# Group by series and n, then compute mean runtime (ms)\n", "grouped_nosquared2 = df_nosquared2.groupby(['series', 'n']).agg({\n", " 'ms': 'mean',\n", " 'normalized_theory_ms': 'first' # theory ms is repeated per n\n", "}).reset_index()\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot each series\n", "for series_name, group in grouped_nosquared2.groupby('series'):\n", " plt.plot(group['n'], group['ms'], label=f'{series_name} - Runtime (ms)', marker='o')\n", " plt.plot(group['n'], group['normalized_theory_ms'], label=f'{series_name} - Normalized Theory (ms)', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime vs Normalized Theoretical Runtime (clique2_nosquared2)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "01651f0c-7fc3-4551-840d-7c730078558b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the CSV data\n", "df_mk = pd.read_csv('clique_tests/results_mk.csv')\n", "\n", "# Group by series and n, then compute mean runtime (ms)\n", "grouped_mk = df_mk.groupby(['series', 'n']).agg({\n", " 'ms': 'mean',\n", " 'normalized_theory_ms': 'first' # theory ms is repeated per n\n", "}).reset_index()\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot each series\n", "for series_name, group in grouped_mk.groupby('series'):\n", " plt.plot(group['n'], group['ms'], label=f'{series_name} - Runtime (ms)', marker='o')\n", " plt.plot(group['n'], group['normalized_theory_ms'], label=f'{series_name} - Normalized Theory (ms)', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime vs Normalized Theoretical Runtime (clique2_mk)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "2461baf8-efd9-479e-9826-f870caba8b01", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the CSV data\n", "df_mk_paper = pd.read_csv('clique_tests/results_mk_paper.csv')\n", "\n", "# Group by series and n, then compute mean runtime (ms)\n", "grouped_mk_paper = df_mk_paper.groupby(['series', 'n']).agg({\n", " 'ms': 'mean',\n", " 'normalized_theory_ms': 'first' # theory ms is repeated per n\n", "}).reset_index()\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot each series\n", "for series_name, group in grouped_mk_paper.groupby('series'):\n", " if(series_name==\"p0.010\"):\n", " plt.plot(group['n'], group['ms'], label=f'{series_name} - Runtime (ms)', marker='o')\n", " plt.plot(group['n'], group['normalized_theory_ms'], label=f'{series_name} - Normalized Theory (ms)', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime vs Normalized Theoretical Runtime (clique2_mk_paper)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "09a48c83-b9a0-4e22-bd18-83a34e252cb2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Merge the two datasets on 'series' and 'n' so we can compare corresponding ms\n", "comparison = pd.merge(\n", " grouped_fixb,\n", " grouped_nosquared2,\n", " on=['series', 'n'],\n", " suffixes=('_fixb', '_nosquared2')\n", ")\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# One plot per series\n", "for series_name, group in comparison.groupby('series'):\n", " plt.plot(group['n'], group['ms_fixb'], label=f'{series_name} - fixb', marker='o')\n", " plt.plot(group['n'], group['ms_nosquared2'], label=f'{series_name} - nosquared2', marker='x', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime: clique2_fixb vs clique2_nosquared2')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "fc5d6fa3-2fe1-45b5-a0e3-956fc3e3d711", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_4049/39797830.py:22: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend()\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Merge the two datasets on 'series' and 'n' so we can compare corresponding ms\n", "comparison = pd.merge(\n", " grouped,\n", " grouped_mk_paper,\n", " on=['series', 'n'],\n", " suffixes=('_clique', '_mk_paper')\n", ")\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# One plot per series\n", "for series_name, group in comparison.groupby('series'):\n", " plt.plot(group['n'], group['ms_clique'], label=f'{series_name} - clique', marker='o')\n", " plt.plot(group['n'], group['ms_mk_paper'], label=f'{series_name} - mk_paper', marker='x', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime: clique vs _mk_paper')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "07c7488b-d663-4d5a-bc0c-5ff7d2faaefb", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Group and average in case there are repeats\n", "mk = (\n", " df_mk_paper\n", " .groupby(['series', 'n'], as_index=False)\n", " .agg(ms=('ms', 'mean'))\n", ")\n", "peeling = (\n", " df_mk_peeling\n", " .groupby(['series', 'n'], as_index=False)\n", " .agg(ms_charikar=('ms_charikar', 'mean'))\n", ")\n", "\n", "series_list = sorted(set(mk['series']).union(peeling['series']))\n", "\n", "for s in series_list:\n", " plt.figure(figsize=(12, 6))\n", " g1 = mk[mk['series'] == s].sort_values('n')\n", " g2 = peeling[peeling['series'] == s].sort_values('n')\n", "\n", " if not g1.empty:\n", " plt.plot(g1['n'], g1['ms'], label=f'{s} - Measured (ms)', marker='o')\n", " if not g2.empty:\n", " plt.plot(g2['n'], g2['ms_charikar'], label=f'{s} - Charikar Theory (ms)', linestyle='--')\n", "\n", " plt.xlabel('n')\n", " plt.ylabel('Milliseconds')\n", " plt.title(f'Measured vs Charikar Theory ({s})')\n", " plt.legend()\n", " plt.grid(True)\n", " plt.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "e0f397f1-49ab-4cbc-8f24-6f9dc88284a5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_4049/2786251137.py:22: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend()\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Merge the two datasets on 'series' and 'n' so we can compare corresponding ms\n", "comparison = pd.merge(\n", " grouped_mk_peeling,\n", " grouped_nosquared2,\n", " on=['series', 'n'],\n", " suffixes=('_fixb', '_nosquared2')\n", ")\n", "\n", "# Plotting\n", "plt.figure(figsize=(12, 6))\n", "\n", "# One plot per series\n", "for series_name, group in comparison.groupby('series'):\n", " plt.plot(group['n'], group['ms_fixb'], label=f'{series_name} - fixb', marker='o')\n", " plt.plot(group['n'], group['ms_nosquared2'], label=f'{series_name} - nosquared2', marker='x', linestyle='--')\n", "\n", "plt.xlabel('n')\n", "plt.ylabel('Milliseconds')\n", "plt.title('Measured Runtime: clique2_fixb vs clique2_nosquared2')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "1b27c8e0-bf10-4410-ad50-0e3e0c6a725b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }