diff --git "a/chart_processing.ipynb" "b/chart_processing.ipynb" --- "a/chart_processing.ipynb" +++ "b/chart_processing.ipynb" @@ -4,22 +4,33 @@ "cell_type": "code", "id": "initial_id", "metadata": { - "collapsed": true + "collapsed": true, + "ExecuteTime": { + "end_time": "2024-06-26T12:18:36.143629Z", + "start_time": "2024-06-26T12:18:36.134533Z" + } }, "source": [ + "import copy\n", "import pickle\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", + "from matplotlib.lines import Line2D\n", "\n", "import config" ], "outputs": [], - "execution_count": null + "execution_count": 142 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:36.175655Z", + "start_time": "2024-06-26T12:18:36.163550Z" + } + }, "cell_type": "code", "source": [ "GROUP_LABELS = ['Golden', 'Synthetic: Backward', 'Synthetic: Forward', 'Synthetic: Backward → Forward',\n", @@ -27,10 +38,15 @@ ], "id": "3dedb547dfae89d5", "outputs": [], - "execution_count": null + "execution_count": 143 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:36.255567Z", + "start_time": "2024-06-26T12:18:36.234554Z" + } + }, "cell_type": "code", "source": [ "def load_data(s):\n", @@ -48,88 +64,143 @@ ], "id": "837c039c80b1093e", "outputs": [], - "execution_count": null + "execution_count": 144 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:37.869697Z", + "start_time": "2024-06-26T12:18:36.262736Z" + } + }, "cell_type": "code", "source": [ "name = 'deletions_norm'\n", "\n", - "sns.set_theme(palette=\"colorblind\")\n", + "sns.set_theme(palette=\"colorblind\", style='whitegrid')\n", "\n", - "ax = sns.displot(data=load_data(name), \n", - " x='value', \n", - " hue='Subset', \n", + "ax = sns.displot(data=load_data(name),\n", + " x='value',\n", + " hue='Subset',\n", " kind='kde',\n", - " aspect=1.5, \n", + " aspect=1.5,\n", " common_norm=False,\n", " clip=(0, 10000))\n", - "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n", + "\n", + "ax.set(xlim=(0, None))\n", + "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75), frameon=True, framealpha=1.)\n", "for line in ax.legend.get_lines():\n", - " line.set_linewidth(5.0)\n", + " line.set_linewidth(2.5)\n", "\n", - "plt.title(\"Number of \\\"delete\\\" operations: distribution\")\n", - "plt.xlabel(\"Number of \\\"delete\\\" operations\")\n", + "plt.title(\"Number of deleted characters: distribution\")\n", + "plt.xlabel(\"Relative number of deleted characters\")\n", "\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\",bbox_inches='tight')\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.svg\",bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.svg\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.pdf\", bbox_inches='tight')\n", "plt.show()" ], "id": "8c756559f9bd4ec", - "outputs": [], - "execution_count": null + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 145 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:39.489715Z", + "start_time": "2024-06-26T12:18:37.872534Z" + } + }, "cell_type": "code", "source": [ "name = 'insertions_norm'\n", "\n", - "sns.set_theme(palette=\"colorblind\")\n", + "sns.set_theme(palette=\"colorblind\", style='whitegrid')\n", "\n", - "ax = sns.displot(data=load_data(name), \n", - " x='value', \n", - " hue='Subset', \n", + "ax = sns.displot(data=load_data(name),\n", + " x='value',\n", + " hue='Subset',\n", " kind='kde',\n", - " aspect=1.5, \n", + " aspect=1.5,\n", " common_norm=False,\n", " clip=(0, 10000))\n", - "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n", + "\n", + "ax.set(xlim=(0, None))\n", + "\n", + "\n", + "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75), frameon=True, framealpha=1.)\n", "for line in ax.legend.get_lines():\n", - " line.set_linewidth(5.0)\n", + " line.set_linewidth(2.5)\n", "\n", - "plt.title(\"Number of \\\"insert\\\" operations: distribution\")\n", - "plt.xlabel(\"Number of \\\"insert\\\" operations\")\n", + "plt.title(\"Number of inserted characters: distribution\")\n", + "plt.xlabel(\"Relative number of inserted characters\")\n", "\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\",bbox_inches='tight')\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.svg\",bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.svg\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.pdf\", bbox_inches='tight')\n", "plt.show()" ], "id": "af1668213091e2c1", - "outputs": [], - "execution_count": null + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 146 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:39.505530Z", + "start_time": "2024-06-26T12:18:39.491911Z" + } + }, "cell_type": "code", "source": [ "import numpy as np\n", "\n", + "\n", "def get_bins_for_report(intervals):\n", " bins = []\n", " for cur_interval in intervals:\n", " bins += list(map(int, np.linspace(start=cur_interval[0], stop=cur_interval[1], num=cur_interval[2])))\n", " print(\",\".join(list(map(str, bins))))\n", - " \n", + "\n", + "\n", "get_bins_for_report([\n", " (0, 400, 30),\n", " (401, 1200, 20)\n", "])" ], "id": "c2d245ada4ae54a", - "outputs": [], - "execution_count": null + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0,13,27,41,55,68,82,96,110,124,137,151,165,179,193,206,220,234,248,262,275,289,303,317,331,344,358,372,386,400,401,443,485,527,569,611,653,695,737,779,821,863,905,947,989,1031,1073,1115,1157,1200\n" + ] + } + ], + "execution_count": 147 }, { "metadata": {}, @@ -138,25 +209,35 @@ "id": "e293db4b140f920e" }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:39.521616Z", + "start_time": "2024-06-26T12:18:39.509535Z" + } + }, "cell_type": "code", "source": [ "def to_hist(data):\n", " data = data.copy()\n", " num_samples = sum(data['y'])\n", " data['y'] = [e / num_samples / scale for e, scale in zip(data['y'], data['bin_size'])]\n", - " \n", + "\n", " return data" ], "id": "74f1d808e83aa528", "outputs": [], - "execution_count": null + "execution_count": 148 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:39.552679Z", + "start_time": "2024-06-26T12:18:39.523531Z" + } + }, "cell_type": "code", "source": [ - "FUS_REPORT_TYPE = \"all_ide\"\n", + "FUS_REPORT_TYPE = \"pycharm\"\n", "\n", "RAW_FUS_REPORT = f\"data/fus_raw_report_{FUS_REPORT_TYPE}.csv\"\n", "\n", @@ -166,23 +247,22 @@ "\n", "for metric in FUS_METRICS:\n", " FUS_DATA[metric] = {\"x\": [], \"y\": [], \"bin_size\": []}\n", - " \n", + "\n", "with open(RAW_FUS_REPORT, \"r\") as f:\n", " current_metric = None\n", " for line in f.readlines():\n", " if line.isspace():\n", " current_metric = None\n", " continue\n", - " \n", + "\n", " skip_line = False\n", - " \n", + "\n", " for metric in FUS_METRICS:\n", - " if metric in line:\n", - " current_metric = metric\n", - " skip_line = True\n", - " break\n", - " \n", - " \n", + " if metric in line:\n", + " current_metric = metric\n", + " skip_line = True\n", + " break\n", + "\n", " if not skip_line and current_metric is not None:\n", " tokens = line.strip().split(\",\")\n", " interval = tokens[0].replace(\"> \", \"\").split(\" - \")\n", @@ -194,88 +274,230 @@ " FUS_DATA[current_metric][\"x\"].append(x)\n", " FUS_DATA[current_metric][\"y\"].append(y)\n", " FUS_DATA[current_metric][\"bin_size\"].append(bin_size)\n", - " \n", - " \n", - "SKIP_FIRST = 2\n", + "\n", + "SKIP_FIRST = 1\n", "FUS_DATA_NO_HEAD = {}\n", "\n", "for metric in FUS_METRICS:\n", " FUS_DATA_NO_HEAD[metric] = {\n", - " 'x': FUS_DATA[metric]['x'][SKIP_FIRST:], \n", + " 'x': FUS_DATA[metric]['x'][SKIP_FIRST:],\n", " 'y': FUS_DATA[metric]['y'][SKIP_FIRST:],\n", " 'bin_size': FUS_DATA[metric]['bin_size'][SKIP_FIRST:]}" ], "id": "ed09c1d2fec35d58", "outputs": [], - "execution_count": null + "execution_count": 149 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:39.568686Z", + "start_time": "2024-06-26T12:18:39.555535Z" + } + }, + "cell_type": "code", + "source": "fus_line = Line2D([0], [0], label='User logs', color='black', linestyle='--')", + "id": "a96ecb47f61d9e7b", + "outputs": [], + "execution_count": 150 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:41.659534Z", + "start_time": "2024-06-26T12:18:39.570532Z" + } + }, "cell_type": "code", "source": [ "name = 'editdist'\n", "\n", - "sns.set_theme(palette=\"colorblind\")\n", + "sns.set_theme(palette=\"colorblind\", style='whitegrid')\n", "\n", - "ax = sns.displot(data=load_data(name), \n", - " x='value', \n", - " hue='Subset', \n", + "ax = sns.displot(data=load_data(name),\n", + " x='value',\n", + " hue='Subset',\n", " kind='kde',\n", - " aspect=1.5, \n", + " aspect=1.5,\n", " common_norm=False,\n", + " legend=True,\n", " clip=(0, 10000))\n", "\n", + "ax.set(xlim=(0, None))\n", + "ax.set(ylim=(0, 0.0040))\n", "\n", - "sns.lineplot(data=to_hist(FUS_DATA_NO_HEAD[\"CommitMessageEditDistance\"]), x='x', y='y', style=True, dashes=[(2,2)], legend=False)\n", + "sns.lineplot(ax=ax.axes[0, 0], data=to_hist(FUS_DATA_NO_HEAD[\"CommitMessageEditDistance\"]), x='x', y='y', style=True,\n", + " dashes=[(2, 2)], color='black', legend=False)\n", "\n", - "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n", - "for line in ax.legend.get_lines():\n", - " line.set_linewidth(5.0)\n", "\n", - "plt.title(f\"Edit distance ({FUS_REPORT_TYPE}): distribution\")\n", + "handles = list(ax.legend.get_lines())\n", + "labels = [t.get_text() for t in ax.legend.get_texts()]\n", + "\n", + "from matplotlib.legend import Legend\n", + "\n", + "leg = Legend(parent=ax.axes[0, 0], handles=handles + [fus_line], labels=labels + ['PyCharm user logs'], loc='center right', frameon=True, title='Subset', framealpha=1.)\n", + "ax._legend.remove()\n", + "ax.axes[0, 0].add_artist(leg)\n", + "\n", + "\n", + "for line in leg.get_lines():\n", + " line.set_linewidth(2.5)\n", + "\n", + "plt.title(f\"Edit distance: distribution\")\n", "plt.xlabel(\"Edit disatnce\")\n", "\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.png\",bbox_inches='tight')\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.svg\",bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.png\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.svg\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.pdf\", bbox_inches='tight')\n", "plt.show()" ], "id": "be2eb3c1499e196f", - "outputs": [], - "execution_count": null + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 151 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:43.561632Z", + "start_time": "2024-06-26T12:18:41.662533Z" + } + }, + "cell_type": "code", + "source": [ + "PROD_LENGTH_RATIO = 1.772691712591923\n", + "\n", + "name = 'editdist'\n", + "\n", + "sns.set_theme(palette=\"colorblind\", style='whitegrid')\n", + "\n", + "ax = sns.displot(data=load_data(name),\n", + " x='value',\n", + " hue='Subset',\n", + " kind='kde',\n", + " aspect=1.5,\n", + " common_norm=False,\n", + " clip=(0, 10000))\n", + "\n", + "ax.set(xlim=(0, None))\n", + "ax.set(ylim=(0, 0.0040))\n", + "\n", + "FUS_EDIT_DISTANCE_SCALED = copy.deepcopy(FUS_DATA_NO_HEAD[\"CommitMessageEditDistance\"])\n", + "FUS_EDIT_DISTANCE_SCALED['x'] = [e * PROD_LENGTH_RATIO for e in FUS_EDIT_DISTANCE_SCALED['x']]\n", + "FUS_EDIT_DISTANCE_SCALED['bin_size'] = [e * PROD_LENGTH_RATIO for e in FUS_EDIT_DISTANCE_SCALED['bin_size']]\n", + "\n", + "sns.lineplot(data=to_hist(FUS_EDIT_DISTANCE_SCALED), x='x', y='y', style=True, dashes=[(2, 2)], color='black', legend=False)\n", + "\n", + "handles = list(ax.legend.get_lines())\n", + "labels = [t.get_text() for t in ax.legend.get_texts()]\n", + "\n", + "from matplotlib.legend import Legend\n", + "\n", + "leg = Legend(parent=ax.axes[0, 0], handles=handles + [fus_line], labels=labels + ['PyCharm user logs (scaled)'], loc='center right', frameon=True, title='Subset', framealpha=1.)\n", + "ax._legend.remove()\n", + "ax.axes[0, 0].add_artist(leg)\n", + "\n", + "\n", + "for line in leg.get_lines():\n", + " line.set_linewidth(2.5)\n", + " \n", + "\n", + "plt.title(f\"Edit distance: distribution\")\n", + "plt.xlabel(\"Edit distance\")\n", + "\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_scaled_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.png\",\n", + " bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_scaled_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.svg\",\n", + " bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_scaled_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.pdf\",\n", + " bbox_inches='tight')\n", + "plt.show()" + ], + "id": "e2837d7e8077a905", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 152 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-26T12:18:45.145647Z", + "start_time": "2024-06-26T12:18:43.564543Z" + } + }, "cell_type": "code", "source": [ "name = 'lendiff'\n", "\n", - "sns.set_theme(palette=\"colorblind\")\n", + "sns.set_theme(palette=\"colorblind\", style='whitegrid')\n", "\n", - "ax = sns.displot(data=load_data(name), \n", - " x='value', \n", - " hue='Subset', \n", + "ax = sns.displot(data=load_data(name),\n", + " x='value',\n", + " hue='Subset',\n", " kind='kde',\n", - " aspect=1.5, \n", + " aspect=1.5,\n", " common_norm=False,\n", " clip=(0, 10000))\n", "\n", - "sns.lineplot(data=to_hist(FUS_DATA_NO_HEAD[\"CommitMessageLengthDiff\"]), x='x', y='y', style=True, dashes=[(2,2)], legend=False)\n", + "ax.set(xlim=(0, None))\n", "\n", - "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n", - "for line in ax.legend.get_lines():\n", - " line.set_linewidth(5.0)\n", + "sns.lineplot(data=to_hist(FUS_DATA_NO_HEAD[\"CommitMessageLengthDiff\"]), x='x', y='y', style=True, dashes=[(2, 2)], color='black', legend=False)\n", "\n", + "handles = list(ax.legend.get_lines())\n", + "labels = [t.get_text() for t in ax.legend.get_texts()]\n", "\n", - "plt.title(f\"Length difference ({FUS_REPORT_TYPE}): distribution\")\n", + "from matplotlib.legend import Legend\n", + "\n", + "leg = Legend(parent=ax.axes[0, 0], handles=handles + [fus_line], labels=labels + ['PyCharm user logs (scaled)'], loc='center right', frameon=True, title='Subset', framealpha=1.)\n", + "ax._legend.remove()\n", + "ax.axes[0, 0].add_artist(leg)\n", + "\n", + "\n", + "for line in leg.get_lines():\n", + " line.set_linewidth(2.5)\n", + "\n", + "plt.title(f\"Length difference: distribution\")\n", "plt.xlabel(\"Length difference\")\n", "\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.png\",bbox_inches='tight')\n", - "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.svg\",bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.png\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.svg\", bbox_inches='tight')\n", + "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_fus_{FUS_REPORT_TYPE}_skip_{SKIP_FIRST}_dist.pdf\", bbox_inches='tight')\n", "plt.show()" ], "id": "31221bbd8ce257db", - "outputs": [], - "execution_count": null + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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