diff --git "a/chart.ipynb" "b/chart.ipynb" new file mode 100644--- /dev/null +++ "b/chart.ipynb" @@ -0,0 +1,9262 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": "# Edit Distance Distribution", + "id": "bb1af2eaf6ddbce6" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "## Our dataset", + "id": "2827c98e00529ecb" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-15T18:48:57.008291Z", + "start_time": "2024-10-15T18:48:53.986563Z" + } + }, + "cell_type": "code", + "source": [ + "from generation_steps.metrics_analysis import edit_distance_fn\n", + "from datasets import load_dataset\n", + "\n", + "\n", + "df = load_dataset(\"JetBrains-Research/synthetic-commit-msg-edits\", \"all_pairs\", split=\"train\").to_pandas()\n", + "df_edit_distance = {\"Full\": [edit_distance_fn(pred=row[\"G_text\"], ref=row[\"E_text\"]) for _, row in df.loc[df.is_related].iterrows()],\n", + " \"Synthetic Backward\": [edit_distance_fn(pred=row[\"G_text\"], ref=row[\"E_text\"]) for _, row in df.loc[df.is_related & (df.G_type == \"synthetic_backward\") & (df.E_type == \"expert_labeled\")].iterrows()],\n", + " \"Synthetic Forward\": [edit_distance_fn(pred=row[\"G_text\"], ref=row[\"E_text\"]) for _, row in df.loc[df.is_related & (df.G_type == \"initial\") & (df.E_type == \"synthetic_forward\")].iterrows()] + [edit_distance_fn(pred=row[\"G_text\"], ref=row[\"E_text\"]) for _, row in df.loc[df.is_related & (df.G_type == \"synthetic_backward\") & (df.E_type == \"synthetic_forward_from_backward\")].iterrows()],\n", + " \"Expert-labeled\": [edit_distance_fn(pred=row[\"G_text\"], ref=row[\"E_text\"]) for _, row in df.loc[df.is_related & (df.G_type == \"initial\") & (df.E_type == \"expert_labeled\")].iterrows()]\n", + " }\n", + "\n", + "colors = {\"Expert-labeled\": \"#C19C0B\",\n", + " \"Synthetic Backward\": \"#913632\",\n", + " \"Synthetic Forward\": \"#58136a\",\n", + " \"Full\": \"#000000\"}" + ], + "id": "8da5a9c5a27d176e", + "outputs": [], + "execution_count": 3 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "## FUS data", + "id": "3bcd6ecdc8ca813b" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-15T18:49:21.118726Z", + "start_time": "2024-10-15T18:49:21.115088Z" + } + }, + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "\n", + "\n", + "PROD_LENGTH_RATIO = 1.772691712591923\n", + "\n", + "\n", + "df = pd.read_csv(\"data/fus_pycharm_fixed.csv\")\n", + "\n", + "bin_centers = []\n", + "bin_widths = []\n", + "for value in df[\"Metric Value\"]:\n", + " if len(value.split('-')) == 2:\n", + " lower, upper = map(float, value.split('-'))\n", + " center = (lower + upper) / 2\n", + " width = upper - lower\n", + " bin_centers.append(center * PROD_LENGTH_RATIO)\n", + " bin_widths.append(width * PROD_LENGTH_RATIO)\n", + " else:\n", + " center = float(value)\n", + " width = 1\n", + " bin_centers.append(center * PROD_LENGTH_RATIO)\n", + " bin_widths.append(width * PROD_LENGTH_RATIO)\n", + "df[\"center\"] = bin_centers\n", + "df[\"width\"] = bin_widths" + ], + "id": "2d2db355e78bf5a6", + "outputs": [], + "execution_count": 5 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "## Chart", + "id": "dbc2e81dfe9cdf92" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-15T18:51:22.969205Z", + "start_time": "2024-10-15T18:51:22.910711Z" + } + }, + "cell_type": "code", + "source": [ + "import numpy as np\n", + "from scipy.stats import gaussian_kde\n", + "import plotly.graph_objects as go\n", + "\n", + "df = df.iloc[1:]\n", + "traces = [go.Bar(\n", + " x=df[\"center\"],\n", + " y=df[\"Events\"] / (df[\"Events\"].sum() * df[\"width\"]),\n", + " width=df[\"width\"],\n", + " name='PyCharm logs (scaled)',\n", + " opacity=0.75,\n", + " marker=dict(color='#1bd88a'))]\n", + "\n", + "for key in df_edit_distance:\n", + " kde_x = np.linspace(0, 1200, 1000)\n", + " kde = gaussian_kde(df_edit_distance[key])\n", + " kde_line = go.Scatter(\n", + " x=kde_x, \n", + " y=kde(kde_x), \n", + " mode='lines', \n", + " name=key,\n", + " line=dict(color=colors[key], width=5)\n", + " ) \n", + " traces.append(kde_line)\n", + "\n", + "fig = go.Figure(data=traces)\n", + "\n", + "fig.update_layout(\n", + " bargap=0.1,\n", + " xaxis=dict(\n", + " title=dict(text=\"Edit Distance\", font=dict(size=30)),\n", + " range=[0, 1200],\n", + " showgrid=True,\n", + " gridcolor='lightgrey'\n", + " ),\n", + " yaxis=dict(\n", + " title=dict(text=\"Probability Density\", font=dict(size=30)),\n", + " range=[0, 0.004],\n", + " showgrid=True,\n", + " gridcolor='lightgrey',\n", + " tickvals=[0.0005, 0.001, 0.0015, 0.002, 0.0025, 0.003, 0.0035, 0.004],\n", + " tickformat=\".4f\"\n", + " ),\n", + " plot_bgcolor='rgba(0,0,0,0)',\n", + " paper_bgcolor='rgba(0,0,0,0)',\n", + " font=dict(size=24),\n", + " legend=dict(font=dict(size=30)),\n", + " width=1600,\n", + " height=600,\n", + ")\n", + "\n", + "fig.show()" + ], + "id": 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