{ "cells": [ { "cell_type": "code", "execution_count": 3, "id": "222e2056", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:20:15.321013Z", "start_time": "2023-10-20T02:20:15.317197Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from transformers import AutoTokenizer\n", "import math\n", "tokenizer = AutoTokenizer.from_pretrained(\"microsoft/graphcodebert-base\")\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "5a311307", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:20:16.190885Z", "start_time": "2023-10-20T02:20:15.780559Z" } }, "outputs": [], "source": [ "tokenizer = AutoTokenizer.from_pretrained(\"microsoft/graphcodebert-base\")\n", "# Initialize empty lists to store the extracted data\n", "groundTruth = []\n", "mockTruth = []\n", "groundDifference = []\n", "mockDifference = []\n", "ntok = []\n", "basePLL = []\n", "sentPLL = []\n", "# store.txt is generated using the output from 2.2-all.py\n", "# Open the text file for reading\n", "with open('store.txt', 'r') as file:\n", " lines = file.readlines()\n", "\n", "# Initialize variables to store the temporary data\n", "current_ground_truth = \"\"\n", "current_mock_truth = \"\"\n", "current_ground_difference = None\n", "current_mock_difference = None\n", "current_sent_pll = None\n", "current_base_pll = None\n", "# Iterate over each line in the file\n", "for i in range(len(lines)):\n", " line = lines[i].strip()\n", "\n", " # Check if the line starts with \"Ground truth:\"\n", " if line.find(\"Ground truth:\") != -1:\n", " current_ground_truth = line.split(\"Ground truth:\")[1].strip()\n", " # Check if the line starts with \"Mock truth:\"\n", " elif line.startswith(\"Mock truth:\"):\n", " current_mock_truth = line.split(\"Mock truth:\")[1].strip()\n", " # Check if the line starts with \"Net % difference:\"\n", " elif line.startswith(\"Sent PLL:\"):\n", " # Extract the value from the next line within a tensor\n", " tensor_line = lines[i + 1].strip()\n", " current_sent_pll = float(tensor_line.split(\"tensor(\")[1].split(\",\")[0])\n", " elif line.startswith(\"Base Sent PLL:\"):\n", " # Extract the value from the next line within a tensor\n", " tensor_line = lines[i + 1].strip()\n", " current_base_pll = float(tensor_line.split(\"tensor(\")[1].split(\",\")[0]) \n", " elif line.startswith(\"Net % difference:\"):\n", " # Extract the value from the next line within a tensor\n", " tensor_line = lines[i + 1].strip()\n", " current_ground_difference = float(tensor_line.split(\"tensor(\")[1].split(\",\")[0])\n", " # Check if the line starts with \"Mock Net % difference:\"\n", " elif line.startswith(\"Mock Net % difference:\"):\n", " # Extract the value from the next line within a tensor\n", " tensor_line = lines[i + 1].strip()\n", " current_mock_difference = float(tensor_line.split(\"tensor(\")[1].split(\",\")[0])\n", " # Append the extracted data to the lists\n", " nt = len(tokenizer.tokenize(current_ground_truth))\n", " groundTruth.append(current_ground_truth)\n", " mockTruth.append(current_mock_truth)\n", " groundDifference.append(current_ground_difference)\n", " mockDifference.append(current_mock_difference)\n", " sentPLL.append(current_sent_pll)\n", " basePLL.append(current_base_pll)\n", " ntok.append(nt)\n", "\n", "Now, the four lists are populated with the extracted data\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "e4f72f5f", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:20:16.802159Z", "start_time": "2023-10-20T02:20:16.793212Z" } }, "outputs": [], "source": [ "data = {\n", " 'GroundTruth': groundTruth,\n", " 'MockTruth': mockTruth,\n", " 'GroundDifference': groundDifference,\n", " 'MockDifference': mockDifference,\n", " 'NumTokens':ntok,\n", " 'SentPLL':sentPLL,\n", " 'BasePLL':basePLL\n", "}\n", "\n", "# Create a DataFrame\n", "df = pd.DataFrame(data)\n", "df.to_csv('testRes.csv',index=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "71ff43e7", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:20:17.361018Z", "start_time": "2023-10-20T02:20:17.333142Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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GroundTruthMockTruthGroundDifferenceMockDifferenceNumTokensSentPLLBasePLL
0deobfOncustomerOrderShippingAddress-72.210929.566142.39048.6019
1actionContextRegistryemployeePayrollSystem-99.8300-0.814340.025815.1701
2workerPoolsBuilderproductInventoryItemCount-80.168326.235142.252511.3580
3fieldAccessorssalesRevenue-86.7385-8.306731.18298.9195
4resolutionStrategydatabaseConnectionPoolSize-86.444012.944231.966114.5034
........................
222messageTokenmanufacturingDate-66.756524.523023.396210.2160
223activeconnectionPool-96.2424-26.322210.546714.5502
224dotsAndXstransactionProcessingStatusFlag-46.2719-19.936355.957211.0876
225engineinventoryItem-99.995612.335110.000714.8146
226myresultcustomerAddress-44.7804-21.671228.744315.8354
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227 rows × 7 columns

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" ], "text/plain": [ " GroundTruth MockTruth GroundDifference \\\n", "0 deobfOn customerOrderShippingAddress -72.2109 \n", "1 actionContextRegistry employeePayrollSystem -99.8300 \n", "2 workerPoolsBuilder productInventoryItemCount -80.1683 \n", "3 fieldAccessors salesRevenue -86.7385 \n", "4 resolutionStrategy databaseConnectionPoolSize -86.4440 \n", ".. ... ... ... \n", "222 messageToken manufacturingDate -66.7565 \n", "223 active connectionPool -96.2424 \n", "224 dotsAndXs transactionProcessingStatusFlag -46.2719 \n", "225 engine inventoryItem -99.9956 \n", "226 myresult customerAddress -44.7804 \n", "\n", " MockDifference NumTokens SentPLL BasePLL \n", "0 29.5661 4 2.3904 8.6019 \n", "1 -0.8143 4 0.0258 15.1701 \n", "2 26.2351 4 2.2525 11.3580 \n", "3 -8.3067 3 1.1829 8.9195 \n", "4 12.9442 3 1.9661 14.5034 \n", ".. ... ... ... ... \n", "222 24.5230 2 3.3962 10.2160 \n", "223 -26.3222 1 0.5467 14.5502 \n", "224 -19.9363 5 5.9572 11.0876 \n", "225 12.3351 1 0.0007 14.8146 \n", "226 -21.6712 2 8.7443 15.8354 \n", "\n", "[227 rows x 7 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('testRes.csv')" ] }, { "cell_type": "code", "execution_count": 7, "id": "4a5aba8a", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:20:21.520699Z", "start_time": "2023-10-20T02:20:21.473144Z" } }, "outputs": [], "source": [ "tot_sent_pll = 0.0\n", "tot_base_pll = 0.0\n", "tot_tok = 0\n", "each_pll = 0.0\n", "base_each_pll = 0.0\n", "for r in range(df.shape[0]):\n", " sent_pll = df.iloc[r]['SentPLL']\n", " base_pll = df.iloc[r]['BasePLL']\n", " tok = df.iloc[r]['NumTokens']\n", " tot_sent_pll += (sent_pll*tok)\n", " tot_base_pll += (base_pll*tok)\n", " tot_tok+= tok\n", " each_pll+=sent_pll\n", " base_each_pll+=base_pll" ] }, { "cell_type": "code", "execution_count": 8, "id": "8ae3f11e", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:20:22.533739Z", "start_time": "2023-10-20T02:20:22.529784Z" } }, "outputs": [], "source": [ "ft_pll = each_pll/df.shape[0]\n", "bm_pll = base_each_pll/df.shape[0]\n", "ft_ppl = math.exp(tot_sent_pll/tot_tok)\n", "bm_ppl = math.exp(tot_base_pll/tot_tok)" ] }, { "cell_type": "code", "execution_count": 9, "id": "c5863fac", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:20:23.449845Z", "start_time": "2023-10-20T02:20:23.445412Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average FTM PLL: 2.5991480176211446\n", "Average BM PLL: 10.87725682819383\n", "Average FTM PPL: 22.877751076399782\n", "Average BM PPL: 37580.635142902465\n" ] } ], "source": [ "print(\"Average FTM PLL: \", ft_pll)\n", "print(\"Average BM PLL: \", bm_pll)\n", "print(\"Average FTM PPL: \", ft_ppl)\n", "print(\"Average BM PPL: \", bm_ppl)" ] }, { "cell_type": "code", "execution_count": 12, "id": "b00be043", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:22:04.701921Z", "start_time": "2023-10-20T02:22:03.459804Z" } }, "outputs": [ { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['NegativeGroundDifference'] = -df['GroundDifference']\n", "df['NegativeMockDifference'] = -df['MockDifference']\n", "\n", "# Plot the two columns on the same graph\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(df['NegativeGroundDifference'], label='Negative Ground Difference', marker='o')\n", "plt.plot(df['NegativeMockDifference'], label='Negative Mock Difference', marker='x')\n", "\n", "# Add a horizontal line at y=30 with the label \"Threshold\"\n", "plt.axhline(y=30, color='r', linestyle='--', label='Proposed Threshold')\n", "\n", "# Set labels and title\n", "plt.xlabel('Data Point')\n", "plt.ylabel('Negative Difference')\n", "plt.title('Negative Ground Difference vs. Negative Mock Difference')\n", "\n", "# Show a legend\n", "plt.legend()\n", "\n", "# Display the plot\n", "plt.grid(True)\n", "plt.savefig('my_plot.pdf', format='pdf')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "d687896a", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:22:12.546512Z", "start_time": "2023-10-20T02:22:12.343134Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(df['NumTokens'], -df['GroundDifference'], label='Negative Ground Difference', marker='o', s=50, c='blue')\n", "plt.scatter(df['NumTokens'], -df['MockDifference'], label='Negative Mock Difference', marker='x', s=50, c='red')\n", "\n", "# Set labels and title\n", "plt.xlabel('NumTokens')\n", "plt.ylabel('Negative Difference')\n", "plt.title('Negative Ground and Mock Differences vs. NumTokens')\n", "\n", "# Show a legend\n", "plt.legend()\n", "\n", "# Display the plot\n", "plt.grid(True)\n", "plt.savefig('my_plot1.pdf', format='pdf')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "57d64737", "metadata": { "ExecuteTime": { "end_time": "2023-10-20T02:22:18.972488Z", "start_time": "2023-10-20T02:22:18.800035Z" } }, "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", "# Assuming you have already created the DataFrame with the necessary columns (including 'GroundDifference', 'MockDifference', 'NumTokens')\n", "# If not, please ensure you have the DataFrame set up correctly.\n", "\n", "# Group the data by 'NumTokens' and calculate the averages\n", "grouped_data = df.groupby('NumTokens').agg({'GroundDifference': 'mean', 'MockDifference': 'mean'}).reset_index()\n", "\n", "# Plot the data with customized markers\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(grouped_data['NumTokens'], -grouped_data['GroundDifference'], label='Avg Negative Ground Difference', marker='o', markersize=6, color='blue')\n", "plt.plot(grouped_data['NumTokens'], -grouped_data['MockDifference'], label='Avg Negative Mock Difference', marker='x', markersize=6, color='red')\n", "\n", "# Set labels and title\n", "plt.xlabel('NumTokens')\n", "plt.ylabel('Average Negative Difference')\n", "plt.title('Average Negative Ground and Mock Differences vs. NumTokens')\n", "\n", "# Show a legend\n", "plt.legend()\n", "\n", "# Display the plot\n", "plt.grid(True)\n", "plt.savefig('my_plot2.pdf', format='pdf')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "0b6b6126", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10 (tensorflown)", "language": "python", "name": "tensorflown" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }