display_results.ipynb

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      "   event_id                                               sent  \\\n",
      "0       701  Event(target=OpNode(User, InvokeMethod('login'...   \n",
      "1       702  Event(target=OpNode(User, InvokeMethod('login'...   \n",
      "2       703  Event(target=OpNode(User, InvokeMethod('login'...   \n",
      "3       704  Event(target=OpNode(User, InvokeMethod('login'...   \n",
      "4       705  Event(target=OpNode(User, InvokeMethod('login'...   \n",
      "\n",
      "               sent_t                                                ret  \\\n",
      "0  (2, 1739358574443)  EventResult(event_id=701, result=True, metadat...   \n",
      "1  (2, 1739358574443)  EventResult(event_id=702, result=True, metadat...   \n",
      "2  (2, 1739358574443)  EventResult(event_id=703, result=True, metadat...   \n",
      "3  (2, 1739358574443)  EventResult(event_id=704, result=True, metadat...   \n",
      "4  (2, 1739358574443)  EventResult(event_id=705, result=True, metadat...   \n",
      "\n",
      "                ret_t  roundtrip  flink_time               deser_times  loops  \\\n",
      "0  (2, 1739358574525)   0.075989    0.075989   [5.435943603515625e-05]      1   \n",
      "1  (2, 1739358574503)   0.053916    0.053916   [3.266334533691406e-05]      1   \n",
      "2  (2, 1739358574563)   0.113311    0.113311     [2.6702880859375e-05]      1   \n",
      "3  (2, 1739358574563)   0.113266    0.113266  [2.0503997802734375e-05]      1   \n",
      "4  (2, 1739358574563)   0.113229    0.113229  [1.5020370483398438e-05]      1   \n",
      "\n",
      "   latency  \n",
      "0       82  \n",
      "1       60  \n",
      "2      120  \n",
      "3      120  \n",
      "4      120  \n"
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   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Read the CSV file\n",
    "df = pd.read_pickle('test2.pkl')\n",
    "\n",
    "# Display the first few rows of the dataframe to understand its structure\n",
    "print(df.head())\n",
    "\n",
    "df['flink_time'] = df['flink_time'] * 1000\n",
    "df.plot(x='event_id', y=['latency', 'flink_time'], kind='line')\n",
    "plt.xlabel('Event ID')\n",
    "plt.ylabel('Latency (ms)')\n",
    "# plt.yscale('log')\n",
    "plt.title('Latency per Event')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
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   "source": [
    "def preprocess_data(pickle_file_path):\n",
    "    # Read the DataFrame from the pickle file\n",
    "    df = pd.read_pickle(pickle_file_path)\n",
    "\n",
    "    # Multiply flink_time by 1000 to convert to milliseconds\n",
    "    df['flink_time'] = df['flink_time'] * 1000\n",
    "\n",
    "    # Calculate the additional Kafka overhead\n",
    "    df['kafka_overhead'] = df['latency'] - df['flink_time']\n",
    "\n",
    "    # Extract median values from df\n",
    "    flink_time_median = df['flink_time'].median()\n",
    "    latency_median = df['latency'].median()\n",
    "\n",
    "    return {\n",
    "        'flink_time_median': flink_time_median,\n",
    "        'kafka_overhead_median': latency_median - flink_time_median\n",
    "    }\n",
    "\n",
    "# List of pickle files\n",
    "titles = ['baseline', 'pipelined', 'parallel*']\n",
    "pickle_files = ['compose_basic_1mps.pkl', 'compose_pipeline_1mps.pkl', 'compose_parallel_1mps.pkl']\n",
    "\n",
    "titles = ['baseline', 'parallel*']\n",
    "pickle_files = ['reserve_serial_1mps.pkl', 'reserve_parallel.pkl']\n",
    "\n",
    "# Process each file and collect median data\n",
    "all_median_data = []\n",
    "for title, file in zip(titles, pickle_files):\n",
    "    median_values = preprocess_data(file)\n",
    "    all_median_data.append({\n",
    "        'Metric': 'Flink Time',\n",
    "        'Value': median_values['flink_time_median'],\n",
    "        'Title': title\n",
    "    })\n",
    "    all_median_data.append({\n",
    "        'Metric': 'Kafka Overhead',\n",
    "        'Value': median_values['kafka_overhead_median'],\n",
    "        'Title': title\n",
    "    })\n",
    "\n",
    "# Create a DataFrame for all median values\n",
    "all_median_df = pd.DataFrame(all_median_data)\n",
    "\n",
    "# Sort titles based on 'Flink Time' in descending order\n",
    "sorted_titles = (\n",
    "    all_median_df[all_median_df['Metric'] == 'Flink Time']\n",
    "    .sort_values(by='Value', ascending=False)['Title']\n",
    ")\n",
    "\n",
    "# Pivot the DataFrame and reindex to maintain sorted order\n",
    "pivot_df = (\n",
    "    all_median_df.pivot(index='Title', columns='Metric', values='Value')\n",
    "    .reindex(sorted_titles)\n",
    ")\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots()\n",
    "pivot_df.plot(kind='bar', stacked=True, color=['#1f77b4', '#ff7f0e'], ax=ax)\n",
    "plt.ylabel('Time (ms)')\n",
    "plt.title('Median Flink Time and Kafka Overhead')\n",
    "plt.legend(['Flink Time', 'Kafka Overhead'])\n",
    "plt.show()\n"
   ]
  }
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