ploting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1cddbf95",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import math\n",
    "import wandb\n",
    "import matplotlib\n",
    "matplotlib.use('TkAgg')\n",
    "import matplotlib.pyplot as plt\n",
    "from copy import deepcopy\n",
    "from ptflops import get_model_complexity_info\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0efebe27",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def get_log_from_id(run_id, project=\"YOLOv3\", metric=[\"metrics/recall\", \"metrics/precision\"]):\n",
    "    api = wandb.Api()\n",
    "\n",
    "    # run is specified by <entity>/<project>/<run id>\n",
    "    run = api.run(f\"jtiger958/{project}/{run_id}\")\n",
    "\n",
    "    # save the metrics for the run to a csv file\n",
    "    metrics_dataframe = run.history()\n",
    "    metrics_dataframe.to_csv(\"metrics.csv\")\n",
    "    metrics_dataframe[\"score\"] = 0\n",
    "    \n",
    "    for m in metric:\n",
    "        metrics_dataframe[\"score\"] += metrics_dataframe[m] / len(metric)\n",
    "\n",
    "    idx = metrics_dataframe[[\"score\"]].idxmax()\n",
    "\n",
    "    return deepcopy(metrics_dataframe.iloc[idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "def0d29f",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "wandb_runs = (\n",
    "    (\"2tdc8057\", \"YOLOv3\", \"yolov3\", \"6.5\"),\n",
    "    (\"a5uw4fnq\", \"YOLOv5\", \"yolov5n\", \"1.9\"),\n",
    "    (\"degov9vd\", \"YOLOv5\", \"yolov5s\", \"7.2\"),\n",
    "    (\"2ppeifeo\", \"YOLOv5\", \"yolov5m\", \"21.2\"),\n",
    "    (\"36axmmcg\", \"YOLOv5\", \"yolov5l\", \"46.5\"),\n",
    "    (\"3tgu7cpv\", \"YOLOv5\", \"yolov5x\", \"86.7\"),\n",
    "    (\"2obegckz\", \"YOLOv5\", \"yolov5n6\", \"3.2\"),\n",
    "    (\"cgoqvim0\", \"YOLOv5\", \"yolov5s6\", \"12.6\"),\n",
    "    (\"1kj3j48m\", \"YOLOv5\", \"yolov5m6\", \"35.7\"),\n",
    "    (\"zudq2ki6\", \"YOLOv5\", \"yolov5l6\", \"76.8\"),\n",
    ")\n",
    "\n",
    "result = [(get_log_from_id(run_id, project), model, param) for run_id, project, model, param in wandb_runs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "68e447a1",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def sort_and_plot(result, key):\n",
    "    import matplotlib\n",
    "    matplotlib.use('TkAgg')\n",
    "    import matplotlib.pyplot as plt\n",
    "    %matplotlib inline\n",
    "    \n",
    "    model_name = []\n",
    "    minimum = float(\"inf\")\n",
    "    maximum = -1.1\n",
    "    result.sort(key=lambda x: float(x[0][key]))\n",
    "\n",
    "    for i, (df, model, _) in enumerate(result):\n",
    "        minimum = min(minimum, float(df[key]))\n",
    "        maximum = max(maximum, float(df[key]))\n",
    "        plt.barh(i, df[key])\n",
    "        model_name += [model]\n",
    "\n",
    "    plt.title(key)\n",
    "    plt.yticks(range(len(model_name)), model_name)\n",
    "    plt.xlim([minimum * 0.999, maximum * 1.001])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1cf319a3",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(result, \"metrics/recall\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6985bd54",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(result, \"metrics/precision\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d19ac8a9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(result, \"metrics/mAP_0.5:0.95\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bc5245d4",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(result, \"metrics/mAP_0.5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "376a7718",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5n6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n",
      "Fusing layers... \n",
      "YOLOv5n6 summary: 280 layers, 3239884 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5l\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fusing layers... \n",
      "YOLOv5l summary: 367 layers, 46533693 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n",
      "Fusing layers... \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n",
      "Fusing layers... \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5n\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOv5n summary: 213 layers, 1867405 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5x\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fusing layers... \n",
      "YOLOv5x summary: 444 layers, 86705005 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5m6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fusing layers... \n",
      "YOLOv5m6 summary: 378 layers, 35704908 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n",
      "Fusing layers... \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5s6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOv5s6 summary: 280 layers, 12612508 parameters, 0 gradients\n",
      "Adding AutoShape... \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov3\n",
      "Load yolov5l6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n",
      "Fusing layers... \n",
      "YOLOv5l6 summary: 476 layers, 76726332 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "Using cache found in /Users/aiel/.cache/torch/hub/ultralytics_yolov5_master\n",
      "YOLOv5 🚀 2022-10-13 Python-3.9.13 torch-1.12.1 CPU\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load yolov5m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fusing layers... \n",
      "YOLOv5m summary: 290 layers, 21172173 parameters, 0 gradients\n",
      "Adding AutoShape... \n"
     ]
    }
   ],
   "source": [
    "res = []\n",
    "\n",
    "for i, (df, model, param) in enumerate(result):\n",
    "    print(f\"Load {model}\")\n",
    "    if model == \"yolov3\":\n",
    "        macs = \"78.04\"\n",
    "    else:\n",
    "        net = torch.hub.load(f'ultralytics/{model[:len(\"yolov5\")]}', model)\n",
    "        macs, _ = get_model_complexity_info(net, (3, 640, 640), print_per_layer_stat=False)\n",
    "    res += [(df, model, float(param), float(macs.split()[0]))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "97504612",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def sort_and_plot_net_score(result, key):\n",
    "    import matplotlib\n",
    "    matplotlib.use('TkAgg')\n",
    "    import matplotlib.pyplot as plt\n",
    "    %matplotlib inline\n",
    "    \n",
    "    model_name = []\n",
    "    minimum = float(\"inf\")\n",
    "    maximum = -1.1\n",
    "    \n",
    "    result.sort(key=lambda df: float((df[0][key] * 100) ** 2 / df[2] ** 0.5 / df[3] ** 0.5))\n",
    "\n",
    "    for i, (df, model, param, macs) in enumerate(result):\n",
    "        minimum = min(minimum, float((df[key] * 100) ** 2 / param ** 0.5 / macs ** 0.5))\n",
    "        maximum = max(maximum, float((df[key] * 100) ** 2 / param ** 0.5 / macs ** 0.5))\n",
    "        plt.barh(i, (df[key] * 100) ** 2 / param ** 0.5 / macs ** 0.5)\n",
    "        model_name += [model]\n",
    "\n",
    "    plt.title(key)\n",
    "    plt.yticks(range(len(model_name)), model_name)\n",
    "    plt.xlim([minimum * 0.99, maximum * 1.01])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "01dbdd5c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot_net_score(res, \"metrics/mAP_0.5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "8d32909f",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "cfg = [\n",
    "    (\"high augmentation\", \"4g7c5j2x\"),\n",
    "    (\"vertical flip\", \"3eo96j1p\"),\n",
    "    (\"focal loss\", \"oycvlkcc\"),\n",
    "    (\"mixup\", \"26qsmxw0\"),\n",
    "    (\"rotate180\", \"2otmd1sj\"),\n",
    "    (\"rotate90\", \"2otmd1sj\"),\n",
    "    (\"base line\", \"1ojq3drs\"),\n",
    "    (\"vertical+f1+mixup\", \"1j8se0ct\"),\n",
    "    (\"f1+mixup\", \"rua53j3m\"),\n",
    "    (\"vertical+mixup\", \"1vl7goai\"),\n",
    "    (\"test\", \"3f5csrax\")\n",
    "]\n",
    "\n",
    "model = []\n",
    "for name, ids in cfg:\n",
    "    df = get_log_from_id(ids, \"Gripp\")\n",
    "    model += [(df, name)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "cd597e7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sort_and_plot(result, key):\n",
    "    import matplotlib\n",
    "    matplotlib.use('TkAgg')\n",
    "    import matplotlib.pyplot as plt\n",
    "    %matplotlib inline\n",
    "    minimum = float(\"inf\")\n",
    "    maximum = -1.1\n",
    "    \n",
    "    \n",
    "    model_name = []\n",
    "    result.sort(key=lambda df: float(df[0][key]))\n",
    "    for i, (df, model) in enumerate(result):\n",
    "        plt.barh(i, df[key])\n",
    "        model_name += [model]\n",
    "        maximum = max(maximum, float(df[key]))\n",
    "        minimum = min(minimum, float(df[key]))\n",
    "\n",
    "    plt.title(key)\n",
    "    plt.yticks(range(len(model_name)), model_name)\n",
    "    plt.xlim([minimum * 0.999, maximum * 1.001])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b8b3499b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(model, \"metrics/mAP_0.5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "1768f37b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(model, \"metrics/recall\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "72b9d4d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(model, \"metrics/precision\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "6ebb329e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_and_plot(model, \"score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb05735d",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}