{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dad342cc-22c6-4cfe-b217-cf836ea4c1fd",
   "metadata": {},
   "source": [
    "# Sample Base"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c27799cf-0328-4e76-9a46-6236907e1bf8",
   "metadata": {},
   "source": [
    "This notebook will do a simple pipeline based on fastai with transfer learning concepts using resnet architecture.\n",
    "Typical ideas I want to implement here \n",
    "1. Get a working pipeline with the current dataset ( using Fastai)\n",
    "2. Do a submission on Kaggle\n",
    "3. Do some iterations using simple data augmentations\n",
    "\n",
    "We will split the train dataset into 80-20 split. The idea is to have an actual measurement of model performance looking at the training data. However, trick for kaggle here is to train the model on entire training dataset before submitting results and reviewing score on the test. \n",
    "\n",
    "```{note}\n",
    "- Big Images are not easy to fit on GPU.\n",
    "- Resizing big image to smaller sizes tends to loose certain features\n",
    "- Next ideas \n",
    "    - Apply Digit Cleaner concept\n",
    "    - Create Clean Dataset / Visualize and review accuracy of digit cleaner\n",
    "    - Figure out way to do a bounding box\n",
    "    - After that we can apply a few ideas\n",
    "        - Apply resnet after digit cleaner ( current data had 0.93 error_rate after 1 epoch)\n",
    "        - Do bounding box and break down dataset into individual digits. Then do clustering to 10 categories. Then use labels to calculate sum_digit\n",
    "        - Split into individual digit images -> Resize -> Merge (permutations) into single image then train model on new dataset\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c371c7e-f822-43eb-ba21-43f8c4afc7c7",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38ef8069-d896-46fe-b0aa-ad81e9765320",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "382128cb-e5eb-4074-b93e-6dc31a9b3818",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wed Mar 16 10:16:42 2022       \n",
      "+-----------------------------------------------------------------------------+\n",
      "| NVIDIA-SMI 470.103.01   Driver Version: 470.103.01   CUDA Version: 11.4     |\n",
      "|-------------------------------+----------------------+----------------------+\n",
      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
      "|                               |                      |               MIG M. |\n",
      "|===============================+======================+======================|\n",
      "|   0  Tesla K80           Off  | 00000000:00:1E.0 Off |                    0 |\n",
      "| N/A   52C    P8    28W / 149W |      3MiB / 11441MiB |      0%      Default |\n",
      "|                               |                      |                  N/A |\n",
      "+-------------------------------+----------------------+----------------------+\n",
      "                                                                               \n",
      "+-----------------------------------------------------------------------------+\n",
      "| Processes:                                                                  |\n",
      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
      "|        ID   ID                                                   Usage      |\n",
      "|=============================================================================|\n",
      "|  No running processes found                                                 |\n",
      "+-----------------------------------------------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "torch.cuda.empty_cache()\n",
    "!nvidia-smi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1ddf8de9-a744-4967-9bbf-333988f389e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import fastai\n",
    "from fastai.vision.all import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e5c0589-e70a-41ea-8295-86e14a7a9488",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *\n",
    "from fastai.vision.widgets import *\n",
    "from aiking.data.external import * #We need to import this after fastai modules\n",
    "import warnings\n",
    "from matplotlib import cm\n",
    "import shutil\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "243de8eb-c082-423b-8e65-4f710dc28ee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#560) [Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/zzoraczqoe.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/rwrnaoifjc.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/aadalkvtqc.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/qtmqrprqyd.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/wpkrnfycyr.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/ohzlpnyrpp.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/fnffkeomht.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/hzkaomeimm.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/owxpzanmht.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/tapvaidyxs.jpeg')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = untar_data(\"kaggle_competitions::ultra-mnist\"); path\n",
    "\n",
    "(path/\"sample\").ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7aebf2c5-e8bf-443e-8b2f-b1dc24b5bb55",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !mkdir {path}/'sample'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a249be32-c18b-4b55-b8df-dd5e51043e9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/Landmark2/pdo/aiking/data/ultra-mnist/train')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path/'sample'\n",
    "path/'train'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5126bcc1-a0cf-49d0-8a23-75219e2b5292",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#560) [Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/zzoraczqoe.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/rwrnaoifjc.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/aadalkvtqc.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/qtmqrprqyd.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/wpkrnfycyr.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/ohzlpnyrpp.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/fnffkeomht.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/hzkaomeimm.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/owxpzanmht.jpeg'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample/tapvaidyxs.jpeg')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(path/\"sample\").ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75666849-ab30-4211-a2c7-e33874c8b288",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>digit_sum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>haxcbbkrsu.jpeg</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bkdcgutajl.jpeg</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>jpayvdwnbi.jpeg</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>qtuwojbevu.jpeg</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>gtnfnthaiw.jpeg</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>xtkzizjujh.jpeg</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>rzuqbkpskf.jpeg</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>ytotgfuoop.jpeg</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>mpfuvzedfn.jpeg</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>tuduwmtonr.jpeg</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>448 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id  digit_sum\n",
       "0    haxcbbkrsu.jpeg         21\n",
       "1    bkdcgutajl.jpeg         13\n",
       "2    jpayvdwnbi.jpeg          0\n",
       "3    qtuwojbevu.jpeg         11\n",
       "4    gtnfnthaiw.jpeg          8\n",
       "..               ...        ...\n",
       "443  xtkzizjujh.jpeg         10\n",
       "444  rzuqbkpskf.jpeg         16\n",
       "445  ytotgfuoop.jpeg          6\n",
       "446  mpfuvzedfn.jpeg         19\n",
       "447  tuduwmtonr.jpeg         19\n",
       "\n",
       "[448 rows x 2 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train = pd.read_csv(path/'train_sample.csv')\n",
    "df_train['id'] = df_train['id'] + \".jpeg\"\n",
    "df_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a72cf2f-31b9-4c1b-b2b1-be110ba7e915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fastai.data.core.DataLoaders at 0x967c12c96a0>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dls = ImageDataLoaders.from_df(df_train, path, folder='sample', valid_pct=0.2, fn_col=0, label_col=1, bs=16, item_tfms=Resize(299)); dls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aded5a22-eb3a-417d-bee9-ed68b248a573",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.show_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd2f0714-b0c4-469e-a9a4-5bb7a41e3755",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wed Mar 16 10:17:42 2022       \n",
      "+-----------------------------------------------------------------------------+\n",
      "| NVIDIA-SMI 470.103.01   Driver Version: 470.103.01   CUDA Version: 11.4     |\n",
      "|-------------------------------+----------------------+----------------------+\n",
      "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
      "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
      "|                               |                      |               MIG M. |\n",
      "|===============================+======================+======================|\n",
      "|   0  Tesla K80           Off  | 00000000:00:1E.0 Off |                    0 |\n",
      "| N/A   60C    P0    61W / 149W |    557MiB / 11441MiB |      0%      Default |\n",
      "|                               |                      |                  N/A |\n",
      "+-------------------------------+----------------------+----------------------+\n",
      "                                                                               \n",
      "+-----------------------------------------------------------------------------+\n",
      "| Processes:                                                                  |\n",
      "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
      "|        ID   ID                                                   Usage      |\n",
      "|=============================================================================|\n",
      "|    0   N/A  N/A    878937      C   ...da/envs/aiking/bin/python      554MiB |\n",
      "+-----------------------------------------------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "!nvidia-smi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b84d620f-68d6-4ab1-acc9-0987e205bc65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fastai.learner.Learner at 0x967a7dfb190>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=[error_rate, accuracy]); learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c80263b2-01d7-4972-80e4-410a66075b74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>5.054008</td>\n",
       "      <td>4.505962</td>\n",
       "      <td>0.966292</td>\n",
       "      <td>0.033708</td>\n",
       "      <td>01:25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>3.570383</td>\n",
       "      <td>4.225568</td>\n",
       "      <td>0.966292</td>\n",
       "      <td>0.033708</td>\n",
       "      <td>01:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.741821</td>\n",
       "      <td>4.159256</td>\n",
       "      <td>0.977528</td>\n",
       "      <td>0.022472</td>\n",
       "      <td>01:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.019940</td>\n",
       "      <td>4.128638</td>\n",
       "      <td>0.977528</td>\n",
       "      <td>0.022472</td>\n",
       "      <td>01:11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a672fd15-7556-4aa9-bc2d-8839a26ef3b9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}