nbs/dl1/lesson1-pets-v13-grad-accum-ON-fp16.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradient Accumulation ON - FP16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai import *\n",
    "from fastai.vision import *\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gpu_device = 1\n",
    "defaults.device = torch.device(f'cuda:{gpu_device}')\n",
    "torch.cuda.set_device(gpu_device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "BS = 8\n",
    "N_STEP = 4  # grad accumulation for n steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/home/haider/.fastai/data/oxford-iiit-pet')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = untar_data(URLs.PETS); path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/annotations'),\n",
       " PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/models'),\n",
       " PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/images')]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_anno = path/'annotations'\n",
    "path_img = path/'images'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/images/leonberger_84.jpg'),\n",
       " PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_78.jpg'),\n",
       " PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/images/newfoundland_13.jpg'),\n",
       " PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/images/english_setter_63.jpg'),\n",
       " PosixPath('/home/haider/.fastai/data/oxford-iiit-pet/images/Persian_38.jpg')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fnames = get_image_files(path_img)\n",
    "fnames[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def seed_everything(seed):\n",
    "    random.seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(seed)\n",
    "    torch.manual_seed(seed)\n",
    "    torch.cuda.manual_seed(seed)\n",
    "    torch.backends.cudnn.deterministic = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class AccumulateOptimWrapper(OptimWrapper):\n",
    "    def step(self):          pass\n",
    "    def zero_grad(self):      pass\n",
    "    def real_step(self):      super().step()\n",
    "    def real_zero_grad(self): super().zero_grad()\n",
    "        \n",
    "def acc_create_opt(self, lr:Floats, wd:Floats=0.):\n",
    "        \"Create optimizer with `lr` learning rate and `wd` weight decay.\"\n",
    "        self.opt = AccumulateOptimWrapper.create(self.opt_func, lr, self.layer_groups,\n",
    "                                         wd=wd, true_wd=self.true_wd, bn_wd=self.bn_wd)\n",
    "        \n",
    "@dataclass\n",
    "class AccumulateStep(LearnerCallback):\n",
    "    \"\"\"\n",
    "    Does accumlated step every nth step by accumulating gradients\n",
    "    \"\"\"\n",
    "    def __init__(self, learn:Learner, n_step:int = 1):\n",
    "        super().__init__(learn)\n",
    "        self.n_step = n_step\n",
    " \n",
    "    def on_train_begin(self, **kwargs):\n",
    "        \"check if loss is reduction\"\n",
    "        if self.loss_func.reduction == \"mean\":\n",
    "             print(\"For better gradients consider 'reduction=sum'\")\n",
    "        \n",
    "    def on_epoch_begin(self, **kwargs):\n",
    "        \"init samples and batches, change optimizer\"\n",
    "        self.acc_samples = 0\n",
    "        self.acc_batches = 0\n",
    "        \n",
    "    def on_batch_begin(self, last_input, last_target, **kwargs):\n",
    "        \"accumulate samples and batches\"\n",
    "        self.acc_samples += last_input.shape[0]\n",
    "        self.acc_batches += 1\n",
    "        print(f\"At batch {self.acc_batches}\")\n",
    "        \n",
    "    def on_backward_end(self, **kwargs):\n",
    "        \"step if number of desired batches accumulated, reset samples\"\n",
    "        if (self.acc_batches % self.n_step) == 0:\n",
    "            for p in (self.learn.model.parameters()):\n",
    "                if p.requires_grad: p.grad.div_(self.acc_samples)\n",
    "    \n",
    "            print(f\"Stepping at batch: {self.acc_batches}\")\n",
    "            self.learn.opt.real_step()\n",
    "            self.learn.opt.real_zero_grad()\n",
    "            self.acc_samples = 0\n",
    "    \n",
    "    def on_epoch_end(self, **kwargs):\n",
    "        \"step the rest of the accumulated grads\"\n",
    "        self.learn.opt.real_step()\n",
    "        self.learn.opt.real_zero_grad()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "original_create_opt = Learner.create_opt\n",
    "def turn_off_accumulation(): Learner.create_opt = original_create_opt\n",
    "def turn_on_accumulation(): Learner.create_opt = acc_create_opt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed_everything(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "pat = re.compile(r'/([^/]+)_\\d+.jpg$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = ImageDataBunch.from_name_re(path_img, fnames, pat, ds_tfms=get_transforms(), size=224, bs=BS\n",
    "                                  ).normalize(imagenet_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(rows=2, figsize=(7,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training: resnet34"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_learner():\n",
    "    turn_on_accumulation()\n",
    "    learn = create_cnn(data=data, arch=models.resnet34, metrics=error_rate,\n",
    "                       callback_fns=[partial(AccumulateStep, n_step=N_STEP)]).to_fp16()\n",
    "    learn.loss_func = CrossEntropyFlat(reduction=\"sum\")\n",
    "    return learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = get_learner() \n",
    "learn.lr_find() # pick lr\n",
    "learn.recorder.plot()\n",
    "learn = get_learner() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 01:28 <p><table style='width:300px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>error_rate</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>10.702054</th>\n",
       "    <th>5.628921</th>\n",
       "    <th>0.217862</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>8.564361</th>\n",
       "    <th>3.278737</th>\n",
       "    <th>0.138024</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>3</th>\n",
       "    <th>5.722726</th>\n",
       "    <th>2.454384</th>\n",
       "    <th>0.100812</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>4</th>\n",
       "    <th>5.425427</th>\n",
       "    <th>2.355803</th>\n",
       "    <th>0.104195</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
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    }
   ],
   "source": [
    "learn.fit_one_cycle(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unfreezing, fine-tuning, and learning rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 00:52 <p><table style='width:300px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>error_rate</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>5.365022</th>\n",
       "    <th>2.176443</th>\n",
       "    <th>0.093369</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>4.928286</th>\n",
       "    <th>2.049659</th>\n",
       "    <th>0.081867</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "learn.fit_one_cycle(2, max_lr=slice(1e-6,1e-4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training: resnet50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed_everything(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = ImageDataBunch.from_name_re(path_img, fnames, pat, ds_tfms=get_transforms(),\n",
    "                                   size=299, bs=BS).normalize(imagenet_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_learner():\n",
    "    turn_on_accumulation()\n",
    "    learn = create_cnn(data=data, arch=models.resnet50, metrics=error_rate,\n",
    "                       callback_fns=[partial(AccumulateStep, n_step=N_STEP)]).to_fp16()\n",
    "    learn.loss_func = CrossEntropyFlat(reduction=\"sum\")\n",
    "    return learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = get_learner() \n",
    "learn.lr_find() # pick lr\n",
    "learn.recorder.plot()\n",
    "learn = get_learner() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 03:58 <p><table style='width:300px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>error_rate</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>9.088783</th>\n",
       "    <th>4.725525</th>\n",
       "    <th>0.165765</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>6.792268</th>\n",
       "    <th>3.172956</th>\n",
       "    <th>0.127199</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>3</th>\n",
       "    <th>5.764161</th>\n",
       "    <th>2.576025</th>\n",
       "    <th>0.114344</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>4</th>\n",
       "    <th>4.752033</th>\n",
       "    <th>2.152714</th>\n",
       "    <th>0.092016</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>5</th>\n",
       "    <th>4.087484</th>\n",
       "    <th>1.911369</th>\n",
       "    <th>0.083897</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "learn.fit_one_cycle(5) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unfreeze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 03:16 <p><table style='width:300px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>error_rate</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>3.577787</th>\n",
       "    <th>1.773066</th>\n",
       "    <th>0.077808</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>3.278362</th>\n",
       "    <th>1.659253</th>\n",
       "    <th>0.071042</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>3</th>\n",
       "    <th>3.346393</th>\n",
       "    <th>1.595653</th>\n",
       "    <th>0.062923</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, max_lr=slice(1e-6,1e-4))"
   ]
  }
 ],
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