{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# DataLoaders\n", "> The `timm` DataLoaders that are a bit different than the `torch.utils.data.DataLoader` and a little bit faster. Let's explore them here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest way to create a dataloader in `timm` is to call the `create_loader` function in `timm.data.loader`. It expects a `dataset` object, an `input_size` parameter and finally a `batch_size`. Everything else is preset for us to make things easy. Let's see a quck example on how to create dataloaders using `timm`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example Usage" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[01;34m../../imagenette2-320/\u001b[00m\n", "├── \u001b[01;34mtrain\u001b[00m\n", "│   ├── \u001b[01;34mn01440764\u001b[00m\n", "│   ├── \u001b[01;34mn02102040\u001b[00m\n", "│   ├── \u001b[01;34mn02979186\u001b[00m\n", "│   ├── \u001b[01;34mn03000684\u001b[00m\n", "│   ├── \u001b[01;34mn03028079\u001b[00m\n", "│   ├── \u001b[01;34mn03394916\u001b[00m\n", "│   ├── \u001b[01;34mn03417042\u001b[00m\n", "│   ├── \u001b[01;34mn03425413\u001b[00m\n", "│   ├── \u001b[01;34mn03445777\u001b[00m\n", "│   └── \u001b[01;34mn03888257\u001b[00m\n", "└── \u001b[01;34mval\u001b[00m\n", " ├── \u001b[01;34mn01440764\u001b[00m\n", " ├── \u001b[01;34mn02102040\u001b[00m\n", " ├── \u001b[01;34mn02979186\u001b[00m\n", " ├── \u001b[01;34mn03000684\u001b[00m\n", " ├── \u001b[01;34mn03028079\u001b[00m\n", " ├── \u001b[01;34mn03394916\u001b[00m\n", " ├── \u001b[01;34mn03417042\u001b[00m\n", " ├── \u001b[01;34mn03425413\u001b[00m\n", " ├── \u001b[01;34mn03445777\u001b[00m\n", " └── \u001b[01;34mn03888257\u001b[00m\n", "\n", "22 directories\n" ] } ], "source": [ "# directory structure of data\n", "\n", "!tree ../../imagenette2-320/ -d" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, 0)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create dataset first\n", "from timm.data.dataset import ImageDataset\n", "\n", "dataset = ImageDataset('../../imagenette2-320/')\n", "dataset[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great, so we have created our dataset. This `ImageDataset` in `timm` is very similar to [torchvision.datasets.ImageFolder](https://pytorch.org/vision/0.8/datasets.html#torchvision.datasets.ImageFolder) with some nice added features. Let's visualize the first image in our dataset. As expected, it's an image of a tench! ;)\n", "\n", "> NOTE: By default the dataset created above is for the train folder, thus we can refer to it as the train dataset. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "# visualize image\n", "plt.imshow(dataset[0][0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now create our **DataLoader**." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from timm.data.loader import create_loader\n", "\n", "try:\n", " # only works if gpu present on machine\n", " train_loader = create_loader(dataset, (3, 224, 224), 4)\n", "except:\n", " train_loader = create_loader(dataset, (3, 224, 224), 4, use_prefetcher=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, you might ask why do we have a `try-except` block above? What's the difference between the first `train_loader` and the second one? What is `use_prefetcher` argument and what does it do? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prefetch loader" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Internally, `timm` has a class called `PrefetchLoader`. And by default, we use this prefetch loader to create our data loader. But, it only works on GPU enabled machines. Since, GPUs are available for me, the `train_loader` for me is an instance of this `PrefetchLoader` class. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_loader" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> NOTE: If you are running this notebook a CPU-only machine, the `train_loader` would be an instance of `torch.utils.dataloader`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now see what does this `PrefetchLoader` do? All the interesting bits happen inside the `__iter__` method of this class. \n", "\n", "```python \n", " def __iter__(self):\n", " stream = torch.cuda.Stream()\n", " first = True\n", "\n", " for next_input, next_target in self.loader:\n", " with torch.cuda.stream(stream):\n", " next_input = next_input.cuda(non_blocking=True)\n", " next_target = next_target.cuda(non_blocking=True)\n", " if self.fp16:\n", " next_input = next_input.half().sub_(self.mean).div_(self.std)\n", " else:\n", " next_input = next_input.float().sub_(self.mean).div_(self.std)\n", " if self.random_erasing is not None:\n", " next_input = self.random_erasing(next_input)\n", "\n", " if not first:\n", " yield input, target\n", " else:\n", " first = False\n", "\n", " torch.cuda.current_stream().wait_stream(stream)\n", " input = next_input\n", " target = next_target\n", "\n", " yield input, target\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try and understand what's actually going on? All we need to know is about `cuda.stream`s to be able to understand this `__iter__` method inside `PrefetchLoader`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the [documentation](https://pytorch.org/docs/stable/notes/cuda.html#cuda-streams) available on PyTorch: \n", "\n", "```markdown\n", "A CUDA stream is a linear sequence of execution that belongs to a specific device. You normally do not need to create one explicitly: by default, each device uses its own “default” stream.\n", "\n", "Operations inside each stream are serialized in the order they are created, but operations from different streams can execute concurrently in any relative order, unless explicit synchronization functions (such as synchronize() or wait_stream()) are used.\n", "\n", "\n", "When the “current stream” is the default stream, PyTorch automatically performs necessary synchronization when data is moved around. However, when using non-default streams, it is the user’s responsibility to ensure proper synchronization.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In simple words, each CUDA device can have it's own \"stream\" that is a sequence of commands to be run in order. But, doesn't mean that all streams (if multiple CUDA devices exist) are in sync with each other. It could be that while command-1 is running on 1st CUDA device's \"stream\", command-3 could be running on 2nd CUDA device's \"stream\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**But, how is this relevant? Can 'stream's be used to make our data loader faster?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ofcourse! That is the whole point! Basically the key idea behind the `PrefetchLoader` in Ross's words is this: \n", "\n", "```\n", "\"The prefetching with async cuda transfer helps a little to reduce likelihood of the batch transfer to GPU stalling by (hopefully) initiating it sooner and giving it more flexibility to operate in its own cuda stream concurrently with other ops.\"\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basically, we are performing the \"moving to CUDA\" step inside a device's own \"stream\" instead of the default stream. Which means that this step can be performed asynchronously while some other operations might be happening on the CPU or in the default \"stream\". This helps speed things up a little bit as now data is available on `CUDA` to be passed through the model faster. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And that's what's going inside the `__iter__` method. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the first batch, we iterate through the loader as we would have normally in `torch.utils.data.DataLoader`, and return the `input`, `target`. \n", "\n", "But, for every batch onwards - \n", "We first instantiate a \"stream\" for CUDA device using `with torch.cuda.stream(stream):`, next, we perform the `CUDA` transfer inside this device's own \"stream\" in an asynchronus manner, and yielf this `next_input` and `next_target`. \n", "\n", "Thus, every time we iterate through the data loader, we actually returned a prefetched `input` and `target`, therefore, the name `PrefetchLoader`. " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.5" }, "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": 4 }