{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "EKFbMeI4Csut" }, "source": [ "
\"Header\"
" ] }, { "cell_type": "markdown", "metadata": { "id": "GyRFI0IJCsuu" }, "source": [ "# 4b. Deploying Your Model\n", "Now that we have a well trained model, it's time to use it. In this exercise, we'll expose new images to our model and detect the correct letters of the sign language alphabet. Let's get started!" ] }, { "cell_type": "markdown", "metadata": { "id": "wdYYMU1WCsuv" }, "source": [ "## 4b.1 Objectives" ] }, { "cell_type": "markdown", "metadata": { "id": "SeXBHUIjCsuv" }, "source": [ "* Load an already-trained model from disk\n", "* Reformat images for a model trained on images of a different format\n", "* Perform inference with new images, never seen by the trained model and evaluate its performance" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 260, "status": "ok", "timestamp": 1715244405026, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "idwYaoghaqIp", "outputId": "79b63437-52ca-448c-92c5-59857227be18" }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import torch\n", "import torch.nn as nn\n", "from torch.optim import Adam\n", "from torch.utils.data import Dataset, DataLoader\n", "import torchvision.io as tv_io\n", "import torchvision.transforms.v2 as transforms\n", "import torchvision.transforms.functional as F\n", "import matplotlib.pyplot as plt\n", "\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "torch.cuda.is_available()" ] }, { "cell_type": "markdown", "metadata": { "id": "xo-pr5-zCsuv" }, "source": [ "## 4b.2 Loading the Model\n", "Now that we're in a new notebook, let's load the saved model that we trained. Our save from the previous exercise created a folder called \"asl_model\". We can load the model by selecting the same folder." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since our model uses a [custom module](https://pytorch.org/tutorials/beginner/examples_nn/two_layer_net_module.html), we will need to load the code for that class. We have saved a copy of the code in [utils.py](./uitls.py)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "executionInfo": { "elapsed": 169, "status": "ok", "timestamp": 1715242471134, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "jiI87fNVZdRl" }, "outputs": [], "source": [ "from utils import MyConvBlock" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have a definition for `MyConvBlock`, we can use [torch.load](https://pytorch.org/docs/stable/generated/torch.load.html) to load a model from a path. We can use `map_location to specify the device. When we print the model, does it look the same as in the last notebook?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "executionInfo": { "elapsed": 180, "status": "ok", "timestamp": 1715242473387, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "-Xy1JuL-Csuv" }, "outputs": [ { "data": { "text/plain": [ "Sequential(\n", " (0): MyConvBlock(\n", " (model): Sequential(\n", " (0): Conv2d(1, 25, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU()\n", " (3): Dropout(p=0, inplace=False)\n", " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " )\n", " (1): MyConvBlock(\n", " (model): Sequential(\n", " (0): Conv2d(25, 50, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(50, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU()\n", " (3): Dropout(p=0.2, inplace=False)\n", " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " )\n", " (2): MyConvBlock(\n", " (model): Sequential(\n", " (0): Conv2d(50, 75, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(75, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU()\n", " (3): Dropout(p=0, inplace=False)\n", " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " )\n", " (3): Flatten(start_dim=1, end_dim=-1)\n", " (4): Linear(in_features=675, out_features=512, bias=True)\n", " (5): Dropout(p=0.3, inplace=False)\n", " (6): ReLU()\n", " (7): Linear(in_features=512, out_features=24, bias=True)\n", ")" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = torch.load('model.pth', map_location=device)\n", "model" ] }, { "cell_type": "markdown", "metadata": { "id": "WIjqbFCFCsuv" }, "source": [ "We can also verify if the model is on our GPU." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 174, "status": "ok", "timestamp": 1715242474520, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "_ulCst9GCsuw", "outputId": "0d55b14d-9b52-49e7-efda-76a05abe21ed" }, "outputs": [ { "data": { "text/plain": [ "device(type='cuda', index=0)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "next(model.parameters()).device" ] }, { "cell_type": "markdown", "metadata": { "id": "pBBneFIXCsuw" }, "source": [ "## 4b.3 Preparing an Image for the Model" ] }, { "cell_type": "markdown", "metadata": { "id": "gffCLeacCsuw" }, "source": [ "It's now time to use the model to make predictions on new images that it's never seen before. This is also called inference. We have a set of images in the `data/asl_images` folder. Try opening it using the left navigation and explore the images.\n", "\n", "You'll notice that the images we have are much higher resolution than the images in our dataset. They are also in color. Remember that our images in the dataset were 28x28 pixels and grayscale. It's important to keep in mind that whenever we make predictions with a model, the input must match the shape of the data that the model was trained on. For this model, the training dataset was of the shape: (27455, 28, 28, 1). This corresponded to 27455 images of 28 by 28 pixels each with one color channel (grayscale)." ] }, { "cell_type": "markdown", "metadata": { "id": "UXeujDRFCsuw" }, "source": [ "### 4b.3.1 Showing the Images" ] }, { "cell_type": "markdown", "metadata": { "id": "8gLvKQ1yCsuw" }, "source": [ "When we use our model to make predictions on new images, it will be useful to show the image as well. We can use the matplotlib library to do this." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "executionInfo": { "elapsed": 131, "status": "ok", "timestamp": 1715243759243, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "qzzai3QZCsuw" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "def show_image(image_path):\n", " image = mpimg.imread(image_path)\n", " plt.imshow(image, cmap='gray')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 434 }, "executionInfo": { "elapsed": 745, "status": "ok", "timestamp": 1715243543244, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "ZFzwvkalCsuw", "outputId": "74ad4eac-4f99-413f-9d9f-54cad0d5d7e7" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_image('data/asl_images/b.png')" ] }, { "cell_type": "markdown", "metadata": { "id": "ORPUII6qCsux" }, "source": [ "### 4b.3.2 Scaling the Images" ] }, { "cell_type": "markdown", "metadata": { "id": "eYcawjxlCsux" }, "source": [ "The images in our dataset were 28x28 pixels and grayscale. We need to make sure to pass the same size and grayscale images into our method for prediction. There are a few ways to edit images with Python, but TorchVision also has the [read_image](https://pytorch.org/vision/stable/generated/torchvision.io.read_image.html) function. We can let it know what kind of image to read with [ImageReadMode](https://pytorch.org/vision/stable/generated/torchvision.io.ImageReadMode.html#torchvision.io.ImageReadMode)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 158, "status": "ok", "timestamp": 1715244417167, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "lDJu6JrEffRP", "outputId": "927907d8-3c33-4a3c-bd9f-3b1844a40b2d" }, "outputs": [ { "data": { "text/plain": [ "tensor([[[247, 223, 178, ..., 223, 231, 238],\n", " [245, 221, 178, ..., 213, 223, 232],\n", " [244, 220, 177, ..., 204, 217, 228],\n", " ...,\n", " [247, 243, 238, ..., 223, 231, 238],\n", " [249, 246, 243, ..., 232, 238, 243],\n", " [250, 248, 246, ..., 240, 243, 246]]], dtype=torch.uint8)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = tv_io.read_image('data/asl_images/b.png', tv_io.ImageReadMode.GRAY)\n", "image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the shape of the image." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 4, "status": "ok", "timestamp": 1715244124709, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "8iJ4A8YagRvP", "outputId": "858dc8bc-8595-4189-8738-954ac6630d0c" }, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 184, 186])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This image is much larger than what we trained on. We can use [TorchVision](https://pytorch.org/vision/stable/index.html)'s [Transforms](https://pytorch.org/vision/0.9/transforms.html) again to get the data in the form our model expects.\n", "\n", "We will:\n", "* Convert the image to float with [ToDtype](https://pytorch.org/vision/stable/generated/torchvision.transforms.v2.ToDtype.html)\n", " * We will set `scale` to `True` in order to convert from [0, 255] to [0, 1]\n", "* [Resize](https://pytorch.org/vision/stable/generated/torchvision.transforms.v2.Resize.html#torchvision.transforms.v2.Resize) the image to be 28 x 28 pixels\n", "* Convert the images to [Grayscale](https://pytorch.org/vision/stable/generated/torchvision.transforms.v2.Grayscale.html#torchvision.transforms.v2.Grayscale)\n", " * This step doesn't do anything since our models are already grayscale, but we've added it here to show an alternative way to get grayscale images." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "executionInfo": { "elapsed": 337, "status": "ok", "timestamp": 1715244596376, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "lNp6Q9cBe8Xw" }, "outputs": [], "source": [ "IMG_WIDTH = 28\n", "IMG_HEIGHT = 28\n", "\n", "preprocess_trans = transforms.Compose([\n", " transforms.ToDtype(torch.float32, scale=True), # Converts [0, 255] to [0, 1]\n", " transforms.Resize((IMG_WIDTH, IMG_HEIGHT)),\n", " transforms.Grayscale() # From Color to Gray\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's test `preprocess_trans` on an image to make sure it works correctly:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 164, "status": "ok", "timestamp": 1715244649391, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "BBS7SjnBhIe6", "outputId": "fadd047d-3763-4b05-ea2e-ebe0427bf30d" }, "outputs": [ { "data": { "text/plain": [ "tensor([[[0.6960, 0.6279, 0.6348, 0.6493, 0.6584, 0.6599, 0.6638, 0.6630,\n", " 0.6652, 0.6677, 0.6711, 0.6696, 0.6661, 0.6677, 0.7103, 0.6559,\n", " 0.6369, 0.6507, 0.6464, 0.6379, 0.6293, 0.6216, 0.6139, 0.6074,\n", " 0.5984, 0.5895, 0.5836, 0.6977],\n", " [0.7013, 0.6388, 0.6480, 0.6578, 0.6647, 0.6687, 0.6709, 0.6734,\n", " 0.6746, 0.6794, 0.6814, 0.6784, 0.6902, 0.6801, 0.7648, 0.6606,\n", " 0.5610, 0.6348, 0.6418, 0.6509, 0.6417, 0.6308, 0.6252, 0.6197,\n", " 0.6095, 0.6007, 0.5923, 0.6773],\n", " [0.7061, 0.6479, 0.6588, 0.6668, 0.6743, 0.6811, 0.6845, 0.6848,\n", " 0.6872, 0.6898, 0.6913, 0.6909, 0.7671, 0.6833, 0.6945, 0.6803,\n", " 0.4720, 0.6061, 0.5686, 0.6548, 0.6566, 0.6471, 0.6380, 0.6273,\n", " 0.6198, 0.6124, 0.6078, 0.6837],\n", " [0.7165, 0.6603, 0.6699, 0.6770, 0.6821, 0.6880, 0.6959, 0.7001,\n", " 0.7027, 0.7014, 0.7009, 0.7041, 0.8257, 0.6885, 0.6387, 0.7202,\n", " 0.4938, 0.6614, 0.5266, 0.6351, 0.6649, 0.6595, 0.6516, 0.6407,\n", " 0.6298, 0.6250, 0.6173, 0.6882],\n", " [0.7256, 0.6709, 0.6799, 0.6854, 0.6910, 0.6969, 0.7043, 0.7103,\n", " 0.7102, 0.7125, 0.7133, 0.7139, 0.8611, 0.7188, 0.6335, 0.7608,\n", " 0.5303, 0.6766, 0.5499, 0.6246, 0.6762, 0.6699, 0.6645, 0.6554,\n", " 0.6432, 0.6351, 0.6240, 0.6924],\n", " [0.7330, 0.6805, 0.6897, 0.6953, 0.7027, 0.7094, 0.7154, 0.7206,\n", " 0.7205, 0.7473, 0.7414, 0.6798, 0.8693, 0.7476, 0.5998, 0.7269,\n", " 0.5397, 0.7189, 0.6083, 0.6100, 0.6883, 0.6822, 0.6731, 0.6665,\n", " 0.6588, 0.6521, 0.6393, 0.6989],\n", " [0.7381, 0.6909, 0.7028, 0.7075, 0.7144, 0.7201, 0.7251, 0.7277,\n", " 0.7299, 0.7945, 0.7620, 0.6435, 0.8501, 0.7202, 0.5661, 0.6856,\n", " 0.5410, 0.7322, 0.6136, 0.5906, 0.7007, 0.6934, 0.6836, 0.6775,\n", " 0.6707, 0.6633, 0.6509, 0.7029],\n", " [0.7454, 0.7010, 0.7137, 0.7207, 0.7251, 0.7304, 0.7372, 0.7406,\n", " 0.7431, 0.8278, 0.7804, 0.6528, 0.8622, 0.7322, 0.5645, 0.7076,\n", " 0.5461, 0.7335, 0.6120, 0.5866, 0.7123, 0.7053, 0.6987, 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0.2483,\n", " 0.2108, 0.1780, 0.2274, 0.5359],\n", " [0.8084, 0.7843, 0.7959, 0.8028, 0.8100, 0.8145, 0.8210, 0.8248,\n", " 0.8378, 0.9428, 0.9149, 0.7884, 0.6723, 0.6375, 0.7476, 0.9119,\n", " 0.8402, 0.7004, 0.5736, 0.4211, 0.3561, 0.3111, 0.2596, 0.2185,\n", " 0.2065, 0.1963, 0.2376, 0.5366],\n", " [0.8119, 0.7835, 0.7957, 0.8038, 0.8107, 0.8182, 0.8257, 0.8293,\n", " 0.8348, 0.9140, 0.9279, 0.8250, 0.7242, 0.6641, 0.7005, 0.8559,\n", " 0.7827, 0.6306, 0.5190, 0.3836, 0.3422, 0.3344, 0.2802, 0.2049,\n", " 0.1894, 0.2016, 0.2194, 0.5103],\n", " [0.7556, 0.7140, 0.7286, 0.7326, 0.7406, 0.7492, 0.7635, 0.7719,\n", " 0.7784, 0.8478, 0.9378, 0.8447, 0.7514, 0.6784, 0.6332, 0.7672,\n", " 0.7035, 0.5411, 0.4454, 0.3365, 0.3069, 0.3305, 0.3317, 0.2358,\n", " 0.1783, 0.1908, 0.2093, 0.4976],\n", " [0.5617, 0.4596, 0.4660, 0.4625, 0.4623, 0.4683, 0.4773, 0.4887,\n", " 0.5028, 0.6108, 0.9405, 0.8575, 0.7469, 0.6421, 0.5607, 0.6235,\n", " 0.5803, 0.4467, 0.3607, 0.2649, 0.2650, 0.2896, 0.3480, 0.2902,\n", " 0.1924, 0.1703, 0.1971, 0.4916],\n", " [0.5361, 0.4209, 0.4179, 0.4154, 0.4167, 0.4162, 0.4127, 0.4203,\n", " 0.3978, 0.4286, 0.8714, 0.8004, 0.6628, 0.5521, 0.4909, 0.5096,\n", " 0.4805, 0.3808, 0.2422, 0.1745, 0.2185, 0.2453, 0.3183, 0.3221,\n", " 0.2315, 0.1644, 0.1780, 0.4908],\n", " [0.5491, 0.4269, 0.4296, 0.4264, 0.4323, 0.4326, 0.4330, 0.4380,\n", " 0.3963, 0.2552, 0.6048, 0.6484, 0.5450, 0.4699, 0.4480, 0.4281,\n", " 0.3992, 0.2762, 0.1146, 0.1069, 0.1878, 0.2146, 0.2748, 0.3332,\n", " 0.2809, 0.1870, 0.1570, 0.4802],\n", " [0.5653, 0.4458, 0.4453, 0.4379, 0.4472, 0.4517, 0.4541, 0.4578,\n", " 0.4619, 0.3272, 0.4061, 0.5462, 0.5046, 0.4474, 0.4330, 0.3681,\n", " 0.3074, 0.1693, 0.0934, 0.1482, 0.2546, 0.2427, 0.2538, 0.3271,\n", " 0.3277, 0.2437, 0.1819, 0.4824],\n", " [0.7822, 0.6822, 0.6749, 0.6725, 0.6757, 0.6784, 0.6790, 0.6801,\n", " 0.6824, 0.6579, 0.6527, 0.6838, 0.6824, 0.6756, 0.6680, 0.6401,\n", " 0.6141, 0.5686, 0.5584, 0.5850, 0.6220, 0.6086, 0.6050, 0.6293,\n", " 0.6379, 0.6134, 0.5933, 0.7271]]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "processed_image = preprocess_trans(image)\n", "processed_image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The numbers look correct, but how about the shape?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 28, 28])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "processed_image.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's plot the image to see if it looks like what we trained on." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_image = F.to_pil_image(processed_image)\n", "plt.imshow(plot_image, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking good! Let's pass it to our model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4b.4 Making Predictions" ] }, { "cell_type": "markdown", "metadata": { "id": "vYl2JcUJCsuy" }, "source": [ "Okay, now we're ready to predict! Our model still expects a batch of images. If the [squeeze](https://pytorch.org/docs/stable/generated/torch.squeeze.htmlhttps://pytorch.org/docs/stable/generated/torch.squeeze.html) removes dimensions of 1, [unsqueeze](https://pytorch.org/docs/stable/generated/torch.unsqueeze.htmlhttps://pytorch.org/docs/stable/generated/torch.unsqueeze.html) adds a dimension of 1 at the index we specify. The first dimension is usually the batch dimension, so we can say `.unsqueeze(0)`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 168, "status": "ok", "timestamp": 1715244907170, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "L-xZGe1SCsux", "outputId": "12b26af6-e1ce-4989-864b-9e26419c4f84" }, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 1, 28, 28])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "batched_image = processed_image.unsqueeze(0)\n", "batched_image.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we should make sure the input tensor is on the same `device` as the model." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "device(type='cuda', index=0)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "batched_image_gpu = batched_image.to(device)\n", "batched_image_gpu.device" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we're ready to pass it to the model!" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 176, "status": "ok", "timestamp": 1715245336961, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "WhLIaQIhkE0c", "outputId": "f3fe15e3-f524-4218-c278-31e740299237" }, "outputs": [ { "data": { "text/plain": [ "tensor([[-19.8382, 12.4745, 0.6652, -22.0453, -7.3421, -10.0001, -13.3749,\n", " -23.0517, -10.1390, -16.7096, -3.7486, -17.2153, -13.6409, -24.1538,\n", " -16.5395, -16.3380, -27.9490, -27.6107, -14.3295, -5.3929, -23.8495,\n", " -9.5517, -8.6392, -17.7717]], device='cuda:0',\n", " grad_fn=)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output = model(batched_image_gpu)\n", "output" ] }, { "cell_type": "markdown", "metadata": { "id": "CCleBaVCCsuz" }, "source": [ "### 4b.4.1 Understanding the Prediction" ] }, { "cell_type": "markdown", "metadata": { "id": "QNIv09wxCsuz" }, "source": [ "The predictions are in the format of a 24 length array. The larger the value, the more likely the input image belongs to the corresponding class. Let's make it a little more readable. We can start by finding which element of the array represents the highest probability. This can be done easily with the numpy library and the [argmax](https://numpy.org/doc/stable/reference/generated/numpy.argmax.html) function." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "executionInfo": { "elapsed": 171, "status": "ok", "timestamp": 1715245408487, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "gm6J4jxcCsuz" }, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prediction = output.argmax(dim=1).item()\n", "prediction" ] }, { "cell_type": "markdown", "metadata": { "id": "BpZzxObRCsuz" }, "source": [ "Each element of the prediction array represents a possible letter in the sign language alphabet. Remember that j and z are not options because they involve moving the hand, and we're only dealing with still photos. Let's create a mapping between the index of the predictions array, and the corresponding letter." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "executionInfo": { "elapsed": 139, "status": "ok", "timestamp": 1715245412136, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "1ExBb6fMCsuz" }, "outputs": [], "source": [ "# Alphabet does not contain j or z because they require movement\n", "alphabet = \"abcdefghiklmnopqrstuvwxy\"" ] }, { "cell_type": "markdown", "metadata": { "id": "uXy2Ze9kCsuz" }, "source": [ "We can now pass in our prediction index to find the corresponding letter." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "executionInfo": { "elapsed": 140, "status": "ok", "timestamp": 1715245413856, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "VNxyHNZmCsuz", "outputId": "87063db2-9c3d-45ed-f32f-6e5700fde9c8" }, "outputs": [ { "data": { "text/plain": [ "'b'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alphabet[prediction]" ] }, { "cell_type": "markdown", "metadata": { "id": "Hs2_6guPCsuz" }, "source": [ "#### Exercise: Put it all Together" ] }, { "cell_type": "markdown", "metadata": { "id": "KobsgLirCsuz" }, "source": [ "Let's put everything in a function so that we can make predictions just from the image file. Implement it in the function below using the functions and steps above. If you need help, you can reveal the solution by clicking the three dots below." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "f3prZEMgCsuz" }, "outputs": [], "source": [ "def predict_letter(file_path):\n", " # Show image\n", " show_image(file_path)\n", " # Load and grayscale image\n", " image = tv_io.read_image(file_path, tv_io.ImageReadMode.GRAY)\n", " # Transform image\n", " image = preprocess_trans(image)\n", " # Batch image\n", " image = image.unsqueeze(0)\n", " # Send image to correct device\n", " image = image.to(device)\n", " # Make prediction\n", " output = model(image)\n", " # Find max index\n", " prediction = output.argmax(dim=1).item()\n", " # Convert prediction to letter\n", " predicted_letter = alphabet[prediction]\n", " # Return prediction\n", " return predicted_letter" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 453 }, "executionInfo": { "elapsed": 648, "status": "ok", "timestamp": 1715245523822, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "MWqiMAhwCsu_", "outputId": "32476dc7-79ef-4280-ba34-725a46837aae" }, "outputs": [ { "data": { "text/plain": [ "'b'" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predict_letter(\"data/asl_images/b.png\")" ] }, { "cell_type": "markdown", "metadata": { "id": "JNZSUoinCsvA" }, "source": [ "Let's also use the function with the 'a' letter in the asl_images datset:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 453 }, "executionInfo": { "elapsed": 754, "status": "ok", "timestamp": 1715245527515, "user": { "displayName": "Danielle Detering US", "userId": "15432464718872067879" }, "user_tz": 420 }, "id": "xk0F5w53CsvA", "outputId": "1cfe6713-59ec-4ce4-d4de-22d4cf464783" }, "outputs": [ { "data": { "text/plain": [ "'a'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predict_letter(\"data/asl_images/a.png\")" ] }, { "cell_type": "markdown", "metadata": { "id": "cFaxufFbCsvA" }, "source": [ "## 4b.5 Summary" ] }, { "cell_type": "markdown", "metadata": { "id": "ZtsAm4TJCsvA" }, "source": [ "Great work on these exercises! You've gone through the full process of training a highly accurate model from scratch, and then using the model to make new and valuable predictions. If you have some time, we encourage you to take pictures with your webcam, upload them by dropping them into the data/asl_images folder, and test out the model on them. For Mac you can use Photo Booth. For windows you can select the Camera app from your start screen. We hope you try it. It's a good opportunity to learn some sign language! For instance, try out the letters of your name.\n", "\n", "We can imagine how this model could be used in an application to teach someone sign language, or even help someone who cannot speak interact with a computer." ] }, { "cell_type": "markdown", "metadata": { "id": "zyfxj0v0CsvA" }, "source": [ "### 4b.5.1 Clear the Memory" ] }, { "cell_type": "markdown", "metadata": { "id": "JtO6ds0LCsvA" }, "source": [ "Before moving on, please execute the following cell to clear up the GPU memory." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "mN85KA47CsvA" }, "outputs": [ { "data": { "text/plain": [ "{'status': 'ok', 'restart': True}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython\n", "app = IPython.Application.instance()\n", "app.kernel.do_shutdown(True)" ] }, { "cell_type": "markdown", "metadata": { "id": "jKNrUtH1CsvA" }, "source": [ "### 4b.5.2 Next" ] }, { "cell_type": "markdown", "metadata": { "id": "k1VRSuYLCsvA" }, "source": [ "We hope you've enjoyed these exercises. In the next sections we will learn how to take advantage of deep learning when we don't have a robust dataset available. See you there!\n", "To learn more about inference on the edge, check out [this paper](http://web.eecs.umich.edu/~mosharaf/Readings/FB-ML-Edge.pdf) on the topic." ] }, { "cell_type": "markdown", "metadata": { "id": "QnOZX0ClCsvA" }, "source": [ "Now that we're familiar building your own models and have some understanding of how they work, we will turn our attention to the very powerful technique of using pre-trained models to expedite your work." ] }, { "cell_type": "markdown", "metadata": { "id": "4bnILHG8CsvA" }, "source": [ "
\"Header\"
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