{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# BrightnessContrast Operator Example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example presents brightness and contrast manipulation operation within DALI and how to easily set up a pipeline with it.\n", "## Step-by-step guide\n", "1. Let's start from importing handful of utils and DALI itself.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from nvidia.dali.pipeline import Pipeline\n", "import nvidia.dali.ops as ops \n", "import nvidia.dali.types as types\n", "import matplotlib.pyplot as plt\n", "\n", "batch_size = 1\n", "image_filename = \"images\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "used `batch_size` is `1`, to keep things simple. You can always extend it on your own.\n", "\n", "2. Next, let's implement the pipelines. We've presented 2 versions of a pipeline. The CPU one does all the processing (i.e. reading file, decoding it and brightness/contrast manipulation) on the CPU, while the other pipeline conducts these operations on the GPU." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class BCCpuPipeline(Pipeline): \n", " def __init__(self, batch_size, num_threads, device_id):\n", " super(BCCpuPipeline, self).__init__(batch_size, num_threads, device_id, seed=42)\n", " self.input = ops.FileReader(device=\"cpu\", file_root=image_filename)\n", " self.decode = ops.ImageDecoder(device=\"cpu\", output_type=types.RGB)\n", " self.bc = ops.BrightnessContrast(device=\"cpu\", brightness_delta=80, contrast_delta=1.0, output_type=types.RGB)\n", "\n", " def define_graph(self): \n", " read, _ = self.input()\n", " image = self.decode(read)\n", " converted = self.bc(image)\n", " return image, converted\n", " \n", "class BCGpuPipeline(Pipeline): \n", " def __init__(self, batch_size, num_threads, device_id):\n", " super(BCGpuPipeline, self).__init__(batch_size, num_threads, device_id, seed=42)\n", " self.input = ops.FileReader(device=\"cpu\", file_root=image_filename)\n", " self.decode = ops.ImageDecoder(device=\"mixed\", output_type=types.RGB)\n", " self.bc = ops.BrightnessContrast(device=\"gpu\", brightness_delta=0, contrast_delta=.4, output_type=types.RGB)\n", "\n", " def define_graph(self): \n", " read, _ = self.input()\n", " image = self.decode(read)\n", " converted = self.bc(image.gpu())\n", " return image, converted" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function below is used to actually display result of manipulation. Since the pipelines we set up return 2 outputs: modified image and original image, the function aquires both of them from the output and displays them. Additional flag (`cpu`) is specified, to determine, whether the pipeline output comes from CPU or GPU. In the latter case, we have to tell the output, to return a CPU-accessible copy of the data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def display(output, cpu = True):\n", " i = 0 # Tweak that to have various images from batch\n", " img1 = output[0].at(i) if cpu else output[0].as_cpu().at(i)\n", " img2 = output[1].at(i) if cpu else output[1].as_cpu().at(i)\n", " fig, ax = plt.subplots(1,2)\n", " ax[0].imshow(img1);\n", " ax[1].imshow(img2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. Now let's just build the pipelines, run them and display the results. First the GPU one:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pipegpu = BCGpuPipeline(batch_size=batch_size, num_threads=1, device_id=0)\n", "pipegpu.build() \n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "gpu_output = pipegpu.run()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display(gpu_output, cpu=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. And the CPU:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "pipecpu = BCCpuPipeline(batch_size=batch_size, num_threads=1, device_id=0)\n", "pipecpu.build() \n", "cpu_output = pipecpu.run()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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