{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Introduction to Python GPU Programming with Numba and NumbaPro" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Misc. import\n", "from __future__ import print_function\n", "from IPython.display import Image \n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Numba\n", "* Opensource BSD license\n", "* Basic CUDA GPU JIT compilation\n", "* OpenCL support coming" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numba 0.22.1\n" ] } ], "source": [ "import numba\n", "print(\"numba\", numba.__version__)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Accelerate\n", "* Commercial\n", "* Contains CUDA library bindings: cuRAND, cuBLAS, cuFFT, cuSparse" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accelerate 2.0.0\n" ] } ], "source": [ "import accelerate\n", "print(\"accelerate\", accelerate.__version__)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# The CUDA GPU\n", "\n", "- A massively parallel processor (many cores)\n", " - 100 threads, 1,000 threads, and more\n", "- optimized for data throughput\n", " - Simple (shallow) cache hierarchy\n", " - Best with manual caching!\n", " - Cache memory is called shared memory and it is addressable\n", "- CPU is latency optimized\n", " - Deep cache hierarchy\n", " - L1, L2, L3 caches\n", "- GPU execution model is different\n", "- GPU forces you to think and program *in parallel*" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on GPU: b'GeForce GTX 970'\n", "Compute capability: 5.2 (Numba requires >= 2.0)\n", "Number of streaming multiprocessor: 13\n", "Number of cores per mutliprocessor: 128\n", "Number of cores on GPU: 1664\n" ] } ], "source": [ "# Get all the imports we need\n", "import numba.cuda\n", "import numpy as np\n", "import math\n", "\n", "my_gpu = numba.cuda.get_current_device()\n", "print(\"Running on GPU:\", my_gpu.name)\n", "cores_per_capability = {\n", " 1: 8,\n", " 2: 32,\n", " 3: 192,\n", " 5: 128\n", "}\n", "cc = my_gpu.compute_capability\n", "print(\"Compute capability: \", \"%d.%d\" % cc, \"(Numba requires >= 2.0)\")\n", "majorcc = cc[0]\n", "print(\"Number of streaming multiprocessor:\", my_gpu.MULTIPROCESSOR_COUNT)\n", "cores_per_multiprocessor = cores_per_capability[majorcc]\n", "print(\"Number of cores per mutliprocessor:\", cores_per_multiprocessor)\n", "total_cores = cores_per_multiprocessor * my_gpu.MULTIPROCESSOR_COUNT\n", "print(\"Number of cores on GPU:\", total_cores)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# High-level Array-Oriented Style\n", "\n", "- Use NumPy array as a unit of computation\n", "- Use NumPy universal function (ufunc) as an abstraction of computation and scheduling\n", "- ufuncs are elementwise functions\n", "- If you use NumPy, you are using ufuncs" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " is of type \n", " is of type \n" ] } ], "source": [ "print(np.sin, \"is of type\", type(np.sin))\n", "print(np.add, \"is of type\", type(np.add))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Vectorize\n", "\n", "- generate a ufunc from a python function\n", "- converts scalar function to elementwise array function\n", "- Numba provides CPU and GPU support" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# CPU version\n", "@numba.vectorize(['float32(float32, float32)',\n", " 'float64(float64, float64)'], target='cpu')\n", "def cpu_sincos(x, y):\n", " return math.sin(x) * math.cos(y)\n", "\n", "# CUDA version\n", "@numba.vectorize(['float32(float32, float32)',\n", " 'float64(float64, float64)'], target='cuda')\n", "def gpu_sincos(x, y):\n", " return math.sin(x) * math.cos(y)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "```\n", "@numba.vectorize(, target=<'cpu', 'gpu'>)\n", "```\n", "\n", "- A ufunc can be overloaded to work on multiple type signatures\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Test it out\n", "\n", "- 2 input arrays\n", "- 1 output array\n", "- 1 million doubles (8 MB) per array\n", "- Total 24 MB of data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU vectorize correct: True\n", "GPU vectorize correct: True\n" ] } ], "source": [ "# Generate data\n", "n = 1000000\n", "x = np.linspace(0, np.pi, n)\n", "y = np.linspace(0, np.pi, n)\n", "\n", "# Check result\n", "np_ans = np.sin(x) * np.cos(y)\n", "nb_cpu_ans = cpu_sincos(x, y)\n", "nb_gpu_ans = gpu_sincos(x, y)\n", "\n", "print(\"CPU vectorize correct: \", np.allclose(nb_cpu_ans, np_ans))\n", "print(\"GPU vectorize correct: \", np.allclose(nb_gpu_ans, np_ans))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Benchmark" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NumPy\n", "10 loops, best of 3: 44 ms per loop\n", "CPU vectorize\n", "10 loops, best of 3: 37.7 ms per loop\n", "GPU vectorize\n", "100 loops, best of 3: 4.81 ms per loop\n" ] } ], "source": [ "print(\"NumPy\")\n", "%timeit np.sin(x) * np.cos(y)\n", "\n", "print(\"CPU vectorize\")\n", "%timeit cpu_sincos(x, y)\n", "\n", "print(\"GPU vectorize\")\n", "%timeit gpu_sincos(x, y)\n", "\n", "# Optional cleanup \n", "del x, y" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- CPU vectorize time is similar to pure NumPy time because ``sin()`` and ``cos()`` calls dominate the time.\n", "- GPU vectorize is a lot faster\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "## Behind the scence\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "\n", "### Automatic memory transfer\n", "\n", "- NumPy arrays are automatically transferred\n", " - CPU -> GPU\n", " - GPU -> CPU" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "\n", "### Automatic work scheduling\n", "\n", "- The work is distributed the across all threads on the GPU\n", "- The GPU hardware handles the scheduling\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "\n", "### Automatic GPU memory management\n", "\n", "- GPU memory is tied to object lifetime\n", "- freed automatically" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Another Vectorize Example" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "@numba.vectorize(['float32(float32, float32, float32, float32)'])\n", "def cpu_powers(p, q, r, s):\n", " return math.sqrt(p ** 2 + q ** 3 + r ** 4 + s ** 5)\n", "\n", "@numba.vectorize(['float32(float32, float32, float32, float32)'], target='cuda')\n", "def gpu_powers(p, q, r, s):\n", " return math.sqrt(p ** 2 + q ** 3 + r ** 4 + s ** 5)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU vectorize correct True\n", "GPU vectorize correct True\n" ] } ], "source": [ "# Generate data\n", "n = 5000000\n", "p = np.random.random(n).astype(np.float32)\n", "q = np.random.random(n).astype(np.float32)\n", "r = np.random.random(n).astype(np.float32)\n", "s = np.random.random(n).astype(np.float32)\n", "\n", "# Check results\n", "np_ans = np.sqrt(p ** 2 + q ** 3 + r ** 4 + s ** 5)\n", "cpu_ans = cpu_powers(p, q, r, s)\n", "gpu_ans = gpu_powers(p, q, r, s)\n", "print(\"CPU vectorize correct\", np.allclose(np_ans, cpu_ans))\n", "print(\"GPU vectorize correct\", np.allclose(np_ans, gpu_ans))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Benchmark" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NumPy\n", "1 loops, best of 3: 1e+03 ms per loop\n", "CPU vectorize\n", "10 loops, best of 3: 20.8 ms per loop\n", "GPU vectorize\n", "100 loops, best of 3: 16.4 ms per loop\n" ] } ], "source": [ "print(\"NumPy\")\n", "%timeit np.sqrt(p ** 2 + q ** 3 + r ** 4 + s ** 5)\n", "print(\"CPU vectorize\")\n", "%timeit cpu_powers(p, q, r, s)\n", "print(\"GPU vectorize\")\n", "%timeit gpu_powers(p, q, r, s)\n", "\n", "# Optional cleanup \n", "del p, q, r, s" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* NumPy is slower than CPU vectorize (likely due to allocation of temporaries)\n", "* CPU version is slower than GPU version because of multiple cores running (even though copying to card and back is costly)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Generalized Universal Function (guvectorize)\n", "\n", "- Vectorize is limited to scalar arguments in the core function\n", "- GUVectorize accepts array arguments" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "@numba.guvectorize(['void(float32[:,:], float32[:,:], float32[:,:])'],\n", " '(m, n),(n, p)->(m, p)', target='cuda')\n", "def batch_matrix_mult(a, b, c):\n", " for i in range(c.shape[0]):\n", " for j in range(c.shape[1]):\n", " tmp = 0\n", " for n in range(a.shape[1]):\n", " tmp += a[i, n] * b[n, j]\n", " c[i, j] = tmp" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "```\n", "@numba.guvectorize(, , target=<'cpu', 'cuda'>)\n", "```" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NumPy result\n", "[[ 30. 36. 42.]\n", " [ 66. 81. 96.]\n", " [ 102. 126. 150.]]\n", "Numba GPU result\n", "[[ 30. 36. 42.]\n", " [ 66. 81. 96.]\n", " [ 102. 126. 150.]]\n" ] } ], "source": [ "a = np.arange(1.0, 10.0, dtype=np.float32).reshape(3,3)\n", "b = np.arange(1.0, 10.0, dtype=np.float32).reshape(3,3)\n", "\n", "# Use the builtin matrix_multiply in NumPy for CPU test\n", "import numpy.core.umath_tests as ut\n", "\n", "# Check result\n", "print('NumPy result')\n", "np_ans = ut.matrix_multiply(a, b)\n", "print(np_ans)\n", "\n", "print('Numba GPU result')\n", "gpu_ans = batch_matrix_mult(a, b)\n", "print(gpu_ans)\n", "\n", "assert np.allclose(np_ans, gpu_ans)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Test it out\n", "\n", "- batch multiply two 4 million 2x2 matrices " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NumPy time\n", "10 loops, best of 3: 81.3 ms per loop\n", "Numba GPU time\n", "10 loops, best of 3: 87.9 ms per loop\n" ] } ], "source": [ "n = 4000000\n", "dim = 2\n", "a = np.random.random(n * dim * dim).astype(np.float32).reshape(n, dim, dim)\n", "b = np.random.random(n * dim * dim).astype(np.float32).reshape(n, dim, dim)\n", "\n", "print('NumPy time')\n", "%timeit ut.matrix_multiply(a, b)\n", "\n", "print('Numba GPU time')\n", "%timeit batch_matrix_mult(a, b)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- GPU time seems to be similar to CPU time\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "## Manually Transfer the data to the GPU\n", "\n", "- This will let us see the actual compute time without the CPU<->GPU transfer" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "dc = numba.cuda.device_array_like(a)\n", "da = numba.cuda.to_device(a)\n", "db = numba.cuda.to_device(b)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* ```numba.cuda.device_array_like``` allocate without initialization with the type and shape of another array.\n", " * similar to ```numpy.empty_like(a)```\n", "* ```numba.cuda.to_device``` create a GPU copy of the CPU array\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "## Pure compute time on the GPU" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 loops, best of 3: 3.35 ms per loop\n" ] } ], "source": [ "def check_pure_compute_time(da, db, dc):\n", " batch_matrix_mult(da, db, out=dc)\n", " numba.cuda.synchronize() # ensure the call has completed\n", " \n", "%timeit check_pure_compute_time(da, db, dc)\n", "del da, db, dc" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* Actual compute time is **a lot faster**\n", "* PCI-express transfer overhead" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "#### Tips\n", "If you have a sequence of ufuncs to apply, pin the data on the GPU by manual transfer" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Accelerate CUDA Libraries Bindings\n", "\n", "- Access to CUDA libraries \n", "- Work seamless with NumPy\n", " - auto memory transfer\n", " - managed memory\n", "\n", "- cuBLAS: CUDA version of BLAS\n", "- cuSparse: CUDA sparse matrix support\n", "- cuFFT: FFT on CUDA\n", "- cuRAND: random number generation on CUDA" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# An Example with CUDA Libs\n", "## Convolution on the GPU" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Import cuFFT" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import accelerate.cuda.fft as cufft" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "#### Misc. imports" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from scipy.signal import fftconvolve\n", "from scipy import misc, ndimage\n", "from matplotlib import pyplot as plt\n", "from timeit import default_timer as timer" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Build elementwise complex array multiplication CUDA function" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "@numba.vectorize(['complex64(complex64, complex64)'], target='cuda')\n", "def vmult(a, b):\n", " return a * b" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Prepare image and filter" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image size: (768, 1024)\n" ] } ], "source": [ "image = misc.face(gray=True).astype(np.float32)\n", "\n", "laplacian_pts = '''\n", "-4 -1 0 -1 -4\n", "-1 2 3 2 -1\n", "0 3 4 3 0\n", "-1 2 3 2 -1\n", "-4 -1 0 -1 -4\n", "'''.split()\n", "\n", "laplacian = np.array(laplacian_pts, dtype=np.float32).reshape(5, 5)\n", "\n", "response = np.zeros_like(image)\n", "response[:5, :5] = laplacian\n", "\n", "print(\"Image size: %s\" % (image.shape,))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Convolution on the CPU" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU: 0.05s\n" ] } ], "source": [ "ts = timer() # Start Timer\n", "cvimage_cpu = fftconvolve(image, laplacian, mode='same')\n", "te = timer() # Stop Timer\n", "print('CPU: %.2fs' % (te - ts))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Convolution on the GPU" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "image_complex = image.astype(np.complex64)\n", "response_complex = response.astype(np.complex64)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Trigger initialization the cuFFT system.\n", "# This takes significant time for small dataset.\n", "# We should not be including the time wasted here\n", "cufft.FFTPlan(shape=image.shape, itype=np.complex64, otype=np.complex64)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GPU: 0.01s\n" ] } ], "source": [ "ts = timer() # Start timer\n", "\n", "d_image_complex = numba.cuda.to_device(image_complex)\n", "d_response_complex = numba.cuda.to_device(response_complex)\n", "\n", "# Forward FFT\n", "cufft.fft_inplace(d_image_complex)\n", "cufft.fft_inplace(d_response_complex)\n", "\n", "# Multiply the image with teh filter\n", "vmult(d_image_complex, d_response_complex, out=d_image_complex)\n", "\n", "# Inverse FFT\n", "cufft.ifft_inplace(d_image_complex)\n", "\n", "cvimage_gpu = d_image_complex.copy_to_host().real / np.prod(image.shape)\n", "\n", "te = timer() # Stop timer\n", "\n", "print('GPU: %.2fs' % (te - ts))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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hgbW1Nba3t9E0jXw+L9Xy/v5+QqEQ169fl5Q3nU7j8/kIBAJSDKlWq2ILqdVq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\nP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MAB+Hw+uFwurKysSPfX2tqKvr4+tLe3Y3NzUza7sVgMZWVlmJ2dhU6nE5d9RpioVCqY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\nvV4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J/DGVSikUChm2trKyovHxceVyOT355JMG2jNGGiWi+/fvm9A2BmB1dVUXL17U+++/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U+EpOcu+wAO9DT2HvubfeaxaV7LnHE9T8UDKw/Stvx93nHHHbpw4YLBcLjq3KOHQ/y1eS6s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\nYebpXVyHM3KrY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Original')\n", "plt.imshow(image, cmap=plt.cm.gray)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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6I4Xp8/PziEajsNlsGAwGqNVq8Pl8DI4EXNVqlXVnyuCT0b/ZbMJoNDKokRw1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\neDuQ4PNQMhhQj7TDp7IHXPFhzCi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S56EcyGfm+8yPK3z2HoaMz2xtbencuXNqbm4Opcbw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\n57o9mu7IlQIX9kJXV5d6enqC68flnZ+fD++QPUF5L+ACpeVI2JWQG0quxR7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('CPU')\n", "plt.imshow(cvimage_cpu, cmap=plt.cm.gray)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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ol8scHx9jsVhUqnf58mXu3LnD3Nycutiz2awS8uXGsVqtDA8PK11wfX2dqakp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\nnj59atQyOoRRTSTJ+prS3LeurjI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6wAuFQkF//ud/rnv37ulv//ZvrV+Cr2AiWcY7JvT0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('GPU')\n", "plt.imshow(cvimage_gpu, cmap=plt.cm.gray)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "-----\n", "\n", "# Low-Level Approach: @numba.cuda.jit\n", "\n", "- Numba can generate CUDA functions with the `@jit` decorator\n", "- Decorated function follows CUDA execution model " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## CUDA Execution Model\n", "\n", "- Kernel functions\n", " - visible to the host CPU\n", " - cannot return any value\n", " - use output argument\n", " - associates to a _grid_\n", "- Grid\n", " - a group of blocks\n", " - 1D, 2D, 3D\n", "- Blocks\n", " - a group of threads\n", " - 1D, 2D, 3D \n", "- Every thread executes the same kernel\n", " - thread can use the grid, block, thread coordinate system to determine its ID" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(url='http://docs.nvidia.com/cuda/cuda-c-programming-guide/graphics/grid-of-thread-blocks.png')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Compiling a CUDA Kernel" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from numba import cuda\n", "\n", "@numba.cuda.jit(\"void(float32[:], float32[:], float32[:])\")\n", "def vadd(arr_a, arr_b, arr_out):\n", " tx = cuda.threadIdx.x\n", " bx = cuda.blockIdx.x\n", " bw = cuda.blockDim.x # number of threads per block\n", " i = tx + bx * bw\n", " if i >= arr_out.size:\n", " return\n", " arr_out[i] = arr_a[i] + arr_b[i]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Code Explained\n", "\n", "#### Define a CUDA kernel with three 1D float32 arrays as args\n", "\n", "```\n", "@numba.cuda.jit(\"void(float32[:], float32[:], float32[:])\")\n", "def vadd(arr_a, arr_b, arr_out):\n", "```\n", "\n", "#### Map thread, block coordinate to global position\n", "```\n", " tx = cuda.threadIdx.x # thread label (along x dimension)\n", " bx = cuda.blockIdx.x # block label (along x dimension)\n", " bw = cuda.blockDim.x # number of threads in each block (along x dimension)\n", " i = tx + bx * bw # flattened linear address for each thread\n", "```\n", "or simplified to:\n", "```\n", " i = cuda.grid(1)\n", "``` \n", "\n", "#### Ensure global position is within array size\n", "\n", "```\n", " if i >= arr_out.size:\n", " return\n", "```\n", "\n", "#### The actual work\n", "\n", "```\n", " arr_out[i] = arr_a[i] + arr_b[i]\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Launch kernel" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "#### Prepare data" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "n = 100\n", "a = np.arange(n, dtype=np.float32)\n", "b = np.arange(n, dtype=np.float32)\n", "c = np.empty_like(a) # Must prepare the output array to hold the result\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Calculate thread, block count\n", "\n", "- thread count is set to **warp size** of the GPU\n", " - Warp size is similar to SIMD vector width on the CPU\n", " - **performance tips**: set thread count to multiple of warp size\n", "- block count is ceil(n/thread_ct)\n", "\n", "**Note:**\n", "This will launch more threads than there are elements in the array" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Threads per block: 32\n", "Block per grid: 4\n" ] } ], "source": [ "thread_ct = my_gpu.WARP_SIZE\n", "block_ct = int(math.ceil(float(n) / thread_ct))\n", "\n", "print(\"Threads per block:\", thread_ct)\n", "print(\"Block per grid:\", block_ct)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Launch kernel\n", "\n", "Kernel function object uses the ``__getitem__`` (indexing notation) to configure the grid and block dimensions.\n", "\n", "```\n", " kernel_function[griddim, blockdim](*args)\n", "```\n", "\n", "- **griddim**\n", " - Number of blocks per grid (grid dimension)\n", " - type: int for 1d or 1,2,3-tuple of ints for 1d, 2d, or 3d respectively\n", "\n", "- **blockdim**: \n", " - Number of threads per block (blockdim dimension)\n", " - type: int for 1d or 1,2,3-tuple of ints for 1d, 2d, or 3d respectively\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 2. 4. 6. 8. 10. 12. 14. 16. 18. 20. 22.\n", " 24. 26. 28. 30. 32. 34. 36. 38. 40. 42. 44. 46.\n", " 48. 50. 52. 54. 56. 58. 60. 62. 64. 66. 68. 70.\n", " 72. 74. 76. 78. 80. 82. 84. 86. 88. 90. 92. 94.\n", " 96. 98. 100. 102. 104. 106. 108. 110. 112. 114. 116. 118.\n", " 120. 122. 124. 126. 128. 130. 132. 134. 136. 138. 140. 142.\n", " 144. 146. 148. 150. 152. 154. 156. 158. 160. 162. 164. 166.\n", " 168. 170. 172. 174. 176. 178. 180. 182. 184. 186. 188. 190.\n", " 192. 194. 196. 198.]\n" ] } ], "source": [ "vadd[block_ct, thread_ct](a, b, c) # Last argument is the output array in this case\n", "print(c)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Example: Matrix Matrix Multiplication\n", "\n", "- Show manual caching with shared memory\n", "- Not the best matrix matrix multiplication implementation" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Prepare constants" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from numba import float32\n", "\n", "bpg = 150\n", "tpb = 32\n", "n = bpg * tpb\n", "shared_mem_size = (tpb, tpb)\n", "griddim = bpg, bpg\n", "blockdim = tpb, tpb" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Naive version" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(url=\"http://docs.nvidia.com/cuda/cuda-c-programming-guide/graphics/matrix-multiplication-without-shared-memory.png\")" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "@numba.cuda.jit(\"void(float32[:,:], float32[:,:], float32[:,:])\")\n", "def naive_matrix_mult(A, B, C):\n", " x, y = cuda.grid(2)\n", " if x >= n or y >= n:\n", " return\n", "\n", " C[y, x] = 0\n", " for i in range(n):\n", " C[y, x] += A[y, i] * B[i, x]\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Optimized version (shared memory + blocking)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(url=\"http://docs.nvidia.com/cuda/cuda-c-programming-guide/graphics/matrix-multiplication-with-shared-memory.png\")" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "@numba.cuda.jit(\"void(float32[:,:], float32[:,:], float32[:,:])\")\n", "def optimized_matrix_mult(A, B, C):\n", " # Declare shared memory\n", " sA = cuda.shared.array(shape=shared_mem_size, dtype=float32)\n", " sB = cuda.shared.array(shape=shared_mem_size, dtype=float32)\n", " \n", " tx = cuda.threadIdx.x\n", " ty = cuda.threadIdx.y\n", " x, y = cuda.grid(2)\n", "\n", " acc = 0\n", " for i in range(bpg):\n", " if x < n and y < n:\n", " # Prefill cache\n", " sA[ty, tx] = A[y, tx + i * tpb]\n", " sB[ty, tx] = B[ty + i * tpb, x]\n", "\n", " # Synchronize all threads in the block\n", " cuda.syncthreads()\n", "\n", " if x < n and y < n:\n", " # Compute product\n", " for j in range(tpb):\n", " acc += sA[ty, j] * sB[j, tx]\n", "\n", " # Wait until all threads finish the computation\n", " cuda.syncthreads()\n", "\n", " if x < n and y < n:\n", " C[y, x] = acc" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Prepare data" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N = 4800 x 4800\n" ] } ], "source": [ "# Prepare data on the CPU\n", "A = np.array(np.random.random((n, n)), dtype=np.float32)\n", "B = np.array(np.random.random((n, n)), dtype=np.float32)\n", "\n", "print(\"N = %d x %d\" % (n, n))\n", "\n", "# Prepare data on the GPU\n", "dA = cuda.to_device(A)\n", "dB = cuda.to_device(B)\n", "dC = cuda.device_array_like(A)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Benchmark" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# Time the unoptimized version\n", "s = timer()\n", "naive_matrix_mult[griddim, blockdim](dA, dB, dC)\n", "numba.cuda.synchronize()\n", "e = timer()\n", "unopt_ans = dC.copy_to_host()\n", "tcuda_unopt = e - s\n", "\n", "# Time the optimized version\n", "s = timer()\n", "optimized_matrix_mult[griddim, blockdim](dA, dB, dC)\n", "numba.cuda.synchronize()\n", "e = timer()\n", "opt_ans = dC.copy_to_host()\n", "tcuda_opt = e - s" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Result" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Without shared memory: 3.75 s\n", "With shared memory: 4.23 s\n" ] } ], "source": [ "assert np.allclose(unopt_ans, opt_ans)\n", "print(\"Without shared memory:\", \"%.2f\" % tcuda_unopt, \"s\")\n", "print(\"With shared memory:\", \"%.2f\" % tcuda_opt, \"s\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Summary\n", "\n", "- Numba\n", " - opensource low-level GPU support\n", " - CUDA kernel ``@numba.cuda.jit``\n", " - vectorize ``@numba.vectorize``\n", " - guvectorize ``@numba.guvectorize``\n", "- Accelerate\n", " - CUDA libraries ``accelerate.cuda.*``\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }