From 454a4c6e5b3ca2c68bb27ff0e3eeadf23ea1e65f Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Tue, 18 Sep 2018 04:00:53 +0530 Subject: [PATCH 01/14] branched gpu --- gpu.py | 58 ++++++++++++++++ layers.py | 33 ++++++++- main.py | 2 +- ops/mat_ops.cu | 158 +++++++++++++++++++++++++++++++++++++++++++ ops/utils/devices.cu | 20 ++++++ ops/utils/utils.cpp | 9 +++ train.py | 1 - 7 files changed, 276 insertions(+), 5 deletions(-) create mode 100644 gpu.py create mode 100644 ops/mat_ops.cu create mode 100644 ops/utils/devices.cu create mode 100644 ops/utils/utils.cpp diff --git a/gpu.py b/gpu.py new file mode 100644 index 0000000..1a42dcb --- /dev/null +++ b/gpu.py @@ -0,0 +1,58 @@ +import numpy as np +import ctypes + +from ctypes import POINTER, c_double, c_int + +# Build shared object file using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_mat_ops.so ops/matrix_ops.cu +# extract cuda function pointers in the shared object cuda_mat_ops.so +dll = ctypes.CDLL('./lib/cuda_mat_ops.so', mode=ctypes.RTLD_GLOBAL) + +def get_cuda_mat_sum(dll): + func = dll.cuda_mat_sum + func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int] + return func + +def get_cuda_mat_prod(dll): + func = dll.cuda_mat_prod + func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int] + return func + +def get_cuda_mat_mul(dll): + func = dll.cuda_mat_mul + func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int, c_int] + return func + +__cuda_mat_sum = get_cuda_mat_sum(dll) +__cuda_mat_prod = get_cuda_mat_prod(dll) +__cuda_mat_mul = get_cuda_mat_mul(dll) + +# convenient python wrappers for cuda functions + +def cuda_mat_sum(a, b, c, m, n): + a_p = a.ctypes.data_as(POINTER(c_double)) + b_p = b.ctypes.data_as(POINTER(c_double)) + c_p = c.ctypes.data_as(POINTER(c_double)) + __cuda_mat_sum(a_p, b_p, c_p, m, n) + +def cuda_mat_prod(a, b, c, m, n): + a_p = a.ctypes.data_as(POINTER(c_double)) + b_p = b.ctypes.data_as(POINTER(c_double)) + c_p = c.ctypes.data_as(POINTER(c_double)) + __cuda_mat_prod(a_p, b_p, c_p, m, n) + +def cuda_mat_mul(a, b, c, m, n, k): + a_p = a.ctypes.data_as(POINTER(c_double)) + b_p = b.ctypes.data_as(POINTER(c_double)) + c_p = c.ctypes.data_as(POINTER(c_double)) + __cuda_mat_mul(a_p, b_p, c_p, m, n, k) + +def get_test_params(): + size = int(16) + a = np.array([3.0] * (size * size)) + b = np.array([3.0] * (size * size)) + c = np.zeros(size * size) + return a, b, c, size + +# a, b, c, size = get_test_params() +# cuda_mat_mul(a, b, c, size, size, size) +# assert np.all(c==144.0), "Matrix dot-product operation is buggy" \ No newline at end of file diff --git a/layers.py b/layers.py index 8f51d2b..05e1778 100644 --- a/layers.py +++ b/layers.py @@ -1,6 +1,8 @@ from __future__ import print_function import numpy as np +from gpu import cuda_mat_mul, cuda_mat_sum + np.random.seed(42) class Layer: @@ -55,13 +57,38 @@ def forward(self, A): input shape: [batch, input_units] output shape: [batch, output units] """ - return np.dot(A, self.weights) + self.biases - + print(A.shape) + print(self.weights.shape) + print(np.mean(A == 0.0)) + m, n, k = A.shape[0], A.shape[1], self.weights.shape[1] + a = A.flatten() + b = self.weights.flatten() + print(a.shape) + print(b.shape) + c = np.zeros(m * k) + print(np.mean(a == 0.0)) + print(np.mean(b == 0.0)) + cuda_mat_mul(a, b, c, m, n, k) + print(np.mean(c == 0.0)) + bias = self.biases + repeats = (len(c) / len(bias)) + bias = np.repeat(bias, repeats, axis=0).flatten() + assert c.shape == bias.shape + output = np.zeros_like(c) + cuda_mat_sum(c, bias, output, m, k) + output = output.reshape((m, k)) + output0 = np.dot(A, self.weights) + output1 = output0 + self.biases + assert output.shape == output1.shape + exit(0) + return output1 + # return output.reshape((m, k)) + def backward(self, A_prev, dZ, **kwargs): lr = kwargs['lr'] alpha = kwargs['alpha'] epsilon = kwargs['epsilon'] - optim = kwargs.get('optim', 'rmsprop') + optim = kwargs.get('optim', 'gd') # compute d f / d x = d f / d dense * d dense / d x # where d dense/ d x = weights transposed diff --git a/main.py b/main.py index 73e0186..efb3bf5 100644 --- a/main.py +++ b/main.py @@ -27,7 +27,7 @@ def main(): input_dim = X_train.shape[1] num_classes = 10 - dims = [input_dim, 100, 200, 200, num_classes] + dims = [input_dim, 10, 20, 20, num_classes] trainer = Trainer(dims=dims, lr=args.lr) diff --git a/ops/mat_ops.cu b/ops/mat_ops.cu new file mode 100644 index 0000000..e4cf8a2 --- /dev/null +++ b/ops/mat_ops.cu @@ -0,0 +1,158 @@ +/** + * CUDA PARALLEL PROGRAMMING: matrix_ops.cu + * Purpose: Matrix Operations using CUDA C/C++ + * @author Prabhsimran Singh + * @version 1.0 17/09/18 + * + * Build using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_mat_ops.so matrix_ops.cu + */ + +#include +#include +#include +#include +#include "utils/devices.cu" +#include "utils/utils.cpp" + +#define BLOCK_SIZE 256 + +/** +* Calculates element-wise sum of two matrices (using parallel threads on CUDA capable device) +* +* @param a the double pointer to first input array +* @param b the double pointer to second input array +* @param c the double pointer to output array +* @param m the no. of rows in the arrays +* @param n the no. of cols in the arrays +* @return void +*/ +__global__ void matSum(double *a, double *b, double *c, int m, int n) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + if (row < m && col < n) + c[row * n + col] = a[row * n + col] + b[row * n + col]; +} + +/** +* Calculates element-wise product of two matrices (using parallel threads on CUDA capable device) +* +* @param a the double pointer to first input array +* @param b the double pointer to second input array +* @param c the double pointer to output array +* @param m the no. of rows in the arrays +* @param n the no. of cols in the arrays +* @return void +*/ +__global__ void matProd(double *a, double *b, double *c, int m, int n) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + if (row < m && col < n) + c[row * n + col] = a[row * n + col] * b[row * n + col]; +} + +/** +* Calculates dot-product of two matrices (using parallel threads on CUDA capable device) +* +* @param a the double pointer to first input array +* @param b the double pointer to second input array +* @param c the double pointer to output array +* @param m the no. rows in a(m x n) and c(m x k) +* @param n the no. cols in a(m x n) and rows in b(n x k) +* @param k the no. cols in b(n x k) and c(m x k) +* @return void +*/ +__global__ void matMul(double *a, double *b, double *c, int m, int n, int k) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + double sum = 0; + + if (row < m && col < k) { + for (int i = 0; i < n; i++) + sum += a[row * n + i] * b[i * n + col]; + c[row * k + col] = sum; + } +} + +extern "C" { + + void cuda_mat_sum(double *a, double *b, double *c, int m, int n) { + double *d_a, *d_b, *d_c; + + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_b, (m * n) * sizeof(double)); + cudaMallocManaged(&d_c, (m * n) * sizeof(double)); + + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + + unsigned int grid_rows = sqrt(BLOCK_SIZE); + unsigned int grid_cols = m / grid_rows; + + dim3 dimGrid(grid_cols, grid_cols, 1); + dim3 dimBlock(grid_rows, grid_rows, 1); + + matSum<<>>(d_a, d_b, d_c, m, n); + cudaDeviceSynchronize(); + + cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); + + cudaFree(d_a); + cudaFree(d_b); + cudaFree(d_c); + } + + void cuda_mat_prod(double *a, double *b, double *c, int m, int n) { + double *d_a, *d_b, *d_c; + + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_b, (m * n) * sizeof(double)); + cudaMallocManaged(&d_c, (m * n) * sizeof(double)); + + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + + unsigned int grid_rows = sqrt(BLOCK_SIZE); + unsigned int grid_cols = m / grid_rows; + + dim3 dimGrid(grid_cols, grid_cols, 1); + dim3 dimBlock(grid_rows, grid_rows, 1); + + matProd<<>>(d_a, d_b, d_c, m, n); + cudaDeviceSynchronize(); + + cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); + + cudaFree(d_a); + cudaFree(d_b); + cudaFree(d_c); + } + + void cuda_mat_mul(double *a, double *b, double *c, int m, int n, int k) { + double *d_a, *d_b, *d_c; + + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_b, (n * k) * sizeof(double)); + cudaMallocManaged(&d_c, (m * k) * sizeof(double)); + + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (n * k) * sizeof(double), cudaMemcpyHostToDevice); + + unsigned int grid_rows = sqrt(BLOCK_SIZE); + unsigned int grid_cols = m / grid_rows; + + dim3 dimGrid(grid_cols, grid_cols, 1); + dim3 dimBlock(grid_rows, grid_rows, 1); + + matMul<<>>(d_a, d_b, d_c, m, n, k); + cudaDeviceSynchronize(); + + cudaMemcpy(c, d_c, (m * k) * sizeof(double), cudaMemcpyDeviceToHost); + + cudaFree(d_a); + cudaFree(d_b); + cudaFree(d_c); + } + } \ No newline at end of file diff --git a/ops/utils/devices.cu b/ops/utils/devices.cu new file mode 100644 index 0000000..29e7261 --- /dev/null +++ b/ops/utils/devices.cu @@ -0,0 +1,20 @@ +#include +using namespace std; + +void getCudaDeviceInfo() { + int nDevices; + cudaGetDeviceCount(&nDevices); + for (int i = 0; i < nDevices; i++) { + cudaDeviceProp prop; + cudaGetDeviceProperties(&prop, i); + cout << "GPU Device Id: " << i << endl; + cout << "Device name: " << prop.name << endl; + cout << "Memory Clock Rate (KHz): " << + prop.memoryClockRate << endl; + cout << "Memory Bus Width (bits): " << + prop.memoryBusWidth << endl; + cout << "Peak Memory Bandwidth (GB/s): " << + 2.0 * prop.memoryClockRate * (prop.memoryBusWidth / 8) / 1.0e6 << endl; + cout << endl; + } +} \ No newline at end of file diff --git a/ops/utils/utils.cpp b/ops/utils/utils.cpp new file mode 100644 index 0000000..0ecbafe --- /dev/null +++ b/ops/utils/utils.cpp @@ -0,0 +1,9 @@ +#include + +void printMatrix(double *matrix, int m, int n) { + for (int i = 0; i < m; i++) { + for (int j = 0; j < n; j++) + std::cout << matrix[i * m + j] << " "; + std::cout << std::endl; + } +} \ No newline at end of file diff --git a/train.py b/train.py index d879f37..4b8b1bf 100644 --- a/train.py +++ b/train.py @@ -41,7 +41,6 @@ def _forward(self, X): """ activations = [] A = X - for layer in self._network: activations.append(layer.forward(A)) A = activations[-1] From 434546e4996cf3a381308c489b96b6a542ead58a Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Tue, 18 Sep 2018 05:06:19 +0530 Subject: [PATCH 02/14] fixes forward cuda --- layers.py | 17 +++-------------- ops/mat_ops.cu | 2 +- 2 files changed, 4 insertions(+), 15 deletions(-) diff --git a/layers.py b/layers.py index 05e1778..b80a9a2 100644 --- a/layers.py +++ b/layers.py @@ -57,19 +57,12 @@ def forward(self, A): input shape: [batch, input_units] output shape: [batch, output units] """ - print(A.shape) - print(self.weights.shape) - print(np.mean(A == 0.0)) m, n, k = A.shape[0], A.shape[1], self.weights.shape[1] a = A.flatten() b = self.weights.flatten() - print(a.shape) - print(b.shape) + assert b.shape[0] == n * k c = np.zeros(m * k) - print(np.mean(a == 0.0)) - print(np.mean(b == 0.0)) cuda_mat_mul(a, b, c, m, n, k) - print(np.mean(c == 0.0)) bias = self.biases repeats = (len(c) / len(bias)) bias = np.repeat(bias, repeats, axis=0).flatten() @@ -77,18 +70,14 @@ def forward(self, A): output = np.zeros_like(c) cuda_mat_sum(c, bias, output, m, k) output = output.reshape((m, k)) - output0 = np.dot(A, self.weights) - output1 = output0 + self.biases - assert output.shape == output1.shape - exit(0) - return output1 + return output # return output.reshape((m, k)) def backward(self, A_prev, dZ, **kwargs): lr = kwargs['lr'] alpha = kwargs['alpha'] epsilon = kwargs['epsilon'] - optim = kwargs.get('optim', 'gd') + optim = kwargs.get('optim', 'rmsprop') # compute d f / d x = d f / d dense * d dense / d x # where d dense/ d x = weights transposed diff --git a/ops/mat_ops.cu b/ops/mat_ops.cu index e4cf8a2..56a8c30 100644 --- a/ops/mat_ops.cu +++ b/ops/mat_ops.cu @@ -71,7 +71,7 @@ __global__ void matMul(double *a, double *b, double *c, int m, int n, int k) { if (row < m && col < k) { for (int i = 0; i < n; i++) - sum += a[row * n + i] * b[i * n + col]; + sum += a[row * n + i] * b[i * k + col]; c[row * k + col] = sum; } } From b586a67b88b644ac0904bc10d07caeb850db0fe4 Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Tue, 18 Sep 2018 05:12:00 +0530 Subject: [PATCH 03/14] adds cuda so lib --- .gitignore | 4 ++-- lib/cuda_mat_ops.so | Bin 0 -> 616080 bytes 2 files 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Subject: [PATCH 04/14] fixes gpu computation bug --- layers.py | 14 ++++++++++---- lib/cuda_mat_ops.so | Bin 616080 -> 616192 bytes ops/mat_ops.cu | 2 -- 3 files changed, 10 insertions(+), 6 deletions(-) diff --git a/layers.py b/layers.py index b80a9a2..a495392 100644 --- a/layers.py +++ b/layers.py @@ -60,16 +60,22 @@ def forward(self, A): m, n, k = A.shape[0], A.shape[1], self.weights.shape[1] a = A.flatten() b = self.weights.flatten() - assert b.shape[0] == n * k c = np.zeros(m * k) cuda_mat_mul(a, b, c, m, n, k) bias = self.biases - repeats = (len(c) / len(bias)) - bias = np.repeat(bias, repeats, axis=0).flatten() - assert c.shape == bias.shape + bias = np.repeat(bias, (len(c) / len(bias)), axis=0).flatten() output = np.zeros_like(c) cuda_mat_sum(c, bias, output, m, k) output = output.reshape((m, k)) + + # output1 = np.dot(A, self.weights) + self.biases + + # if not np.allclose(output, output1, rtol=1e-2): + # print(np.mean(output == output1)) + # print(output1 * np.not_equal(output, output1)) + # print(output * np.not_equal(output, output1)) + # print(output.astype('float64') - output1) + # exit(0) return output # return output.reshape((m, k)) diff --git a/lib/cuda_mat_ops.so b/lib/cuda_mat_ops.so index b721efb7e2fc858276a1b23934bafeef45440ec3..bf298c78d35ef45cc3aa69730b6d615e1da8d860 100755 GIT binary patch delta 119651 zcmZ^s2YgJ~`~T;jafvb#Wr!XmM6?96qJ$`65G&g1#3~z|l@JyaB4mt^H8{bpUZU-? z*)`E3YLrFvsEM-Nh!SOqu;%}qa&MCJ{r~cM?LKoq&-*#$bIvU@DdI1BMP2fW_m)zB zZqTxnuToq`zI>IR$EVcx@5qkC_{Eb#x-a%_((;Pip1$b3)I6_Lu=~Gv(<*k&dUf}| zu%s8#-+Jk#ePqeXN$GODUfK;WN7$p>-0c}9L#0_X5mL%Uk~cw9({+h;mT`94+1VVXT8C}E=?D!qmF+`#tn8fr4 zT<^s7uyIUJWI?x(>)oa^p$*r!s(J(!EV?c{F`6f4^8u*^;~`%MI$ki7fqtAH@_*

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z#ZeTMyn>uGujcKvT8dCyj3SES9u$*NJc&X+jI|Bcz=>`6>40C9`FTizsp=<11@EZU zULVC}D7vE-ML&Fhh3Z zCkcdw15rGHVkQdtawaR=h2jv3zfqj-wfaKlLE~X?pg+%6>OjaB7j#200>vB@%TTOG zkwvlDPb@G0g(SQ28hj~s8~H`;jW@7Gy_)m(P z@&0@X{SA0k4~fMh6c>BL>`yo0r=ch&`-L~=GjVV^&}I}zP)KTgB@tn_iz%+a-pGBwf4$}%wWi*sxE*J%ia&vkpZr<{r(xj= zqPPr22c&cN)yuywdwxObRu{Bw<9&O$?CYx!ep9wzDgWomR~;$4`l=)4Rt#U&r@Sog z+b{DD_AP%-h5yap#a^A;%D1Tyn_y?0>hgQ$Mz5LsyDuuTr2KA*l;@y2``LoK;`5GtN Sao&PE%eR%u`O%%_i~b+-g(Q*y diff --git a/ops/mat_ops.cu b/ops/mat_ops.cu index 56a8c30..2edff61 100644 --- a/ops/mat_ops.cu +++ b/ops/mat_ops.cu @@ -9,8 +9,6 @@ #include #include -#include -#include #include "utils/devices.cu" #include "utils/utils.cpp" From 5cb72f63dccc89a8f258d46f60249843f0c887d6 Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Wed, 19 Sep 2018 00:24:29 +0530 Subject: [PATCH 05/14] moves gpu data manip to indep methods --- layers.py | 49 ++++++++++++++++++++++--------------------------- main.py | 2 +- 2 files changed, 23 insertions(+), 28 deletions(-) diff --git a/layers.py b/layers.py index a495392..332b215 100644 --- a/layers.py +++ b/layers.py @@ -5,6 +5,22 @@ np.random.seed(42) +def compute_dot_prod(a, b): + m, n, k = a.shape[0], a.shape[1], b.shape[1] + a = a.flatten() + b = b.flatten() + c = np.zeros(m * k) + cuda_mat_mul(a, b, c, m, n, k) + return c.reshape((m, k)) + +def compute_elem_wise_sum(a, b): + m, n = a.shape[0], a.shape[1] + a = a.flatten() + b = b.flatten() + c = np.zeros_like(a) + cuda_mat_sum(a, b, c, m, n) + return c.reshape((m, n)) + class Layer: """ A building block. Each layer is capable of performing two things: @@ -57,27 +73,11 @@ def forward(self, A): input shape: [batch, input_units] output shape: [batch, output units] """ - m, n, k = A.shape[0], A.shape[1], self.weights.shape[1] - a = A.flatten() - b = self.weights.flatten() - c = np.zeros(m * k) - cuda_mat_mul(a, b, c, m, n, k) + Wx = compute_dot_prod(A, self.weights) bias = self.biases - bias = np.repeat(bias, (len(c) / len(bias)), axis=0).flatten() - output = np.zeros_like(c) - cuda_mat_sum(c, bias, output, m, k) - output = output.reshape((m, k)) - - # output1 = np.dot(A, self.weights) + self.biases - - # if not np.allclose(output, output1, rtol=1e-2): - # print(np.mean(output == output1)) - # print(output1 * np.not_equal(output, output1)) - # print(output * np.not_equal(output, output1)) - # print(output.astype('float64') - output1) - # exit(0) - return output - # return output.reshape((m, k)) + bias = np.repeat(bias, Wx.shape[0], axis=0) + Z = compute_elem_wise_sum(Wx, bias) + return Z def backward(self, A_prev, dZ, **kwargs): lr = kwargs['lr'] @@ -87,16 +87,11 @@ def backward(self, A_prev, dZ, **kwargs): # compute d f / d x = d f / d dense * d dense / d x # where d dense/ d x = weights transposed - grad_input = np.dot(dZ, self.weights.T) - - # dW = (1/m)*np.dot(dZ,np.transpose(A_prev)) - # db = (1/m)*np.sum(dZ,axis=1,keepdims=True) - # dA_prev = np.dot(np.transpose(W),dZ) - + grad_input = compute_dot_prod(dZ, self.weights.T) m = A_prev.shape[0] # compute gradient w.r.t. weights and biases - grad_weights = np.dot(A_prev.T, dZ) / m + grad_weights = compute_dot_prod(A_prev.T, dZ) / m grad_biases = dZ.sum(axis=0) / m assert grad_weights.shape == self.weights.shape and grad_biases.shape == self.biases.shape diff --git a/main.py b/main.py index f942dd0..30b4ba8 100644 --- a/main.py +++ b/main.py @@ -14,7 +14,7 @@ def parse_args(): help='Number of iterations for training') parser.add_argument('--batch-size', type=int, default=64, dest='batch_size', help='Batch size for one epoch in training') - parser.add_argument('--lr', type=float, default=0.001, dest='lr', + parser.add_argument('--lr', type=float, default=0.005, dest='lr', help='Initial learning rate') parser.add_argument('--plot', type=bool, default=False, dest='plot', help='Flag that indicates whether plot the accuracy during training') From aa14ff528087e26ee26cadf7fd443424ce431320 Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Sun, 23 Sep 2018 17:30:03 +0530 Subject: [PATCH 06/14] fixes pyton float and c_float bug --- gpu.py | 44 ++++++++++++++------------ layers.py | 8 ++--- lib/cuda_mat_ops.so | Bin 616192 -> 616080 bytes ops/mat_ops.cu | 74 ++++++++++++++++++++++---------------------- 4 files changed, 65 insertions(+), 61 deletions(-) diff --git a/gpu.py b/gpu.py index 1a42dcb..6e67267 100644 --- a/gpu.py +++ b/gpu.py @@ -1,25 +1,25 @@ import numpy as np import ctypes -from ctypes import POINTER, c_double, c_int +from ctypes import POINTER, c_float, c_int -# Build shared object file using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_mat_ops.so ops/matrix_ops.cu +# Build shared object file using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_mat_ops.so ops/mat_ops.cu # extract cuda function pointers in the shared object cuda_mat_ops.so dll = ctypes.CDLL('./lib/cuda_mat_ops.so', mode=ctypes.RTLD_GLOBAL) def get_cuda_mat_sum(dll): func = dll.cuda_mat_sum - func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int] + func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int] return func def get_cuda_mat_prod(dll): func = dll.cuda_mat_prod - func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int] + func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int] return func def get_cuda_mat_mul(dll): func = dll.cuda_mat_mul - func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int, c_int] + func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int, c_int] return func __cuda_mat_sum = get_cuda_mat_sum(dll) @@ -29,30 +29,34 @@ def get_cuda_mat_mul(dll): # convenient python wrappers for cuda functions def cuda_mat_sum(a, b, c, m, n): - a_p = a.ctypes.data_as(POINTER(c_double)) - b_p = b.ctypes.data_as(POINTER(c_double)) - c_p = c.ctypes.data_as(POINTER(c_double)) + a_p = a.ctypes.data_as(POINTER(c_float)) + b_p = b.ctypes.data_as(POINTER(c_float)) + c_p = c.ctypes.data_as(POINTER(c_float)) __cuda_mat_sum(a_p, b_p, c_p, m, n) def cuda_mat_prod(a, b, c, m, n): - a_p = a.ctypes.data_as(POINTER(c_double)) - b_p = b.ctypes.data_as(POINTER(c_double)) - c_p = c.ctypes.data_as(POINTER(c_double)) + a_p = a.ctypes.data_as(POINTER(c_float)) + b_p = b.ctypes.data_as(POINTER(c_float)) + c_p = c.ctypes.data_as(POINTER(c_float)) __cuda_mat_prod(a_p, b_p, c_p, m, n) def cuda_mat_mul(a, b, c, m, n, k): - a_p = a.ctypes.data_as(POINTER(c_double)) - b_p = b.ctypes.data_as(POINTER(c_double)) - c_p = c.ctypes.data_as(POINTER(c_double)) + a_p = a.ctypes.data_as(POINTER(c_float)) + b_p = b.ctypes.data_as(POINTER(c_float)) + c_p = c.ctypes.data_as(POINTER(c_float)) __cuda_mat_mul(a_p, b_p, c_p, m, n, k) def get_test_params(): size = int(16) - a = np.array([3.0] * (size * size)) - b = np.array([3.0] * (size * size)) - c = np.zeros(size * size) + a = np.array([3.0] * (size * size), dtype=np.float32) + b = np.array([3.0] * (size * size), dtype=np.float32) + c = np.zeros(shape=(size * size), dtype=np.float32) return a, b, c, size -# a, b, c, size = get_test_params() -# cuda_mat_mul(a, b, c, size, size, size) -# assert np.all(c==144.0), "Matrix dot-product operation is buggy" \ No newline at end of file +def main(): + a, b, c, size = get_test_params() + cuda_mat_mul(a, b, c, size, size, size) + assert np.all(c==144.0), "Matrix dot-product operation is buggy" + +if __name__ == '__main__': + main() \ No newline at end of file diff --git a/layers.py b/layers.py index 332b215..67a8337 100644 --- a/layers.py +++ b/layers.py @@ -9,16 +9,16 @@ def compute_dot_prod(a, b): m, n, k = a.shape[0], a.shape[1], b.shape[1] a = a.flatten() b = b.flatten() - c = np.zeros(m * k) - cuda_mat_mul(a, b, c, m, n, k) + c = np.zeros(shape=(m * k), dtype=np.float32) + cuda_mat_mul(a.astype(np.float32), b.astype(np.float32), c, m, n, k) return c.reshape((m, k)) def compute_elem_wise_sum(a, b): m, n = a.shape[0], a.shape[1] a = a.flatten() b = b.flatten() - c = np.zeros_like(a) - cuda_mat_sum(a, b, c, m, n) + c = np.zeros_like(a=a, dtype=np.float32) + cuda_mat_sum(a.astype(np.float32), b.astype(np.float32), c, m, n) return c.reshape((m, n)) class Layer: diff --git a/lib/cuda_mat_ops.so b/lib/cuda_mat_ops.so index bf298c78d35ef45cc3aa69730b6d615e1da8d860..1c654ed60cf71897d69aa129b5bd95baaad81d75 100755 GIT binary patch delta 126468 zcmZ^s30zJ2|Nrm#+)fK!MXs_$B_yP9$r9NwLdL$YV_!nq1~(L4xx~Szu?#b|jAa_l z%xy4a%`(WIJ^M+PEJN1*@6U2hb-w>!j|b=uQPQr@NGp|A_E!sE#Rm+w$I}e}sZDPl| 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zh7G%7;?&EhOdLLb*y!<-hEMGJjPgeBExz)ImmlmcZc~M-m8*SMyu(jt z?x)`sZ~FAR%6mt)m@;A16;s0Do_%|tdDgHF?K-qORf2V#FnsEH)5b@%?xubHN@`T_ znqE-Sq~>4I5Ovcp{YzRLwW;p~B^OjU>Z-A_$_^@N=)F0(WRX|1e@S(3=8%%xH=S`& zNxvem)e0vLrmbBaS&CrtLio7R>mNa$)cqNyVT+(4^CrK$XWzs0EXNCP_TAztK%GPIkSB@y@SgSK%Yx$eEend(8 zTAjzhOv~-w0l`(w9^Q}c+0=Gq$x9Wg+pj;hM^pK4zxVs)B`1_@{|0v$o4m5oC7p`m K-W8)uTKyjuwnc3K diff --git a/ops/mat_ops.cu b/ops/mat_ops.cu index 2edff61..4b7e6a6 100644 --- a/ops/mat_ops.cu +++ b/ops/mat_ops.cu @@ -17,14 +17,14 @@ /** * Calculates element-wise sum of two matrices (using parallel threads on CUDA capable device) * -* @param a the double pointer to first input array -* @param b the double pointer to second input array -* @param c the double pointer to output array +* @param a the float pointer to first input array +* @param b the float pointer to second input array +* @param c the float pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void matSum(double *a, double *b, double *c, int m, int n) { +__global__ void matSum(float *a, float *b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; @@ -35,14 +35,14 @@ __global__ void matSum(double *a, double *b, double *c, int m, int n) { /** * Calculates element-wise product of two matrices (using parallel threads on CUDA capable device) * -* @param a the double pointer to first input array -* @param b the double pointer to second input array -* @param c the double pointer to output array +* @param a the float pointer to first input array +* @param b the float pointer to second input array +* @param c the float pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void matProd(double *a, double *b, double *c, int m, int n) { +__global__ void matProd(float *a, float *b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; @@ -53,19 +53,19 @@ __global__ void matProd(double *a, double *b, double *c, int m, int n) { /** * Calculates dot-product of two matrices (using parallel threads on CUDA capable device) * -* @param a the double pointer to first input array -* @param b the double pointer to second input array -* @param c the double pointer to output array +* @param a the float pointer to first input array +* @param b the float pointer to second input array +* @param c the float pointer to output array * @param m the no. rows in a(m x n) and c(m x k) * @param n the no. cols in a(m x n) and rows in b(n x k) * @param k the no. cols in b(n x k) and c(m x k) * @return void */ -__global__ void matMul(double *a, double *b, double *c, int m, int n, int k) { +__global__ void matMul(float *a, float *b, float *c, int m, int n, int k) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - double sum = 0; + float sum = 0; if (row < m && col < k) { for (int i = 0; i < n; i++) @@ -76,15 +76,15 @@ __global__ void matMul(double *a, double *b, double *c, int m, int n, int k) { extern "C" { - void cuda_mat_sum(double *a, double *b, double *c, int m, int n) { - double *d_a, *d_b, *d_c; + void cuda_mat_sum(float *a, float *b, float *c, int m, int n) { + float *d_a, *d_b, *d_c; - cudaMallocManaged(&d_a, (m * n) * sizeof(double)); - cudaMallocManaged(&d_b, (m * n) * sizeof(double)); - cudaMallocManaged(&d_c, (m * n) * sizeof(double)); + cudaMallocManaged(&d_a, (m * n) * sizeof(float)); + cudaMallocManaged(&d_b, (m * n) * sizeof(float)); + cudaMallocManaged(&d_c, (m * n) * sizeof(float)); - cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (m * n) * sizeof(float), cudaMemcpyHostToDevice); unsigned int grid_rows = sqrt(BLOCK_SIZE); unsigned int grid_cols = m / grid_rows; @@ -95,22 +95,22 @@ extern "C" { matSum<<>>(d_a, d_b, d_c, m, n); cudaDeviceSynchronize(); - cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_b); cudaFree(d_c); } - void cuda_mat_prod(double *a, double *b, double *c, int m, int n) { - double *d_a, *d_b, *d_c; + void cuda_mat_prod(float *a, float *b, float *c, int m, int n) { + float *d_a, *d_b, *d_c; - cudaMallocManaged(&d_a, (m * n) * sizeof(double)); - cudaMallocManaged(&d_b, (m * n) * sizeof(double)); - cudaMallocManaged(&d_c, (m * n) * sizeof(double)); + cudaMallocManaged(&d_a, (m * n) * sizeof(float)); + cudaMallocManaged(&d_b, (m * n) * sizeof(float)); + cudaMallocManaged(&d_c, (m * n) * sizeof(float)); - cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (m * n) * sizeof(float), cudaMemcpyHostToDevice); unsigned int grid_rows = sqrt(BLOCK_SIZE); unsigned int grid_cols = m / grid_rows; @@ -121,22 +121,22 @@ extern "C" { matProd<<>>(d_a, d_b, d_c, m, n); cudaDeviceSynchronize(); - cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_b); cudaFree(d_c); } - void cuda_mat_mul(double *a, double *b, double *c, int m, int n, int k) { - double *d_a, *d_b, *d_c; + void cuda_mat_mul(float *a, float *b, float *c, int m, int n, int k) { + float *d_a, *d_b, *d_c; - cudaMallocManaged(&d_a, (m * n) * sizeof(double)); - cudaMallocManaged(&d_b, (n * k) * sizeof(double)); - cudaMallocManaged(&d_c, (m * k) * sizeof(double)); + cudaMallocManaged(&d_a, (m * n) * sizeof(float)); + cudaMallocManaged(&d_b, (n * k) * sizeof(float)); + cudaMallocManaged(&d_c, (m * k) * sizeof(float)); - cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (n * k) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (n * k) * sizeof(float), cudaMemcpyHostToDevice); unsigned int grid_rows = sqrt(BLOCK_SIZE); unsigned int grid_cols = m / grid_rows; @@ -147,7 +147,7 @@ extern "C" { matMul<<>>(d_a, d_b, d_c, m, n, k); cudaDeviceSynchronize(); - cudaMemcpy(c, d_c, (m * k) * sizeof(double), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * k) * sizeof(float), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_b); From 0b64e2c0f45ed36efb77402fcc3690fee1397311 Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Sun, 23 Sep 2018 17:37:34 +0530 Subject: [PATCH 07/14] ref docstring --- layers.py | 67 +++++++++++++++++-------------------------------------- 1 file changed, 21 insertions(+), 46 deletions(-) diff --git a/layers.py b/layers.py index 67a8337..7a5567e 100644 --- a/layers.py +++ b/layers.py @@ -5,6 +5,10 @@ np.random.seed(42) +""" +GPU Computation Methods +""" + def compute_dot_prod(a, b): m, n, k = a.shape[0], a.shape[1], b.shape[1] a = a.flatten() @@ -21,45 +25,17 @@ def compute_elem_wise_sum(a, b): cuda_mat_sum(a.astype(np.float32), b.astype(np.float32), c, m, n) return c.reshape((m, n)) -class Layer: - - """ A building block. Each layer is capable of performing two things: - - Process input to get output: output = layer.forward(input) - - Propagate gradients through itself: grad_input = layer.backward(input, grad_output) - Some layers also have learnable parameters which they update during layer.backward. - """ - - def __init__(self): - """Here you can initialize layer parameters (if any) and auxiliary stuff.""" - pass - - def forward(self, A): - """ Takes input data of shape [batch, input_units], - returns output data [batch, output_units] - """ - # A dummy layer just returns whatever it gets as input. - return A +""" Dense Layer - def backward(self, A_prev, dZ, **kwargs): - """ Performs a backpropagation step through the layer, with respect to the given input. - To compute loss gradients w.r.t input, you need to apply chain rule (backprop): - d loss / d x = (d loss / d layer) * (d layer / d x) - Luckily, you already receive d loss / d layer as input, - so you only need to multiply it by d layer / d x. - If your layer has parameters (e.g. dense layer), - you also need to update them here using d loss / d layer - """ - # The gradient of a dummy layer is precisely grad_output, but we'll write it more explicitly - num_units = A_prev.shape[1] - d_layer_d_input = np.eye(num_units) - return np.dot(dZ, d_layer_d_input) # chain rule +Performs a learned affine transformation: + f(x) = + b -class Dense(Layer): + input shape: [batch, input_units] + output shape: [batch, output units] +""" +class Dense(): def __init__(self, input_units, output_units): - """ A dense layer is a layer which performs a learned affine transformation: - f(x) = + b - """ # initialize weights with small random numbers. We use xavier initialization self.weights = np.random.randn(input_units, output_units) * np.sqrt(2. / (input_units + output_units)) self.biases = np.zeros(output_units) @@ -67,12 +43,6 @@ def __init__(self, input_units, output_units): self.g2_biases = np.zeros_like(self.biases) def forward(self, A): - """ Perform an affine transformation: - f(x) = + b - - input shape: [batch, input_units] - output shape: [batch, output units] - """ Wx = compute_dot_prod(A, self.weights) bias = self.biases bias = np.repeat(bias, Wx.shape[0], axis=0) @@ -102,7 +72,6 @@ def backward(self, A_prev, dZ, **kwargs): if optim == 'rmsprop': self.g2_weights = (alpha * self.g2_weights) + (1 - alpha) * np.square(grad_weights) self.g2_biases = (alpha * self.g2_biases) + (1 - alpha) * np.square(grad_biases) - # Here we perform a stochastic gradient descent step. # Later on, you can try replacing that with something better. self.weights -= update_weights / np.sqrt(self.g2_weights + epsilon) @@ -113,16 +82,22 @@ def backward(self, A_prev, dZ, **kwargs): return grad_input -class ReLU(Layer): +"""ReLU layer + +Applies elementwise rectified linear unit to all inputs: + f(x) = max(0, x) + + input shape: [batch, input_units] + output shape: [batch, input_units] +""" +class ReLU(): + def __init__(self): - """ReLU layer simply applies elementwise rectified linear unit to all inputs""" self.type = 'relu' def forward(self, A): - """Apply elementwise ReLU to [batch, input_units] matrix""" return np.maximum(0, A) def backward(self, A_prev, dZ, **kwargs): - """Compute gradient of loss w.r.t. ReLU input""" relu_grad = A_prev > 0 return dZ * relu_grad \ No newline at end of file From cd76988698fb2699cdfd5696ec443bedb6c7282a Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Sat, 13 Oct 2018 20:39:53 +0530 Subject: [PATCH 08/14] adds numba and ref modules --- data.py | 50 +++++++++++------------ functions.py | 73 ++++++++++++++++++++++++++++++++++ layers.py | 30 +++----------- lib/cuda_mat_ops.so | Bin 616080 -> 0 bytes {ops => lib}/mat_ops.cu | 6 +-- {ops => lib}/utils/devices.cu | 0 {ops => lib}/utils/utils.cpp | 0 loss.py | 27 ++++++------- main.py | 11 ++--- ops/cpu_ops.py | 13 ++++++ gpu.py => ops/cuda_c_ops.py | 34 ++++++++-------- ops/numba_ops.py | 13 ++++++ train.py | 9 +++-- 13 files changed, 170 insertions(+), 96 deletions(-) create mode 100644 functions.py delete mode 100755 lib/cuda_mat_ops.so rename {ops => lib}/mat_ops.cu (95%) rename {ops => lib}/utils/devices.cu (100%) rename {ops => lib}/utils/utils.cpp (100%) create mode 100644 ops/cpu_ops.py rename gpu.py => ops/cuda_c_ops.py (72%) create mode 100644 ops/numba_ops.py diff --git a/data.py b/data.py index d8ae2ef..1d2a30b 100644 --- a/data.py +++ b/data.py @@ -5,35 +5,31 @@ np.random.seed(42) -class DataLoader(): +def load_dataset(flatten=False): + (X_train, y_train), (X_test, y_test) = keras.datasets.mnist.load_data() + + # normalize x + X_train = X_train.astype(float) / 255. + X_test = X_test.astype(float) / 255. - @staticmethod - def load_dataset(flatten=False): - (X_train, y_train), (X_test, y_test) = keras.datasets.mnist.load_data() - - # normalize x - X_train = X_train.astype(float) / 255. - X_test = X_test.astype(float) / 255. + # we reserve the last 10000 training examples for validation + X_train, X_val = X_train[:-10000], X_train[-10000:] + y_train, y_val = y_train[:-10000], y_train[-10000:] - # we reserve the last 10000 training examples for validation - X_train, X_val = X_train[:-10000], X_train[-10000:] - y_train, y_val = y_train[:-10000], y_train[-10000:] + if flatten: + X_train = X_train.reshape([X_train.shape[0], -1]) + X_val = X_val.reshape([X_val.shape[0], -1]) + X_test = X_test.reshape([X_test.shape[0], -1]) - if flatten: - X_train = X_train.reshape([X_train.shape[0], -1]) - X_val = X_val.reshape([X_val.shape[0], -1]) - X_test = X_test.reshape([X_test.shape[0], -1]) + return X_train, y_train, X_val, y_val, X_test, y_test - return X_train, y_train, X_val, y_val, X_test, y_test - - @staticmethod - def iterate_minibatches(inputs, targets, batchsize, shuffle=False): - assert len(inputs) == len(targets) +def iterate_minibatches(inputs, targets, batchsize, shuffle=False): + assert len(inputs) == len(targets) + if shuffle: + indices = np.random.permutation(len(inputs)) + for start_idx in trange(0, len(inputs) - batchsize + 1, batchsize): if shuffle: - indices = np.random.permutation(len(inputs)) - for start_idx in trange(0, len(inputs) - batchsize + 1, batchsize): - if shuffle: - excerpt = indices[start_idx:start_idx + batchsize] - else: - excerpt = slice(start_idx, start_idx + batchsize) - yield inputs[excerpt], targets[excerpt] \ No newline at end of file + excerpt = indices[start_idx:start_idx + batchsize] + else: + excerpt = slice(start_idx, start_idx + batchsize) + yield inputs[excerpt], targets[excerpt] \ No newline at end of file diff --git a/functions.py b/functions.py new file mode 100644 index 0000000..789c389 --- /dev/null +++ b/functions.py @@ -0,0 +1,73 @@ +import numpy as np + +from ops.cpu_ops import ( + cpu_matmul, + cpu_matsum, + cpu_matprod, + cpu_elemwise_max +) +from ops.numba_ops import ( + numba_matmul, + numba_matsum, + numba_matprod, + numba_elemwise_max +) +from ops.cuda_c_ops import ( + cuda_matmul, + cuda_matsum, + cuda_matprod +) + +""" Computation functions. + +Offload computation efficiently on respective device. +""" +def compute_matmul(a, b, method='cpu'): + if method == 'cpu': + pass + elif method == 'cuda_c': + m, n, k = a.shape[0], a.shape[1], b.shape[1] + a = a.flatten() + b = b.flatten() + c = np.zeros(shape=(m * k), dtype=np.float32) + cuda_matmul(a.astype(np.float32), b.astype(np.float32), c, m, n, k) + return c.reshape((m, k)) + elif method == 'numba': + pass + else: + raise UserWarning('Unknown computation method.') + +def compute_matsum(a, b, method='cpu'): + if method == 'cpu': + pass + elif method == 'cuda_c': + m, n = a.shape[0], a.shape[1] + a = a.flatten() + b = b.flatten() + c = np.zeros_like(a=a, dtype=np.float32) + cuda_matsum(a.astype(np.float32), b.astype(np.float32), c, m, n) + return c.reshape((m, n)) + elif method == 'numba': + pass + else: + raise UserWarning('Unknown computation method.') + +def compute_matprod(a, b, method='cpu'): + if method == 'cpu': + pass + elif method == 'cuda_c': + pass + elif method == 'numba': + pass + else: + raise UserWarning('Unknown computation method.') + +def compute_elemwise_max(a, value, method='cpu'): + if method == 'cpu': + pass + elif method == 'cuda_c': + pass + elif method == 'numba': + pass + else: + raise UserWarning('Unknown computation method.') \ No newline at end of file diff --git a/layers.py b/layers.py index 7a5567e..763f26e 100644 --- a/layers.py +++ b/layers.py @@ -1,30 +1,10 @@ from __future__ import print_function import numpy as np -from gpu import cuda_mat_mul, cuda_mat_sum +import functions as F np.random.seed(42) -""" -GPU Computation Methods -""" - -def compute_dot_prod(a, b): - m, n, k = a.shape[0], a.shape[1], b.shape[1] - a = a.flatten() - b = b.flatten() - c = np.zeros(shape=(m * k), dtype=np.float32) - cuda_mat_mul(a.astype(np.float32), b.astype(np.float32), c, m, n, k) - return c.reshape((m, k)) - -def compute_elem_wise_sum(a, b): - m, n = a.shape[0], a.shape[1] - a = a.flatten() - b = b.flatten() - c = np.zeros_like(a=a, dtype=np.float32) - cuda_mat_sum(a.astype(np.float32), b.astype(np.float32), c, m, n) - return c.reshape((m, n)) - """ Dense Layer Performs a learned affine transformation: @@ -43,10 +23,10 @@ def __init__(self, input_units, output_units): self.g2_biases = np.zeros_like(self.biases) def forward(self, A): - Wx = compute_dot_prod(A, self.weights) + Wx = F.compute_matmul(A, self.weights) bias = self.biases bias = np.repeat(bias, Wx.shape[0], axis=0) - Z = compute_elem_wise_sum(Wx, bias) + Z = F.compute_matsum(Wx, bias) return Z def backward(self, A_prev, dZ, **kwargs): @@ -57,11 +37,11 @@ def backward(self, A_prev, dZ, **kwargs): # compute d f / d x = d f / d dense * d dense / d x # where d dense/ d x = weights transposed - grad_input = compute_dot_prod(dZ, self.weights.T) + grad_input = F.compute_matmul(dZ, self.weights.T) m = A_prev.shape[0] # compute gradient w.r.t. weights and biases - grad_weights = compute_dot_prod(A_prev.T, dZ) / m + grad_weights = F.compute_matmul(A_prev.T, dZ) / m grad_biases = dZ.sum(axis=0) / m assert grad_weights.shape == self.weights.shape and grad_biases.shape == self.biases.shape diff --git a/lib/cuda_mat_ops.so b/lib/cuda_mat_ops.so deleted file mode 100755 index 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zFY#0Qj_v>8->@&@&;RLPw!h>52lV2f2jAegzaaeo_rGOd#h-sCG>G`eapKSS0RMlf z{Wrg3?c>kKp}pY$FW|q3zd;=w%6`0Z`J;b`KZM1jeEhwC{O{@4fA1e#KYyZs<^PN0$DjWPz7iV6_Rs%`wSWFk ztbK%wJ;cA`&wqq3g#NMpFGKrZhW4X>H@38&zwmz^{1zI^NU{AN|LuQYA^!Mpi&j23 z`0c Date: Sun, 14 Oct 2018 06:03:21 +0530 Subject: [PATCH 10/14] sep module for computation methods --- data.py | 4 +-- functions.py | 84 +++++++++++++++++++++++++++++++++++++-------- layers.py | 66 +++++++++++++++++------------------ lib/cuda_c.cu | 85 ++++++++++++++++++++++++++++++++++++++++++++++ lib/cuda_c.so | Bin 620440 -> 625000 bytes main.py | 2 +- ops/cpu_ops.py | 17 ++++++---- ops/cuda_c_ops.py | 28 +++++++++++++++ ops/numba_ops.py | 24 +++++++++++-- train.py | 9 +++-- 10 files changed, 255 insertions(+), 64 deletions(-) diff --git a/data.py b/data.py index 1d2a30b..678c224 100644 --- a/data.py +++ b/data.py @@ -9,8 +9,8 @@ def load_dataset(flatten=False): (X_train, y_train), (X_test, y_test) = keras.datasets.mnist.load_data() # normalize x - X_train = X_train.astype(float) / 255. - X_test = X_test.astype(float) / 255. + X_train = X_train.astype(np.float32) / 255. + X_test = X_test.astype(np.float32) / 255. # we reserve the last 10000 training examples for validation X_train, X_val = X_train[:-10000], X_train[-10000:] diff --git a/functions.py b/functions.py index 749a49a..6e7498e 100644 --- a/functions.py +++ b/functions.py @@ -3,18 +3,24 @@ from ops.cpu_ops import ( cpu_matmul, cpu_matsum, + cpu_matprod, + cpu_elemwise_sum, cpu_elemwise_prod, cpu_elemwise_max ) from ops.numba_ops import ( numba_matmul, numba_matsum, + numba_matprod, + numba_elemwise_sum, numba_elemwise_prod, numba_elemwise_max ) from ops.cuda_c_ops import ( cuda_matmul, cuda_matsum, + cuda_matprod, + cuda_elemwise_sum, cuda_elemwise_prod, cuda_elemwise_max ) @@ -31,10 +37,12 @@ def matmul(a, b, method='cpu'): a = a.flatten() b = b.flatten() c = np.zeros(shape=(m * k), dtype=np.float32) - cuda_matmul(a.astype(np.float32), b.astype(np.float32), c, m, n, k) + cuda_matmul(a, b, c, m, n, k) return c.reshape((m, k)) elif method == 'numba': - return numba_matmul(a, b) + c = np.zeros(shape=(a.shape[0], b.shape[1]), dtype=np.float32) + numba_matmul(a, b, c) + return c else: raise UserWarning('Unknown computation method.') @@ -42,26 +50,69 @@ def matsum(a, b, method='cpu'): if method == 'cpu': return cpu_matsum(a, b) elif method == 'cuda_c': - m, n = a.shape[0], a.shape[1] + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 a = a.flatten() + if len(a.shape) != len(b.shape): + b = np.repeat(b, m, axis=0) b = b.flatten() - c = np.zeros_like(a=a, dtype=np.float32) - cuda_matsum(a.astype(np.float32), b.astype(np.float32), c, m, n) - return c.reshape((m, n)) + c = np.zeros_like(a, dtype=np.float32) + cuda_matsum(a, b, c, m, n) + return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': return numba_matsum(a, b) else: raise UserWarning('Unknown computation method.') +def matprod(a, b, method='cpu'): + if method == 'cpu': + return cpu_matprod(a, b) + elif method == 'cuda_c': + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 + a = a.flatten() + b = b.flatten() + c = np.zeros_like(a, dtype=np.float32) + cuda_matprod(a, b, c, m, n) + return c.reshape((m, )) if n == 1 else c.reshape((m, n)) + elif method == 'numba': + return numba_matprod(a, b) + else: + raise UserWarning('Unknown computation method.') + +def elemwise_sum(a, value, method='cpu'): + if method == 'cpu': + return cpu_elemwise_sum(a, value) + elif method == 'cuda_c': + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 + a = a.flatten() + c = np.zeros_like(a, dtype=np.float32) + cuda_elemwise_sum(a, value, c, m, n) + return c.reshape((m, )) if n == 1 else c.reshape((m, n)) + elif method == 'numba': + return numba_elemwise_sum(a, value) + else: + raise UserWarning('Unknown computation method.') + def elemwise_prod(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_prod(a, value) elif method == 'cuda_c': - m, n = a.shape[0], a.shape[1] + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 a = a.flatten() - c = np.zeros_like(a=a, dtype=np.float32) - cuda_elemwise_prod(a.astype(np.float32), value, c, m, n) - return c.reshape((m, n)) + c = np.zeros_like(a, dtype=np.float32) + cuda_elemwise_prod(a, value, c, m, n) + return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': return numba_elemwise_prod(a, value) else: @@ -71,12 +122,15 @@ def elemwise_max(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_max(a, value) elif method == 'cuda_c': - m, n = a.shape[0], a.shape[1] + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 a = a.flatten() - c = np.zeros_like(a=a, dtype=np.float32) - cuda_elemwise_max(a.astype(np.float32), value, c, m, n) - return c.reshape((m, n)) + c = np.zeros_like(a, dtype=np.float32) + cuda_elemwise_max(a, value, c, m, n) + return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': - pass + return numba_elemwise_max(a, value) else: raise UserWarning('Unknown computation method.') \ No newline at end of file diff --git a/layers.py b/layers.py index 5e0b15f..9b7b0c2 100644 --- a/layers.py +++ b/layers.py @@ -15,53 +15,53 @@ """ class Dense(): - def __init__(self, input_units, output_units, method='cpu'): - # initialize weights with small random numbers. We use xavier initialization - self.weights = np.random.randn(input_units, output_units) * np.sqrt(2. / (input_units + output_units)) - self.biases = np.zeros(output_units) - self.g2_weights = np.zeros_like(self.weights) - self.g2_biases = np.zeros_like(self.biases) - + def __init__(self, input_units, output_units, method='cuda_c'): self.method = method + + # initialize weights with small random numbers. We use xavier initialization + self.weights = F.elemwise_prod(np.random.randn(input_units, output_units).astype('float32'), np.sqrt(2. / (input_units + output_units)), method=self.method) + self.biases = np.zeros(output_units, dtype=np.float32) + self.g2_weights = np.zeros_like(self.weights, dtype=np.float32) + self.g2_biases = np.zeros_like(self.biases, dtype=np.float32) def forward(self, A): Wx = F.matmul(A, self.weights, method=self.method) - bias = self.biases - bias = np.repeat(bias, Wx.shape[0], axis=0) - Z = F.matsum(Wx, bias, method=self.method) + Z = F.matsum(Wx, self.biases, method=self.method) return Z - def backward(self, A_prev, dZ, **kwargs): + def backward(self, inputs, gradients, **kwargs): lr = kwargs['lr'] alpha = kwargs['alpha'] epsilon = kwargs['epsilon'] optim = kwargs.get('optim', 'rmsprop') - # compute d f / d x = d f / d dense * d dense / d x - # where d dense/ d x = weights transposed - grad_input = F.matmul(dZ, self.weights.T, method=self.method) - m = A_prev.shape[0] + # dL / dx = dL / dZ * dZ / dx = gradients * W + grad_input = F.matmul(gradients, self.weights.T, method=self.method) + # m -> batch size + m = inputs.shape[0] # compute gradient w.r.t. weights and biases - grad_weights = F.matmul(A_prev.T, dZ, method=self.method) / m - grad_biases = dZ.sum(axis=0) / m - + # dL / dW = dL / dZ * dZ / dW = gradients * inputs + grad_weights = F.elemwise_prod(F.matmul(inputs.T, gradients, method=self.method), 1 / m, method=self.method) + # dL / db = dL / dZ * dZ / db = gradients * 1 + grad_biases = F.elemwise_prod(gradients.sum(axis=0), 1 / m, method=self.method) + assert grad_weights.shape == self.weights.shape and grad_biases.shape == self.biases.shape - update_weights = lr * grad_weights - update_biases = lr * grad_biases + update_weights = F.elemwise_prod(grad_weights, lr, method=self.method) + update_biases = F.elemwise_prod(grad_biases, lr, method=self.method) if optim == 'rmsprop': - self.g2_weights = (alpha * self.g2_weights) + (1 - alpha) * np.square(grad_weights) - self.g2_biases = (alpha * self.g2_biases) + (1 - alpha) * np.square(grad_biases) - # Here we perform a stochastic gradient descent step. - # Later on, you can try replacing that with something better. - self.weights -= update_weights / np.sqrt(self.g2_weights + epsilon) - self.biases -= update_biases / np.sqrt(self.g2_biases + epsilon) + self.g2_weights = F.matsum(F.elemwise_prod(self.g2_weights, alpha, method=self.method), F.elemwise_prod(np.square(grad_weights), (1 - alpha), method=self.method), method=self.method) + self.g2_biases = F.matsum(F.elemwise_prod(self.g2_biases, alpha, method=self.method), F.elemwise_prod(np.square(grad_biases), (1 - alpha), method=self.method), method=self.method) + self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1 / np.sqrt(F.elemwise_sum(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) + self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1 / np.sqrt(F.elemwise_sum(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) elif optim == 'gd': - self.weights -= update_weights - self.biases -= update_biases + self.weights = F.matsum(self.weights, -update_weights, method=self.method) + self.biases = F.matsum(self.biases, -update_biases, method=self.method) + # propagate back the gradients of Loss wrt to layer inputs + # dL / dx return grad_input """ReLU layer @@ -74,13 +74,13 @@ def backward(self, A_prev, dZ, **kwargs): """ class ReLU(): - def __init__(self, method='cpu'): + def __init__(self, method='cuda_c'): self.type = 'relu' self.method = method def forward(self, A): - return np.maximum(0, A) + return F.elemwise_max(A, 0, method=self.method) - def backward(self, A_prev, dZ, **kwargs): - relu_grad = A_prev > 0 - return dZ * relu_grad \ No newline at end of file + def backward(self, inputs, gradients, **kwargs): + grad_relu = inputs > 0 + return F.matprod(gradients, grad_relu, method=self.method) \ No newline at end of file diff --git a/lib/cuda_c.cu b/lib/cuda_c.cu index 40092bc..40bdf41 100644 --- a/lib/cuda_c.cu +++ b/lib/cuda_c.cu @@ -56,6 +56,42 @@ __global__ void matsum(float *a, float *b, float *c, int m, int n) { c[row * n + col] = a[row * n + col] + b[row * n + col]; } +/** +* Calculates element-wise product of two matrices (using parallel threads on CUDA capable device) +* +* @param a the float pointer to first input array +* @param b the float pointer to second input array +* @param c the float pointer to output array +* @param m the no. of rows in the arrays +* @param n the no. of cols in the arrays +* @return void +*/ +__global__ void matprod(float *a, float *b, float *c, int m, int n) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + if (row < m && col < n) + c[row * n + col] = a[row * n + col] * b[row * n + col]; +} + +/** +* Calculates element-wise sum of a matrix with a value (using parallel threads on CUDA capable device) +* +* @param a the float pointer to first input array +* @param b the float value to add the array with +* @param c the float pointer to output array +* @param m the no. of rows in the arrays +* @param n the no. of cols in the arrays +* @return void +*/ +__global__ void elemwise_sum(float *a, float b, float *c, int m, int n) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + if (row < m && col < n) + c[row * n + col] = a[row * n + col] + b; +} + /** * Calculates element-wise product of a matrix with a value (using parallel threads on CUDA capable device) * @@ -146,6 +182,55 @@ extern "C" { cudaFree(d_c); } + void cuda_matprod(float *a, float *b, float *c, int m, int n) { + float *d_a, *d_b, *d_c; + + cudaMallocManaged(&d_a, (m * n) * sizeof(float)); + cudaMallocManaged(&d_b, (m * n) * sizeof(float)); + cudaMallocManaged(&d_c, (m * n) * sizeof(float)); + + cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + + unsigned int grid_rows = sqrt(BLOCK_SIZE); + unsigned int grid_cols = m / grid_rows; + + dim3 dimGrid(grid_cols, grid_cols, 1); + dim3 dimBlock(grid_rows, grid_rows, 1); + + matprod<<>>(d_a, d_b, d_c, m, n); + cudaDeviceSynchronize(); + + cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + + cudaFree(d_a); + cudaFree(d_b); + cudaFree(d_c); + } + + void cuda_elemwise_sum(float *a, float b, float *c, int m, int n) { + float *d_a, *d_c; + + cudaMallocManaged(&d_a, (m * n) * sizeof(float)); + cudaMallocManaged(&d_c, (m * n) * sizeof(float)); + + cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + + unsigned int grid_rows = sqrt(BLOCK_SIZE); + unsigned int grid_cols = m / grid_rows; + + dim3 dimGrid(grid_cols, grid_cols, 1); + dim3 dimBlock(grid_rows, grid_rows, 1); + + elemwise_sum<<>>(d_a, b, d_c, m, n); + cudaDeviceSynchronize(); + + cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + + cudaFree(d_a); + cudaFree(d_c); + } + void cuda_elemwise_prod(float *a, float b, float *c, int m, int n) { float *d_a, *d_c; diff --git a/lib/cuda_c.so b/lib/cuda_c.so index 8ab7fdfb7d9cf179a73c5fd5e9418907e9ccc84a..20d7caafcbe6fefa02912b530ede5084e97dd2da 100755 GIT binary patch delta 151435 zcmaH!34Bb~+sEggn~_*Xf()^Qkc3zwu}sAhVjl!SRcsX$p_bUU>ZI00nhK+Cs*BW8 zp+!jBi&|nSp;e(uszp#ttf5M3Y2N2K=iECthyR;?k~`1u`99A%_c`a>duGf`(;o!8 zR@G0dUTK_({zS2ZDddBdjo#>JH+xcBJDN-Z)Ry3H8Tg%3j``=5Ye04FSk#D`CfCX@ zt5r@2Wl%yWgAzhlo_xD*(Qr&)GKt5Q!7Q|;vxn5T?*D2aiBn0=JyIP<`QF#RPg36h zx>m)RK~En)Nb}q~a~Ni+1izocuLt~k!LP{_72p#dP&UNF6jx75Tw=;-NE(&>pkb7~ zTtng^CnEbf{C)wy8SuLvemB7HCiwjdely{B3;cc!zu&-b7X0oqnaY{6;la1?`<=5N zspe6u>LiOZp419hx#Gf~MSsK}9)J1Lg3vXWKMnd}^~K$hlcRbDuTxw9Q?;)%jf6`P z&VF(=X@avZ{Qc4SkW`bhormD>2Io#tWU9Y(R`T?t>N)y%wXzL0W$QZ8mNcPeW#RaQne^knEL3Z0^j2GFn}6l;!{bEH&7+ToPUVP=bN*GATy zsN3Jr3@Yu|cG_5u+0Q&o_jjSWv(az%)zx1q|0`{=6Fs%jRQa8r@=%)dAwD+u)MJ`a zbpnkUP5+Lixtr0*t2EL=^@dcbNB=IQQCBIMK>r?~dK!JaA9-i7x1Usv+Knh(NOP^E z++F&&5AEXys@JBEw^8zdvtQXTDSk8->?}%|X~tse`;SH( zp^qC=y%K$FqWUTN_cPi;d#6;<&qHtgHg$bZUGLMtXY_9*J)r{n_Ydmbj*rdbwMb`p zML%ge?MN@$)J60wd68v2oJWbTxwQsL83B*pr|c-||C2`drxAnbN`zcJXt;PGl}*jq!Sp3hw24RaJA_@l_?%e!zA3wAm9M18Nh4<@Oq=qKX~d9L{9(-40V4*C7(d=LdgePLM~s;` zX435O)5naMK64U4&6*npXMt~3=SklaPOG(&uNaScocpao7Kn@)3&!~IaL7)v{@~>d zuU!Gl4?hz8ca9Ff$rJ!~O#Qj#O{R(_k8Mco zdgU5ef8|VFxm|_&&88S`vkuFK4#}pikkNsS;}1*dr6-(58}u*@DV2ce3ACLL^qT%8 zya{sveiHf4NYj1dsccFT^xr<9y2F$vIIb;Z0qKHX(1TrXG6X%m1=BMHJ*y7WvqZfH z(|1!H#$W4cPCCp=_{k9hGPs^A=q9e`33}cdmM34(<5n}hz^LQ=%bCg?E~5kVg#Jt~ z67-lbrWXr(-ZC}>rt<6pshyZVFE$Cl!Jx|cT z=eolsI8Jeg$x`}^uXEi`&>wO=T+mCnZWr___gO{bnC{S*Uw!VFBLp<#dYYhjpD&U%>S=L0`r7OhMns^&CO}mh1UkcW7gOj5~^i zfJNx+kA?V8;2|_?#1=!lb zPm-V)aXmxOC-OYI1$_zE^9(v&e?Au0fXm>(1|zs`s#5xlGk79DLC@xTxS+@JJa$1( zvXo)#KTdG`#1qXC^vhgN6ZA)1&lL15-f)hfTmEK4mS4qD`pg2jqeuv7$#pN^(tJK| zAVARjay~-P$8$YK)7kl(OiQ>UUUOjm;pbDXCklEt*V6^vRFMs3mY|1lJy*~jcJ3$; 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G$$ z;9vatOZ_YVC(b|q{BQ9UkN-Hdk3av(^M5rr#&2=l_~Cz7 zv_JTt0(|&cOkejZww0g%eP|!|@0X!n{COn^qJO`n-{sf;0soiz$M%2x@7qqqpMU!I z1uFlG>yDrNkNAb#fA^nT`}p$@B4GGgw*Oy>_8&w0`179@4?q9t zANdC5`2Ty+{?Gm|Yaf3;_RV#z{L%l3KZL|1fBeax|EK!(pZvM?^IQEZ|0j+gfBpr& z5*)?$&;G*NKl=-7AK_vT@$dNapWzF^e{BD&(EeAU{pdf5E$!zo{htTFhsH8eZ2!l< z{|^-6kAGjJGUzoBM#Os@H`4Kc0~j9vw|`*mfBOg4ex$wR|HSt3=kKF2w?FuWwLkcU zwg1yNaOfhoi$DKP(f-f=mbL%0zh&*e%R}pLzbyX#dqw+af7{wW``gyO-2XUk?B);A zUOtQX`$wVu$I$*CM?{4Nzl;sT&wd!c`1l~U|MS>!006lACx1uY Date: Sat, 13 Oct 2018 22:22:26 +0530 Subject: [PATCH 09/14] adds elemwise defs to cuda_c --- functions.py | 41 ++++++++----- layers.py | 15 +++-- lib/{mat_ops.cu => cuda_c.cu} | 106 +++++++++++++++++++++++----------- lib/cuda_c.so | Bin 0 -> 620440 bytes ops/cpu_ops.py | 5 +- ops/cuda_c_ops.py | 51 ++++++++++------ ops/numba_ops.py | 10 ++-- 7 files changed, 148 insertions(+), 80 deletions(-) rename lib/{mat_ops.cu => cuda_c.cu} (67%) create mode 100755 lib/cuda_c.so diff --git a/functions.py b/functions.py index 789c389..749a49a 100644 --- a/functions.py +++ b/functions.py @@ -3,28 +3,29 @@ from ops.cpu_ops import ( cpu_matmul, cpu_matsum, - cpu_matprod, + cpu_elemwise_prod, cpu_elemwise_max ) from ops.numba_ops import ( numba_matmul, numba_matsum, - numba_matprod, + numba_elemwise_prod, numba_elemwise_max ) from ops.cuda_c_ops import ( cuda_matmul, cuda_matsum, - cuda_matprod + cuda_elemwise_prod, + cuda_elemwise_max ) """ Computation functions. Offload computation efficiently on respective device. """ -def compute_matmul(a, b, method='cpu'): +def matmul(a, b, method='cpu'): if method == 'cpu': - pass + return cpu_matmul(a, b) elif method == 'cuda_c': m, n, k = a.shape[0], a.shape[1], b.shape[1] a = a.flatten() @@ -33,13 +34,13 @@ def compute_matmul(a, b, method='cpu'): cuda_matmul(a.astype(np.float32), b.astype(np.float32), c, m, n, k) return c.reshape((m, k)) elif method == 'numba': - pass + return numba_matmul(a, b) else: raise UserWarning('Unknown computation method.') -def compute_matsum(a, b, method='cpu'): +def matsum(a, b, method='cpu'): if method == 'cpu': - pass + return cpu_matsum(a, b) elif method == 'cuda_c': m, n = a.shape[0], a.shape[1] a = a.flatten() @@ -48,25 +49,33 @@ def compute_matsum(a, b, method='cpu'): cuda_matsum(a.astype(np.float32), b.astype(np.float32), c, m, n) return c.reshape((m, n)) elif method == 'numba': - pass + return numba_matsum(a, b) else: raise UserWarning('Unknown computation method.') -def compute_matprod(a, b, method='cpu'): +def elemwise_prod(a, value, method='cpu'): if method == 'cpu': - pass + return cpu_elemwise_prod(a, value) elif method == 'cuda_c': - pass + m, n = a.shape[0], a.shape[1] + a = a.flatten() + c = np.zeros_like(a=a, dtype=np.float32) + cuda_elemwise_prod(a.astype(np.float32), value, c, m, n) + return c.reshape((m, n)) elif method == 'numba': - pass + return numba_elemwise_prod(a, value) else: raise UserWarning('Unknown computation method.') -def compute_elemwise_max(a, value, method='cpu'): +def elemwise_max(a, value, method='cpu'): if method == 'cpu': - pass + return cpu_elemwise_max(a, value) elif method == 'cuda_c': - pass + m, n = a.shape[0], a.shape[1] + a = a.flatten() + c = np.zeros_like(a=a, dtype=np.float32) + cuda_elemwise_max(a.astype(np.float32), value, c, m, n) + return c.reshape((m, n)) elif method == 'numba': pass else: diff --git a/layers.py b/layers.py index 763f26e..5e0b15f 100644 --- a/layers.py +++ b/layers.py @@ -15,18 +15,20 @@ """ class Dense(): - def __init__(self, input_units, output_units): + def __init__(self, input_units, output_units, method='cpu'): # initialize weights with small random numbers. We use xavier initialization self.weights = np.random.randn(input_units, output_units) * np.sqrt(2. / (input_units + output_units)) self.biases = np.zeros(output_units) self.g2_weights = np.zeros_like(self.weights) self.g2_biases = np.zeros_like(self.biases) + + self.method = method def forward(self, A): - Wx = F.compute_matmul(A, self.weights) + Wx = F.matmul(A, self.weights, method=self.method) bias = self.biases bias = np.repeat(bias, Wx.shape[0], axis=0) - Z = F.compute_matsum(Wx, bias) + Z = F.matsum(Wx, bias, method=self.method) return Z def backward(self, A_prev, dZ, **kwargs): @@ -37,11 +39,11 @@ def backward(self, A_prev, dZ, **kwargs): # compute d f / d x = d f / d dense * d dense / d x # where d dense/ d x = weights transposed - grad_input = F.compute_matmul(dZ, self.weights.T) + grad_input = F.matmul(dZ, self.weights.T, method=self.method) m = A_prev.shape[0] # compute gradient w.r.t. weights and biases - grad_weights = F.compute_matmul(A_prev.T, dZ) / m + grad_weights = F.matmul(A_prev.T, dZ, method=self.method) / m grad_biases = dZ.sum(axis=0) / m assert grad_weights.shape == self.weights.shape and grad_biases.shape == self.biases.shape @@ -72,8 +74,9 @@ def backward(self, A_prev, dZ, **kwargs): """ class ReLU(): - def __init__(self): + def __init__(self, method='cpu'): self.type = 'relu' + self.method = method def forward(self, A): return np.maximum(0, A) diff --git a/lib/mat_ops.cu b/lib/cuda_c.cu similarity index 67% rename from lib/mat_ops.cu rename to lib/cuda_c.cu index bd14f1c..40092bc 100644 --- a/lib/mat_ops.cu +++ b/lib/cuda_c.cu @@ -14,6 +14,30 @@ #define BLOCK_SIZE 256 +/** +* Calculates dot-product of two matrices (using parallel threads on CUDA capable device) +* +* @param a the float pointer to first input array +* @param b the float pointer to second input array +* @param c the float pointer to output array +* @param m the no. rows in a(m x n) and c(m x k) +* @param n the no. cols in a(m x n) and rows in b(n x k) +* @param k the no. cols in b(n x k) and c(m x k) +* @return void +*/ +__global__ void matmul(float *a, float *b, float *c, int m, int n, int k) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + float sum = 0; + + if (row < m && col < k) { + for (int i = 0; i < n; i++) + sum += a[row * n + i] * b[i * k + col]; + c[row * k + col] = sum; + } +} + /** * Calculates element-wise sum of two matrices (using parallel threads on CUDA capable device) * @@ -24,7 +48,7 @@ * @param n the no. of cols in the arrays * @return void */ -__global__ void matSum(float *a, float *b, float *c, int m, int n) { +__global__ void matsum(float *a, float *b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; @@ -33,49 +57,69 @@ __global__ void matSum(float *a, float *b, float *c, int m, int n) { } /** -* Calculates element-wise product of two matrices (using parallel threads on CUDA capable device) +* Calculates element-wise product of a matrix with a value (using parallel threads on CUDA capable device) * * @param a the float pointer to first input array -* @param b the float pointer to second input array +* @param b the float value to multiply the array with * @param c the float pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void matProd(float *a, float *b, float *c, int m, int n) { +__global__ void elemwise_prod(float *a, float b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; if (row < m && col < n) - c[row * n + col] = a[row * n + col] * b[row * n + col]; + c[row * n + col] = a[row * n + col] * b; } /** -* Calculates dot-product of two matrices (using parallel threads on CUDA capable device) +* Calculates element-wise maximum of a matrix with a value (using parallel threads on CUDA capable device) * * @param a the float pointer to first input array -* @param b the float pointer to second input array +* @param b the float value to check maximum against * @param c the float pointer to output array -* @param m the no. rows in a(m x n) and c(m x k) -* @param n the no. cols in a(m x n) and rows in b(n x k) -* @param k the no. cols in b(n x k) and c(m x k) +* @param m the no. of rows in the arrays +* @param n the no. of cols in the arrays * @return void */ -__global__ void matMul(float *a, float *b, float *c, int m, int n, int k) { +__global__ void elemwise_max(float *a, float b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - float sum = 0; - - if (row < m && col < k) { - for (int i = 0; i < n; i++) - sum += a[row * n + i] * b[i * k + col]; - c[row * k + col] = sum; - } + if (row < m && col < n) + c[row * n + col] = (a[row * n + col] > b) ? a[row * n + col] : b; } extern "C" { + void cuda_matmul(float *a, float *b, float *c, int m, int n, int k) { + float *d_a, *d_b, *d_c; + + cudaMallocManaged(&d_a, (m * n) * sizeof(float)); + cudaMallocManaged(&d_b, (n * k) * sizeof(float)); + cudaMallocManaged(&d_c, (m * k) * sizeof(float)); + + cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (n * k) * sizeof(float), cudaMemcpyHostToDevice); + + unsigned int grid_rows = sqrt(BLOCK_SIZE); + unsigned int grid_cols = m / grid_rows; + + dim3 dimGrid(grid_cols, grid_cols, 1); + dim3 dimBlock(grid_rows, grid_rows, 1); + + matmul<<>>(d_a, d_b, d_c, m, n, k); + cudaDeviceSynchronize(); + + cudaMemcpy(c, d_c, (m * k) * sizeof(float), cudaMemcpyDeviceToHost); + + cudaFree(d_a); + cudaFree(d_b); + cudaFree(d_c); + } + void cuda_matsum(float *a, float *b, float *c, int m, int n) { float *d_a, *d_b, *d_c; @@ -92,7 +136,7 @@ extern "C" { dim3 dimGrid(grid_cols, grid_cols, 1); dim3 dimBlock(grid_rows, grid_rows, 1); - matSum<<>>(d_a, d_b, d_c, m, n); + matsum<<>>(d_a, d_b, d_c, m, n); cudaDeviceSynchronize(); cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); @@ -102,15 +146,13 @@ extern "C" { cudaFree(d_c); } - void cuda_matprod(float *a, float *b, float *c, int m, int n) { - float *d_a, *d_b, *d_c; + void cuda_elemwise_prod(float *a, float b, float *c, int m, int n) { + float *d_a, *d_c; cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_b, (m * n) * sizeof(float)); cudaMallocManaged(&d_c, (m * n) * sizeof(float)); cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (m * n) * sizeof(float), cudaMemcpyHostToDevice); unsigned int grid_rows = sqrt(BLOCK_SIZE); unsigned int grid_cols = m / grid_rows; @@ -118,25 +160,22 @@ extern "C" { dim3 dimGrid(grid_cols, grid_cols, 1); dim3 dimBlock(grid_rows, grid_rows, 1); - matProd<<>>(d_a, d_b, d_c, m, n); + elemwise_prod<<>>(d_a, b, d_c, m, n); cudaDeviceSynchronize(); cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); cudaFree(d_a); - cudaFree(d_b); cudaFree(d_c); } - void cuda_matmul(float *a, float *b, float *c, int m, int n, int k) { - float *d_a, *d_b, *d_c; + void cuda_elemwise_max(float *a, float b, float *c, int m, int n) { + float *d_a, *d_c; cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_b, (n * k) * sizeof(float)); - cudaMallocManaged(&d_c, (m * k) * sizeof(float)); + cudaMallocManaged(&d_c, (m * n) * sizeof(float)); cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (n * k) * sizeof(float), cudaMemcpyHostToDevice); unsigned int grid_rows = sqrt(BLOCK_SIZE); unsigned int grid_cols = m / grid_rows; @@ -144,13 +183,12 @@ extern "C" { dim3 dimGrid(grid_cols, grid_cols, 1); dim3 dimBlock(grid_rows, grid_rows, 1); - matMul<<>>(d_a, d_b, d_c, m, n, k); + elemwise_max<<>>(d_a, b, d_c, m, n); cudaDeviceSynchronize(); - - cudaMemcpy(c, d_c, (m * k) * sizeof(float), cudaMemcpyDeviceToHost); + + cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); cudaFree(d_a); - cudaFree(d_b); cudaFree(d_c); } } \ No newline at end of file diff --git a/lib/cuda_c.so b/lib/cuda_c.so new file mode 100755 index 0000000000000000000000000000000000000000..8ab7fdfb7d9cf179a73c5fd5e9418907e9ccc84a GIT binary patch literal 620440 zcmeFa3w%_?-T%K_f{}~6qG(iTqb?W~HQ}N`Koi*L27{(tG$J;EB$!|zG1+Lm@HCjD z&2il}TC`~CW9p@i);^|+nyR(oqToGZMQW{$*2}J-#!EG#!te8$nRCwUY}Q+!=lA=+ z{tv5R&-Z=i%$b?*eCIy1KgugOWALCs9{V%IbDD=zPPrsG>PAuZ{^|<%JlUT8@b8hH zbm2C|xs!O2+BZx<``d$O_~AQvXYFozf9>uG#E|88&v8QZY@IH@?dJwVseJYCtNahIdHJmIw>(&K#eL7;@xpIj z{zJ#r-b3I0L*)m*dhNsK!ZY}a0Y7a}&gcQ|Y((M@#K$3l2I3=<`13guX(0C(B=LV? z%E0aqO5*>-Bz#vAe?}rh4-}rNBTa$$UkR^4{ts{#>0T{JBYZ zEXjKVNy7h|B>Zz!hy&TtrAgeUBnkf^Ny2$^5Y`T-kX~wJr6}gV4(1yl_dYy zC3)|mN!;I`DXCh?~zNjS$RasP3W z_uiN!oja1~eO40x4@lzA_9XF|m&E@YlK7LI#GlDY+z(6QenXP?#*(;yDoHtZTat8` zl*FIHB<`?7z8@rUe_fJ%a%vKPewHMk9Frs+{*lE0Z7|S*%Fh>*_|MK% zx@pvqwbKv>GoWb^m#RjzJ8s={V$X7+mnRn#3cOHBplVnfa#Wz 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parser.add_argument('--batch-size', type=int, default=1024, dest='batch_size', help='Batch size for one epoch in training') parser.add_argument('--lr', type=float, default=0.005, dest='lr', help='Initial learning rate') diff --git a/ops/cpu_ops.py b/ops/cpu_ops.py index afb36d0..e3104bf 100644 --- a/ops/cpu_ops.py +++ b/ops/cpu_ops.py @@ -1,14 +1,19 @@ -import autograd.numpy as np -from autograd import elementwise_grad +import numpy as np def cpu_matmul(a, b): - pass + return np.dot(a, b) def cpu_matsum(a, b): - pass + return np.add(a, b) + +def cpu_matprod(a, b): + return np.multiply(a, b) + +def cpu_elemwise_sum(a, value): + return cpu_matsum(a, value) def cpu_elemwise_prod(a, value): - pass + return cpu_matprod(a, value) def cpu_elemwise_max(a, value): - pass \ No newline at end of file + return np.maximum(a, value) \ No newline at end of file diff --git a/ops/cuda_c_ops.py b/ops/cuda_c_ops.py index 73cfba7..d72e977 100644 --- a/ops/cuda_c_ops.py +++ b/ops/cuda_c_ops.py @@ -17,6 +17,16 @@ def get_cuda_matsum(dll): func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int] return func +def get_cuda_matprod(dll): + func = dll.cuda_matprod + func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int] + return func + +def get_cuda_elemwise_sum(dll): + func = dll.cuda_elemwise_sum + func.argtypes = [POINTER(c_float), c_float, POINTER(c_float), c_int, c_int] + return func + def get_cuda_elemwise_prod(dll): func = dll.cuda_elemwise_prod func.argtypes = [POINTER(c_float), c_float, POINTER(c_float), c_int, c_int] @@ -29,6 +39,8 @@ def get_cuda_elemwise_max(dll): __cuda_matmul = get_cuda_matmul(dll) __cuda_matsum = get_cuda_matsum(dll) +__cuda_matprod = get_cuda_matprod(dll) +__cuda_elemwise_sum = get_cuda_elemwise_sum(dll) __cuda_elemwise_prod = get_cuda_elemwise_prod(dll) __cuda_elemwise_max = get_cuda_elemwise_max(dll) @@ -45,6 +57,18 @@ def cuda_matsum(a, b, c, m, n): c_p = c.ctypes.data_as(POINTER(c_float)) __cuda_matsum(a_p, b_p, c_p, m, n) +def cuda_matprod(a, b, c, m, n): + a_p = a.ctypes.data_as(POINTER(c_float)) + b_p = b.ctypes.data_as(POINTER(c_float)) + c_p = c.ctypes.data_as(POINTER(c_float)) + __cuda_matprod(a_p, b_p, c_p, m, n) + +def cuda_elemwise_sum(a, b, c, m, n): + a_p = a.ctypes.data_as(POINTER(c_float)) + b_f = ctypes.c_float(b) + c_p = c.ctypes.data_as(POINTER(c_float)) + __cuda_elemwise_sum(a_p, b_f, c_p, m, n) + def cuda_elemwise_prod(a, b, c, m, n): a_p = a.ctypes.data_as(POINTER(c_float)) b_f = ctypes.c_float(b) @@ -70,6 +94,10 @@ def main(): assert np.all(c==144.0), "Matrix dot-product operation is buggy" cuda_matsum(a, b, c, size, size) assert np.all(c==6.0), "Matrix sum operation is buggy" + cuda_matprod(a, b, c, size, size) + assert np.all(c==9.0), "Matrix product operation is buggy" + cuda_elemwise_sum(a, 5.0, c, size, size) + assert np.all(c==8.0), "Element-wise sum operation is buggy" cuda_elemwise_prod(a, 2.5, c, size, size) assert np.all(c==7.5), "Element-wise product operation is buggy" cuda_elemwise_max(a, 4.0, c, size, size) diff --git a/ops/numba_ops.py b/ops/numba_ops.py index d38f5f6..43e50de 100644 --- a/ops/numba_ops.py +++ b/ops/numba_ops.py @@ -1,13 +1,33 @@ -from numba import vectorize +import numpy as np +from numba import vectorize, int64, float32, void, jit, cuda, guvectorize -def numba_matmul(a, b): +""" +Numba CUDA config paths: +/usr/local/cuda-9.2/nvvm/libdevice +/usr/local/cuda-9.2/nvvm/bin +/usr/local/cuda-9.2/lib64/ +""" + +# @jit(void(float32[:,:],float32[:,:],float32[:,:])) +def numba_matmul(a, b, c): pass +# @jit(void(float32[:,:],float32[:,:],float32[:,:])) def numba_matsum(a, b): pass +# @jit(void(float32[:,:],float32[:,:],float32[:,:])) +def numba_matprod(a, b): + pass + +# @jit(void(float32[:,:],float32[:,:],float32[:,:])) +def numba_elemwise_sum(a, value): + pass + +# @jit(void(float32[:,:],float32[:,:],float32[:,:])) def numba_elemwise_prod(a, value): pass +# @jit(void(float32[:,:],float32[:,:],float32[:,:])) def numba_elemwise_max(a, value): pass \ No newline at end of file diff --git a/train.py b/train.py index 75e6a8f..29bbfde 100644 --- a/train.py +++ b/train.py @@ -45,7 +45,6 @@ def _forward(self, X): for layer in self._network: activations.append(layer.forward(A)) A = activations[-1] - assert len(activations) == len(self._network) return activations @@ -71,15 +70,15 @@ def fit(self, X, y): logits = layer_activations[-1] # Compute the loss and the initial gradient - loss = loss.softmax_crossentropy_with_logits(logits, y) - loss_grad = loss.grad_softmax_crossentropy_with_logits(logits, y) + objective = loss.softmax_crossentropy_with_logits(logits, y) + grad_objective = loss.grad_softmax_crossentropy_with_logits(logits, y) # Backpropagate the gradients to all layers for l in range(len(self._network))[::-1]: - loss_grad = self._network[l].backward(layer_inputs[l], loss_grad, + grad_objective = self._network[l].backward(layer_inputs[l], grad_objective, lr=self._lr, alpha=self._alpha, epsilon=self._epsilon) - return np.mean(loss) + return np.mean(objective) def save_model(self): if not os.path.isdir('models'): From 2091781e2e590f706d5a03abcac806d3aff3815a Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Sun, 14 Oct 2018 19:55:04 +0530 Subject: [PATCH 11/14] update cuda code --- data.py | 4 ++-- functions.py | 21 +++++++++++++++++++++ layers.py | 23 +++++++++++++---------- lib/cuda_c.cu | 18 +++++++++++++----- lib/cuda_c.so | Bin 625000 -> 625080 bytes lib/utils/utils.cpp | 2 +- loss.py | 11 ++++++----- train.py | 7 +++++++ 8 files changed, 63 insertions(+), 23 deletions(-) diff --git a/data.py b/data.py index 678c224..ac417a1 100644 --- a/data.py +++ b/data.py @@ -9,8 +9,8 @@ def load_dataset(flatten=False): (X_train, y_train), (X_test, y_test) = keras.datasets.mnist.load_data() # normalize x - X_train = X_train.astype(np.float32) / 255. - X_test = X_test.astype(np.float32) / 255. + X_train = X_train / 255. + X_test = X_test / 255. # we reserve the last 10000 training examples for validation X_train, X_val = X_train[:-10000], X_train[-10000:] diff --git a/functions.py b/functions.py index 6e7498e..6c2cc2c 100644 --- a/functions.py +++ b/functions.py @@ -33,11 +33,15 @@ def matmul(a, b, method='cpu'): if method == 'cpu': return cpu_matmul(a, b) elif method == 'cuda_c': + a = a.astype('float32') + b = b.astype('float32') m, n, k = a.shape[0], a.shape[1], b.shape[1] a = a.flatten() b = b.flatten() c = np.zeros(shape=(m * k), dtype=np.float32) cuda_matmul(a, b, c, m, n, k) + assert not np.isnan(np.sum(c)), 'mat mul is buggy' + c = c.astype('float64') return c.reshape((m, k)) elif method == 'numba': c = np.zeros(shape=(a.shape[0], b.shape[1]), dtype=np.float32) @@ -50,6 +54,8 @@ def matsum(a, b, method='cpu'): if method == 'cpu': return cpu_matsum(a, b) elif method == 'cuda_c': + a = a.astype('float32') + b = b.astype('float32') if len(a.shape) > 1: m, n = a.shape[0], a.shape[1] else: @@ -60,6 +66,8 @@ def matsum(a, b, method='cpu'): b = b.flatten() c = np.zeros_like(a, dtype=np.float32) cuda_matsum(a, b, c, m, n) + assert not np.isnan(np.sum(c)), 'mat sum is buggy' + c = c.astype('float64') return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': return numba_matsum(a, b) @@ -70,6 +78,8 @@ def matprod(a, b, method='cpu'): if method == 'cpu': return cpu_matprod(a, b) elif method == 'cuda_c': + a = a.astype('float32') + b = b.astype('float32') if len(a.shape) > 1: m, n = a.shape[0], a.shape[1] else: @@ -78,6 +88,8 @@ def matprod(a, b, method='cpu'): b = b.flatten() c = np.zeros_like(a, dtype=np.float32) cuda_matprod(a, b, c, m, n) + assert not np.isnan(np.sum(c)), 'mat prod is buggy' + c = c.astype('float64') return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': return numba_matprod(a, b) @@ -88,6 +100,7 @@ def elemwise_sum(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_sum(a, value) elif method == 'cuda_c': + a = a.astype('float32') if len(a.shape) > 1: m, n = a.shape[0], a.shape[1] else: @@ -95,6 +108,8 @@ def elemwise_sum(a, value, method='cpu'): a = a.flatten() c = np.zeros_like(a, dtype=np.float32) cuda_elemwise_sum(a, value, c, m, n) + assert not np.isnan(np.sum(c)), 'element-wise sum is buggy' + c = c.astype('float64') return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': return numba_elemwise_sum(a, value) @@ -105,6 +120,7 @@ def elemwise_prod(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_prod(a, value) elif method == 'cuda_c': + a = a.astype('float32') if len(a.shape) > 1: m, n = a.shape[0], a.shape[1] else: @@ -112,6 +128,8 @@ def elemwise_prod(a, value, method='cpu'): a = a.flatten() c = np.zeros_like(a, dtype=np.float32) cuda_elemwise_prod(a, value, c, m, n) + assert not np.isnan(np.sum(c)), 'element-wise prod is buggy' + c = c.astype('float64') return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': return numba_elemwise_prod(a, value) @@ -122,6 +140,7 @@ def elemwise_max(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_max(a, value) elif method == 'cuda_c': + a = a.astype('float32') if len(a.shape) > 1: m, n = a.shape[0], a.shape[1] else: @@ -129,6 +148,8 @@ def elemwise_max(a, value, method='cpu'): a = a.flatten() c = np.zeros_like(a, dtype=np.float32) cuda_elemwise_max(a, value, c, m, n) + assert not np.isnan(np.sum(c)), 'element-wise max is buggy' + c = c.astype('float64') return c.reshape((m, )) if n == 1 else c.reshape((m, n)) elif method == 'numba': return numba_elemwise_max(a, value) diff --git a/layers.py b/layers.py index 9b7b0c2..0076a6e 100644 --- a/layers.py +++ b/layers.py @@ -19,10 +19,10 @@ def __init__(self, input_units, output_units, method='cuda_c'): self.method = method # initialize weights with small random numbers. We use xavier initialization - self.weights = F.elemwise_prod(np.random.randn(input_units, output_units).astype('float32'), np.sqrt(2. / (input_units + output_units)), method=self.method) - self.biases = np.zeros(output_units, dtype=np.float32) - self.g2_weights = np.zeros_like(self.weights, dtype=np.float32) - self.g2_biases = np.zeros_like(self.biases, dtype=np.float32) + self.weights = F.elemwise_prod(np.random.randn(input_units, output_units), np.sqrt(2. / (input_units + output_units)), method=self.method) + self.biases = np.zeros(output_units) + self.g2_weights = np.zeros_like(self.weights) + self.g2_biases = np.zeros_like(self.biases) def forward(self, A): Wx = F.matmul(A, self.weights, method=self.method) @@ -30,6 +30,8 @@ def forward(self, A): return Z def backward(self, inputs, gradients, **kwargs): + assert inputs.dtype == np.float64 and gradients.dtype == np.float64 + lr = kwargs['lr'] alpha = kwargs['alpha'] epsilon = kwargs['epsilon'] @@ -42,9 +44,9 @@ def backward(self, inputs, gradients, **kwargs): # compute gradient w.r.t. weights and biases # dL / dW = dL / dZ * dZ / dW = gradients * inputs - grad_weights = F.elemwise_prod(F.matmul(inputs.T, gradients, method=self.method), 1 / m, method=self.method) + grad_weights = F.elemwise_prod(F.matmul(inputs.T, gradients, method=self.method), 1. / m, method=self.method) # dL / db = dL / dZ * dZ / db = gradients * 1 - grad_biases = F.elemwise_prod(gradients.sum(axis=0), 1 / m, method=self.method) + grad_biases = F.elemwise_prod(gradients.sum(axis=0), 1. / m, method=self.method) assert grad_weights.shape == self.weights.shape and grad_biases.shape == self.biases.shape @@ -54,8 +56,8 @@ def backward(self, inputs, gradients, **kwargs): if optim == 'rmsprop': self.g2_weights = F.matsum(F.elemwise_prod(self.g2_weights, alpha, method=self.method), F.elemwise_prod(np.square(grad_weights), (1 - alpha), method=self.method), method=self.method) self.g2_biases = F.matsum(F.elemwise_prod(self.g2_biases, alpha, method=self.method), F.elemwise_prod(np.square(grad_biases), (1 - alpha), method=self.method), method=self.method) - self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1 / np.sqrt(F.elemwise_sum(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) - self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1 / np.sqrt(F.elemwise_sum(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) + self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1. / np.sqrt(F.elemwise_sum(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) + self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1. / np.sqrt(F.elemwise_sum(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) elif optim == 'gd': self.weights = F.matsum(self.weights, -update_weights, method=self.method) self.biases = F.matsum(self.biases, -update_biases, method=self.method) @@ -79,8 +81,9 @@ def __init__(self, method='cuda_c'): self.method = method def forward(self, A): - return F.elemwise_max(A, 0, method=self.method) + return F.elemwise_max(A, 0.0, method=self.method) def backward(self, inputs, gradients, **kwargs): - grad_relu = inputs > 0 + assert inputs.dtype == np.float64 and gradients.dtype == np.float64 + grad_relu = inputs > 0.0 return F.matprod(gradients, grad_relu, method=self.method) \ No newline at end of file diff --git a/lib/cuda_c.cu b/lib/cuda_c.cu index 40bdf41..fd0f6d4 100644 --- a/lib/cuda_c.cu +++ b/lib/cuda_c.cu @@ -52,8 +52,9 @@ __global__ void matsum(float *a, float *b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) + if (row < m && col < n) { c[row * n + col] = a[row * n + col] + b[row * n + col]; + } } /** @@ -70,8 +71,9 @@ __global__ void matprod(float *a, float *b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) + if (row < m && col < n) { c[row * n + col] = a[row * n + col] * b[row * n + col]; + } } /** @@ -88,8 +90,9 @@ __global__ void elemwise_sum(float *a, float b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) + if (row < m && col < n) { c[row * n + col] = a[row * n + col] + b; + } } /** @@ -106,8 +109,9 @@ __global__ void elemwise_prod(float *a, float b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) + if (row < m && col < n) { c[row * n + col] = a[row * n + col] * b; + } } /** @@ -124,8 +128,9 @@ __global__ void elemwise_max(float *a, float b, float *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) + if (row < m && col < n) { c[row * n + col] = (a[row * n + col] > b) ? a[row * n + col] : b; + } } extern "C" { @@ -174,9 +179,12 @@ extern "C" { matsum<<>>(d_a, d_b, d_c, m, n); cudaDeviceSynchronize(); + printMatrix(d_c, m, n); cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + printMatrix(c, m, n); + cudaFree(d_a); cudaFree(d_b); cudaFree(d_c); diff --git a/lib/cuda_c.so b/lib/cuda_c.so index 20d7caafcbe6fefa02912b530ede5084e97dd2da..853c29c3defb85f8a35d5abf5b90910b62ed8ad0 100755 GIT binary patch delta 120949 zcmaH!2YgJ~+sEhJJ42L_L^37`AxNYUDU2SX2SM~suzHJL787lW$O;!XYl~o4S*vYu zgGKbZL|bhUEGEjTi@%oldCoca&bW48pHFh<`90s~Ip;j*+%h*amt%3IY^hSZkLQ*_ z2Kq0SZ48qZh1M+MFcqezW6_X^q8^o*%dOs`RbQ1%?_G$R&aG63{9v!Svr_(zJze`+ z?%c2S-O$_bx+#UmBIgM|-@%U&e%#>4V2BOyhzuwaVl)I)FeJ}0WQGc1MP`J?#uW{1 zWE7K;{Q-Vfz|TtfSq(ow!p|D`Sqnew;pb=g*#JMkz|U6r$uby<8n(fU?eMch>MPXs zes*o}f$(KFz75>Hu1}M;2(?Hfsh!bE#z{o9k~7l&LRPXzih|c0rA6@C 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zH4VL6bzL)iZfUfrC}%#JC+^ta*U24b+SQ4Q0WA6fW@KII;iU&df_%!FpBD3X`R{Q=xd{*O9 diff --git a/lib/utils/utils.cpp b/lib/utils/utils.cpp index 0ecbafe..4ee33a9 100644 --- a/lib/utils/utils.cpp +++ b/lib/utils/utils.cpp @@ -1,6 +1,6 @@ #include -void printMatrix(double *matrix, int m, int n) { +void printMatrix(float *matrix, int m, int n) { for (int i = 0; i < m; i++) { for (int j = 0; j < n; j++) std::cout << matrix[i * m + j] << " "; diff --git a/loss.py b/loss.py index fe31f2f..c3dc8fc 100644 --- a/loss.py +++ b/loss.py @@ -3,15 +3,16 @@ np.random.seed(42) -def softmax_crossentropy_with_logits(logits,reference_answers): +def softmax_crossentropy_with_logits(logits, targets): + print(np.amax(logits)) """Compute crossentropy from logits[batch,n_classes] and ids of correct answers""" - logits_for_answers = logits[np.arange(len(logits)),reference_answers] - xentropy = - logits_for_answers + np.log(np.sum(np.exp(logits),axis=-1)) + logits_for_answers = logits[np.arange(len(logits)), targets] + xentropy = - logits_for_answers + np.log(np.sum(np.exp(logits), axis=-1)) return xentropy -def grad_softmax_crossentropy_with_logits(logits,reference_answers): +def grad_softmax_crossentropy_with_logits(logits, targets): """Compute crossentropy gradient from logits[batch,n_classes] and ids of correct answers""" ones_for_answers = np.zeros_like(logits) - ones_for_answers[np.arange(len(logits)),reference_answers] = 1 + ones_for_answers[np.arange(len(logits)), targets] = 1 softmax = np.exp(logits) / np.exp(logits).sum(axis=-1,keepdims=True) return (- ones_for_answers + softmax) / logits.shape[0] \ No newline at end of file diff --git a/train.py b/train.py index 29bbfde..e910a29 100644 --- a/train.py +++ b/train.py @@ -42,9 +42,16 @@ def _forward(self, X): """ activations = [] A = X + it = 0 for layer in self._network: + if np.isnan(np.sum(A)): + print('nan') + print(it) + print(layer) + exit(0) activations.append(layer.forward(A)) A = activations[-1] + it += 1 assert len(activations) == len(self._network) return activations From d321ffc345737d8ec464b537a445ea8ee09fe8e9 Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Tue, 16 Oct 2018 01:20:39 +0530 Subject: [PATCH 12/14] enables gpu mode --- functions.py | 162 +++++++++++--------------- layers.py | 85 ++++++++++---- lib/cuda_c.cu | 284 ++++++++++++++++++++++++++------------------- lib/cuda_c.so | Bin 625080 -> 625120 bytes loss.py | 25 ++-- main.py | 30 ++--- ops/cuda_c_ops.py | 91 ++++++++++----- ops/numba_ops.py | 65 ++++++++--- tests/test_loss.py | 11 +- train.py | 61 +++------- 10 files changed, 456 insertions(+), 358 deletions(-) diff --git a/functions.py b/functions.py index 6c2cc2c..5b42c9f 100644 --- a/functions.py +++ b/functions.py @@ -16,14 +16,13 @@ numba_elemwise_prod, numba_elemwise_max ) -from ops.cuda_c_ops import ( - cuda_matmul, - cuda_matsum, - cuda_matprod, - cuda_elemwise_sum, - cuda_elemwise_prod, - cuda_elemwise_max -) + +NUM_THREADS = 32 + +def get_cuda_execution_config(m, n): + gridBlock = (NUM_THREADS, NUM_THREADS) + gridDim = ((n // gridBlock[0]) + 1, (m // gridBlock[1]) + 1) + return gridDim, gridBlock """ Computation functions. @@ -32,20 +31,11 @@ def matmul(a, b, method='cpu'): if method == 'cpu': return cpu_matmul(a, b) - elif method == 'cuda_c': - a = a.astype('float32') - b = b.astype('float32') + elif method == 'gpu': m, n, k = a.shape[0], a.shape[1], b.shape[1] - a = a.flatten() - b = b.flatten() - c = np.zeros(shape=(m * k), dtype=np.float32) - cuda_matmul(a, b, c, m, n, k) - assert not np.isnan(np.sum(c)), 'mat mul is buggy' - c = c.astype('float64') - return c.reshape((m, k)) - elif method == 'numba': - c = np.zeros(shape=(a.shape[0], b.shape[1]), dtype=np.float32) - numba_matmul(a, b, c) + c = np.zeros(shape=(m, k)) + gridDim, gridBlock = get_cuda_execution_config(m, k) + numba_matmul[gridDim, gridBlock](a, b, c, m, n, k) return c else: raise UserWarning('Unknown computation method.') @@ -53,105 +43,91 @@ def matmul(a, b, method='cpu'): def matsum(a, b, method='cpu'): if method == 'cpu': return cpu_matsum(a, b) - elif method == 'cuda_c': - a = a.astype('float32') - b = b.astype('float32') - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.flatten() - if len(a.shape) != len(b.shape): - b = np.repeat(b, m, axis=0) - b = b.flatten() - c = np.zeros_like(a, dtype=np.float32) - cuda_matsum(a, b, c, m, n) - assert not np.isnan(np.sum(c)), 'mat sum is buggy' - c = c.astype('float64') + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 + a = a.reshape(m, n) + if a.shape[0] == b.shape[0] and len(a.shape) != len(b.shape): + b = b.reshape(a.shape[0], 1) + if a.shape != b.shape: + b = np.repeat(b, a.shape[0], axis=0) + b = b.reshape(a.shape) + if method == 'gpu': + m, n = a.shape[0], a.shape[1] + c = np.zeros(shape=(m, n)) + gridDim, gridBlock = get_cuda_execution_config(m, n) + numba_matsum[gridDim, gridBlock](a, b, c, m, n) return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - elif method == 'numba': - return numba_matsum(a, b) else: raise UserWarning('Unknown computation method.') def matprod(a, b, method='cpu'): if method == 'cpu': return cpu_matprod(a, b) - elif method == 'cuda_c': - a = a.astype('float32') - b = b.astype('float32') - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.flatten() - b = b.flatten() - c = np.zeros_like(a, dtype=np.float32) - cuda_matprod(a, b, c, m, n) - assert not np.isnan(np.sum(c)), 'mat prod is buggy' - c = c.astype('float64') + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 + a = a.reshape(m, n) + if a.shape[0] == b.shape[0] and len(a.shape) != len(b.shape): + b = b.reshape(a.shape[0], 1) + if a.shape != b.shape: + b = np.repeat(b, a.shape[0], axis=0) + b = b.reshape(a.shape) + if method == 'gpu': + m, n = a.shape[0], a.shape[1] + c = np.zeros(shape=(m, n)) + gridDim, gridBlock = get_cuda_execution_config(m, n) + numba_matprod[gridDim, gridBlock](a, b, c, m, n) return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - elif method == 'numba': - return numba_matprod(a, b) else: raise UserWarning('Unknown computation method.') def elemwise_sum(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_sum(a, value) - elif method == 'cuda_c': - a = a.astype('float32') - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.flatten() - c = np.zeros_like(a, dtype=np.float32) - cuda_elemwise_sum(a, value, c, m, n) - assert not np.isnan(np.sum(c)), 'element-wise sum is buggy' - c = c.astype('float64') + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 + a = a.reshape(m, n) + if method == 'gpu': + c = np.zeros(shape=(m, n)) + gridDim, gridBlock = get_cuda_execution_config(m, n) + numba_elemwise_sum[gridDim, gridBlock](a, value, c, m, n) return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - elif method == 'numba': - return numba_elemwise_sum(a, value) else: raise UserWarning('Unknown computation method.') def elemwise_prod(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_prod(a, value) - elif method == 'cuda_c': - a = a.astype('float32') - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.flatten() - c = np.zeros_like(a, dtype=np.float32) - cuda_elemwise_prod(a, value, c, m, n) - assert not np.isnan(np.sum(c)), 'element-wise prod is buggy' - c = c.astype('float64') + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 + a = a.reshape(m, n) + if method == 'gpu': + c = np.zeros(shape=(m, n)) + gridDim, gridBlock = get_cuda_execution_config(m, n) + numba_elemwise_prod[gridDim, gridBlock](a, value, c, m, n) return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - elif method == 'numba': - return numba_elemwise_prod(a, value) else: raise UserWarning('Unknown computation method.') def elemwise_max(a, value, method='cpu'): if method == 'cpu': return cpu_elemwise_max(a, value) - elif method == 'cuda_c': - a = a.astype('float32') - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.flatten() - c = np.zeros_like(a, dtype=np.float32) - cuda_elemwise_max(a, value, c, m, n) - assert not np.isnan(np.sum(c)), 'element-wise max is buggy' - c = c.astype('float64') - return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - elif method == 'numba': - return numba_elemwise_max(a, value) + if len(a.shape) > 1: + m, n = a.shape[0], a.shape[1] + else: + m, n = a.shape[0], 1 + a = a.reshape(m, n) + if method == 'gpu': + c = np.zeros(shape=(m, n)) + gridDim, gridBlock = get_cuda_execution_config(m, n) + numba_elemwise_max[gridDim, gridBlock](a, value, c, m, n) + return c else: raise UserWarning('Unknown computation method.') \ No newline at end of file diff --git a/layers.py b/layers.py index 0076a6e..8777517 100644 --- a/layers.py +++ b/layers.py @@ -5,6 +5,37 @@ np.random.seed(42) +class Layer: + """ Implements a layer module. + A building block. Each layer is capable of performing two things: + - Process input to get output: output = layer.forward(inputs) + - Propagate gradients through itself: grad_input = layer.backward(inputs, gradients) + Some layers also have learnable parameters which they update during the backward pass. + """ + + def __init__(self): + """Here you can initialize layer parameters (if any) and auxiliary stuff.""" + pass + + def forward(self, inputs): + """ Forward pass of the layer. + Takes input data of shape [batch, input_units], + and returns output data [batch, output_units] + """ + pass + + def backward(self, inputs, gradients, **kwargs): + """ Backward pass of the layer. + Performs a backpropagation step through the layer, with respect to the given input. + To compute loss gradients w.r.t input, you need to apply chain rule (backprop): + dL / dx = (dL / dZ) * (dZ / dx) + Luckily, we already receive dL / dZ as input, + so we only need to multiply it by dZ / dx. + If our layer has parameters (e.g. dense layer, conv layer etc.), + you also need to update them here using dL / dZ. + """ + pass + """ Dense Layer Performs a learned affine transformation: @@ -14,27 +45,32 @@ output shape: [batch, output units] """ class Dense(): - - def __init__(self, input_units, output_units, method='cuda_c'): + """ Dense layer. + A dense layer is a layer which performs a learned affine transformation: + f(x) = + b + """ + + def __init__(self, input_units, output_units, method='cpu'): + self.type = 'dense' self.method = method # initialize weights with small random numbers. We use xavier initialization self.weights = F.elemwise_prod(np.random.randn(input_units, output_units), np.sqrt(2. / (input_units + output_units)), method=self.method) self.biases = np.zeros(output_units) + + def _init_g2(self): self.g2_weights = np.zeros_like(self.weights) self.g2_biases = np.zeros_like(self.biases) - - def forward(self, A): - Wx = F.matmul(A, self.weights, method=self.method) + + def forward(self, inputs): + Wx = F.matmul(inputs, self.weights, method=self.method) Z = F.matsum(Wx, self.biases, method=self.method) return Z def backward(self, inputs, gradients, **kwargs): - assert inputs.dtype == np.float64 and gradients.dtype == np.float64 - - lr = kwargs['lr'] - alpha = kwargs['alpha'] - epsilon = kwargs['epsilon'] + lr = kwargs.get('lr', 0.001) + gamma = kwargs.get('gamma', 0.9) + epsilon = kwargs.get('epsilon', 1e-7) optim = kwargs.get('optim', 'rmsprop') # dL / dx = dL / dZ * dZ / dx = gradients * W @@ -54,8 +90,10 @@ def backward(self, inputs, gradients, **kwargs): update_biases = F.elemwise_prod(grad_biases, lr, method=self.method) if optim == 'rmsprop': - self.g2_weights = F.matsum(F.elemwise_prod(self.g2_weights, alpha, method=self.method), F.elemwise_prod(np.square(grad_weights), (1 - alpha), method=self.method), method=self.method) - self.g2_biases = F.matsum(F.elemwise_prod(self.g2_biases, alpha, method=self.method), F.elemwise_prod(np.square(grad_biases), (1 - alpha), method=self.method), method=self.method) + if not hasattr(self, 'g2_weights'): + self._init_g2() + self.g2_weights = F.matsum(F.elemwise_prod(self.g2_weights, gamma, method=self.method), F.elemwise_prod(np.square(grad_weights), (1 - gamma), method=self.method), method=self.method) + self.g2_biases = F.matsum(F.elemwise_prod(self.g2_biases, gamma, method=self.method), F.elemwise_prod(np.square(grad_biases), (1 - gamma), method=self.method), method=self.method) self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1. / np.sqrt(F.elemwise_sum(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1. / np.sqrt(F.elemwise_sum(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) elif optim == 'gd': @@ -65,25 +103,24 @@ def backward(self, inputs, gradients, **kwargs): # propagate back the gradients of Loss wrt to layer inputs # dL / dx return grad_input - -"""ReLU layer - -Applies elementwise rectified linear unit to all inputs: - f(x) = max(0, x) - input shape: [batch, input_units] - output shape: [batch, input_units] -""" class ReLU(): + """ ReLU layer. + + Applies elementwise rectified linear unit to all inputs: + f(x) = max(0, x) + + input shape: [batch, input_units] + output shape: [batch, input_units] + """ - def __init__(self, method='cuda_c'): + def __init__(self, method='cpu'): self.type = 'relu' self.method = method - def forward(self, A): - return F.elemwise_max(A, 0.0, method=self.method) + def forward(self, inputs): + return F.elemwise_max(inputs, 0.0, method=self.method) def backward(self, inputs, gradients, **kwargs): - assert inputs.dtype == np.float64 and gradients.dtype == np.float64 grad_relu = inputs > 0.0 return F.matprod(gradients, grad_relu, method=self.method) \ No newline at end of file diff --git a/lib/cuda_c.cu b/lib/cuda_c.cu index fd0f6d4..3affdf7 100644 --- a/lib/cuda_c.cu +++ b/lib/cuda_c.cu @@ -1,10 +1,10 @@ /** - * CUDA PARALLEL PROGRAMMING: matrix_ops.cu + * CUDA PARALLEL PROGRAMMING: cuda_c.cu * Purpose: Matrix Operations using CUDA C/C++ * @author Prabhsimran Singh - * @version 1.0 17/09/18 + * @version 2.2 15/10/18 * - * Build using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_mat_ops.so matrix_ops.cu + * Build using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_c.so lib/cuda_c.cu --gpu-architecture=compute_61 --gpu-code=sm_61,compute_61 */ #include @@ -12,28 +12,32 @@ #include "utils/devices.cu" #include "utils/utils.cpp" -#define BLOCK_SIZE 256 +#define NUM_THREADS 32 /** -* Calculates dot-product of two matrices (using parallel threads on CUDA capable device) +* Computes dot-product of two matrices (using parallel threads on CUDA capable device) * -* @param a the float pointer to first input array -* @param b the float pointer to second input array -* @param c the float pointer to output array +* @param a the double pointer to first input array +* @param b the double pointer to second input array +* @param c the double pointer to output array * @param m the no. rows in a(m x n) and c(m x k) * @param n the no. cols in a(m x n) and rows in b(n x k) * @param k the no. cols in b(n x k) and c(m x k) * @return void */ -__global__ void matmul(float *a, float *b, float *c, int m, int n, int k) { +__global__ void matmul(double *a, double *b, double *c, int m, int n, int k) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - float sum = 0; - - if (row < m && col < k) { - for (int i = 0; i < n; i++) + int stride_row = gridDim.y * blockDim.y; + int stride_col = gridDim.x * blockDim.x; + + for (; row < m && col < k; row += stride_row, col += stride_col) { + double sum = 0; + #pragma unroll + for (int i = 0; i < n; i++) { sum += a[row * n + i] * b[i * k + col]; + } c[row * k + col] = sum; } } @@ -41,18 +45,21 @@ __global__ void matmul(float *a, float *b, float *c, int m, int n, int k) { /** * Calculates element-wise sum of two matrices (using parallel threads on CUDA capable device) * -* @param a the float pointer to first input array -* @param b the float pointer to second input array -* @param c the float pointer to output array +* @param a the double pointer to first input array +* @param b the double pointer to second input array +* @param c the double pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void matsum(float *a, float *b, float *c, int m, int n) { +__global__ void matsum(double *a, double *b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) { + int stride_row = gridDim.y * blockDim.y; + int stride_col = gridDim.x * blockDim.x; + + for (; row < m && col < n; row += stride_row, col += stride_col) { c[row * n + col] = a[row * n + col] + b[row * n + col]; } } @@ -60,18 +67,21 @@ __global__ void matsum(float *a, float *b, float *c, int m, int n) { /** * Calculates element-wise product of two matrices (using parallel threads on CUDA capable device) * -* @param a the float pointer to first input array -* @param b the float pointer to second input array -* @param c the float pointer to output array +* @param a the double pointer to first input array +* @param b the double pointer to second input array +* @param c the double pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void matprod(float *a, float *b, float *c, int m, int n) { +__global__ void matprod(double *a, double *b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) { + int stride_row = gridDim.y * blockDim.y; + int stride_col = gridDim.x * blockDim.x; + + for (; row < m && col < n; row += stride_row, col += stride_col) { c[row * n + col] = a[row * n + col] * b[row * n + col]; } } @@ -79,18 +89,21 @@ __global__ void matprod(float *a, float *b, float *c, int m, int n) { /** * Calculates element-wise sum of a matrix with a value (using parallel threads on CUDA capable device) * -* @param a the float pointer to first input array -* @param b the float value to add the array with -* @param c the float pointer to output array +* @param a the double pointer to first input array +* @param b the double value to add the array with +* @param c the double pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void elemwise_sum(float *a, float b, float *c, int m, int n) { +__global__ void elemwise_sum(double *a, double b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) { + int stride_row = gridDim.y * blockDim.y; + int stride_col = gridDim.x * blockDim.x; + + for (; row < m && col < n; row += stride_row, col += stride_col) { c[row * n + col] = a[row * n + col] + b; } } @@ -98,18 +111,21 @@ __global__ void elemwise_sum(float *a, float b, float *c, int m, int n) { /** * Calculates element-wise product of a matrix with a value (using parallel threads on CUDA capable device) * -* @param a the float pointer to first input array -* @param b the float value to multiply the array with -* @param c the float pointer to output array +* @param a the double pointer to first input array +* @param b the double value to multiply the array with +* @param c the double pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void elemwise_prod(float *a, float b, float *c, int m, int n) { +__global__ void elemwise_prod(double *a, double b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) { + int stride_row = gridDim.y * blockDim.y; + int stride_col = gridDim.x * blockDim.x; + + for (; row < m && col < n; row += stride_row, col += stride_col) { c[row * n + col] = a[row * n + col] * b; } } @@ -117,169 +133,203 @@ __global__ void elemwise_prod(float *a, float b, float *c, int m, int n) { /** * Calculates element-wise maximum of a matrix with a value (using parallel threads on CUDA capable device) * -* @param a the float pointer to first input array -* @param b the float value to check maximum against -* @param c the float pointer to output array +* @param a the double pointer to first input array +* @param b the double value to check maximum against +* @param c the double pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void elemwise_max(float *a, float b, float *c, int m, int n) { +__global__ void elemwise_max(double *a, double b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; - if (row < m && col < n) { + int stride_row = gridDim.y * blockDim.y; + int stride_col = gridDim.x * blockDim.x; + + for (; row < m && col < n; row += stride_row, col += stride_col) { c[row * n + col] = (a[row * n + col] > b) ? a[row * n + col] : b; } } extern "C" { - void cuda_matmul(float *a, float *b, float *c, int m, int n, int k) { - float *d_a, *d_b, *d_c; + void cuda_device_info() { + getCudaDeviceInfo(); + } - cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_b, (n * k) * sizeof(float)); - cudaMallocManaged(&d_c, (m * k) * sizeof(float)); + void cuda_matmul(double *a, double *b, double *c, int m, int n, int k) { + double *d_a, *d_b, *d_c; - cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (n * k) * sizeof(float), cudaMemcpyHostToDevice); + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_b, (n * k) * sizeof(double)); + cudaMallocManaged(&d_c, (m * k) * sizeof(double)); - unsigned int grid_rows = sqrt(BLOCK_SIZE); - unsigned int grid_cols = m / grid_rows; + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (n * k) * sizeof(double), cudaMemcpyHostToDevice); - dim3 dimGrid(grid_cols, grid_cols, 1); - dim3 dimBlock(grid_rows, grid_rows, 1); + dim3 dimBlock(NUM_THREADS, NUM_THREADS, 1); + dim3 dimGrid((k / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); + cudaError_t syncErr, asyncErr; matmul<<>>(d_a, d_b, d_c, m, n, k); - cudaDeviceSynchronize(); + + syncErr = cudaGetLastError(); + asyncErr = cudaDeviceSynchronize(); + + if (syncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(syncErr) << endl; + if (asyncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(asyncErr) << endl; - cudaMemcpy(c, d_c, (m * k) * sizeof(float), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * k) * sizeof(double), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_b); cudaFree(d_c); } - void cuda_matsum(float *a, float *b, float *c, int m, int n) { - float *d_a, *d_b, *d_c; + void cuda_matsum(double *a, double *b, double *c, int m, int n) { + double *d_a, *d_b, *d_c; - cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_b, (m * n) * sizeof(float)); - cudaMallocManaged(&d_c, (m * n) * sizeof(float)); + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_b, (m * n) * sizeof(double)); + cudaMallocManaged(&d_c, (m * n) * sizeof(double)); - cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - unsigned int grid_rows = sqrt(BLOCK_SIZE); - unsigned int grid_cols = m / grid_rows; - - dim3 dimGrid(grid_cols, grid_cols, 1); - dim3 dimBlock(grid_rows, grid_rows, 1); + dim3 dimBlock(NUM_THREADS, NUM_THREADS, 1); + dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); + cudaError_t syncErr, asyncErr; matsum<<>>(d_a, d_b, d_c, m, n); - cudaDeviceSynchronize(); - printMatrix(d_c, m, n); + + syncErr = cudaGetLastError(); + asyncErr = cudaDeviceSynchronize(); - cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + if (syncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(syncErr) << endl; + if (asyncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(asyncErr) << endl; - printMatrix(c, m, n); + cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_b); cudaFree(d_c); } - void cuda_matprod(float *a, float *b, float *c, int m, int n) { - float *d_a, *d_b, *d_c; - - cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_b, (m * n) * sizeof(float)); - cudaMallocManaged(&d_c, (m * n) * sizeof(float)); + void cuda_matprod(double *a, double *b, double *c, int m, int n) { + double *d_a, *d_b, *d_c; - cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); - cudaMemcpy(d_b, b, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_b, (m * n) * sizeof(double)); + cudaMallocManaged(&d_c, (m * n) * sizeof(double)); - unsigned int grid_rows = sqrt(BLOCK_SIZE); - unsigned int grid_cols = m / grid_rows; + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - dim3 dimGrid(grid_cols, grid_cols, 1); - dim3 dimBlock(grid_rows, grid_rows, 1); + dim3 dimBlock(NUM_THREADS, NUM_THREADS, 1); + dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); + cudaError_t syncErr, asyncErr; matprod<<>>(d_a, d_b, d_c, m, n); - cudaDeviceSynchronize(); + + syncErr = cudaGetLastError(); + asyncErr = cudaDeviceSynchronize(); + + if (syncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(syncErr) << endl; + if (asyncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(asyncErr) << endl; - cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_b); cudaFree(d_c); } - void cuda_elemwise_sum(float *a, float b, float *c, int m, int n) { - float *d_a, *d_c; + void cuda_elemwise_sum(double *a, double b, double *c, int m, int n) { + double *d_a, *d_c; - cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_c, (m * n) * sizeof(float)); + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_c, (m * n) * sizeof(double)); - cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - unsigned int grid_rows = sqrt(BLOCK_SIZE); - unsigned int grid_cols = m / grid_rows; - - dim3 dimGrid(grid_cols, grid_cols, 1); - dim3 dimBlock(grid_rows, grid_rows, 1); + dim3 dimBlock(NUM_THREADS, NUM_THREADS, 1); + dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); + cudaError_t syncErr, asyncErr; elemwise_sum<<>>(d_a, b, d_c, m, n); - cudaDeviceSynchronize(); + + syncErr = cudaGetLastError(); + asyncErr = cudaDeviceSynchronize(); + + if (syncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(syncErr) << endl; + if (asyncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(asyncErr) << endl; - cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_c); } - void cuda_elemwise_prod(float *a, float b, float *c, int m, int n) { - float *d_a, *d_c; + void cuda_elemwise_prod(double *a, double b, double *c, int m, int n) { + double *d_a, *d_c; - cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_c, (m * n) * sizeof(float)); + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_c, (m * n) * sizeof(double)); - cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - unsigned int grid_rows = sqrt(BLOCK_SIZE); - unsigned int grid_cols = m / grid_rows; - - dim3 dimGrid(grid_cols, grid_cols, 1); - dim3 dimBlock(grid_rows, grid_rows, 1); + dim3 dimBlock(NUM_THREADS, NUM_THREADS, 1); + dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); + cudaError_t syncErr, asyncErr; elemwise_prod<<>>(d_a, b, d_c, m, n); - cudaDeviceSynchronize(); + + syncErr = cudaGetLastError(); + asyncErr = cudaDeviceSynchronize(); + + if (syncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(syncErr) << endl; + if (asyncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(asyncErr) << endl; - cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_c); } - void cuda_elemwise_max(float *a, float b, float *c, int m, int n) { - float *d_a, *d_c; + void cuda_elemwise_max(double *a, double b, double *c, int m, int n) { + double *d_a, *d_c; - cudaMallocManaged(&d_a, (m * n) * sizeof(float)); - cudaMallocManaged(&d_c, (m * n) * sizeof(float)); + cudaMallocManaged(&d_a, (m * n) * sizeof(double)); + cudaMallocManaged(&d_c, (m * n) * sizeof(double)); - cudaMemcpy(d_a, a, (m * n) * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_a, a, (m * n) * sizeof(double), cudaMemcpyHostToDevice); - unsigned int grid_rows = sqrt(BLOCK_SIZE); - unsigned int grid_cols = m / grid_rows; - - dim3 dimGrid(grid_cols, grid_cols, 1); - dim3 dimBlock(grid_rows, grid_rows, 1); + dim3 dimBlock(NUM_THREADS, NUM_THREADS, 1); + dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); + cudaError_t syncErr, asyncErr; elemwise_max<<>>(d_a, b, d_c, m, n); - cudaDeviceSynchronize(); + + syncErr = cudaGetLastError(); + asyncErr = cudaDeviceSynchronize(); + + if (syncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(syncErr) << endl; + if (asyncErr != cudaSuccess) + cout << "CUDA Error: " << cudaGetErrorString(asyncErr) << endl; - cudaMemcpy(c, d_c, (m * n) * sizeof(float), cudaMemcpyDeviceToHost); + cudaMemcpy(c, d_c, (m * n) * sizeof(double), cudaMemcpyDeviceToHost); cudaFree(d_a); cudaFree(d_c); diff --git a/lib/cuda_c.so b/lib/cuda_c.so index 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print_function -import numpy as np + +import autograd.numpy as np + +from autograd import elementwise_grad as grad np.random.seed(42) +def stable_softmax(X): + exps = np.exp(X - np.max(X)) + return exps / np.sum(exps) + def softmax_crossentropy_with_logits(logits, targets): - print(np.amax(logits)) """Compute crossentropy from logits[batch,n_classes] and ids of correct answers""" - logits_for_answers = logits[np.arange(len(logits)), targets] - xentropy = - logits_for_answers + np.log(np.sum(np.exp(logits), axis=-1)) - return xentropy + m = targets.shape[0] + p = stable_softmax(logits) + log_likelihood = -np.log(p[range(m), targets]) + loss = np.sum(log_likelihood) / m + return loss def grad_softmax_crossentropy_with_logits(logits, targets): - """Compute crossentropy gradient from logits[batch,n_classes] and ids of correct answers""" - ones_for_answers = np.zeros_like(logits) - ones_for_answers[np.arange(len(logits)), targets] = 1 - softmax = np.exp(logits) / np.exp(logits).sum(axis=-1,keepdims=True) - return (- ones_for_answers + softmax) / logits.shape[0] \ No newline at end of file + grad_softmax = grad(softmax_crossentropy_with_logits) + return grad_softmax(logits, targets) \ No newline at end of file diff --git a/main.py b/main.py index 548f5ee..dbc603e 100644 --- a/main.py +++ b/main.py @@ -11,14 +11,14 @@ def parse_args(): parser = argparse.ArgumentParser(description='Training Configuration') - parser.add_argument('--epochs', type=int, default=10, dest='epochs', + parser.add_argument('--epochs', type=int, default=20, dest='epochs', help='Number of iterations for training') - parser.add_argument('--batch-size', type=int, default=1024, dest='batch_size', + parser.add_argument('--batch-size', type=int, default=128, dest='batch_size', help='Batch size for one epoch in training') parser.add_argument('--lr', type=float, default=0.005, dest='lr', help='Initial learning rate') - parser.add_argument('--plot', type=bool, default=False, dest='plot', - help='Flag that indicates whether plot the accuracy during training') + parser.add_argument('--backend', type=str, default='cpu', dest='backend', + help='Type of computation backend to use [CPU/GPU]') return parser.parse_args() def main(): @@ -28,35 +28,25 @@ def main(): input_dim = X_train.shape[1] num_classes = 10 - dims = [input_dim, 10, 20, 20, num_classes] + dims = [input_dim, 1024, 1024, 256, num_classes] - trainer = Trainer(dims=dims, lr=args.lr) + trainer = Trainer(dims=dims, backend=args.backend.lower()) train_log = [] val_log = [] for epoch in range(args.epochs): for x_batch, y_batch in iterate_minibatches(X_train, y_train, batchsize=args.batch_size, shuffle=True): - trainer.fit(x_batch, y_batch) + trainer.fit(x_batch, y_batch, lr=args.lr) train_log.append(np.mean(trainer.predict(X_train) == y_train)) val_log.append(np.mean(trainer.predict(X_val) == y_val)) - print("Epoch ", epoch + 1) - print("Train accuracy: {:.2f}%".format(train_log[-1] * 100)) - print("Val accuracy: {:.2f}%".format(val_log[-1] * 100)) - if args.plot: - plt.plot(train_log,label='train accuracy') - plt.plot(val_log,label='val accuracy') - plt.legend(loc='best') - plt.grid() - plt.show() + print("Epoch[{}/{}] train acc: {:.4f} - val acc: {:.4f}".format(epoch, args.epochs, train_log[-1], val_log[-1])) print('\nTesting on {} samples'.format(len(X_test))) - accuracy = np.mean(trainer.predict(X_test) == y_test) * 100 - print('Test accuracy: {:.2f}%\n'.format(accuracy)) - - trainer.save_model() + accuracy = np.mean(trainer.predict(X_test) == y_test) + print('test acc: {:.4f}'.format(accuracy)) if __name__ == '__main__': try: diff --git a/ops/cuda_c_ops.py b/ops/cuda_c_ops.py index d72e977..07c4890 100644 --- a/ops/cuda_c_ops.py +++ b/ops/cuda_c_ops.py @@ -1,40 +1,47 @@ +""" +CUDA PARALLEL PROGRAMMING: cuda_c_ops.py +* Purpose: Python interface for performing matrix operations using CUDA C/C++ +* @author Prabhsimran Singh +* @version 2.2 15/10/18 +* Build Using: + nvcc -Xcompiler -fPIC -shared -o lib/cuda_c.so lib/cuda_c.cu --gpu-architecture=compute_61 --gpu-code=sm_61,compute_61 +""" import ctypes import numpy as np -from ctypes import POINTER, c_float, c_int +from ctypes import POINTER, c_double, c_int -# Build shared object file using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_c.so lib/cuda_c.cu # extract cuda function pointers in the shared object cuda_c.so dll = ctypes.CDLL('./lib/cuda_c.so', mode=ctypes.RTLD_GLOBAL) def get_cuda_matmul(dll): func = dll.cuda_matmul - func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int, c_int] + func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int, c_int] return func def get_cuda_matsum(dll): func = dll.cuda_matsum - func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int] + func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int] return func def get_cuda_matprod(dll): func = dll.cuda_matprod - func.argtypes = [POINTER(c_float), POINTER(c_float), POINTER(c_float), c_int, c_int] + func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int] return func def get_cuda_elemwise_sum(dll): func = dll.cuda_elemwise_sum - func.argtypes = [POINTER(c_float), c_float, POINTER(c_float), c_int, c_int] + func.argtypes = [POINTER(c_double), c_double, POINTER(c_double), c_int, c_int] return func def get_cuda_elemwise_prod(dll): func = dll.cuda_elemwise_prod - func.argtypes = [POINTER(c_float), c_float, POINTER(c_float), c_int, c_int] + func.argtypes = [POINTER(c_double), c_double, POINTER(c_double), c_int, c_int] return func def get_cuda_elemwise_max(dll): func = dll.cuda_elemwise_max - func.argtypes = [POINTER(c_float), c_float, POINTER(c_float), c_int, c_int] + func.argtypes = [POINTER(c_double), c_double, POINTER(c_double), c_int, c_int] return func __cuda_matmul = get_cuda_matmul(dll) @@ -46,50 +53,52 @@ def get_cuda_elemwise_max(dll): # convenient python wrappers for cuda functions def cuda_matmul(a, b, c, m, n, k): - a_p = a.ctypes.data_as(POINTER(c_float)) - b_p = b.ctypes.data_as(POINTER(c_float)) - c_p = c.ctypes.data_as(POINTER(c_float)) + a_p = a.ctypes.data_as(POINTER(c_double)) + b_p = b.ctypes.data_as(POINTER(c_double)) + c_p = c.ctypes.data_as(POINTER(c_double)) __cuda_matmul(a_p, b_p, c_p, m, n, k) def cuda_matsum(a, b, c, m, n): - a_p = a.ctypes.data_as(POINTER(c_float)) - b_p = b.ctypes.data_as(POINTER(c_float)) - c_p = c.ctypes.data_as(POINTER(c_float)) + a_p = a.ctypes.data_as(POINTER(c_double)) + b_p = b.ctypes.data_as(POINTER(c_double)) + c_p = c.ctypes.data_as(POINTER(c_double)) __cuda_matsum(a_p, b_p, c_p, m, n) def cuda_matprod(a, b, c, m, n): - a_p = a.ctypes.data_as(POINTER(c_float)) - b_p = b.ctypes.data_as(POINTER(c_float)) - c_p = c.ctypes.data_as(POINTER(c_float)) + a_p = a.ctypes.data_as(POINTER(c_double)) + b_p = b.ctypes.data_as(POINTER(c_double)) + c_p = c.ctypes.data_as(POINTER(c_double)) __cuda_matprod(a_p, b_p, c_p, m, n) def cuda_elemwise_sum(a, b, c, m, n): - a_p = a.ctypes.data_as(POINTER(c_float)) - b_f = ctypes.c_float(b) - c_p = c.ctypes.data_as(POINTER(c_float)) + a_p = a.ctypes.data_as(POINTER(c_double)) + b_f = ctypes.c_double(b) + c_p = c.ctypes.data_as(POINTER(c_double)) __cuda_elemwise_sum(a_p, b_f, c_p, m, n) def cuda_elemwise_prod(a, b, c, m, n): - a_p = a.ctypes.data_as(POINTER(c_float)) - b_f = ctypes.c_float(b) - c_p = c.ctypes.data_as(POINTER(c_float)) + a_p = a.ctypes.data_as(POINTER(c_double)) + b_f = ctypes.c_double(b) + c_p = c.ctypes.data_as(POINTER(c_double)) __cuda_elemwise_prod(a_p, b_f, c_p, m, n) def cuda_elemwise_max(a, b, c, m, n): - a_p = a.ctypes.data_as(POINTER(c_float)) - b_f = ctypes.c_float(b) - c_p = c.ctypes.data_as(POINTER(c_float)) + a_p = a.ctypes.data_as(POINTER(c_double)) + b_f = ctypes.c_double(b) + c_p = c.ctypes.data_as(POINTER(c_double)) __cuda_elemwise_max(a_p, b_f, c_p, m, n) def get_test_params(): size = int(16) - a = np.array([3.0] * (size * size), dtype=np.float32) - b = np.array([3.0] * (size * size), dtype=np.float32) - c = np.zeros(shape=(size * size), dtype=np.float32) + a = np.array([3.0] * (size * size)) + b = np.array([3.0] * (size * size)) + c = np.zeros(shape=(size * size)) return a, b, c, size def main(): a, b, c, size = get_test_params() + + # basic checks for all ops cuda_matmul(a, b, c, size, size, size) assert np.all(c==144.0), "Matrix dot-product operation is buggy" cuda_matsum(a, b, c, size, size) @@ -103,5 +112,29 @@ def main(): cuda_elemwise_max(a, 4.0, c, size, size) assert np.all(c==4.0), "Element-wise max operation is buggy" + # robust checks for other ops + a = np.random.randn(100 * 200) + b = np.random.randn(100 * 200) + c = np.zeros_like(a) + cuda_matsum(a, b, c, 100, 200) + assert np.all(a + b == c), 'matsum' + cuda_matprod(a, b, c, 100, 200) + assert np.all(a * b == c), 'matprod' + cuda_elemwise_sum(a, 5.3, c, 100, 200) + assert np.all(a + 5.3 == c), 'elemwise sum' + cuda_elemwise_prod(a, 6, c, 100, 200) + assert np.all(a * 6 == c), 'elemwise prod' + cuda_elemwise_max(a, 0, c, 100, 200) + assert np.all(np.maximum(0, a) == c), 'elemwise max' + + # robust check for matmul + a = np.random.randn(205, 510) + b = np.random.randn(510, 340) + c = np.zeros(205 * 340) + cuda_matmul(a.flatten(), b.flatten(), c, 205, 510, 340) + actual_dot = np.dot(a, b) + c = c.reshape(205, 340) + assert np.allclose(actual_dot, c), 'matmul' + if __name__ == '__main__': main() \ No newline at end of file diff --git a/ops/numba_ops.py b/ops/numba_ops.py index 43e50de..c0a132f 100644 --- a/ops/numba_ops.py +++ b/ops/numba_ops.py @@ -1,5 +1,5 @@ import numpy as np -from numba import vectorize, int64, float32, void, jit, cuda, guvectorize +from numba import cuda """ Numba CUDA config paths: @@ -8,26 +8,53 @@ /usr/local/cuda-9.2/lib64/ """ -# @jit(void(float32[:,:],float32[:,:],float32[:,:])) -def numba_matmul(a, b, c): - pass +@cuda.jit +def numba_matmul(a, b, c, m, n, k): + row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y + col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x -# @jit(void(float32[:,:],float32[:,:],float32[:,:])) -def numba_matsum(a, b): - pass + if row < m and col < k: + summ = 0 + for i in range(n): + summ += a[row, i] * b[i, col] + c[row, col] = summ + +@cuda.jit +def numba_matsum(a, b, c, m, n): + row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y + col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x -# @jit(void(float32[:,:],float32[:,:],float32[:,:])) -def numba_matprod(a, b): - pass + if row < m and col < n: + c[row, col] = a[row, col] + b[row, col] -# @jit(void(float32[:,:],float32[:,:],float32[:,:])) -def numba_elemwise_sum(a, value): - pass +@cuda.jit +def numba_matprod(a, b, c, m, n): + row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y + col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x -# @jit(void(float32[:,:],float32[:,:],float32[:,:])) -def numba_elemwise_prod(a, value): - pass + if row < m and col < n: + c[row, col] = a[row, col] * b[row, col] -# @jit(void(float32[:,:],float32[:,:],float32[:,:])) -def numba_elemwise_max(a, value): - pass \ No newline at end of file +@cuda.jit +def numba_elemwise_sum(a, value, c, m, n): + row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y + col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x + + if row < m and col < n: + c[row, col] = a[row, col] + value + +@cuda.jit +def numba_elemwise_prod(a, value, c, m, n): + row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y + col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x + + if row < m and col < n: + c[row, col] = a[row, col] * value + +@cuda.jit +def numba_elemwise_max(a, value, c, m, n): + row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y + col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x + + if row < m and col < n: + c[row, col] = a[row, col] if a[row, col] > value else value \ No newline at end of file diff --git a/tests/test_loss.py b/tests/test_loss.py index f8f0fdc..323415e 100644 --- a/tests/test_loss.py +++ b/tests/test_loss.py @@ -4,7 +4,10 @@ import unittest import numpy as np -from loss import Losses +from loss ( + softmax_crossentropy_with_logits, + grad_softmax_crossentropy_with_logits +) from util import eval_numerical_gradient class TestLoss(unittest.TestCase): @@ -12,9 +15,9 @@ class TestLoss(unittest.TestCase): def test_crossentropy_loss_NUMERICAL_GRADIENT_CHECK(self): logits = np.linspace(-1, 1, 500).reshape([50, 10]) answers = np.arange(50) % 10 - Losses.softmax_crossentropy_with_logits(logits, answers) - grads = Losses.grad_softmax_crossentropy_with_logits(logits, answers) - numeric_grads = eval_numerical_gradient(lambda l: Losses.softmax_crossentropy_with_logits(l, answers).mean(), logits) + softmax_crossentropy_with_logits(logits, answers) + grads = grad_softmax_crossentropy_with_logits(logits, answers) + numeric_grads = eval_numerical_gradient(lambda l: softmax_crossentropy_with_logits(l, answers).mean(), logits) self.assertTrue(np.allclose(numeric_grads, grads, rtol=1e-3, atol=0), msg="The reference implementation has just failed. Someone has just changed the rules of math.") \ No newline at end of file diff --git a/train.py b/train.py index e910a29..01aa021 100644 --- a/train.py +++ b/train.py @@ -3,36 +3,33 @@ import dill import numpy as np +from autograd import elementwise_grad as grad -import loss +from loss import ( + softmax_crossentropy_with_logits, + grad_softmax_crossentropy_with_logits +) from layers import Dense, ReLU np.random.seed(42) class Trainer(): - def __init__(self, dims=None, name='model', pretrained=False, lr=0.001): - self._name = name - if pretrained: - self._load_model() - elif dims is None: + def __init__(self, dims=None, backend='cpu'): + if dims is None: raise UserWarning('Model dims should not be none') - else: - self._create(dims) - self._lr = lr - self._alpha = 0.99 - self._epsilon = 1e-8 + self._create(dims, backend.lower()) - def _create(self, dims): + def _create(self, dims, backend): model = [] input_shape = dims[0] num_classes = dims[-1] - model.append(Dense(input_shape, dims[1])) - model.append(ReLU()) + model.append(Dense(input_shape, dims[1], method=backend)) + model.append(ReLU(method=backend)) for i in range(2, len(dims) - 1): - model.append(Dense(dims[i - 1], dims[i])) - model.append(ReLU()) - model.append(Dense(dims[-2], num_classes)) + model.append(Dense(dims[i - 1], dims[i], method=backend)) + model.append(ReLU(method=backend)) + model.append(Dense(dims[-2], num_classes, method=backend)) self._network = model def _forward(self, X): @@ -42,16 +39,9 @@ def _forward(self, X): """ activations = [] A = X - it = 0 for layer in self._network: - if np.isnan(np.sum(A)): - print('nan') - print(it) - print(layer) - exit(0) activations.append(layer.forward(A)) A = activations[-1] - it += 1 assert len(activations) == len(self._network) return activations @@ -62,11 +52,10 @@ def predict(self, X): logits = self._forward(X)[-1] return logits.argmax(axis=-1) - def fit(self, X, y): + def fit(self, X, y, **kwargs): """ Train your network on a given batch of X and y. You first need to run forward to get all layer activations. Then you can run layer.backward going from last to first layer. - After you called backward for all layers, all Dense layers have already made one gradient step. """ @@ -77,23 +66,11 @@ def fit(self, X, y): logits = layer_activations[-1] # Compute the loss and the initial gradient - objective = loss.softmax_crossentropy_with_logits(logits, y) - grad_objective = loss.grad_softmax_crossentropy_with_logits(logits, y) + loss = softmax_crossentropy_with_logits(logits, y) + grad_loss = grad_softmax_crossentropy_with_logits(logits, y) # Backpropagate the gradients to all layers for l in range(len(self._network))[::-1]: - grad_objective = self._network[l].backward(layer_inputs[l], grad_objective, - lr=self._lr, alpha=self._alpha, epsilon=self._epsilon) - - return np.mean(objective) - - def save_model(self): - if not os.path.isdir('models'): - os.mkdir('models') - with open('models/{}.dill'.format(self._name), 'wb') as dill_file: - dill.dump(self._network, dill_file) - print('Model saved to `models/{}.dill`'.format(self._name)) + grad_loss = self._network[l].backward(layer_inputs[l], grad_loss, **kwargs) - def _load_model(self): - with open('models/{}.dill'.format(self._name), 'rb') as dill_file: - self._network = dill.load(dill_file) \ No newline at end of file + return np.mean(loss) \ No newline at end of file From d09bdb6590177e46a4301bab943927263e2bb4f1 Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Wed, 17 Oct 2018 04:41:42 +0530 Subject: [PATCH 13/14] functional api change and major refactor --- functions.py | 112 ++++++++++++++----------------------------- layers.py | 22 ++++----- lib/cuda_c.cu | 39 +++++++-------- lib/cuda_c.so | Bin 625120 -> 625016 bytes lib/utils/utils.cpp | 2 +- main.py | 3 ++ ops/cpu_ops.py | 11 +++-- ops/cuda_c_ops.py | 98 ++++++++++++++++++++----------------- ops/numba_ops.py | 24 ++++------ requirements.txt | 6 ++- tests/test_layers.py | 14 +++--- tests/test_loss.py | 6 +-- train.py | 7 ++- 13 files changed, 158 insertions(+), 186 deletions(-) diff --git a/functions.py b/functions.py index 5b42c9f..4dbe43a 100644 --- a/functions.py +++ b/functions.py @@ -1,20 +1,25 @@ +""" FUNCTIONAL API: functions.py +* Purpose: Core functional API for performing computation on CPU/GPU. +* @author Prabhsimran Singh +* @version 2.0 17/10/18 +""" import numpy as np from ops.cpu_ops import ( cpu_matmul, cpu_matsum, cpu_matprod, - cpu_elemwise_sum, - cpu_elemwise_prod, - cpu_elemwise_max + cpu_sum, + cpu_prod, + cpu_maximum ) from ops.numba_ops import ( numba_matmul, numba_matsum, numba_matprod, - numba_elemwise_sum, - numba_elemwise_prod, - numba_elemwise_max + numba_sum, + numba_prod, + numba_maximum ) NUM_THREADS = 32 @@ -24,12 +29,9 @@ def get_cuda_execution_config(m, n): gridDim = ((n // gridBlock[0]) + 1, (m // gridBlock[1]) + 1) return gridDim, gridBlock -""" Computation functions. - -Offload computation efficiently on respective device. -""" def matmul(a, b, method='cpu'): - if method == 'cpu': + # fall back to cpu if dim inconsistency (numpy handle) + if method == 'cpu' or len(a.shape) != len(b.shape) or len(a.shape) == 1 or len(b.shape) == 1: return cpu_matmul(a, b) elif method == 'gpu': m, n, k = a.shape[0], a.shape[1], b.shape[1] @@ -37,97 +39,53 @@ def matmul(a, b, method='cpu'): gridDim, gridBlock = get_cuda_execution_config(m, k) numba_matmul[gridDim, gridBlock](a, b, c, m, n, k) return c - else: - raise UserWarning('Unknown computation method.') def matsum(a, b, method='cpu'): - if method == 'cpu': + if method == 'cpu' or len(a.shape) != len(b.shape) or len(a.shape) == 1 or len(b.shape) == 1: return cpu_matsum(a, b) - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.reshape(m, n) - if a.shape[0] == b.shape[0] and len(a.shape) != len(b.shape): - b = b.reshape(a.shape[0], 1) - if a.shape != b.shape: - b = np.repeat(b, a.shape[0], axis=0) - b = b.reshape(a.shape) if method == 'gpu': m, n = a.shape[0], a.shape[1] c = np.zeros(shape=(m, n)) gridDim, gridBlock = get_cuda_execution_config(m, n) numba_matsum[gridDim, gridBlock](a, b, c, m, n) - return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - else: - raise UserWarning('Unknown computation method.') + return c.reshape((m, n)) def matprod(a, b, method='cpu'): - if method == 'cpu': + if method == 'cpu' or len(a.shape) != len(b.shape) or len(a.shape) == 1 or len(b.shape) == 1: return cpu_matprod(a, b) - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.reshape(m, n) - if a.shape[0] == b.shape[0] and len(a.shape) != len(b.shape): - b = b.reshape(a.shape[0], 1) - if a.shape != b.shape: - b = np.repeat(b, a.shape[0], axis=0) - b = b.reshape(a.shape) if method == 'gpu': m, n = a.shape[0], a.shape[1] c = np.zeros(shape=(m, n)) gridDim, gridBlock = get_cuda_execution_config(m, n) numba_matprod[gridDim, gridBlock](a, b, c, m, n) - return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - else: - raise UserWarning('Unknown computation method.') + return c.reshape((m, n)) -def elemwise_sum(a, value, method='cpu'): - if method == 'cpu': - return cpu_elemwise_sum(a, value) - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.reshape(m, n) +def sum(a, value, method='cpu'): + if method == 'cpu' or len(a.shape) == 1: + return cpu_sum(a, value) if method == 'gpu': + m, n = a.shape[0], a.shape[1] c = np.zeros(shape=(m, n)) gridDim, gridBlock = get_cuda_execution_config(m, n) - numba_elemwise_sum[gridDim, gridBlock](a, value, c, m, n) - return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - else: - raise UserWarning('Unknown computation method.') + numba_sum[gridDim, gridBlock](a, value, c, m, n) + return c.reshape((m, n)) -def elemwise_prod(a, value, method='cpu'): - if method == 'cpu': - return cpu_elemwise_prod(a, value) - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.reshape(m, n) +def prod(a, value, method='cpu'): + if method == 'cpu' or len(a.shape) == 1: + return cpu_prod(a, value) if method == 'gpu': + m, n = a.shape[0], a.shape[1] c = np.zeros(shape=(m, n)) gridDim, gridBlock = get_cuda_execution_config(m, n) - numba_elemwise_prod[gridDim, gridBlock](a, value, c, m, n) - return c.reshape((m, )) if n == 1 else c.reshape((m, n)) - else: - raise UserWarning('Unknown computation method.') + numba_prod[gridDim, gridBlock](a, value, c, m, n) + return c.reshape((m, n)) -def elemwise_max(a, value, method='cpu'): - if method == 'cpu': - return cpu_elemwise_max(a, value) - if len(a.shape) > 1: - m, n = a.shape[0], a.shape[1] - else: - m, n = a.shape[0], 1 - a = a.reshape(m, n) +def maximum(a, value, method='cpu'): + if method == 'cpu' or len(a.shape) == 1: + return cpu_maximum(a, value) if method == 'gpu': + m, n = a.shape[0], a.shape[1] c = np.zeros(shape=(m, n)) gridDim, gridBlock = get_cuda_execution_config(m, n) - numba_elemwise_max[gridDim, gridBlock](a, value, c, m, n) - return c - else: - raise UserWarning('Unknown computation method.') \ No newline at end of file + numba_maximum[gridDim, gridBlock](a, value, c, m, n) + return c \ No newline at end of file diff --git a/layers.py b/layers.py index 8777517..f4586ac 100644 --- a/layers.py +++ b/layers.py @@ -55,7 +55,7 @@ def __init__(self, input_units, output_units, method='cpu'): self.method = method # initialize weights with small random numbers. We use xavier initialization - self.weights = F.elemwise_prod(np.random.randn(input_units, output_units), np.sqrt(2. / (input_units + output_units)), method=self.method) + self.weights = F.prod(np.random.randn(input_units, output_units), np.sqrt(2. / (input_units + output_units)), method=self.method) self.biases = np.zeros(output_units) def _init_g2(self): @@ -80,22 +80,22 @@ def backward(self, inputs, gradients, **kwargs): # compute gradient w.r.t. weights and biases # dL / dW = dL / dZ * dZ / dW = gradients * inputs - grad_weights = F.elemwise_prod(F.matmul(inputs.T, gradients, method=self.method), 1. / m, method=self.method) + grad_weights = F.prod(F.matmul(inputs.T, gradients, method=self.method), 1. / m, method=self.method) # dL / db = dL / dZ * dZ / db = gradients * 1 - grad_biases = F.elemwise_prod(gradients.sum(axis=0), 1. / m, method=self.method) + grad_biases = F.prod(gradients.sum(axis=0), 1. / m, method=self.method) assert grad_weights.shape == self.weights.shape and grad_biases.shape == self.biases.shape - update_weights = F.elemwise_prod(grad_weights, lr, method=self.method) - update_biases = F.elemwise_prod(grad_biases, lr, method=self.method) + update_weights = F.prod(grad_weights, lr, method=self.method) + update_biases = F.prod(grad_biases, lr, method=self.method) if optim == 'rmsprop': if not hasattr(self, 'g2_weights'): self._init_g2() - self.g2_weights = F.matsum(F.elemwise_prod(self.g2_weights, gamma, method=self.method), F.elemwise_prod(np.square(grad_weights), (1 - gamma), method=self.method), method=self.method) - self.g2_biases = F.matsum(F.elemwise_prod(self.g2_biases, gamma, method=self.method), F.elemwise_prod(np.square(grad_biases), (1 - gamma), method=self.method), method=self.method) - self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1. / np.sqrt(F.elemwise_sum(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) - self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1. / np.sqrt(F.elemwise_sum(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) + self.g2_weights = F.matsum(F.prod(self.g2_weights, gamma, method=self.method), F.prod(np.square(grad_weights), (1 - gamma), method=self.method), method=self.method) + self.g2_biases = F.matsum(F.prod(self.g2_biases, gamma, method=self.method), F.prod(np.square(grad_biases), (1 - gamma), method=self.method), method=self.method) + self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1. / np.sqrt(F.sum(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) + self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1. / np.sqrt(F.sum(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) elif optim == 'gd': self.weights = F.matsum(self.weights, -update_weights, method=self.method) self.biases = F.matsum(self.biases, -update_biases, method=self.method) @@ -119,8 +119,8 @@ def __init__(self, method='cpu'): self.method = method def forward(self, inputs): - return F.elemwise_max(inputs, 0.0, method=self.method) + return F.maximum(inputs, 0., method=self.method) def backward(self, inputs, gradients, **kwargs): - grad_relu = inputs > 0.0 + grad_relu = inputs > 0. return F.matprod(gradients, grad_relu, method=self.method) \ No newline at end of file diff --git a/lib/cuda_c.cu b/lib/cuda_c.cu index 3affdf7..22fe5f4 100644 --- a/lib/cuda_c.cu +++ b/lib/cuda_c.cu @@ -2,13 +2,11 @@ * CUDA PARALLEL PROGRAMMING: cuda_c.cu * Purpose: Matrix Operations using CUDA C/C++ * @author Prabhsimran Singh - * @version 2.2 15/10/18 + * @version 2.4 17/10/18 * * Build using: nvcc -Xcompiler -fPIC -shared -o lib/cuda_c.so lib/cuda_c.cu --gpu-architecture=compute_61 --gpu-code=sm_61,compute_61 */ - #include -#include #include "utils/devices.cu" #include "utils/utils.cpp" @@ -29,12 +27,15 @@ __global__ void matmul(double *a, double *b, double *c, int m, int n, int k) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; + // strides are unnecessary if you're not using variable sized blocks + // however I'm going to leave it here since the focus of this is not + // optimality or performance but readability and overall coherence. int stride_row = gridDim.y * blockDim.y; int stride_col = gridDim.x * blockDim.x; for (; row < m && col < k; row += stride_row, col += stride_col) { double sum = 0; - #pragma unroll + #pragma unroll // unrolls the for loop (optimization - cuts on exec time) for (int i = 0; i < n; i++) { sum += a[row * n + i] * b[i * k + col]; } @@ -87,16 +88,16 @@ __global__ void matprod(double *a, double *b, double *c, int m, int n) { } /** -* Calculates element-wise sum of a matrix with a value (using parallel threads on CUDA capable device) +* Adds a value element-wise to the matrix (using parallel threads on CUDA capable device) * * @param a the double pointer to first input array -* @param b the double value to add the array with +* @param b the double value to add to the array * @param c the double pointer to output array * @param m the no. of rows in the arrays * @param n the no. of cols in the arrays * @return void */ -__global__ void elemwise_sum(double *a, double b, double *c, int m, int n) { +__global__ void sum(double *a, double b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; @@ -109,7 +110,7 @@ __global__ void elemwise_sum(double *a, double b, double *c, int m, int n) { } /** -* Calculates element-wise product of a matrix with a value (using parallel threads on CUDA capable device) +* Multiplies a value element-wise to matrix (using parallel threads on CUDA capable device) * * @param a the double pointer to first input array * @param b the double value to multiply the array with @@ -118,7 +119,7 @@ __global__ void elemwise_sum(double *a, double b, double *c, int m, int n) { * @param n the no. of cols in the arrays * @return void */ -__global__ void elemwise_prod(double *a, double b, double *c, int m, int n) { +__global__ void prod(double *a, double b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; @@ -131,7 +132,7 @@ __global__ void elemwise_prod(double *a, double b, double *c, int m, int n) { } /** -* Calculates element-wise maximum of a matrix with a value (using parallel threads on CUDA capable device) +* Computes the element-wise maximum ofs a matrix and a value (using parallel threads on CUDA capable device) * * @param a the double pointer to first input array * @param b the double value to check maximum against @@ -140,7 +141,7 @@ __global__ void elemwise_prod(double *a, double b, double *c, int m, int n) { * @param n the no. of cols in the arrays * @return void */ -__global__ void elemwise_max(double *a, double b, double *c, int m, int n) { +__global__ void maximum(double *a, double b, double *c, int m, int n) { int row = blockIdx.y * blockDim.y + threadIdx.y; int col = blockIdx.x * blockDim.x + threadIdx.x; @@ -251,7 +252,7 @@ extern "C" { cudaFree(d_c); } - void cuda_elemwise_sum(double *a, double b, double *c, int m, int n) { + void cuda_sum(double *a, double b, double *c, int m, int n) { double *d_a, *d_c; cudaMallocManaged(&d_a, (m * n) * sizeof(double)); @@ -263,7 +264,7 @@ extern "C" { dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); cudaError_t syncErr, asyncErr; - elemwise_sum<<>>(d_a, b, d_c, m, n); + sum<<>>(d_a, b, d_c, m, n); syncErr = cudaGetLastError(); asyncErr = cudaDeviceSynchronize(); @@ -279,7 +280,7 @@ extern "C" { cudaFree(d_c); } - void cuda_elemwise_prod(double *a, double b, double *c, int m, int n) { + void cuda_prod(double *a, double b, double *c, int m, int n) { double *d_a, *d_c; cudaMallocManaged(&d_a, (m * n) * sizeof(double)); @@ -291,7 +292,7 @@ extern "C" { dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); cudaError_t syncErr, asyncErr; - elemwise_prod<<>>(d_a, b, d_c, m, n); + prod<<>>(d_a, b, d_c, m, n); syncErr = cudaGetLastError(); asyncErr = cudaDeviceSynchronize(); @@ -306,8 +307,8 @@ extern "C" { cudaFree(d_a); cudaFree(d_c); } - - void cuda_elemwise_max(double *a, double b, double *c, int m, int n) { + + void cuda_maximum(double *a, double b, double *c, int m, int n) { double *d_a, *d_c; cudaMallocManaged(&d_a, (m * n) * sizeof(double)); @@ -319,7 +320,7 @@ extern "C" { dim3 dimGrid((n / dimBlock.x) + 1, (m / dimBlock.y) + 1, 1); cudaError_t syncErr, asyncErr; - elemwise_max<<>>(d_a, b, d_c, m, n); + maximum<<>>(d_a, b, d_c, m, n); syncErr = cudaGetLastError(); asyncErr = cudaDeviceSynchronize(); @@ -334,4 +335,4 @@ extern "C" { cudaFree(d_a); cudaFree(d_c); } - } \ No newline at end of file +} \ No newline at end of file diff --git a/lib/cuda_c.so b/lib/cuda_c.so index 19898a972d7c66fdfd51f79f2054ddd931d5ba67..51d3ef22989524e08adec15610fc4f84a9960fa2 100755 GIT binary patch delta 128136 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kbw!t2Z8mnlwIGw5TRv4czfCHIW7vQ8%+b#bsnz=b1Ao#nKL7v# diff --git a/lib/utils/utils.cpp b/lib/utils/utils.cpp index 4ee33a9..0ecbafe 100644 --- a/lib/utils/utils.cpp +++ b/lib/utils/utils.cpp @@ -1,6 +1,6 @@ #include -void printMatrix(float *matrix, int m, int n) { +void printMatrix(double *matrix, int m, int n) { for (int i = 0; i < m; i++) { for (int j = 0; j < n; j++) std::cout << matrix[i * m + j] << " "; diff --git a/main.py b/main.py index dbc603e..925aa1a 100644 --- a/main.py +++ b/main.py @@ -6,6 +6,7 @@ from train import Trainer from data import iterate_minibatches, load_dataset +from ops.cuda_c_ops import cuda_device_info np.random.seed(42) @@ -23,6 +24,8 @@ def parse_args(): def main(): args = parse_args() + if args.backend.lower() == 'gpu': + cuda_device_info() X_train, y_train, X_val, y_val, X_test, y_test = load_dataset(flatten=True) diff --git a/ops/cpu_ops.py b/ops/cpu_ops.py index e3104bf..95fbec5 100644 --- a/ops/cpu_ops.py +++ b/ops/cpu_ops.py @@ -1,3 +1,8 @@ +""" NUMPY CPU API: cpu_ops.py +* Purpose: NumPy API for performing computation on the CPU. +* @author Prabhsimran Singh +* @version 1.0 17/10/18 +""" import numpy as np def cpu_matmul(a, b): @@ -9,11 +14,11 @@ def cpu_matsum(a, b): def cpu_matprod(a, b): return np.multiply(a, b) -def cpu_elemwise_sum(a, value): +def cpu_sum(a, value): return cpu_matsum(a, value) -def cpu_elemwise_prod(a, value): +def cpu_prod(a, value): return cpu_matprod(a, value) -def cpu_elemwise_max(a, value): +def cpu_maximum(a, value): return np.maximum(a, value) \ No newline at end of file diff --git a/ops/cuda_c_ops.py b/ops/cuda_c_ops.py index 07c4890..636bce8 100644 --- a/ops/cuda_c_ops.py +++ b/ops/cuda_c_ops.py @@ -1,10 +1,9 @@ -""" -CUDA PARALLEL PROGRAMMING: cuda_c_ops.py -* Purpose: Python interface for performing matrix operations using CUDA C/C++ -* @author Prabhsimran Singh -* @version 2.2 15/10/18 -* Build Using: - nvcc -Xcompiler -fPIC -shared -o lib/cuda_c.so lib/cuda_c.cu --gpu-architecture=compute_61 --gpu-code=sm_61,compute_61 +""" CUDA GPU API: cuda_c_ops.py +* Purpose: Python interface exposing CUDA C/C++ API for performing computation on the GPU . +* @author Prabhsimran Singh +* @version 2.2 17/10/18 +* Build shared object library using: + nvcc -Xcompiler -fPIC -shared -o lib/cuda_c.so lib/cuda_c.cu """ import ctypes import numpy as np @@ -14,6 +13,11 @@ # extract cuda function pointers in the shared object cuda_c.so dll = ctypes.CDLL('./lib/cuda_c.so', mode=ctypes.RTLD_GLOBAL) +# get the required functions exposed by CUDA C/C++ API +def get_cuda_device_info(dll): + func = dll.cuda_device_info + return func + def get_cuda_matmul(dll): func = dll.cuda_matmul func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int, c_int] @@ -29,29 +33,33 @@ def get_cuda_matprod(dll): func.argtypes = [POINTER(c_double), POINTER(c_double), POINTER(c_double), c_int, c_int] return func -def get_cuda_elemwise_sum(dll): - func = dll.cuda_elemwise_sum +def get_cuda_sum(dll): + func = dll.cuda_sum func.argtypes = [POINTER(c_double), c_double, POINTER(c_double), c_int, c_int] return func -def get_cuda_elemwise_prod(dll): - func = dll.cuda_elemwise_prod +def get_cuda_prod(dll): + func = dll.cuda_prod func.argtypes = [POINTER(c_double), c_double, POINTER(c_double), c_int, c_int] return func -def get_cuda_elemwise_max(dll): - func = dll.cuda_elemwise_max +def get_cuda_maximum(dll): + func = dll.cuda_maximum func.argtypes = [POINTER(c_double), c_double, POINTER(c_double), c_int, c_int] return func +__cuda_device_info = get_cuda_device_info(dll) __cuda_matmul = get_cuda_matmul(dll) __cuda_matsum = get_cuda_matsum(dll) __cuda_matprod = get_cuda_matprod(dll) -__cuda_elemwise_sum = get_cuda_elemwise_sum(dll) -__cuda_elemwise_prod = get_cuda_elemwise_prod(dll) -__cuda_elemwise_max = get_cuda_elemwise_max(dll) +__cuda_sum = get_cuda_sum(dll) +__cuda_prod = get_cuda_prod(dll) +__cuda_maximum = get_cuda_maximum(dll) # convenient python wrappers for cuda functions +def cuda_device_info(): + __cuda_device_info() + def cuda_matmul(a, b, c, m, n, k): a_p = a.ctypes.data_as(POINTER(c_double)) b_p = b.ctypes.data_as(POINTER(c_double)) @@ -70,23 +78,23 @@ def cuda_matprod(a, b, c, m, n): c_p = c.ctypes.data_as(POINTER(c_double)) __cuda_matprod(a_p, b_p, c_p, m, n) -def cuda_elemwise_sum(a, b, c, m, n): +def cuda_sum(a, b, c, m, n): a_p = a.ctypes.data_as(POINTER(c_double)) b_f = ctypes.c_double(b) c_p = c.ctypes.data_as(POINTER(c_double)) - __cuda_elemwise_sum(a_p, b_f, c_p, m, n) + __cuda_sum(a_p, b_f, c_p, m, n) -def cuda_elemwise_prod(a, b, c, m, n): +def cuda_prod(a, b, c, m, n): a_p = a.ctypes.data_as(POINTER(c_double)) b_f = ctypes.c_double(b) c_p = c.ctypes.data_as(POINTER(c_double)) - __cuda_elemwise_prod(a_p, b_f, c_p, m, n) + __cuda_prod(a_p, b_f, c_p, m, n) -def cuda_elemwise_max(a, b, c, m, n): +def cuda_maximum(a, b, c, m, n): a_p = a.ctypes.data_as(POINTER(c_double)) b_f = ctypes.c_double(b) c_p = c.ctypes.data_as(POINTER(c_double)) - __cuda_elemwise_max(a_p, b_f, c_p, m, n) + __cuda_maximum(a_p, b_f, c_p, m, n) def get_test_params(): size = int(16) @@ -95,9 +103,10 @@ def get_test_params(): c = np.zeros(shape=(size * size)) return a, b, c, size -def main(): +if __name__ == '__main__': + cuda_device_info() + a, b, c, size = get_test_params() - # basic checks for all ops cuda_matmul(a, b, c, size, size, size) assert np.all(c==144.0), "Matrix dot-product operation is buggy" @@ -105,28 +114,13 @@ def main(): assert np.all(c==6.0), "Matrix sum operation is buggy" cuda_matprod(a, b, c, size, size) assert np.all(c==9.0), "Matrix product operation is buggy" - cuda_elemwise_sum(a, 5.0, c, size, size) + cuda_sum(a, 5.0, c, size, size) assert np.all(c==8.0), "Element-wise sum operation is buggy" - cuda_elemwise_prod(a, 2.5, c, size, size) + cuda_prod(a, 2.5, c, size, size) assert np.all(c==7.5), "Element-wise product operation is buggy" - cuda_elemwise_max(a, 4.0, c, size, size) + cuda_maximum(a, 4.0, c, size, size) assert np.all(c==4.0), "Element-wise max operation is buggy" - # robust checks for other ops - a = np.random.randn(100 * 200) - b = np.random.randn(100 * 200) - c = np.zeros_like(a) - cuda_matsum(a, b, c, 100, 200) - assert np.all(a + b == c), 'matsum' - cuda_matprod(a, b, c, 100, 200) - assert np.all(a * b == c), 'matprod' - cuda_elemwise_sum(a, 5.3, c, 100, 200) - assert np.all(a + 5.3 == c), 'elemwise sum' - cuda_elemwise_prod(a, 6, c, 100, 200) - assert np.all(a * 6 == c), 'elemwise prod' - cuda_elemwise_max(a, 0, c, 100, 200) - assert np.all(np.maximum(0, a) == c), 'elemwise max' - # robust check for matmul a = np.random.randn(205, 510) b = np.random.randn(510, 340) @@ -134,7 +128,21 @@ def main(): cuda_matmul(a.flatten(), b.flatten(), c, 205, 510, 340) actual_dot = np.dot(a, b) c = c.reshape(205, 340) - assert np.allclose(actual_dot, c), 'matmul' + assert np.allclose(actual_dot, c), "Matrix dot-product operation is buggy" -if __name__ == '__main__': - main() \ No newline at end of file + # robust checks for other ops + a = np.random.randn(100 * 200) + b = np.random.randn(100 * 200) + c = np.zeros_like(a) + cuda_matsum(a, b, c, 100, 200) + assert np.all(a + b == c), "Matrix sum operation is buggy" + cuda_matprod(a, b, c, 100, 200) + assert np.all(a * b == c), "Matrix product operation is buggy" + cuda_sum(a, 5.3, c, 100, 200) + assert np.all(a + 5.3 == c), "Element-wise sum operation is buggy" + cuda_prod(a, 6, c, 100, 200) + assert np.all(a * 6 == c), "Element-wise product operation is buggy" + cuda_maximum(a, 0, c, 100, 200) + assert np.all(np.maximum(0, a) == c), "Element-wise max operation is buggy" + + print('Passed all tests!') \ No newline at end of file diff --git a/ops/numba_ops.py b/ops/numba_ops.py index c0a132f..2583281 100644 --- a/ops/numba_ops.py +++ b/ops/numba_ops.py @@ -1,18 +1,15 @@ +""" NUMBA GPU OPS: numba_ops.py +* Purpose: Numba API for performing computation on the GPU. +* @author Prabhsimran Singh +* @version 1.0 17/10/18 +""" import numpy as np from numba import cuda -""" -Numba CUDA config paths: -/usr/local/cuda-9.2/nvvm/libdevice -/usr/local/cuda-9.2/nvvm/bin -/usr/local/cuda-9.2/lib64/ -""" - @cuda.jit def numba_matmul(a, b, c, m, n, k): row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x - if row < m and col < k: summ = 0 for i in range(n): @@ -23,7 +20,6 @@ def numba_matmul(a, b, c, m, n, k): def numba_matsum(a, b, c, m, n): row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x - if row < m and col < n: c[row, col] = a[row, col] + b[row, col] @@ -31,30 +27,26 @@ def numba_matsum(a, b, c, m, n): def numba_matprod(a, b, c, m, n): row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x - if row < m and col < n: c[row, col] = a[row, col] * b[row, col] @cuda.jit -def numba_elemwise_sum(a, value, c, m, n): +def numba_sum(a, value, c, m, n): row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x - if row < m and col < n: c[row, col] = a[row, col] + value @cuda.jit -def numba_elemwise_prod(a, value, c, m, n): +def numba_prod(a, value, c, m, n): row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x - if row < m and col < n: c[row, col] = a[row, col] * value @cuda.jit -def numba_elemwise_max(a, value, c, m, n): +def numba_maximum(a, value, c, m, n): row = cuda.blockIdx.y * cuda.blockDim.y + cuda.threadIdx.y col = cuda.blockIdx.x * cuda.blockDim.x + cuda.threadIdx.x - if row < m and col < n: c[row, col] = a[row, col] if a[row, col] > value else value \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 1e31301..3e4deae 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,8 @@ -numpy==1.15.1 +numpy==1.15.2 keras==2.2.2 matplotlib==2.2.3 tqdm==4.25.0 dill==0.2.8.2 -nose==1.3.7 \ No newline at end of file +nose==1.3.7 +numba==0.40.1 +autograd==1.2 \ No newline at end of file diff --git a/tests/test_layers.py b/tests/test_layers.py index 446e2bd..cfed07d 100644 --- a/tests/test_layers.py +++ b/tests/test_layers.py @@ -15,14 +15,14 @@ def test_relu_layer_NUMERICAL_GRADIENT_CHECK(self): grads = layer.backward(x, np.ones([10, 32]) / (32 * 10)) numeric_grads = eval_numerical_gradient(lambda x: layer.forward(x).mean(), x=x) - self.assertTrue(np.allclose(grads, numeric_grads, rtol=1e-3, atol=0), + self.assertTrue(np.allclose(grads, numeric_grads, rtol=1e-5, atol=0), msg="gradient returned by your layer does not match the numerically computed gradient") def test_dense_layer_PARAMS(self): layer = Dense(128, 150) self.assertTrue(-0.05 < layer.weights.mean() < 0.05, msg="The initial weights must have zero mean and small variance.") - self.assertTrue(1e-3 < layer.weights.std() < 1e-1, + self.assertTrue(0 < layer.weights.std() < 1, msg="If you know what you're doing, remove this assertion.") self.assertTrue(-0.05 < layer.biases.mean() < 0.05, msg="Biases must be zero mean. Ignore if you have a reason to do otherwise.") @@ -41,8 +41,8 @@ def test_dense_layer_NUMERICAL_GRADIENT_CHECK(self): x = np.linspace(-1, 1 , 10 * 32).reshape([10, 32]) l = Dense(32, 64) numeric_grads = eval_numerical_gradient(lambda x: l.forward(x).sum(), x) - grads = l.backward(x, np.ones([10, 64]), lr=0, alpha=0.9, epsilon=1e-8) - self.assertTrue(np.allclose(grads, numeric_grads, rtol=1e-3, atol=0), + grads = l.backward(x, np.ones([10, 64]), optim='gd', lr=0, alpha=0.9, epsilon=1e-8) + self.assertTrue(np.allclose(grads, numeric_grads, rtol=1e-5, atol=0), msg="input gradient does not match numeric grad") def test_dense_layer_GRADIENT_WRT_PARAMS(self): @@ -57,7 +57,7 @@ def compute_grad_by_params(w, b): layer.weights = np.array(w) layer.biases = np.array(b) x = np.linspace(-1, 1, 10 * 32).reshape([10, 32]) - layer.backward(x, np.ones([10, 64]), optim='gd', lr=1, alpha=0.9, epsilon=1e-8) + layer.backward(x, np.ones([10, 64]), optim='gd', lr=1, gamma=0.9, epsilon=1e-8) return w - layer.weights, b - layer.biases w = np.random.randn(32, 64) * np.sqrt(2. / (32 + 64)) b = np.zeros(64) @@ -65,7 +65,7 @@ def compute_grad_by_params(w, b): numeric_db = eval_numerical_gradient(lambda b: compute_out_given_wb(w, b).mean(0).sum(), b) grad_w, grad_b = compute_grad_by_params(w, b) - self.assertTrue(np.allclose(numeric_dw, grad_w, rtol=1e-3, atol=0), + self.assertTrue(np.allclose(numeric_dw, grad_w, rtol=1e-5, atol=0), msg="weight gradient does not match numeric weight gradient") - self.assertTrue(np.allclose(numeric_db, grad_b, rtol=1e-3, atol=0), + self.assertTrue(np.allclose(numeric_db, grad_b, rtol=1e-5, atol=0), msg="bias gradient does not match numeric bias gradient") \ No newline at end of file diff --git a/tests/test_loss.py b/tests/test_loss.py index 323415e..dade8b3 100644 --- a/tests/test_loss.py +++ b/tests/test_loss.py @@ -3,8 +3,9 @@ import unittest import numpy as np +from numpy.linalg import norm -from loss ( +from loss import ( softmax_crossentropy_with_logits, grad_softmax_crossentropy_with_logits ) @@ -18,6 +19,5 @@ def test_crossentropy_loss_NUMERICAL_GRADIENT_CHECK(self): softmax_crossentropy_with_logits(logits, answers) grads = grad_softmax_crossentropy_with_logits(logits, answers) numeric_grads = eval_numerical_gradient(lambda l: softmax_crossentropy_with_logits(l, answers).mean(), logits) - - self.assertTrue(np.allclose(numeric_grads, grads, rtol=1e-3, atol=0), + self.assertTrue(np.allclose(numeric_grads, grads, rtol=1e-5, atol=0), msg="The reference implementation has just failed. Someone has just changed the rules of math.") \ No newline at end of file diff --git a/train.py b/train.py index 01aa021..744f91e 100644 --- a/train.py +++ b/train.py @@ -17,8 +17,11 @@ class Trainer(): def __init__(self, dims=None, backend='cpu'): if dims is None: - raise UserWarning('Model dims should not be none') - self._create(dims, backend.lower()) + raise UserWarning('Model dims should not be none.') + if backend.lower() in ['cpu', 'gpu']: + self._create(dims, backend.lower()) + else: + raise UserWarning('Unknown computation backend. Should be one of [CPU, GPU]') def _create(self, dims, backend): model = [] From 3c28999c74940785ad9eac783fb40b9e7cf9ff3a Mon Sep 17 00:00:00 2001 From: Prabhsimran Singh Date: Wed, 17 Oct 2018 04:56:42 +0530 Subject: [PATCH 14/14] some more refactor for codacy --- functions.py | 2 +- layers.py | 14 ++++---------- main.py | 1 - tests/test_loss.py | 1 - train.py | 1 - 5 files changed, 5 insertions(+), 14 deletions(-) diff --git a/functions.py b/functions.py index 4dbe43a..5aee5cd 100644 --- a/functions.py +++ b/functions.py @@ -60,7 +60,7 @@ def matprod(a, b, method='cpu'): numba_matprod[gridDim, gridBlock](a, b, c, m, n) return c.reshape((m, n)) -def sum(a, value, method='cpu'): +def add(a, value, method='cpu'): if method == 'cpu' or len(a.shape) == 1: return cpu_sum(a, value) if method == 'gpu': diff --git a/layers.py b/layers.py index f4586ac..cca3119 100644 --- a/layers.py +++ b/layers.py @@ -36,18 +36,12 @@ def backward(self, inputs, gradients, **kwargs): """ pass -""" Dense Layer - -Performs a learned affine transformation: - f(x) = + b - - input shape: [batch, input_units] - output shape: [batch, output units] -""" class Dense(): """ Dense layer. A dense layer is a layer which performs a learned affine transformation: f(x) = + b + input shape: [batch, input_units] + output shape: [batch, output units] """ def __init__(self, input_units, output_units, method='cpu'): @@ -94,8 +88,8 @@ def backward(self, inputs, gradients, **kwargs): self._init_g2() self.g2_weights = F.matsum(F.prod(self.g2_weights, gamma, method=self.method), F.prod(np.square(grad_weights), (1 - gamma), method=self.method), method=self.method) self.g2_biases = F.matsum(F.prod(self.g2_biases, gamma, method=self.method), F.prod(np.square(grad_biases), (1 - gamma), method=self.method), method=self.method) - self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1. / np.sqrt(F.sum(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) - self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1. / np.sqrt(F.sum(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) + self.weights = F.matsum(self.weights, -F.matprod(update_weights, 1. / np.sqrt(F.add(self.g2_weights, epsilon, method=self.method)), method=self.method), method=self.method) + self.biases = F.matsum(self.biases, -F.matprod(update_biases, 1. / np.sqrt(F.add(self.g2_biases, epsilon, method=self.method)), method=self.method), method=self.method) elif optim == 'gd': self.weights = F.matsum(self.weights, -update_weights, method=self.method) self.biases = F.matsum(self.biases, -update_biases, method=self.method) diff --git a/main.py b/main.py index 925aa1a..43a13d0 100644 --- a/main.py +++ b/main.py @@ -2,7 +2,6 @@ import argparse import numpy as np -import matplotlib.pyplot as plt from train import Trainer from data import iterate_minibatches, load_dataset diff --git a/tests/test_loss.py b/tests/test_loss.py index dade8b3..0becf1d 100644 --- a/tests/test_loss.py +++ b/tests/test_loss.py @@ -3,7 +3,6 @@ import unittest import numpy as np -from numpy.linalg import norm from loss import ( softmax_crossentropy_with_logits, diff --git a/train.py b/train.py index 744f91e..88cfbb8 100644 --- a/train.py +++ b/train.py @@ -3,7 +3,6 @@ import dill import numpy as np -from autograd import elementwise_grad as grad from loss import ( softmax_crossentropy_with_logits,