Updated back lr

This commit is contained in:
Alejandro Saucedo
2021-02-18 21:53:00 +00:00
parent 04dc372780
commit 43b6ed3a83

View File

@@ -5,8 +5,6 @@
#include "kompute_test/shaders/shadertest_logistic_regression.hpp"
#include "TestUtils.cpp"
TEST(TestLogisticRegression, TestMainLogisticRegression)
{
@@ -31,68 +29,6 @@ TEST(TestLogisticRegression, TestMainLogisticRegression)
wIn, wOutI, wOutJ,
bIn, bOut, lOut };
std::string shaderStr = R"(
#version 450
layout (constant_id = 0) const float m = 0;
layout (local_size_x = 1) in;
layout(set = 0, binding = 0) buffer bxi { float xi[]; };
layout(set = 0, binding = 1) buffer bxj { float xj[]; };
layout(set = 0, binding = 2) buffer by { float y[]; };
layout(set = 0, binding = 3) buffer bwin { float win[]; };
layout(set = 0, binding = 4) buffer bwouti { float wouti[]; };
layout(set = 0, binding = 5) buffer bwoutj { float woutj[]; };
layout(set = 0, binding = 6) buffer bbin { float bin[]; };
layout(set = 0, binding = 7) buffer bbout { float bout[]; };
layout(set = 0, binding = 8) buffer blout { float lout[]; };
float sigmoid(float z) {
return 1.0 / (1.0 + exp(-z));
}
float inference(vec2 x, vec2 w, float b) {
// Compute the linear mapping function
float z = dot(w, x) + b;
// Calculate the y-hat with sigmoid
float yHat = sigmoid(z);
return yHat;
}
float calculateLoss(float yHat, float y) {
return -(y * log(yHat) + (1.0 - y) * log(1.0 - yHat));
}
void main() {
uint idx = gl_GlobalInvocationID.x;
vec2 wCurr = vec2(win[0], win[1]);
float bCurr = bin[0];
vec2 xCurr = vec2(xi[idx], xj[idx]);
float yCurr = y[idx];
float yHat = inference(xCurr, wCurr, bCurr);
float dZ = yHat - yCurr;
vec2 dW = (1. / m) * xCurr * dZ;
float dB = (1. / m) * dZ;
wouti[idx] = dW.x;
woutj[idx] = dW.y;
bout[idx] = dB;
lout[idx] = calculateLoss(yHat, yCurr);
}
)";
std::vector<char> shaderSpirv = spirv_from_string(shaderStr);
std::vector<char> shaderData = std::vector<char>(
kp::shader_data::shaders_glsl_logisticregression_comp_spv,
kp::shader_data::shaders_glsl_logisticregression_comp_spv +
kp::shader_data::shaders_glsl_logisticregression_comp_spv_len);
{
kp::Manager mgr;
@@ -107,7 +43,10 @@ void main() {
sq->record<kp::OpAlgoBase>(
params,
shaderSpirv,
std::vector<char>(
kp::shader_data::shaders_glsl_logisticregression_comp_spv,
kp::shader_data::shaders_glsl_logisticregression_comp_spv +
kp::shader_data::shaders_glsl_logisticregression_comp_spv_len),
kp::Workgroup(), kp::Constants({5.0}));
sq->record<kp::OpTensorSyncLocal>({ wOutI, wOutJ, bOut, lOut });