Added logistic regression implementation in tests
This commit is contained in:
Alejandro Saucedo
parent
a379feb77a
commit
a325486d01
6 changed files with 616 additions and 2 deletions
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@ -78,7 +78,7 @@ Pass compute shader data (in raw or compiled SPIR-V) format for faster dev cycle
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```c++
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int main() {
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kp::Manager mgr; // Automatically selects Device 0
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kp::Manager mgr(1); // Explicitly selecting device 1
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auto tensorA = std::make_shared<kp::Tensor>(kp::Tensor({ 0, 1, 2 }));
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auto tensorRhs = std::make_shared<kp::Tensor>(kp::Tensor({ 2, 4, 6 }));
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@ -97,7 +97,6 @@ Algorithm::init(const std::vector<char>& shaderFileData,
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std::vector<uint32_t> sizes;
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for (std::shared_ptr<Tensor> tensor : tensorParams) {
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SPDLOG_WARN("size: {}", tensor->size());
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sizes.push_back(tensor->size());
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}
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this->createPipeline(sizes);
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78
test/TestLogisticRegression.cpp
Normal file
78
test/TestLogisticRegression.cpp
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@ -0,0 +1,78 @@
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#include "catch2/catch.hpp"
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#include "kompute/Kompute.hpp"
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#include <fmt/ranges.h>
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TEST_CASE("test_logistic_regression") {
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uint32_t ITERATIONS = 100;
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std::vector<float> wInVec = { 0.001, 0.001 };
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std::vector<float> bInVec = { 0 };
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std::shared_ptr<kp::Tensor> xI{ new kp::Tensor({ 0, 1, 1, 1, 1 })};
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std::shared_ptr<kp::Tensor> xJ{ new kp::Tensor({ 0, 0, 0, 1, 1 })};
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std::shared_ptr<kp::Tensor> y{ new kp::Tensor({ 0, 0, 0, 1, 1 })};
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std::shared_ptr<kp::Tensor> wIn{
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new kp::Tensor(wInVec, kp::Tensor::TensorTypes::eStaging)};
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std::shared_ptr<kp::Tensor> wOutI{ new kp::Tensor({ 0, 0, 0, 0, 0 })};
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std::shared_ptr<kp::Tensor> wOutJ{ new kp::Tensor({ 0, 0, 0, 0, 0 })};
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std::shared_ptr<kp::Tensor> bIn{
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new kp::Tensor(bInVec, kp::Tensor::TensorTypes::eStaging)};
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std::shared_ptr<kp::Tensor> bOut{ new kp::Tensor({ 0, 0, 0, 0, 0 })};
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std::vector<std::shared_ptr<kp::Tensor>> params =
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{xI, xJ, y, wIn, wOutI, wOutJ, bIn, bOut};
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{
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kp::Manager mgr;
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if (std::shared_ptr<kp::Sequence> sq =
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mgr.getOrCreateManagedSequence("testSq").lock()) {
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sq->begin();
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sq->record<kp::OpCreateTensor>(params);
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sq->record<kp::OpAlgoBase<>>(
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params,
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true, // Whether to copy output from device
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"test/shaders/glsl/test_logistic_regression.comp");
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sq->end();
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// Iterate across all expected iterations
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for (size_t i = 0; i < ITERATIONS; i++) {
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sq->eval();
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// TODO: Reference of data instead of full value copy every time
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for(size_t j = 0; j < bOut->size(); j++) {
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wInVec[0] -= wOutI->data()[j];
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wInVec[1] -= wOutJ->data()[j];
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bInVec[0] -= bOut->data()[j];
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}
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wIn->setData(wInVec);
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bIn->setData(bInVec);
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wIn->mapDataIntoHostMemory();
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bIn->mapDataIntoHostMemory();
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}
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}
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wIn->mapDataFromHostMemory();
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bIn->mapDataFromHostMemory();
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}
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// Based on the inputs the outputs should be at least:
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// * wi < 0.01
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// * wj > 1.0
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// * b < 0
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REQUIRE(wIn->data()[0] < 0.01);
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REQUIRE(wIn->data()[1] > 1.0);
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REQUIRE(bIn->data()[0] < 0.0);
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}
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@ -165,3 +165,48 @@ TEST_CASE("test_multiple_algo_exec_multiple_sequence") {
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REQUIRE(tensorA->data() == std::vector<float>{3, 3, 3});
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}
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TEST_CASE("test_multiple_algo_exec_single_sequence_single_record") {
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kp::Manager mgr;
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std::shared_ptr<kp::Tensor> tensorA{ new kp::Tensor({ 0, 0, 0 })};
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std::string shader(
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"#version 450\n"
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"layout (local_size_x = 1) in;\n"
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"layout(set = 0, binding = 0) buffer a { float pa[]; };\n"
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"void main() {\n"
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" uint index = gl_GlobalInvocationID.x;\n"
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" pa[index] = pa[index] + 1;\n"
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"}\n"
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);
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std::weak_ptr<kp::Sequence> sqWeakPtr = mgr.getOrCreateManagedSequence("newSequence");
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if (std::shared_ptr<kp::Sequence> sq = sqWeakPtr.lock()) {
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sq->begin();
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sq->record<kp::OpCreateTensor>({ tensorA });
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sq->end();
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sq->eval();
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}
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std::weak_ptr<kp::Sequence> sqWeakPtr2 = mgr.getOrCreateManagedSequence("newSequence2");
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if (std::shared_ptr<kp::Sequence> sq = sqWeakPtr.lock()) {
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sq->begin();
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sq->record<kp::OpAlgoBase<3, 1, 1>>(
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{ tensorA },
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true, // Whether to copy output from device
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std::vector<char>(shader.begin(), shader.end()));
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sq->end();
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sq->eval();
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sq->eval();
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sq->eval();
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}
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REQUIRE(tensorA->data() == std::vector<float>{3, 3, 3});
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}
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@ -0,0 +1,440 @@
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/*
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THIS FILE HAS BEEN AUTOMATICALLY GENERATED - DO NOT EDIT
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---
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Copyright 2020 The Institute for Ethical AI & Machine Learning
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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*/
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#ifndef SHADEROP_SHADERTEST_LOGISTIC_REGRESSION_HPP
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#define SHADEROP_SHADERTEST_LOGISTIC_REGRESSION_HPP
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namespace kp {
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namespace shader_data {
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static unsigned const char test_shaders_glsl_test_logistic_regression_comp_spv[] = {
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0x03, 0x02, 0x23, 0x07, 0x00, 0x00, 0x01, 0x00, 0x08, 0x00, 0x08, 0x00,
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0xb6, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
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0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x06, 0x00, 0x01, 0x00, 0x00, 0x00,
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0x47, 0x4c, 0x53, 0x4c, 0x2e, 0x73, 0x74, 0x64, 0x2e, 0x34, 0x35, 0x30,
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0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00,
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0x01, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x06, 0x00, 0x05, 0x00, 0x00, 0x00,
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0x04, 0x00, 0x00, 0x00, 0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00,
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0x47, 0x00, 0x00, 0x00, 0x10, 0x00, 0x06, 0x00, 0x04, 0x00, 0x00, 0x00,
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0x11, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
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0x01, 0x00, 0x00, 0x00, 0x03, 0x00, 0x03, 0x00, 0x02, 0x00, 0x00, 0x00,
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0xc2, 0x01, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x04, 0x00, 0x00, 0x00,
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0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x05, 0x00,
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0x0a, 0x00, 0x00, 0x00, 0x73, 0x69, 0x67, 0x6d, 0x6f, 0x69, 0x64, 0x28,
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0x66, 0x31, 0x3b, 0x00, 0x05, 0x00, 0x03, 0x00, 0x09, 0x00, 0x00, 0x00,
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0x7a, 0x00, 0x00, 0x00, 0x05, 0x00, 0x08, 0x00, 0x12, 0x00, 0x00, 0x00,
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0x69, 0x6e, 0x66, 0x65, 0x72, 0x65, 0x6e, 0x63, 0x65, 0x28, 0x76, 0x66,
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0x32, 0x3b, 0x76, 0x66, 0x32, 0x3b, 0x66, 0x31, 0x3b, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x03, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x78, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00, 0x77, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00, 0x62, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x08, 0x00, 0x17, 0x00, 0x00, 0x00, 0x63, 0x61, 0x6c, 0x63,
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0x75, 0x6c, 0x61, 0x74, 0x65, 0x4c, 0x6f, 0x73, 0x73, 0x28, 0x66, 0x31,
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0x3b, 0x66, 0x31, 0x3b, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00,
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0x15, 0x00, 0x00, 0x00, 0x79, 0x48, 0x61, 0x74, 0x00, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x03, 0x00, 0x16, 0x00, 0x00, 0x00, 0x79, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x06, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x6c, 0x65, 0x61, 0x72,
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0x6e, 0x69, 0x6e, 0x67, 0x52, 0x61, 0x74, 0x65, 0x00, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x6d, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x03, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x4d, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x03, 0x00, 0x28, 0x00, 0x00, 0x00, 0x7a, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x04, 0x00, 0x2e, 0x00, 0x00, 0x00, 0x79, 0x48, 0x61, 0x74,
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0x44, 0x00, 0x00, 0x00, 0x69, 0x64, 0x78, 0x00, 0x05, 0x00, 0x08, 0x00,
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0x47, 0x00, 0x00, 0x00, 0x67, 0x6c, 0x5f, 0x47, 0x6c, 0x6f, 0x62, 0x61,
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0x6c, 0x49, 0x6e, 0x76, 0x6f, 0x63, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x49,
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0x4e, 0x00, 0x00, 0x00, 0x62, 0x77, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00,
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0x06, 0x00, 0x04, 0x00, 0x4e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
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0x06, 0x00, 0x04, 0x00, 0x6a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
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0x78, 0x6a, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x6c, 0x00, 0x00, 0x00,
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0x05, 0x00, 0x04, 0x00, 0x84, 0x00, 0x00, 0x00, 0x70, 0x61, 0x72, 0x61,
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0x6d, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x87, 0x00, 0x00, 0x00,
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0x64, 0x5a, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x8b, 0x00, 0x00, 0x00,
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0x64, 0x57, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x92, 0x00, 0x00, 0x00,
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0x64, 0x42, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x98, 0x00, 0x00, 0x00,
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0x62, 0x77, 0x6f, 0x75, 0x74, 0x69, 0x00, 0x00, 0x06, 0x00, 0x05, 0x00,
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0x98, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x77, 0x6f, 0x75, 0x74,
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0x69, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x9a, 0x00, 0x00, 0x00,
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0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0xa2, 0x00, 0x00, 0x00,
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0x62, 0x77, 0x6f, 0x75, 0x74, 0x6a, 0x00, 0x00, 0x06, 0x00, 0x05, 0x00,
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0xa2, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x77, 0x6f, 0x75, 0x74,
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0x6a, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0xa4, 0x00, 0x00, 0x00,
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0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0xad, 0x00, 0x00, 0x00,
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0x62, 0x62, 0x6f, 0x75, 0x74, 0x00, 0x00, 0x00, 0x06, 0x00, 0x05, 0x00,
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0xad, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x62, 0x6f, 0x75, 0x74,
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0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0xaf, 0x00, 0x00, 0x00,
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0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1e, 0x00, 0x00, 0x00,
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0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
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0x47, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
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||||
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|
||||
0x07, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x07, 0x00, 0x00, 0x00,
|
||||
0x2f, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
||||
0x0c, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
||||
0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x2a, 0x00, 0x00, 0x00,
|
||||
0x0f, 0x00, 0x00, 0x00, 0x94, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x2b, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00, 0x2a, 0x00, 0x00, 0x00,
|
||||
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
|
||||
0x11, 0x00, 0x00, 0x00, 0x81, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x2d, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
|
||||
0x3e, 0x00, 0x03, 0x00, 0x28, 0x00, 0x00, 0x00, 0x2d, 0x00, 0x00, 0x00,
|
||||
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00,
|
||||
0x28, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x2f, 0x00, 0x00, 0x00,
|
||||
0x30, 0x00, 0x00, 0x00, 0x39, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x31, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x2f, 0x00, 0x00, 0x00,
|
||||
0x3e, 0x00, 0x03, 0x00, 0x2e, 0x00, 0x00, 0x00, 0x31, 0x00, 0x00, 0x00,
|
||||
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x32, 0x00, 0x00, 0x00,
|
||||
0x2e, 0x00, 0x00, 0x00, 0xfe, 0x00, 0x02, 0x00, 0x32, 0x00, 0x00, 0x00,
|
||||
0x38, 0x00, 0x01, 0x00, 0x36, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x17, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00,
|
||||
0x37, 0x00, 0x03, 0x00, 0x07, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
|
||||
0x37, 0x00, 0x03, 0x00, 0x07, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
|
||||
0xf8, 0x00, 0x02, 0x00, 0x18, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
||||
0x06, 0x00, 0x00, 0x00, 0x35, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
|
||||
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x36, 0x00, 0x00, 0x00,
|
||||
0x15, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x06, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x37, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
|
||||
0x36, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x38, 0x00, 0x00, 0x00, 0x35, 0x00, 0x00, 0x00, 0x37, 0x00, 0x00, 0x00,
|
||||
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x39, 0x00, 0x00, 0x00,
|
||||
0x16, 0x00, 0x00, 0x00, 0x83, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x3a, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x39, 0x00, 0x00, 0x00,
|
||||
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x00, 0x00,
|
||||
0x15, 0x00, 0x00, 0x00, 0x83, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x3c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x00, 0x00,
|
||||
0x0c, 0x00, 0x06, 0x00, 0x06, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x00, 0x00,
|
||||
0x01, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00,
|
||||
0x85, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x00, 0x00,
|
||||
0x3a, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x00, 0x00, 0x81, 0x00, 0x05, 0x00,
|
||||
0x06, 0x00, 0x00, 0x00, 0x3f, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00,
|
||||
0x3e, 0x00, 0x00, 0x00, 0x7f, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
|
||||
0x40, 0x00, 0x00, 0x00, 0x3f, 0x00, 0x00, 0x00, 0xfe, 0x00, 0x02, 0x00,
|
||||
0x40, 0x00, 0x00, 0x00, 0x38, 0x00, 0x01, 0x00
|
||||
};
|
||||
static unsigned const int test_shaders_glsl_test_logistic_regression_comp_spv_len = 4904;
|
||||
}
|
||||
}
|
||||
#endif // define SHADEROP_SHADERTEST_LOGISTIC_REGRESSION_HPP
|
||||
52
test/shaders/glsl/test_logistic_regression.comp
Normal file
52
test/shaders/glsl/test_logistic_regression.comp
Normal file
|
|
@ -0,0 +1,52 @@
|
|||
#version 450
|
||||
|
||||
layout (constant_id = 0) const uint 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[]; };
|
||||
|
||||
float learningRate = 0.1;
|
||||
float m = float(M);
|
||||
|
||||
float sigmoid(float z) {
|
||||
return 1.0 / (1.0 + exp(-z));
|
||||
}
|
||||
|
||||
float inference(vec2 x, vec2 w, float b) {
|
||||
float z = dot(w, x) + b;
|
||||
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 loss = calculateLoss(yHat, yCurr);
|
||||
|
||||
float dZ = yHat - yCurr;
|
||||
vec2 dW = (1. / m) * xCurr * dZ;
|
||||
float dB = (1. / m) * dZ;
|
||||
wouti[idx] = learningRate * dW.x;
|
||||
woutj[idx] = learningRate * dW.y;
|
||||
bout[idx] = learningRate * dB;
|
||||
}
|
||||
|
||||
Loading…
Add table
Add a link
Reference in a new issue