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python bindings
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@ -1,6 +1,7 @@
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#pragma once
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#include <cstdint>
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#include <vector>
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#include <aare/NDView.hpp>
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namespace aare {
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@ -10,4 +11,16 @@ uint16_t adc_sar_04_decode64to16(uint64_t input);
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void adc_sar_05_decode64to16(NDView<uint64_t, 2> input, NDView<uint16_t,2> output);
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void adc_sar_04_decode64to16(NDView<uint64_t, 2> input, NDView<uint16_t,2> output);
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/**
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* @brief Apply custom weights to a 16-bit input value. Will sum up weights[i]**i
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* for each bit i that is set in the input value.
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* @throws std::out_of_range if weights.size() < 16
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* @param input 16-bit input value
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* @param weights vector of weights, size must be less than or equal to 16
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*/
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double apply_custom_weights(uint16_t input, const NDView<double, 1> weights);
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void apply_custom_weights(NDView<uint16_t, 2> input, NDView<double, 2> output, const NDView<double, 1> weights);
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} // namespace aare
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@ -10,6 +10,8 @@
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#include "aare/decode.hpp"
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// #include "aare/fClusterFileV2.hpp"
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#include "np_helper.hpp"
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#include <cstdint>
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#include <filesystem>
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#include <pybind11/iostream.h>
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@ -65,6 +67,27 @@ m.def("adc_sar_04_decode64to16", [](py::array_t<uint8_t> input) {
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return output;
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});
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m.def("apply_custom_weights", [](py::array_t<uint16_t> input, py::array_t<double> weights) {
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if (input.ndim() != 2) {
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throw std::runtime_error("Only 2D arrays are supported at this moment");
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}
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// Create a 2D output array with the same shape as the input
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std::vector<ssize_t> shape{input.shape(0), input.shape(1)};
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py::array_t<double> output(shape);
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auto weights_view = make_view_1d(weights);
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// Create a view of the input and output arrays
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NDView<uint16_t, 2> input_view(input.mutable_data(), {input.shape(0), input.shape(1)});
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NDView<double, 2> output_view(output.mutable_data(), {output.shape(0), output.shape(1)});
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apply_custom_weights(input_view, output_view, weights_view);
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return output;
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});
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py::class_<CtbRawFile>(m, "CtbRawFile")
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.def(py::init<const std::filesystem::path &>())
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.def("read_frame",
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@ -1,5 +1,5 @@
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#include "aare/decode.hpp"
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#include <cmath>
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namespace aare {
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uint16_t adc_sar_05_decode64to16(uint64_t input){
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@ -22,6 +22,10 @@ uint16_t adc_sar_05_decode64to16(uint64_t input){
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}
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void adc_sar_05_decode64to16(NDView<uint64_t, 2> input, NDView<uint16_t,2> output){
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if(input.shape() != output.shape()){
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throw std::invalid_argument(LOCATION + " input and output shapes must match");
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}
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for(int64_t i = 0; i < input.shape(0); i++){
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for(int64_t j = 0; j < input.shape(1); j++){
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output(i,j) = adc_sar_05_decode64to16(input(i,j));
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@ -49,6 +53,9 @@ uint16_t adc_sar_04_decode64to16(uint64_t input){
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}
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void adc_sar_04_decode64to16(NDView<uint64_t, 2> input, NDView<uint16_t,2> output){
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if(input.shape() != output.shape()){
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throw std::invalid_argument(LOCATION + " input and output shapes must match");
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}
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for(int64_t i = 0; i < input.shape(0); i++){
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for(int64_t j = 0; j < input.shape(1); j++){
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output(i,j) = adc_sar_04_decode64to16(input(i,j));
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@ -57,5 +64,30 @@ void adc_sar_04_decode64to16(NDView<uint64_t, 2> input, NDView<uint16_t,2> outpu
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}
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double apply_custom_weights(uint16_t input, const NDView<double, 1> weights) {
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if(weights.size() > 16){
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throw std::invalid_argument("weights size must be less than or equal to 16");
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}
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double result = 0.0;
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for (ssize_t i = 0; i < weights.size(); ++i) {
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result += ((input >> i) & 1) * std::pow(weights[i], i);
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}
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return result;
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}
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void apply_custom_weights(NDView<uint16_t, 2> input, NDView<double, 2> output, const NDView<double,1> weights) {
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if(input.shape() != output.shape()){
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throw std::invalid_argument(LOCATION + " input and output shapes must match");
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}
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for (int64_t i = 0; i < input.shape(0); i++) {
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for (int64_t j = 0; j < input.shape(1); j++) {
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output(i, j) = apply_custom_weights(input(i, j), weights);
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}
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}
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}
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} // namespace aare
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80
src/decode.test.cpp
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80
src/decode.test.cpp
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#include "aare/decode.hpp"
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#include <catch2/matchers/catch_matchers_floating_point.hpp>
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#include <catch2/catch_test_macros.hpp>
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#include "aare/NDArray.hpp"
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using Catch::Matchers::WithinAbs;
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#include <vector>
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TEST_CASE("test_adc_sar_05_decode64to16"){
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uint64_t input = 0;
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uint16_t output = aare::adc_sar_05_decode64to16(input);
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CHECK(output == 0);
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// bit 29 on th input is bit 0 on the output
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input = 1UL << 29;
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output = aare::adc_sar_05_decode64to16(input);
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CHECK(output == 1);
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// test all bits by iteratting through the bitlist
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std::vector<int> bitlist = {29, 19, 28, 18, 31, 21, 27, 20, 24, 23, 25, 22};
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for (size_t i = 0; i < bitlist.size(); i++) {
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input = 1UL << bitlist[i];
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output = aare::adc_sar_05_decode64to16(input);
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CHECK(output == (1 << i));
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}
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// test a few "random" values
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input = 0;
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input |= (1UL << 29);
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input |= (1UL << 19);
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input |= (1UL << 28);
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output = aare::adc_sar_05_decode64to16(input);
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CHECK(output == 7UL);
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input = 0;
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input |= (1UL << 18);
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input |= (1UL << 27);
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input |= (1UL << 25);
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output = aare::adc_sar_05_decode64to16(input);
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CHECK(output == 1096UL);
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input = 0;
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input |= (1UL << 25);
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input |= (1UL << 22);
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output = aare::adc_sar_05_decode64to16(input);
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CHECK(output == 3072UL);
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}
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TEST_CASE("test_apply_custom_weights") {
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uint16_t input = 1;
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aare::NDArray<double, 1> weights_data({3}, 0.0);
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weights_data(0) = 1.7;
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weights_data(1) = 2.1;
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weights_data(2) = 1.8;
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auto weights = weights_data.view();
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double output = aare::apply_custom_weights(input, weights);
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CHECK_THAT(output, WithinAbs(1.0, 0.001));
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input = 1UL << 1;
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output = aare::apply_custom_weights(input, weights);
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CHECK_THAT(output, WithinAbs(2.1, 0.001));
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input = 1UL << 2;
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output = aare::apply_custom_weights(input, weights);
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CHECK_THAT(output, WithinAbs(3.24, 0.001));
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input = 0b111;
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output = aare::apply_custom_weights(input, weights);
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CHECK_THAT(output, WithinAbs(6.34, 0.001));
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}
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