normalize & cumsum array in one for loop.
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52260630de
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15e65534e4
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@ -33,14 +33,12 @@ FORMATTER=clang-format -i -style=$(STYLE_BLUEPRINT)
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## make build
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build: $(SRC)
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$(CC) $(OPTIMIZED) $(DEBUG) $(SRC) $(OPENMP) $(MATH) -o $(OUTPUT)
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$(CC) $(OPTIMIZED) $(DEBUG) $(SRC_ONE_THREAD) $(OPENMP) $(MATH) -o $(OUTPUT_ONE_THREAD)
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format: $(SRC)
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$(FORMATTER) $(SRC)
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run: $(SRC) $(OUTPUT)
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OMP_NUM_THREADS=1 ./$(OUTPUT) && echo
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./$(OUTPUT_ONE_THREAD)
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multi:
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OMP_NUM_THREADS=1 ./$(OUTPUT) && echo
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@ -48,7 +46,6 @@ multi:
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OMP_NUM_THREADS=4 ./$(OUTPUT) && echo
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OMP_NUM_THREADS=8 ./$(OUTPUT) && echo
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OMP_NUM_THREADS=16 ./$(OUTPUT) && echo
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./$(OUTPUT_ONE_THREAD) && echo
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time-linux:
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@echo "Requires /bin/time, found on GNU/Linux systems" && echo
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@ -68,6 +65,10 @@ time-linux:
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@echo "Running 100x and taking avg time: OMP_NUM_THREADS=16 $(OUTPUT)"
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@t=$$(/usr/bin/time -f "%e" -p bash -c 'for i in {1..100}; do OMP_NUM_THREADS=16 $(OUTPUT); done' 2>&1 >/dev/null | grep real | awk '{print $$2}' ); echo "scale=2; 1000 * $$t / 100" | bc | sed "s|^|Time using 16 threads: |" | sed 's|$$|ms|' && echo
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time-linux-fastest:
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@echo "Running 100x and taking avg time: OMP_NUM_THREADS=16 $(OUTPUT)"
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@t=$$(/usr/bin/time -f "%e" -p bash -c 'for i in {1..100}; do OMP_NUM_THREADS=16 $(OUTPUT); done' 2>&1 >/dev/null | grep real | awk '{print $$2}' ); echo "scale=2; 1000 * $$t / 100" | bc | sed "s|^|Time using 16 threads: |" | sed 's|$$|ms|' && echo
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time-linux-simple:
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@echo "Requires /bin/time, found on GNU/Linux systems" && echo
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OMP_NUM_THREADS=1 /bin/time -f "Time: %es" ./$(OUTPUT) && echo
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@ -75,7 +76,6 @@ time-linux-simple:
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OMP_NUM_THREADS=4 /bin/time -f "Time: %es" ./$(OUTPUT) && echo
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OMP_NUM_THREADS=8 /bin/time -f "Time: %es" ./$(OUTPUT) && echo
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OMP_NUM_THREADS=16 /bin/time -f "Time: %es" ./$(OUTPUT) && echo
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/bin/time -f "Time: %es" ./$(OUTPUT_ONE_THREAD) && echo
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debian-install-dependencies:
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sudo apt-get install libomp-dev
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BIN
C/out/samples
BIN
C/out/samples
Binary file not shown.
22
C/samples.c
22
C/samples.c
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@ -128,18 +128,28 @@ void mixture(float (*samplers[])(unsigned int*), float* weights, int n_dists, fl
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// You can see a simpler version of this function in the git history
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// or in C-02-better-algorithm-one-thread/
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float sum_weights = array_sum(weights, n_dists);
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float* normalized_weights = malloc(n_dists * sizeof(float));
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/*float* normalized_weights = malloc(n_dists * sizeof(float));
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// float normalized_weights[n_dists];
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for (int i = 0; i < n_dists; i++) {
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normalized_weights[i] = weights[i] / sum_weights;
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}
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float* cummulative_weights = malloc(n_dists * sizeof(float));
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// float cummulative_weights[n_dists];
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array_cumsum(normalized_weights, cummulative_weights, n_dists);
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*/
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float* cumsummed_normalized_weights = malloc(n_dists * sizeof(float));
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cumsummed_normalized_weights[0] = weights[0]/sum_weights;
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for (int i = 1; i < n_dists; i++) {
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cumsummed_normalized_weights[i] = cumsummed_normalized_weights[i - 1] + weights[i]/sum_weights;
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}
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//create var holders
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float p1;
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int sample_index, i, own_length;
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unsigned int* seeds[n_threads];
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// unsigned int* seeds[n_threads];
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unsigned int** seeds = malloc(n_threads * sizeof(unsigned int*));
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for (unsigned int i = 0; i < n_threads; i++) {
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seeds[i] = malloc(sizeof(unsigned int));
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*seeds[i] = i;
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@ -153,7 +163,7 @@ void mixture(float (*samplers[])(unsigned int*), float* weights, int n_dists, fl
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for (int j = 0; j < own_length; j++) {
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p1 = random_uniform(0, 1, seeds[i]);
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for (int k = 0; k < n_dists; k++) {
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if (p1 < cummulative_weights[k]) {
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if (p1 < cumsummed_normalized_weights[k]) {
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results[i][j] = samplers[k](seeds[i]);
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break;
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}
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@ -161,11 +171,13 @@ void mixture(float (*samplers[])(unsigned int*), float* weights, int n_dists, fl
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}
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}
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}
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free(normalized_weights);
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free(cummulative_weights);
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// free(normalized_weights);
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// free(cummulative_weights);
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free(cumsummed_normalized_weights);
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for (unsigned int i = 0; i < n_threads; i++) {
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free(seeds[i]);
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}
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free(seeds);
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}
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// Functions used for the BOTEC.
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