Demonstrator completed
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# Function Shipping Example
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The purpose is to foster discussion of capabilities.
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The library in ./emulation provides a development kit for function shipping.
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In test/ there is test code showing
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- how a reduction happens traditionally in the client.
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- how reduction could be executed on the server (that uses the emulation/dev kit)
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The run.sh script contains everything to build and run the both test applications.
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#include <ngi.h>
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#include <assert.h>
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#include <float.h>
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#include <math.h>
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void server_reduce(FILE * file, size_t off, size_t size){
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int server_reduce(FILE * file, ngi_op_t op, ngi_type_t type, void * out_buff, size_t off, size_t size){
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fseek(file, off, SEEK_SET);
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assert(type == NGI_TYPE_FLOAT);
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assert(op == NGI_OP_MAX);
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float * data = malloc(size);
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fread(data, size, 1, file);
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float mx = -INFINITY;
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for(size_t i=0; i < size/sizeof(float); i++){
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mx = data[i] > mx ? data[i]: mx;
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}
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*(float*) out_buff = mx;
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free(data);
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return 0;
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}
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int server_reduce_any_func(FILE * file, void (*func)(int8_t * data, void * out_buff, size_t off, size_t size), void * out_buff, size_t max_out_data_size, size_t off, size_t size){
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fseek(file, off, SEEK_SET);
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int8_t * data = malloc(size);
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fread(data, size, 1, file);
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func(data, out_buff, off, size);
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free(data);
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return 0;
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}
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#include <stdlib.h>
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#include <stdio.h>
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void server_reduce(FILE * file, size_t off, size_t size);
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typedef enum NGI_OP{
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NGI_OP_MAX
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} ngi_op_t;
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typedef enum NGI_TYPE{
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NGI_TYPE_FLOAT
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} ngi_type_t;
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/*
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* This function invoces a well known reduction operation on data of a well known type
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* Return 0 upon success, any other code, if e.g., short read
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*/
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int server_reduce(FILE * file, ngi_op_t op, ngi_type_t type, void * out_buff, size_t off, size_t size);
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/*
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* This function runs any type of function on the data
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* It assumes that the output buffer was initialized accordingly and that it is of max_out_data_size
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* func must be associative and needs to read/output the output buffer as intermediate storage
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* Return 0 upon success, any other code, if e.g., short read
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*/
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int server_reduce_any_func(FILE * file, void (*func)(int8_t * data, void * out_buff, size_t off, size_t size), void * out_buff, size_t max_out_data_size, size_t off, size_t size);
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#endif
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#include <stdint.h>
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#include <stdbool.h>
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#include <float.h>
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#include <math.h>
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#include <ngi.h>
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// read the data and reduce it
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void reduce_data(int size){
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float * data = malloc(size * sizeof(float));
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FILE * file = fopen("data.bin", "rb");
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fread(data, size*sizeof(float), 1, file);
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fclose(file);
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server_reduce(file, 0, size*sizeof(float));
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float mx = FLT_MIN;
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for(int i=0; i < size; i++){
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mx = data[i] > mx ? data[i]: mx;
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}
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free(data);
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float mx;
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server_reduce(file, NGI_OP_MAX, NGI_TYPE_FLOAT, & mx, 0, size*sizeof(float));
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printf("Maximum: %f\n", mx);
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fclose(file);
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}
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void reduce_min_func(int8_t * data_i, void * out_buff, size_t off, size_t size){
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float * outf = (float*) out_buff;
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float mx = *outf;
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float * data = (float*) data_i;
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for(size_t i=0; i < size/sizeof(float); i++){
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mx = data[i] > mx ? data[i]: mx;
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}
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*outf = mx;
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}
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void reduce_minmax_func(int8_t * data_i, void * out_buff, size_t off, size_t size){
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float * outf = (float*) out_buff;
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float mi = outf[0];
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float mx = outf[1];
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float * data = (float*) data_i;
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for(size_t i=0; i < size/sizeof(float); i++){
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mx = data[i] > mx ? data[i]: mx;
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mi = data[i] < mi ? data[i]: mi;
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}
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outf[0] = mi;
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outf[1] = mx;
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}
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// alternative using an external function
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void reduce_data_func(int size){
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FILE * file = fopen("data.bin", "rb");
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float mx;
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mx = -INFINITY;
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server_reduce_any_func(file, reduce_min_func, &mx, sizeof(float), 0, size*sizeof(float));
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printf("Maximum: %f\n", mx);
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float minmax[2] = {INFINITY, -INFINITY};
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server_reduce_any_func(file, reduce_minmax_func, minmax, 2* sizeof(float), 0, size*sizeof(float));
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printf("Min/Max: %f - %f\n", minmax[0], minmax[1]);
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fclose(file);
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}
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int main(){
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int size = 100;
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reduce_data(size);
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reduce_data_func(size);
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return 0;
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}
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#include <stdint.h>
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#include <stdbool.h>
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#include <float.h>
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#include <math.h>
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/*
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fread(data, size*sizeof(float), 1, file);
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fclose(file);
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float mx = FLT_MIN;
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float mx = -INFINITY;
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for(int i=0; i < size; i++){
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mx = data[i] > mx ? data[i]: mx;
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}
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