implemented a very smooth frankenstein function
This commit is contained in:
39
main.c
39
main.c
@@ -1,10 +1,9 @@
|
||||
#include <Python.h>
|
||||
#include "library.h"
|
||||
|
||||
#include <stdio.h>
|
||||
#include <stdlib.h>
|
||||
#include <mpi.h>
|
||||
|
||||
#include "library.h"
|
||||
|
||||
#define P_READER 0
|
||||
#define P_SLAVE 1
|
||||
#define P_MASTER 2
|
||||
@@ -19,18 +18,21 @@ typedef enum{
|
||||
MASTER
|
||||
} Role;
|
||||
|
||||
|
||||
// Reads some data and converts it to 2D float array
|
||||
void data_reader() {
|
||||
// Reads some data and converts it to a float array
|
||||
printf("Start reader\n");
|
||||
size_t batch_numel = (784 + 10) * BS;
|
||||
float* batch = malloc(batch_numel * sizeof(float));
|
||||
while (1) {
|
||||
mnist_batch(batch, BS);
|
||||
MPI_Send(batch, batch_numel, MPI_FLOAT, P_SLAVE, 0, MPI_COMM_WORLD);
|
||||
}
|
||||
free(batch);
|
||||
}
|
||||
|
||||
void send_network(const Network* c_net, int dest, int tag) {
|
||||
// Send a network to the expecting destination
|
||||
// It's best to receive with `recv_network`
|
||||
size_t n_layers = c_net->n_layers;
|
||||
MPI_Send(&n_layers, 1, MPI_LONG, dest, tag, MPI_COMM_WORLD);
|
||||
for (size_t i = 0; i < n_layers; i++) {
|
||||
@@ -46,7 +48,7 @@ void send_network(const Network* c_net, int dest, int tag) {
|
||||
}
|
||||
|
||||
void recv_network(Network* c_net, int src, int tag) {
|
||||
// Creates a new network at c_net
|
||||
// Creates a new network at c_net (all pointers will be lost so beware)
|
||||
MPI_Recv(&c_net->n_layers, 1, MPI_LONG, src, tag, MPI_COMM_WORLD,
|
||||
MPI_STATUS_IGNORE);
|
||||
c_net->layers = malloc(sizeof(Dense) * c_net->n_layers);
|
||||
@@ -66,6 +68,7 @@ void recv_network(Network* c_net, int src, int tag) {
|
||||
}
|
||||
|
||||
void free_network_contents(Network* c_net) {
|
||||
// Cleans up the net
|
||||
for (size_t i = 0; i < c_net->n_layers; i++) {
|
||||
if (c_net->layers[i].ownmem) {
|
||||
free(c_net->layers[i].b);
|
||||
@@ -73,10 +76,12 @@ void free_network_contents(Network* c_net) {
|
||||
}
|
||||
}
|
||||
free(c_net->layers);
|
||||
c_net->layers = NULL; // So that you don't get any ideas
|
||||
}
|
||||
|
||||
// Receives weight updates and trains, sends learned weights back to master
|
||||
void slave_node() {
|
||||
printf("Start slave\n");
|
||||
Network net;
|
||||
create_c_network(&net);
|
||||
|
||||
@@ -102,6 +107,7 @@ void slave_node() {
|
||||
|
||||
// Stores most up-to-date model, sends it to slaves for training
|
||||
void master_node() {
|
||||
printf("Start master\n");
|
||||
Network frank;
|
||||
create_c_network(&frank);
|
||||
for (int i = 0; i < COMM; i++) {
|
||||
@@ -109,7 +115,7 @@ void master_node() {
|
||||
MPI_Send(&go, 1, MPI_CHAR, P_SLAVE, 0, MPI_COMM_WORLD);
|
||||
Network net;
|
||||
recv_network(&net, P_SLAVE, MPI_ANY_TAG);
|
||||
be_like(&frank, &net);
|
||||
frankenstein(&frank, &net, 1);
|
||||
free_network_contents(&net);
|
||||
printf("Frank: %f\n", eval_net(&frank));
|
||||
}
|
||||
@@ -119,10 +125,11 @@ void master_node() {
|
||||
Role map_node() {
|
||||
int node;
|
||||
MPI_Comm_rank(MPI_COMM_WORLD, &node);
|
||||
if (node == 0) return DATA;
|
||||
if (node == 1) return SLAVE;
|
||||
if (node == 2) return MASTER;
|
||||
return SLAVE;
|
||||
if (node == P_READER) return DATA;
|
||||
if (node == P_MASTER) return MASTER;
|
||||
if (node == P_SLAVE) return SLAVE;
|
||||
|
||||
exit(1); // this is bad
|
||||
}
|
||||
|
||||
int main (int argc, const char **argv) {
|
||||
@@ -131,18 +138,14 @@ int main (int argc, const char **argv) {
|
||||
// Cython Boilerplate
|
||||
PyImport_AppendInittab("library", PyInit_library);
|
||||
Py_Initialize();
|
||||
// import_array();
|
||||
PyRun_SimpleString("import sys\nsys.path.insert(0,'')");
|
||||
PyObject* library_module = PyImport_ImportModule("library");
|
||||
|
||||
// Actual Code
|
||||
switch (map_node()) {
|
||||
case DATA: data_reader();
|
||||
break;
|
||||
case SLAVE: slave_node();
|
||||
break;
|
||||
case MASTER: master_node();
|
||||
break;
|
||||
case DATA: data_reader(); break;
|
||||
case SLAVE: slave_node(); break;
|
||||
case MASTER: master_node(); break;
|
||||
}
|
||||
|
||||
// Finalizing Boilerplate
|
||||
|
||||
Reference in New Issue
Block a user