implemented a very smooth frankenstein function

This commit is contained in:
2019-11-25 22:37:34 -08:00
parent 76f8d7dcb6
commit 725130e51f
2 changed files with 45 additions and 30 deletions

39
main.c
View File

@@ -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