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#include <stdbool.h> // bool
#include <stdint.h> // size_t
#include <string.h> // memcpy()
#include <stdlib.h> // rand()
#include <errno.h> // errno
#include "util.h"
#include "km.h"
#define MIN_ROWS (4096 / sizeof(float))
// grow data set
static bool
km_set_grow(
km_set_t * const set,
const size_t capacity
) {
float *floats = NULL;
const size_t floats_size = sizeof(float) * set->shape.num_floats * capacity;
// fprintf(stderr, "floats_size = %zu\n", floats_size);
if (floats_size > 0) {
// alloc floats
floats = realloc(set->floats, floats_size);
if (!floats) {
// return failure
return false;
}
}
int *ints = NULL;
const size_t ints_size = sizeof(int) * set->shape.num_ints * capacity;
// fprintf(stderr, "ints_size = %zu\n", ints_size);
if (ints_size > 0) {
// alloc ints
ints = realloc(set->ints, ints_size);
if (!ints) {
// return failure
return false;
}
}
// update set
set->floats = floats;
set->ints = ints;
set->capacity = capacity;
// return success
return true;
}
// init data set with shape and initial size
bool
km_set_init(
km_set_t * const set,
const km_shape_t * const shape,
const size_t row_capacity
) {
// alloc bounds
float * const bounds = malloc(2 * sizeof(float) * shape->num_floats);
if (!bounds) {
// return error
return false;
}
set->state = KM_SET_STATE_INIT;
set->floats = NULL;
set->ints = NULL;
set->shape = *shape;
set->num_rows = 0;
set->capacity = 0;
set->bounds = bounds;
return km_set_grow(set, MAX(MIN_ROWS, row_capacity + 1));
}
// finalize data set
void
km_set_fini(km_set_t * const set) {
if (set->state == KM_SET_STATE_FINI) {
return;
}
if (set->bounds) {
// free bounds
free(set->bounds);
set->bounds = NULL;
}
if (set->floats) {
// free floats
free(set->floats);
set->floats = NULL;
}
if (set->ints) {
// free ints
free(set->ints);
set->ints = NULL;
}
// shrink capacity
set->capacity = 0;
// set state
set->state = KM_SET_STATE_FINI;
}
// append rows to data set, growing set if necessary
bool
km_set_push(
km_set_t * const set,
const size_t num_rows,
const float * const floats,
const int * const ints
) {
// check state
if (set->state != KM_SET_STATE_INIT) {
// return failure
return false;
}
const size_t capacity_needed = set->num_rows + num_rows;
// FIXME: potential overflow here
if (capacity_needed >= set->capacity) {
// crappy growth algorithm
const size_t new_capacity = 2 * capacity_needed + 1;
// resize storage
if (!km_set_grow(set, MAX(MIN_ROWS, new_capacity))) {
return false;
}
}
// copy floats
const size_t num_floats = set->shape.num_floats;
if (num_floats > 0) {
float * const dst = set->floats + num_floats * set->num_rows;
const size_t stride = sizeof(float) * num_floats;
// copy floats
memcpy(dst, floats, stride * num_rows);
if (!set->num_rows) {
// there were no rows, so populate bounds with first row
memcpy(set->bounds, floats, stride);
memcpy(set->bounds + num_floats, floats, stride);
}
for (size_t i = 0; i < num_rows; i++) {
for (size_t j = 0; j < num_floats; j++) {
const float val = floats[i * num_floats + j];
if (val < set->bounds[j]) {
// update min bound
set->bounds[j] = val;
}
if (val > set->bounds[num_floats + j]) {
// update max bound
set->bounds[num_floats + j] = val;
}
}
}
}
// copy ints
const size_t num_ints = set->shape.num_ints;
if (num_ints > 0) {
int * const dst = set->ints + num_ints * set->num_rows;
const size_t stride = sizeof(int) * num_ints;
// copy ints
memcpy(dst, ints, stride * num_rows);
}
// increment row count
set->num_rows += num_rows;
// return success
return true;
}
bool
km_set_copy(
km_set_t * const dst,
const km_set_t * const src
) {
if (src->state != KM_SET_STATE_INIT && src->state != KM_SET_STATE_NORMALIZED) {
// return failure
D("invalid state");
return false;
}
// init dst set
if (!km_set_init(dst, &(src->shape), src->num_rows)) {
// return failure
D("km_set_init()");
return false;
}
// copy floats
if (src->shape.num_floats > 0) {
const size_t stride = sizeof(float) * src->shape.num_floats;
// copy floats
memcpy(dst->floats, src->floats, stride * src->num_rows);
// copy bounds
memcpy(dst->bounds, src->bounds, 2 * stride);
}
// copy ints
const size_t num_ints = src->shape.num_ints;
if (num_ints > 0) {
const size_t stride = sizeof(int) * num_ints;
// copy ints
memcpy(dst->ints, src->ints, stride * src->num_rows);
}
// increment row count
dst->num_rows = src->num_rows;
// return success
return true;
}
bool
km_set_normalize(
km_set_t * const set
) {
const size_t num_floats = set->shape.num_floats;
// check set state
if (set->state != KM_SET_STATE_INIT) {
// return failure
return false;
}
// normalize values
for (size_t i = 0; i < set->num_rows; i++) {
for (size_t j = 0; j < num_floats; j++) {
const size_t ofs = i * num_floats + j;
const float val = set->floats[ofs],
min = set->bounds[j],
max = set->bounds[num_floats + j];
// normalize and write value
set->floats[ofs] = (val - min) / (max - min);
}
}
// set state
set->state = KM_SET_STATE_NORMALIZED;
// return success
return true;
}
// get row from data set
float *
km_set_get_row(
const km_set_t * const set,
const size_t i
) {
const size_t num_floats = set->shape.num_floats;
return (num_floats) ? (set->floats + i * num_floats) : NULL;
}
// get row from data set
int *
km_set_get_row_ints(
const km_set_t * const set,
const size_t i
) {
const size_t num_ints = set->shape.num_ints;
return (num_ints) ? (set->ints + i * num_ints) : NULL;
}
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