From b08cf8cd6931809378f3a4e7ffa1f4234334f560 Mon Sep 17 00:00:00 2001 From: xinpw8 Date: Sun, 26 Jan 2025 01:18:24 -0600 Subject: [PATCH] blastar post-code-review. complete. --- config/ocean/blastar.ini | 2 +- pufferlib/ocean/blastar/blastar.c | 60 +-- pufferlib/ocean/blastar/blastar.h | 358 ++++++------------ pufferlib/ocean/blastar/blastar.py | 8 +- pufferlib/ocean/blastar/cy_blastar.pyx | 30 +- .../resources/blastar/blastar_weights.bin | Bin 542748 -> 537628 bytes 6 files changed, 155 insertions(+), 303 deletions(-) diff --git a/config/ocean/blastar.ini b/config/ocean/blastar.ini index 0c802c9a..253294a6 100644 --- a/config/ocean/blastar.ini +++ b/config/ocean/blastar.ini @@ -11,7 +11,7 @@ num_envs = 4096 anneal_lr = False batch_size = 131072 # 65536 bptt_horizon = 8 -checkpoint_interval = 600 +checkpoint_interval = 200 clip_coef = 0.2 clip_vloss = True compile = False diff --git a/pufferlib/ocean/blastar/blastar.c b/pufferlib/ocean/blastar/blastar.c index bc1d7195..4689a527 100644 --- a/pufferlib/ocean/blastar/blastar.c +++ b/pufferlib/ocean/blastar/blastar.c @@ -8,54 +8,37 @@ #include "puffernet.h" const char* WEIGHTS_PATH = "/home/daa/pufferlib_testbench/PufferLib/pufferlib/resources/blastar/blastar_weights.bin"; -#define OBSERVATIONS_SIZE 20 +#define OBSERVATIONS_SIZE 10 #define ACTIONS_SIZE 6 -#define NUM_WEIGHTS 135687 +#define NUM_WEIGHTS 134407 void get_input(BlastarEnv* env) { - // Left if (IsKeyDown(KEY_LEFT) || IsKeyDown(KEY_A)) { - env->actions[0] = 1; - } - // Right - else if (IsKeyDown(KEY_RIGHT) || IsKeyDown(KEY_D)) { - env->actions[0] = 2; - } - // Up - else if (IsKeyDown(KEY_UP) || IsKeyDown(KEY_W)) { - env->actions[0] = 3; - } - // Down - else if (IsKeyDown(KEY_DOWN) || IsKeyDown(KEY_S)) { - env->actions[0] = 4; - } - // Fire - else if (IsKeyDown(KEY_SPACE)) { - env->actions[0] = 5; - } - // Noop - else { - env->actions[0] = 0; + env->actions[0] = 1; // Left + } else if (IsKeyDown(KEY_RIGHT) || IsKeyDown(KEY_D)) { + env->actions[0] = 2; // Right + } else if (IsKeyDown(KEY_UP) || IsKeyDown(KEY_W)) { + env->actions[0] = 3; // Up + } else if (IsKeyDown(KEY_DOWN) || IsKeyDown(KEY_S)) { + env->actions[0] = 4; // Down + } else if (IsKeyDown(KEY_SPACE)) { + env->actions[0] = 5; // Fire + } else { + env->actions[0] = 0; // Noop } } int demo() { Weights* weights = load_weights(WEIGHTS_PATH, NUM_WEIGHTS); LinearLSTM* net = make_linearlstm(weights, 1, OBSERVATIONS_SIZE, ACTIONS_SIZE); - BlastarEnv env = { - .player.x = SCREEN_WIDTH / 2, - .player.y = SCREEN_HEIGHT - PLAYER_HEIGHT, .num_obs = OBSERVATIONS_SIZE, }; - allocate(&env); - + allocate(&env, env.num_obs); Client* client = make_client(&env); - unsigned int seed = 12345; srand(seed); c_reset(&env); - int running = 1; while (running) { if (IsKeyDown(KEY_LEFT_SHIFT)) { @@ -63,15 +46,12 @@ int demo() { } else { forward_linearlstm(net, env.observations, env.actions); // AI input } - c_step(&env); c_render(client, &env); - if (WindowShouldClose() || env.game_over) { running = 0; } } - free_linearlstm(net); free(weights); close_client(client); @@ -80,13 +60,13 @@ int demo() { } void perftest(float test_time) { - BlastarEnv env; - allocate(&env); - + BlastarEnv env = { + .num_obs = OBSERVATIONS_SIZE, + }; + allocate(&env, env.num_obs); unsigned int seed = 12345; srand(seed); c_reset(&env); - int start = time(NULL); int steps = 0; while (time(NULL) - start < test_time) { @@ -94,15 +74,13 @@ void perftest(float test_time) { c_step(&env); steps++; } - int end = time(NULL); printf("Steps per second: %f\n", steps / (float)(end - start)); - free_allocated(&env); } int main() { demo(); - // perftest(30.0f); + // perftest(10.0f); return 0; } \ No newline at end of file diff --git a/pufferlib/ocean/blastar/blastar.h b/pufferlib/ocean/blastar/blastar.h index 04b66e16..3c1d97e5 100644 --- a/pufferlib/ocean/blastar/blastar.h +++ b/pufferlib/ocean/blastar/blastar.h @@ -2,18 +2,19 @@ #include #include #include -#include +#include #include "raylib.h" #define SCREEN_WIDTH 640 #define SCREEN_HEIGHT 480 #define LOG_BUFFER_SIZE 4096 -#define MAX_EPISODE_STEPS 2800 -#define PLAYER_MAX_LIVES 20 +#define PLAYER_MAX_LIVES 10 #define ENEMY_SPAWN_Y 50 #define ENEMY_SPAWN_X -30 #define INIT_BULLET_SPEED 3.0f +#define MAX_SCORE (5 * PLAYER_MAX_LIVES) +#define BULLET_SPEED (INIT_BULLET_SPEED * SPEED_SCALE) static const float SPEED_SCALE = 4.0f; static const int ENEMY_WIDTH = 16; @@ -31,9 +32,7 @@ typedef struct Log { float vertical_closeness_rew; float fired_bullet_rew; int kill_streak; - float flat_below_enemy_rew; float hit_enemy_with_bullet_rew; - int enemy_crossed_screen; float avg_score_difference; } Log; @@ -74,7 +73,6 @@ Log aggregate_and_clear(LogBuffer* logs) { aggregated.vertical_closeness_rew += logs->logs[i].vertical_closeness_rew /= logs->idx; aggregated.fired_bullet_rew += logs->logs[i].fired_bullet_rew /= logs->idx; aggregated.kill_streak += logs->logs[i].kill_streak /= logs->idx; - aggregated.flat_below_enemy_rew += logs->logs[i].flat_below_enemy_rew /= logs->idx; aggregated.hit_enemy_with_bullet_rew += logs->logs[i].hit_enemy_with_bullet_rew /= logs->idx; aggregated.avg_score_difference += logs->logs[i].avg_score_difference /= logs->idx; } @@ -85,21 +83,15 @@ Log aggregate_and_clear(LogBuffer* logs) { typedef struct Bullet { float x; float y; - float last_x; - float last_y; bool active; - float bulletSpeed; } Bullet; typedef struct Enemy { float x; float y; - float last_x; - float last_y; - float enemySpeed; + float enemy_speed; bool active; bool attacking; - int direction; int crossed_screen; Bullet bullet; } Enemy; @@ -107,16 +99,12 @@ typedef struct Enemy { typedef struct Player { float x; float y; - float last_x; - float last_y; - float playerSpeed; + float player_speed; int score; int lives; Bullet bullet; - bool bulletFired; - bool playerStuck; - float explosion_timer; - int last_score; + bool bullet_fired; + bool player_stuck; } Player; typedef struct Client { @@ -128,20 +116,16 @@ typedef struct Client { } Client; typedef struct BlastarEnv { + int reset_count; int num_obs; - float last_bullet_distance; bool game_over; int tick; - int playerExplosionTimer; - int enemyExplosionTimer; - int max_score; - int bullet_travel_time; - bool bullet_crossed_enemy_y; + int player_explosion_timer; + int enemy_explosion_timer; int kill_streak; int enemy_respawns; Player player; Enemy enemy; - Bullet bullet; float* observations; int* actions; float* rewards; @@ -151,59 +135,53 @@ typedef struct BlastarEnv { } BlastarEnv; static inline void scale_speeds(BlastarEnv* env) { - env->player.playerSpeed *= SPEED_SCALE; - env->enemy.enemySpeed *= SPEED_SCALE; - env->player.bullet.bulletSpeed *= SPEED_SCALE; - env->enemy.bullet.bulletSpeed *= SPEED_SCALE; + env->player.player_speed *= SPEED_SCALE; + env->enemy.enemy_speed *= SPEED_SCALE; } -void init(BlastarEnv* env) { +void c_reset(BlastarEnv* env) { env->game_over = false; env->tick = 0; - env->playerExplosionTimer = 0; - env->enemyExplosionTimer = 0; - env->max_score = 5 * PLAYER_MAX_LIVES; - env->player.playerSpeed = 2.0f; - env->enemy.enemySpeed = 1.0f; - env->player.bullet.bulletSpeed = INIT_BULLET_SPEED; - env->enemy.bullet.bulletSpeed = INIT_BULLET_SPEED; + env->player_explosion_timer = 0; + env->enemy_explosion_timer = 0; + env->player.player_speed = 2.0f; + env->enemy.enemy_speed = 1.0f; scale_speeds(env); - env->player.x = (float)(rand() % (SCREEN_WIDTH - PLAYER_WIDTH)); // randomize starts + env->player.x = (float)(rand() % (SCREEN_WIDTH - PLAYER_WIDTH)); env->player.y = (float)(rand() % (SCREEN_HEIGHT - PLAYER_HEIGHT)); - env->player.last_x = env->player.x; - env->player.last_y = env->player.y; env->player.score = 0; - env->player.last_score = 0; // Initialize last score env->player.lives = PLAYER_MAX_LIVES; - env->player.bulletFired = false; - env->player.playerStuck = false; + env->player.bullet_fired = false; + env->player.player_stuck = false; env->player.bullet.active = false; env->player.bullet.x = env->player.x; env->player.bullet.y = env->player.y; - env->player.bullet.last_x = env->player.bullet.x; - env->player.bullet.last_y = env->player.bullet.y; - env->bullet_travel_time = 0; - env->last_bullet_distance = 0; env->kill_streak = 0; env->enemy.x = ENEMY_SPAWN_X; env->enemy.y = ENEMY_SPAWN_Y; - env->enemy.last_x = env->enemy.x; - env->enemy.last_y = env->enemy.y; env->enemy.active = true; env->enemy.attacking = false; - env->enemy.direction = 1; - env->enemy_respawns = 0; + + if (env->reset_count < 1) { + env->enemy_respawns = 0; + env->enemy.crossed_screen = 0; + } env->enemy.bullet.active = false; env->enemy.bullet.x = env->enemy.x; env->enemy.bullet.y = env->enemy.y; - env->enemy.bullet.last_x = env->enemy.bullet.x; - env->enemy.bullet.last_y = env->enemy.bullet.y; + env->reset_count++; } -void allocate(BlastarEnv* env) { - init(env); - env->observations = (float*)calloc(27, sizeof(float)); // Reduced observation size +void init(BlastarEnv* env, int num_obs) { + env->reset_count = 0; + env->num_obs = num_obs; + c_reset(env); +} + +void allocate(BlastarEnv* env, int num_obs) { + init(env, num_obs); + env->observations = (float*)calloc(env->num_obs, sizeof(float)); env->actions = (int*)calloc(1, sizeof(int)); env->rewards = (float*)calloc(1, sizeof(float)); env->terminals = (unsigned char*)calloc(1, sizeof(unsigned char)); @@ -218,92 +196,30 @@ void free_allocated(BlastarEnv* env) { free_logbuffer(env->log_buffer); } -void c_reset(BlastarEnv* env) { - init(env); +static inline void calculate_center(float x, float y, int width, int height, float* center_x, float* center_y) { + *center_x = x + width / 2.0f; + *center_y = y + height / 2.0f; } void compute_observations(BlastarEnv* env) { env->log.lives = env->player.lives; + env->log.score = env->player.score; - // Normalize player and enemy positions + memset(env->observations, 0, env->num_obs * sizeof(float)); env->observations[0] = env->player.x / SCREEN_WIDTH; env->observations[1] = env->player.y / SCREEN_HEIGHT; env->observations[2] = env->enemy.x / SCREEN_WIDTH; env->observations[3] = env->enemy.y / SCREEN_HEIGHT; - // Player bullet location and status if (env->player.bullet.active) { env->observations[4] = env->player.bullet.x / SCREEN_WIDTH; env->observations[5] = env->player.bullet.y / SCREEN_HEIGHT; - env->observations[6] = 1.0f; // Player bullet speed normalized - } else { - env->observations[4] = 0.0f; - env->observations[5] = 0.0f; - env->observations[6] = 0.0f; + env->observations[6] = 1.0f; // tested-really matters } - - // Enemy bullet location and status if (env->enemy.bullet.active) { env->observations[7] = env->enemy.bullet.x / SCREEN_WIDTH; env->observations[8] = env->enemy.bullet.y / SCREEN_HEIGHT; - env->observations[9] = 1.0f; // Enemy bullet speed normalized - } else { - env->observations[7] = 0.0f; - env->observations[8] = 0.0f; - env->observations[9] = 0.0f; + env->observations[9] = 1.0f; // tested-really matters } - - // // Enemy last known position - // env->observations[12] = env->enemy.last_x / SCREEN_WIDTH; - // env->observations[13] = env->enemy.last_y / SCREEN_HEIGHT; - - // // Player last known position - // env->observations[14] = env->player.last_x / SCREEN_WIDTH; - // env->observations[15] = env->player.last_y / SCREEN_HEIGHT; - - // Enemy bullet last location - env->observations[10] = env->enemy.bullet.active ? env->enemy.bullet.last_x / SCREEN_WIDTH : 0.0f; - env->observations[11] = env->enemy.bullet.active ? env->enemy.bullet.last_y / SCREEN_HEIGHT : 0.0f; - - // Player bullet last location - env->observations[12] = env->player.bullet.active ? env->player.bullet.last_x / SCREEN_WIDTH : 0.0f; - env->observations[13] = env->player.bullet.active ? env->player.bullet.last_y / SCREEN_HEIGHT : 0.0f; - - // Bullet closeness to enemy (Euclidean distance) - if (env->player.bullet.active) { - float dx = env->player.bullet.x - env->enemy.x; - float dy = env->player.bullet.y - env->enemy.y; - float distance = sqrtf(dx * dx + dy * dy); - env->observations[14] = 1.0f - (distance / sqrtf(SCREEN_WIDTH * SCREEN_WIDTH + SCREEN_HEIGHT * SCREEN_HEIGHT)); - } else { - env->observations[14] = 0.0f; // No bullet - } - - // Danger zone calculations (player-enemy distance) - float player_center_x = env->player.x + PLAYER_WIDTH / 2.0f; - float player_center_y = env->player.y + PLAYER_HEIGHT / 2.0f; - float enemy_center_x = env->enemy.x + ENEMY_WIDTH / 2.0f; - float enemy_center_y = env->enemy.y + ENEMY_HEIGHT / 2.0f; - float dx = player_center_x - enemy_center_x; - float dy = player_center_y - enemy_center_y; - float distance = sqrtf(dx * dx + dy * dy); - float max_distance = sqrtf(SCREEN_WIDTH * SCREEN_WIDTH + SCREEN_HEIGHT * SCREEN_HEIGHT); - env->observations[15] = 1.0f - (distance / max_distance); - env->observations[16] = (distance < 50.0f) ? 1.0f : 0.0f; // Danger threshold - - // "Below enemy ship" observation: 1.0 if player is below enemy, 0.0 - env->observations[17] = (env->player.y > env->enemy.y + ENEMY_HEIGHT) ? 1.0f : 0.0f; - - // Enemy crossed screen observation (count) - if (env->enemy.crossed_screen > 0 && env->player.score > 0) { - env->observations[18] = (float)env->enemy.crossed_screen / (float)env->player.score; - } else { - env->observations[18] = 0.0f; - } - - // difference in last score - env->observations[19] = env->player.score - env->player.last_score; - env->player.last_score = env->player.score; // store last score. - env->observations[20] = (float)env->enemy.crossed_screen; } bool check_collision(float x1, float y1, float w1, float h1, float x2, float y2, float w2, float h2) { @@ -323,22 +239,20 @@ void c_step(BlastarEnv* env) { env->tick++; env->log.episode_length += 1; - float rew = 0.0f; env->rewards[0] = rew; float fired_bullet_rew = 0.0f; - float flat_below_enemy_rew = 0.0f; float vertical_closeness_rew = 0.0f; float hit_enemy_with_bullet_rew = 0.0f; int crossed_screen = 0; int action = 0; action = env->actions[0]; - if (env->playerExplosionTimer > 0) { - env->playerExplosionTimer--; + if (env->player_explosion_timer > 0) { + env->player_explosion_timer--; env->kill_streak = 0; - if (env->playerExplosionTimer == 0) { - env->player.playerStuck = false; + if (env->player_explosion_timer == 0) { + env->player.player_stuck = false; env->player.bullet.active = false; } compute_observations(env); @@ -346,9 +260,9 @@ void c_step(BlastarEnv* env) { return; } - if (env->enemyExplosionTimer > 0) { - env->enemyExplosionTimer--; - if (env->enemyExplosionTimer == 0) { + if (env->enemy_explosion_timer > 0) { + env->enemy_explosion_timer--; + if (env->enemy_explosion_timer == 0) { env->enemy.crossed_screen = 0; float respawn_bias = 0.1f; if ((float)rand() / (float)RAND_MAX > respawn_bias) { @@ -368,23 +282,18 @@ void c_step(BlastarEnv* env) { env->enemy.y = (SCREEN_HEIGHT - (ENEMY_HEIGHT * 3.5f)); } - env->enemy.last_x = env->enemy.x; - env->enemy.last_y = env->enemy.y; - env->player.last_x = env->player.x; - env->player.last_y = env->player.y; - - if (!env->player.playerStuck) { - if (action == 1 && env->player.x > 0) env->player.x -= env->player.playerSpeed; - if (action == 2 && env->player.x < SCREEN_WIDTH - PLAYER_WIDTH) env->player.x += env->player.playerSpeed; - if (action == 3 && env->player.y > 0) env->player.y -= env->player.playerSpeed; - if (action == 4 && env->player.y < SCREEN_HEIGHT - PLAYER_HEIGHT) env->player.y += env->player.playerSpeed; + if (!env->player.player_stuck) { + if (action == 1 && env->player.x > 0) env->player.x -= env->player.player_speed; + if (action == 2 && env->player.x < SCREEN_WIDTH - PLAYER_WIDTH) env->player.x += env->player.player_speed; + if (action == 3 && env->player.y > 0) env->player.y -= env->player.player_speed; + if (action == 4 && env->player.y < SCREEN_HEIGHT - PLAYER_HEIGHT) env->player.y += env->player.player_speed; } if (action == 5 && (!env->enemy.bullet.active)) { if (env->player.bullet.active) { env->player.bullet.active = false; } else { - fired_bullet_rew += 0.002f; + fired_bullet_rew += 0.0005f; } env->player.bullet.active = true; @@ -393,67 +302,64 @@ void c_step(BlastarEnv* env) { } if (env->player.bullet.active) { - env->player.bullet.y -= env->player.bullet.bulletSpeed; + env->player.bullet.y -= BULLET_SPEED; if (env->player.bullet.y < 0) { env->player.bullet.active = false; - env->bullet_travel_time = 0; } } - float playerCenterX = env->player.x + PLAYER_WIDTH / 2.0f; - float enemyCenterX = env->enemy.x + ENEMY_WIDTH / 2.0f; - - env->player.bullet.last_x = env->player.bullet.x; - env->player.bullet.last_y = env->player.bullet.y; + float player_center_x; + float enemy_center_x; + float dummy; + calculate_center(env->player.x, env->player.y, PLAYER_WIDTH, PLAYER_HEIGHT, &player_center_x, &dummy); + calculate_center(env->enemy.x, env->enemy.y, ENEMY_WIDTH, ENEMY_HEIGHT, &enemy_center_x, &dummy); if (!env->enemy.attacking) { - env->enemy.x += env->enemy.enemySpeed; + env->enemy.x += env->enemy.enemy_speed; if (env->enemy.x > SCREEN_WIDTH) { env->enemy.x = -ENEMY_WIDTH; crossed_screen += 1; } } - if (fabs(playerCenterX - enemyCenterX) < SPEED_SCALE && !env->enemy.attacking && env->enemy.active && + if (fabs(player_center_x - enemy_center_x) < SPEED_SCALE && !env->enemy.attacking && env->enemy.active && env->enemy.y < env->player.y - (ENEMY_HEIGHT / 2)) { if (rand() % 2 == 0) { env->enemy.attacking = true; if (!env->enemy.bullet.active) { env->enemy.bullet.active = true; - env->enemy.bullet.x = enemyCenterX - 5.0f; + calculate_center(env->enemy.x, env->enemy.y, ENEMY_WIDTH, ENEMY_HEIGHT, &enemy_center_x, &dummy); + env->enemy.bullet.x = enemy_center_x - 5.0f; env->enemy.bullet.y = env->enemy.y + ENEMY_HEIGHT; env->player.bullet.active = false; - env->player.playerStuck = true; + env->player.player_stuck = true; } } else { env->enemy.attacking = false; - env->enemy.x += env->enemy.enemySpeed; + env->enemy.x += env->enemy.enemy_speed; } } if (env->enemy.bullet.active) { - env->enemy.bullet.y += env->enemy.bullet.bulletSpeed; + env->enemy.bullet.y += BULLET_SPEED; if (env->enemy.bullet.y > SCREEN_HEIGHT) { env->enemy.bullet.active = false; - env->player.playerStuck = false; + env->player.player_stuck = false; env->enemy.attacking = false; } } - env->enemy.bullet.last_x = env->enemy.bullet.x; - env->enemy.bullet.last_y = env->enemy.bullet.y; - // Player-Enemy Collision if (check_collision(env->player.x, env->player.y, PLAYER_WIDTH, PLAYER_HEIGHT, env->enemy.x, env->enemy.y, ENEMY_WIDTH, ENEMY_HEIGHT)) { env->player.lives--; env->enemy.active = false; - env->enemyExplosionTimer = 30; + env->enemy_explosion_timer = 30; env->enemy.x = -ENEMY_WIDTH; env->enemy.y = rand() % (SCREEN_HEIGHT - ENEMY_HEIGHT); - env->playerExplosionTimer = 30; - env->player.playerStuck = false; + env->player_explosion_timer = 30; + env->player.player_stuck = false; if (env->player.lives <= 0) { env->player.lives = 0; @@ -468,58 +374,56 @@ void c_step(BlastarEnv* env) { } // Player bullet hits enemy - if (env->player.bullet.active && env->player.y > env->enemy.y + ENEMY_HEIGHT) { - if (check_collision(env->player.bullet.x, env->player.bullet.y, PLAYER_BULLET_WIDTH, PLAYER_BULLET_HEIGHT, - env->enemy.x, env->enemy.y, ENEMY_WIDTH, ENEMY_HEIGHT) && - env->enemy.active) { - env->player.bullet.active = false; - env->enemy.active = false; - env->kill_streak += 1; - fired_bullet_rew += 1.5f; - env->player.score += 1.0f; - env->log.score += 1.0f; - env->enemyExplosionTimer = 30; - if (crossed_screen == 0) { - hit_enemy_with_bullet_rew += 2.5f; - } else { - hit_enemy_with_bullet_rew += 1.5f - (0.1f * env->enemy.crossed_screen); - } - } + if (env->player.bullet.active && env->player.y > env->enemy.y + ENEMY_HEIGHT && + check_collision(env->player.bullet.x, env->player.bullet.y, PLAYER_BULLET_WIDTH, PLAYER_BULLET_HEIGHT, + env->enemy.x, env->enemy.y, ENEMY_WIDTH, ENEMY_HEIGHT) && + env->enemy.active) { + env->player.bullet.active = false; + env->enemy.active = false; + env->kill_streak += 1; + fired_bullet_rew += 1.5f; + env->player.score += 1; + env->log.score += 1.0f; + env->enemy_explosion_timer = 30; + float enemy_x_normalized = 1.0f - (env->enemy.x / SCREEN_WIDTH); + hit_enemy_with_bullet_rew += (crossed_screen == 0) ? (4.5f * enemy_x_normalized) : (3.5f * enemy_x_normalized); } // Enemy bullet hits player - if (env->enemy.bullet.active) { - if (check_collision(env->enemy.bullet.x, env->enemy.bullet.y, 10, 12, env->player.x, env->player.y, - PLAYER_WIDTH, PLAYER_HEIGHT)) { - env->enemy.bullet.active = false; - env->player.lives--; - env->playerExplosionTimer = 30; - env->player.playerStuck = false; - env->enemy.attacking = false; - env->enemy.x = -ENEMY_WIDTH; - env->enemy.y = rand() % (SCREEN_HEIGHT - ENEMY_HEIGHT); - if (env->player.lives <= 0) { - env->player.lives = 0; - env->game_over = true; - if (env->terminals) env->terminals[0] = 1; - compute_observations(env); - add_log(env->log_buffer, &env->log); - c_reset(env); + if (env->enemy.bullet.active && check_collision(env->enemy.bullet.x, env->enemy.bullet.y, 10, 12, env->player.x, + env->player.y, PLAYER_WIDTH, PLAYER_HEIGHT)) { + env->enemy.bullet.active = false; + env->player.lives--; + env->player_explosion_timer = 30; + env->player.player_stuck = false; + env->enemy.attacking = false; + env->enemy.x = -ENEMY_WIDTH; + env->enemy.y = rand() % (SCREEN_HEIGHT - ENEMY_HEIGHT); + + if (env->player.lives <= 0) { + env->player.lives = 0; + env->game_over = true; + if (env->terminals) { + env->terminals[0] = 1; } + compute_observations(env); + add_log(env->log_buffer, &env->log); + c_reset(env); } } if (!(env->player.y > env->enemy.y + ENEMY_HEIGHT)) { - flat_below_enemy_rew = -0.01f; vertical_closeness_rew = 0.0f; fired_bullet_rew = 0.0f; hit_enemy_with_bullet_rew = 0.0f; - rew = -0.01f; + } else { + float v_delta_distance = env->player.y - env->enemy.y; + v_delta_distance = 2.0f - (v_delta_distance / SCREEN_HEIGHT); + vertical_closeness_rew = 0.01f * v_delta_distance; } float avg_score_difference = 0.0f; if (env->player.score > 0) { - // reward is now score difference avg_score_difference = (float)env->player.score / (env->tick + 1); } @@ -527,27 +431,25 @@ void c_step(BlastarEnv* env) { env->log.fired_bullet_rew = fired_bullet_rew; env->log.kill_streak = env->kill_streak; env->log.hit_enemy_with_bullet_rew = hit_enemy_with_bullet_rew; - env->log.flat_below_enemy_rew = flat_below_enemy_rew; + env->log.vertical_closeness_rew = vertical_closeness_rew; env->enemy.crossed_screen = crossed_screen; - if (env->enemy_respawns > 0) { - crossed_screen = (float)env->enemy.crossed_screen / (env->enemy_respawns + 1); - } else { - crossed_screen = env->enemy.crossed_screen; - } - - rew += - fired_bullet_rew + flat_below_enemy_rew + vertical_closeness_rew - crossed_screen + hit_enemy_with_bullet_rew; + rew += fired_bullet_rew + vertical_closeness_rew + hit_enemy_with_bullet_rew + avg_score_difference; rew *= (1.0f + env->kill_streak * 0.1f); - if (!(env->player.y > env->enemy.y + ENEMY_HEIGHT && fabs(playerCenterX - enemyCenterX) > ENEMY_WIDTH * 0.3f)) { + if (!(env->player.y > env->enemy.y + ENEMY_HEIGHT && fabs(player_center_x - enemy_center_x) > ENEMY_WIDTH * 0.3f)) { rew = fminf(rew, 0.0f); } + if (env->player.x > SCREEN_WIDTH / 2.0f) { + env->log.episode_return = 0; + rew = 0.0f; + } + env->rewards[0] = rew; env->log.episode_return += rew; - if (env->player.score > env->max_score) { + if (env->player.score > MAX_SCORE) { env->game_over = true; env->terminals[0] = 1; compute_observations(env); @@ -561,10 +463,8 @@ void c_step(BlastarEnv* env) { Client* make_client(BlastarEnv* env) { InitWindow(SCREEN_WIDTH, SCREEN_HEIGHT, "Blastar"); - Client* client = (Client*)malloc(sizeof(Client)); SetTargetFPS(60); - client->player_texture = LoadTexture("./pufferlib/resources/blastar/player_ship.png"); client->enemy_texture = LoadTexture("./pufferlib/resources/blastar/enemy_ship.png"); client->player_bullet_texture = LoadTexture("./pufferlib/resources/blastar/player_bullet.png"); @@ -579,13 +479,12 @@ void close_client(Client* client) { } void c_render(Client* client, BlastarEnv* env) { + printf("num_obs: %d\n", env->num_obs); if (IsKeyDown(KEY_ESCAPE)) { exit(0); } - BeginDrawing(); ClearBackground(BLACK); - if (env->game_over) { DrawText("GAME OVER", SCREEN_WIDTH / 2 - 60, SCREEN_HEIGHT / 2 - 10, 30, RED); DrawText(TextFormat("FINAL SCORE: %d", env->player.score), SCREEN_WIDTH / 2 - 80, SCREEN_HEIGHT / 2 + 30, 20, @@ -593,39 +492,26 @@ void c_render(Client* client, BlastarEnv* env) { EndDrawing(); return; } - - // Draw player or explosion on player death - if (env->playerExplosionTimer > 0) { + if (env->player_explosion_timer > 0) { DrawTexture(client->explosion_texture, env->player.x, env->player.y, WHITE); } else if (env->player.lives > 0) { DrawTexture(client->player_texture, env->player.x, env->player.y, WHITE); } - - // Draw enemy or explosion on enemy death - if (env->enemyExplosionTimer > 0) { + if (env->enemy_explosion_timer > 0) { DrawTexture(client->explosion_texture, env->enemy.x, env->enemy.y, WHITE); } else if (env->enemy.active) { DrawTexture(client->enemy_texture, env->enemy.x, env->enemy.y, WHITE); } - - // Draw player bullet if (env->player.bullet.active) { DrawTexture(client->player_bullet_texture, env->player.bullet.x, env->player.bullet.y, WHITE); } - - // Draw enemy bullet if (env->enemy.bullet.active) { DrawTexture(client->enemy_bullet_texture, env->enemy.bullet.x, env->enemy.bullet.y, WHITE); } - - // Draw status beam indicator - if (env->player.playerStuck) { + if (env->player.player_stuck) { DrawText("Status Beam", SCREEN_WIDTH - 150, SCREEN_HEIGHT / 3, 20, RED); } - - // Draw score and lives DrawText(TextFormat("PLAYER SCORE %d", env->player.score), 10, 10, 20, GREEN); DrawText(TextFormat("LIVES %d", env->player.lives), SCREEN_WIDTH - 100, 10, 20, GREEN); - EndDrawing(); -} \ No newline at end of file +} diff --git a/pufferlib/ocean/blastar/blastar.py b/pufferlib/ocean/blastar/blastar.py index 61c0ea50..ce4522bd 100644 --- a/pufferlib/ocean/blastar/blastar.py +++ b/pufferlib/ocean/blastar/blastar.py @@ -6,14 +6,15 @@ class Blastar(pufferlib.PufferEnv): def __init__(self, num_envs=1, render_mode=None, buf=None): - # Observation space: 6 floats (normalized positions, bullet states) + # Observation space: 8 floats (normalized positions, bullet states) self.single_observation_space = gymnasium.spaces.Box( - low=0, high=1, shape=(20,), dtype=np.float32 + low=0, high=1, shape=(10,), dtype=np.float32 ) # Action space: 6 discrete actions (no-op, left, right, up, down, fire) self.single_action_space = gymnasium.spaces.Discrete(6) self.render_mode = render_mode self.num_agents = num_envs + self.num_obs = self.single_observation_space.shape[0] self.tick = 0 self.report_interval = 1 @@ -25,7 +26,8 @@ def __init__(self, num_envs=1, render_mode=None, buf=None): self.actions, self.rewards, self.terminals, - num_envs + num_envs, + self.num_obs ) def reset(self, seed=None): diff --git a/pufferlib/ocean/blastar/cy_blastar.pyx b/pufferlib/ocean/blastar/cy_blastar.pyx index 633541e3..3eb72129 100644 --- a/pufferlib/ocean/blastar/cy_blastar.pyx +++ b/pufferlib/ocean/blastar/cy_blastar.pyx @@ -13,19 +13,13 @@ cdef extern from "blastar.h": ctypedef struct Bullet: float x float y - float last_x - float last_y bint active - double travel_time ctypedef struct Enemy: float x float y - float last_x - float last_y bint active bint attacking - int direction int width int height int crossed_screen @@ -34,14 +28,11 @@ cdef extern from "blastar.h": ctypedef struct Player: float x float y - float last_x - float last_y int score int lives Bullet bullet bint bulletFired bint playerStuck - float explosion_timer ctypedef struct Log: float episode_return @@ -51,7 +42,6 @@ cdef extern from "blastar.h": float vertical_closeness_rew float fired_bullet_rew int kill_streak - float flat_below_enemy_rew float hit_enemy_with_bullet_rew float avg_score_difference @@ -61,23 +51,17 @@ cdef extern from "blastar.h": int idx ctypedef struct BlastarEnv: - int screen_width - int screen_height - float player_width - float player_height - float last_bullet_distance + int reset_count + int num_obs bint gameOver int tick int playerExplosionTimer int enemyExplosionTimer - int max_score - int bullet_travel_time int kill_streak int enemy_respawns Player player Enemy enemy - Bullet bullet - float* observations # [27] + float* observations # [7] int* actions # [6] float* rewards # [1] unsigned char* terminals # [1] @@ -89,7 +73,7 @@ cdef extern from "blastar.h": void add_log(LogBuffer* logs, Log* log) Log aggregate_and_clear(LogBuffer* logs) - void init(BlastarEnv *env) + void init(BlastarEnv *env, int num_obs) void c_reset(BlastarEnv *env) void c_step(BlastarEnv *env) void close_client(Client* client) @@ -105,13 +89,15 @@ cdef class CyBlastar: cdef Client* client cdef LogBuffer* logs cdef int num_envs + cdef int num_obs def __init__(self, float[:, :] observations, int[:] actions, float[:] rewards, unsigned char[:] terminals, - int num_envs): + int num_envs, + int num_obs): self.num_envs = num_envs self.client = NULL @@ -125,7 +111,7 @@ cdef class CyBlastar: self.envs[i].rewards = &rewards[i] self.envs[i].terminals = &terminals[i] self.envs[i].log_buffer = self.logs - init(&self.envs[i]) + init(&self.envs[i], num_obs) def reset(self): cdef int i diff --git a/pufferlib/resources/blastar/blastar_weights.bin b/pufferlib/resources/blastar/blastar_weights.bin index b1816fa3e352f135989c98c696608b02124efdc5..8a82b04f4c966345147852ec809de1b726cbc62a 100644 GIT binary patch literal 537628 zcmWKXhhI-`6vvyAQHr!^D5*5eRNs3}rD2ayq7-QeB@z+ssijg$J0e9W&F?)=LRkrw zkQpf?e)i_qA8=osDV@}0A5N){){xc4; zNp%6(F?AQy;Sa*zX$wJYs~ZdLkVS(X`&dZ43a@ZO5;G$AvZzk;##KM#(0BBFTwA5Y zG|V0GQ|BU_@-CHKHZ@{lO&8E%dNRA0^p<8k`3R>kHsdCh$!Jh=nts1OgO6ViLo1O; zq$p|J?;*tw2*lW;qzzo#*QM;OgbaHkI|&OUINY3G!~OG{$!5f!;RD*Qk?M~s)M)Oc z0|7^%!S4oUuw}TeVkB#=l7Lxesf?Z^W8uU&)aDwnEA}MoaLZ>)(qCcf_g!r3^rK8Y z`vDJ&&NGj+LWouhXLAa}aP*;AroCxQW4FU`)RFJY%G!`V)s_n=qWz?Q4@ zQ{Y}6^R{a<1MUR7s%DL0ix!jq-F@(RWDq%DT!tU-JK@9sI{8OoW0(Rl9;uPY53tq$&1A}no!lM+jR0LxCy|AZF5>D1CVNhs%b?rp=l_f42;t3JKjfyfD`GM}ZI%>B0nYn#ca^~EH3`&W~FM;)}e 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