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40 changes: 40 additions & 0 deletions config/flappy.ini
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[base]
env_name = flappy

[vec]
total_agents = 2048
num_buffers = 4
num_threads = 8

[policy]
hidden_size = 64
num_layers = 2

[env]
width = 420
height = 640
max_steps = 4096
gravity = 0.45
flap_velocity = -7.5
pipe_speed = 3.0
pipe_gap = 190.0
pipe_width = 58.0
pipe_spacing = 220.0
first_pipe_x = 220.0
bird_x = 96.0
bird_radius = 14.0
alive_reward = 0.01
pass_reward = 1.0
crash_reward = -1.0
center_reward = 0.03

[train]
total_timesteps = 20_000_000
learning_rate = 0.01
gamma = 0.995
gae_lambda = 0.92
ent_coef = 0.003
vf_coef = 1.5
minibatch_size = 16_384
horizon = 64

38 changes: 38 additions & 0 deletions ocean/flappy/binding.c
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#include "flappy.h"

#define OBS_SIZE FLAPPY_OBS_SIZE
#define NUM_ATNS 1
#define ACT_SIZES {2}
#define OBS_TENSOR_T FloatTensor

#define Env Flappy
#include "vecenv.h"

void my_init(Env* env, Dict* kwargs) {
env->num_agents = 1;
env->width = dict_get(kwargs, "width")->value;
env->height = dict_get(kwargs, "height")->value;
env->max_steps = dict_get(kwargs, "max_steps")->value;
env->gravity = dict_get(kwargs, "gravity")->value;
env->flap_velocity = dict_get(kwargs, "flap_velocity")->value;
env->pipe_speed = dict_get(kwargs, "pipe_speed")->value;
env->pipe_gap = dict_get(kwargs, "pipe_gap")->value;
env->pipe_width = dict_get(kwargs, "pipe_width")->value;
env->pipe_spacing = dict_get(kwargs, "pipe_spacing")->value;
env->first_pipe_x = dict_get(kwargs, "first_pipe_x")->value;
env->bird_x = dict_get(kwargs, "bird_x")->value;
env->bird_radius = dict_get(kwargs, "bird_radius")->value;
env->alive_reward = dict_get(kwargs, "alive_reward")->value;
env->pass_reward = dict_get(kwargs, "pass_reward")->value;
env->crash_reward = dict_get(kwargs, "crash_reward")->value;
env->center_reward = dict_get(kwargs, "center_reward")->value;
init(env);
}

void my_log(Log* log, Dict* out) {
dict_set(out, "perf", log->perf);
dict_set(out, "score", log->score);
dict_set(out, "episode_return", log->episode_return);
dict_set(out, "episode_length", log->episode_length);
}

46 changes: 46 additions & 0 deletions ocean/flappy/flappy.c
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#include <stdio.h>
#include <time.h>
#include "flappy.h"

int main(void) {
Flappy env = {
.width = 420,
.height = 640,
.max_steps = 4096,
.gravity = 0.45f,
.flap_velocity = -7.5f,
.pipe_speed = 3.0f,
.pipe_gap = 190.0f,
.pipe_width = 58.0f,
.pipe_spacing = 220.0f,
.first_pipe_x = 220.0f,
.bird_x = 96.0f,
.bird_radius = 14.0f,
.alive_reward = 0.01f,
.pass_reward = 1.0f,
.crash_reward = -1.0f,
.center_reward = 0.03f,
.rng = (unsigned int)time(NULL),
};

float observations[FLAPPY_OBS_SIZE] = {0};
float actions[1] = {0};
float rewards[1] = {0};
float terminals[1] = {0};
env.observations = observations;
env.actions = actions;
env.rewards = rewards;
env.terminals = terminals;
init(&env);
c_reset(&env);

while (!WindowShouldClose()) {
env.actions[0] = IsKeyPressed(KEY_SPACE) || IsKeyPressed(KEY_UP) ? FLAPPY_FLAP : FLAPPY_NOOP;
c_step(&env);
c_render(&env);
}

c_close(&env);
return 0;
}

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