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57 changes: 57 additions & 0 deletions config/double_pendulum.ini
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[base]
env_name = double_pendulum

[vec]
total_agents = 4096
num_buffers = 4
num_threads = 16

[env]
cart_mass = 1.0
link1_mass = 0.1
link2_mass = 0.1
link1_length = 0.5
link2_length = 0.5
gravity = 9.8
force_mag = 10.0
dt = 0.02

[policy]
hidden_size = 128
num_layers = 2
expansion_factor = 1

[torch]
network = MLP
encoder = DefaultEncoder
decoder = DefaultDecoder

[train]
gpus = 1
seed = 42
total_timesteps = 20000000
learning_rate = 0.001
anneal_lr = 1
min_lr_ratio = 0
gamma = 0.99
gae_lambda = 0.95
replay_ratio = 1
clip_coef = 0.2
vf_coef = 0.5
vf_clip_coef = 1.0
max_grad_norm = 0.5
ent_coef = 0.001
beta1 = 0.9
beta2 = 0.999
eps = 1e-8
minibatch_size = 16384
horizon = 64
vtrace_rho_clip = 1.0
vtrace_c_clip = 1.0
prio_alpha = 0.5
prio_beta0 = 0.5

[sweep]
method = Protein
metric = perf
goal = maximize
33 changes: 33 additions & 0 deletions ocean/double_pendulum/binding.c
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#include "double_pendulum.h"

#define OBS_SIZE DP_OBS_SIZE
#define NUM_ATNS 1
#define ACT_SIZES {DP_ACTIONS}
#define OBS_TENSOR_T FloatTensor

#define Env DoublePendulum
#include "vecenv.h"

void my_init(Env* env, Dict* kwargs) {
env->num_agents = 1;
env->cart_mass = dict_get(kwargs, "cart_mass")->value;
env->link1_mass = dict_get(kwargs, "link1_mass")->value;
env->link2_mass = dict_get(kwargs, "link2_mass")->value;
env->link1_length = dict_get(kwargs, "link1_length")->value;
env->link2_length = dict_get(kwargs, "link2_length")->value;
env->gravity = dict_get(kwargs, "gravity")->value;
env->force_mag = dict_get(kwargs, "force_mag")->value;
env->dt = dict_get(kwargs, "dt")->value;
init(env);
}

void my_log(Log* log, Dict* out) {
dict_set(out, "score", log->score);
dict_set(out, "perf", log->perf);
dict_set(out, "episode_return", log->episode_return);
dict_set(out, "episode_length", log->episode_length);
dict_set(out, "x_threshold_termination", log->x_threshold_termination);
dict_set(out, "max_steps_termination", log->max_steps_termination);
dict_set(out, "hold_time", log->hold_time);
dict_set(out, "n", log->n);
}
38 changes: 38 additions & 0 deletions ocean/double_pendulum/double_pendulum.c
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#include "double_pendulum.h"

int main(void) {
float observations[DP_OBS_SIZE] = {0};
float actions[1] = {0};
float rewards[1] = {0};
float terminals[1] = {0};

DoublePendulum env = {
.observations = observations,
.actions = actions,
.rewards = rewards,
.terminals = terminals,
.num_agents = 1,
.rng = 1,
.cart_mass = 1.0f,
.link1_mass = 0.1f,
.link2_mass = 0.1f,
.link1_length = 0.5f,
.link2_length = 0.5f,
.gravity = 9.8f,
.force_mag = 10.0f,
.dt = 0.02f,
};

init(&env);
c_reset(&env);
c_render(&env);
while (!WindowShouldClose()) {
if (IsKeyDown(KEY_LEFT) || IsKeyDown(KEY_A)) actions[0] = 0;
else if (IsKeyDown(KEY_RIGHT) || IsKeyDown(KEY_D)) actions[0] = 2;
else actions[0] = 1;
c_step(&env);
c_render(&env);
}
c_close(&env);
return 0;
}
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