complete show() in brax env

This commit is contained in:
wls2002
2023-10-22 21:01:06 +08:00
parent 7f042e07c2
commit 15dadebd7e
11 changed files with 152 additions and 22 deletions

View File

@@ -1,7 +1,14 @@
import imageio
import jax
import brax
from brax import envs
from brax.io import image
import matplotlib.pyplot as plt
import time
from tqdm import tqdm
import numpy as np
def inference_func(key, *args):
@@ -17,20 +24,50 @@ jit_env_reset = jax.jit(env.reset)
jit_env_step = jax.jit(env.step)
jit_inference_fn = jax.jit(inference_func)
rollout = []
rng = jax.random.PRNGKey(seed=1)
ori_state = jit_env_reset(rng=rng)
state = ori_state
for _ in range(100):
rollout.append(state.pipeline_state)
render_history = []
for i in range(100):
act_rng, rng = jax.random.split(rng)
tic = time.time()
act = jit_inference_fn(act_rng, state.obs)
state = jit_env_step(state, act)
print("step time: ", time.time() - tic)
render_history.append(state.pipeline_state)
# img = image.render_array(sys=env.sys, state=pipeline_state, width=512, height=512)
# print("render time: ", time.time() - tic)
# plt.imsave("../images/ant_{}.png".format(i), img)
reward = state.reward
# print(reward)
done = state.done
print(i, reward)
a = 1
render_history = jax.device_get(render_history)
# print(render_history)
imgs = [image.render_array(sys=env.sys, state=s, width=512, height=512) for s in tqdm(render_history)]
# for i, s in enumerate(tqdm(render_history)):
# img = image.render_array(sys=env.sys, state=s, width=512, height=512)
# print(img.shape)
# # print(type(img))
# plt.imsave("../images/ant_{}.png".format(i), img)
def create_gif(image_list, gif_name, duration):
with imageio.get_writer(gif_name, mode='I', duration=duration) as writer:
for image in image_list:
# 确保图像的数据类型正确
formatted_image = np.array(image, dtype=np.uint8)
writer.append_data(formatted_image)
create_gif(imgs, "../images/ant.gif", 0.1)