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name: Profiling | ||
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on: | ||
pull_request: | ||
branches: | ||
- og-develop | ||
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permissions: | ||
# deployments permission to deploy GitHub pages website | ||
deployments: write | ||
# contents permission to update profiling contents in gh-pages branch | ||
contents: write | ||
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concurrency: | ||
group: ${{ github.workflow }}-${{ github.event_name == 'pull_request' && github.head_ref || github.sha }} | ||
cancel-in-progress: true | ||
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jobs: | ||
profiling: | ||
name: Speed Profiling | ||
runs-on: [self-hosted, linux, gpu, dataset-enabled] | ||
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defaults: | ||
run: | ||
shell: micromamba run -n omnigibson /bin/bash -leo pipefail {0} | ||
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steps: | ||
- name: Fix home | ||
run: echo "HOME=/root" >> $GITHUB_ENV | ||
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- name: Checkout source | ||
uses: actions/checkout@v3 | ||
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- name: Install dev requirements | ||
run: pip install -r requirements-dev.txt | ||
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- name: Install | ||
run: pip install -e . | ||
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- name: Run performance benchmark | ||
run: bash scripts/profiling.sh | ||
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- name: Store benchmark result | ||
uses: benchmark-action/github-action-benchmark@v1 | ||
with: | ||
tool: 'customSmallerIsBetter' | ||
output-file-path: output.json | ||
benchmark-data-dir-path: profiling | ||
fail-on-alert: true | ||
alert-threshold: '200%' | ||
github-token: ${{ secrets.GITHUB_TOKEN }} | ||
comment-on-alert: true | ||
auto-push: true |
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import gym | ||
import omnigibson as og | ||
import os | ||
import psutil | ||
from pynvml.smi import nvidia_smi | ||
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from time import time | ||
from omnigibson.envs.env_base import Environment | ||
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PROFILING_FIELDS = ["total time", "physics time", "render time", "non physics time", "get observation time", "task time", "action time"] | ||
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class ProfilingEnv(Environment): | ||
def step(self, action): | ||
try: | ||
start = time() | ||
# If the action is not a dictionary, convert into a dictionary | ||
if not isinstance(action, dict) and not isinstance(action, gym.spaces.Dict): | ||
action_dict = dict() | ||
idx = 0 | ||
for robot in self.robots: | ||
action_dim = robot.action_dim | ||
action_dict[robot.name] = action[idx: idx + action_dim] | ||
idx += action_dim | ||
else: | ||
# Our inputted action is the action dictionary | ||
action_dict = action | ||
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# Iterate over all robots and apply actions | ||
for robot in self.robots: | ||
robot.apply_action(action_dict[robot.name]) | ||
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# Run simulation step | ||
sim_start = time() | ||
if len(og.sim._objects_to_initialize) > 0: | ||
og.sim.render() | ||
super(type(og.sim), og.sim).step(render=True) | ||
omni_time = (time() - sim_start) * 1e3 | ||
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# Additionally run non physics things | ||
og.sim._non_physics_step() | ||
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# Grab observations | ||
obs = self.get_obs() | ||
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# Step the scene graph builder if necessary | ||
if self._scene_graph_builder is not None: | ||
self._scene_graph_builder.step(self.scene) | ||
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# Grab reward, done, and info, and populate with internal info | ||
reward, done, info = self.task.step(self, action) | ||
self._populate_info(info) | ||
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if done and self._automatic_reset: | ||
# Add lost observation to our information dict, and reset | ||
info["last_observation"] = obs | ||
obs = self.reset() | ||
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# Increment step | ||
self._current_step += 1 | ||
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# collect profiling data | ||
total_frame_time = (time() - start) * 1e3 | ||
og_time = total_frame_time - omni_time | ||
# memory usage in GB | ||
memory_usage = psutil.Process(os.getpid()).memory_info().rss / 1024 ** 3 | ||
# VRAM usage in GB | ||
for gpu in nvidia_smi.getInstance().DeviceQuery()['gpu']: | ||
found = False | ||
for process in gpu['processes']: | ||
if process['pid'] == os.getpid(): | ||
vram_usage = process['used_memory'] / 1024 | ||
found = True | ||
break | ||
if found: | ||
break | ||
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ret = [total_frame_time, omni_time, og_time, memory_usage, vram_usage] | ||
if self._current_step % 100 == 0: | ||
print("total time: {:.3f} ms, Omni time: {:.3f} ms, OG time: {:.3f} ms, memory: {:.3f} GB, vram: {:.3f} GB.".format(*ret)) | ||
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return obs, reward, done, info, ret | ||
except: | ||
raise ValueError(f"Failed to execute environment step {self._current_step} in episode {self._current_episode}") |
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