Add pretrained notebook

This commit is contained in:
Simon Alibert
2024-03-16 17:36:13 +01:00
parent b633748987
commit 4c1024e537
8 changed files with 1701 additions and 16 deletions

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from pprint import pprint
from hydra import compose, initialize
from hydra.core.global_hydra import GlobalHydra
from omegaconf import OmegaConf
from omegaconf.dictconfig import DictConfig
CONFIG_DIR = "../lerobot/configs"
DEFAULT_CONFIG = "default"
def config_notebook(
policy: str = "diffusion",
env: str = "pusht",
device: str = "cpu",
config_name=DEFAULT_CONFIG,
config_path=CONFIG_DIR,
print_config: bool = False,
) -> DictConfig:
GlobalHydra.instance().clear()
initialize(config_path=config_path)
overrides = [
f"env={env}",
f"policy={policy}",
f"device={device}",
]
cfg = compose(config_name=config_name, overrides=overrides)
if print_config:
pprint(OmegaConf.to_container(cfg))
return cfg

56
examples/pretrained.ipynb Normal file
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"\n",
"from IPython.display import Video\n",
"\n",
"from examples.notebook_utils import config_notebook\n",
"from lerobot.scripts.eval import eval\n",
"\n",
"OUT_DIR = Path(\"./outputs\")\n",
"POLICY = \"act\"\n",
"ENV = \"aloha\"\n",
"\n",
"# setup config\n",
"cfg = config_notebook(policy=POLICY, env=ENV, device=\"cpu\", print_config=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"eval(cfg, out_dir=OUT_DIR)\n",
"Video(OUT_DIR / \"eval\" / \"eval_episode_0.mp4\", embed=True)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "lerobot",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}