Source code for embodichain.agents.rl.collector.base
# ----------------------------------------------------------------------------
# Copyright (c) 2021-2026 DexForce Technology Co., Ltd.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ----------------------------------------------------------------------------
from __future__ import annotations
from abc import ABC, abstractmethod
from typing import Callable
from tensordict import TensorDict
__all__ = ["BaseCollector"]
[docs]
class BaseCollector(ABC):
"""Base class for rollout collectors."""
[docs]
@abstractmethod
def collect(
self,
num_steps: int,
rollout: TensorDict | None = None,
on_step_callback: Callable[[TensorDict, dict], None] | None = None,
) -> TensorDict:
"""Collect a rollout and return it as a TensorDict."""
raise NotImplementedError