Port SAC WIP (#581)

Co-authored-by: KeWang1017 <ke.wang@helloleap.ai>
This commit is contained in:
KeWang
2024-12-17 13:26:17 +00:00
committed by AdilZouitine
parent 44536d1f0c
commit dbadaae28b
2 changed files with 541 additions and 6 deletions

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#!/usr/bin/env python
# Copyright 2024 The HuggingFace Inc. team.
# All rights reserved.
#
# 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 dataclasses import dataclass
@dataclass
class SACConfig:
discount = 0.99
temperature_init = 1.0
num_critics = 2
critic_lr = 3e-4
actor_lr = 3e-4
critic_network_kwargs = {
"hidden_dims": [256, 256],
"activate_final": True,
}
actor_network_kwargs = {
"hidden_dims": [256, 256],
"activate_final": True,
}
policy_kwargs = {
"tanh_squash_distribution": True,
"std_parameterization": "uniform",
}