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DRL-based algorithms for solving SFC Embedding Problems

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Name		Name	Last commit message	Last commit date
Latest commit History 14 Commits
A3C_SFCE_models		A3C_SFCE_models
SOF_Data_Sets-v09		SOF_Data_Sets-v09
.gitattributes		.gitattributes
AC_SFC_Main_01.05.py		AC_SFC_Main_01.05.py
DQ_SFC_Main_01.08.py		DQ_SFC_Main_01.08.py
LICENSE		LICENSE
README.md		README.md
actor_critic_models_SFC_v05.py		actor_critic_models_SFC_v05.py
data_utils_02.py		data_utils_02.py
data_utils_A3C_02.py		data_utils_A3C_02.py
dataset_and_params.py		dataset_and_params.py
edf_env_A3C_v2_02.py		edf_env_A3C_v2_02.py
edf_env_v2_02.py		edf_env_v2_02.py
onpolicy_memory.py		onpolicy_memory.py
plot_results.py		plot_results.py
q_models.py		q_models.py
q_models_gpu.py		q_models_gpu.py
test_model_random_req_order_v01.08.py		test_model_random_req_order_v01.08.py

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DRL_based_SFC_Embedding

DRL-based algorithms for solving SFC Embedding Problems

Implemented Algorithms

A2C-based SFC embedding

- Apply Advantage Actor-Critic DRL algorithm to solve the SFC embedding problem
- Run "AC_SFC_Main_01.05.py" for training/testing the A2C RL-agent

DQN-based SFC embedding

- Apply DQN RL algorithm to solve the SFC embedding problem
- Run "DQ_SFC_Main_01.08.py" for training the DQN RL-agent
- Run "test_model_random_req_order_v01.08.py" for testing the DQN RL-agent

Dataset

Using the Dataset created by Huy Duong in the Ciena SOF-WP1 Project
Notes
- The "reordered_traffic_500000_slots_1_con.tra" file cannot be committed to GitHub due to larger than 100 MB of size. This file will be uploaded to another cloud repo.