Initial commit: add project materials and code
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{
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"episode_qoe_sys": [
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0.7113027844231694,
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0.6344297213112167,
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0.7739924098489253
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],
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"episode_qoe_semantic": [
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0.4226055688463388,
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0.2688594426224332,
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0.5479848196978504
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],
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"episode_qoe_traditional": [
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1.0,
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1.0,
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1.0
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],
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"episode_lambda": [
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0.6207547547571596,
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0.5395092957443972,
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0.6895618004798005
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],
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"episode_fairness": [
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0.7661071139341958,
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0.7078592991985423,
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0.8700568715234
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],
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"episode_rate_satisfaction": [
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1.0,
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1.0,
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1.0
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],
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"episode_reward_s": [
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5.776441792194522,
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4.562596418470474,
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6.7501691441542295
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],
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"episode_reward_b": [
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8.449613896268866,
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8.125998007753859,
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8.729679052824276
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],
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"training_time": 0.04235124588012695
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}
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env:
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bandwidth: 10000000.0
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carrier_freq: 3.5
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max_distance: 500
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max_power: 1.0
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min_distance: 50
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min_rate_req: 500000.0
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noise_psd: -174
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num_semantic_users: 3
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num_subcarriers: 64
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num_traditional_users: 3
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rho_max: 1.0
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rho_min: 0.05
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subcarrier_spacing: 156250.0
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w1: 0.7
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w2: 0.3
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network:
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actor_hidden:
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- 256
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- 256
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- 128
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critic_hidden:
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- 512
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- 512
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- 256
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reward:
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comp_self: 0.8
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comp_sys: 0.2
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coop_other: 0.3
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coop_self: 0.5
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coop_sys: 0.2
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training:
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actor_lr: 0.0001
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batch_size: 256
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beta: 5.0
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buffer_capacity: 100000
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critic_lr: 0.0003
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gamma: 0.95
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max_episodes: 3
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max_steps: 10
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ou_sigma_init: 0.2
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ou_sigma_min: 0.01
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ou_theta: 0.15
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q_threshold: 0.6
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seed: 42
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tau: 0.01
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update_interval: 5
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