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Merge pull request #266 from kengz/fix-cuda-id
Atari fitness, CUDA fix
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,80 @@ | ||
| { | ||
| "ddqn_mspacman": { | ||
| "agent": [{ | ||
| "name": "DoubleDQN", | ||
| "algorithm": { | ||
| "name": "DoubleDQN", | ||
| "action_pdtype": "Argmax", | ||
| "action_policy": "epsilon_greedy", | ||
| "explore_var_spec": { | ||
| "name": "linear_decay", | ||
| "start_val": 1.0, | ||
| "end_val": 0.05, | ||
| "start_step": 30000, | ||
| "end_step": 1000000 | ||
| }, | ||
| "gamma": 0.99, | ||
| "training_batch_epoch": 1, | ||
| "training_epoch": 1, | ||
| "training_frequency": 4, | ||
| "training_start_step": 30000, | ||
| "normalize_state": false | ||
| }, | ||
| "memory": { | ||
| "name": "AtariReplay", | ||
| "batch_size": 32, | ||
| "max_size": 250000, | ||
| "stack_len": 4, | ||
| "use_cer": false | ||
| }, | ||
| "net": { | ||
| "type": "ConvNet", | ||
| "conv_hid_layers": [ | ||
| [32, 8, 4, 0, 1], | ||
| [64, 4, 2, 0, 1], | ||
| [64, 3, 1, 0, 1] | ||
| ], | ||
| "fc_hid_layers": [512], | ||
| "hid_layers_activation": "relu", | ||
| "init_fn": null, | ||
| "batch_norm": false, | ||
| "clip_grad_val": 1.0, | ||
| "loss_spec": { | ||
| "name": "SmoothL1Loss" | ||
| }, | ||
| "optim_spec": { | ||
| "name": "RMSprop", | ||
| "lr": 2.5e-4, | ||
| "alpha": 0.95, | ||
| "eps": 1e-1, | ||
| "momentum": 0.95 | ||
| }, | ||
| "lr_scheduler_spec": null, | ||
| "update_type": "replace", | ||
| "update_frequency": 10000, | ||
| "gpu": true | ||
| } | ||
| }], | ||
| "env": [{ | ||
| "name": "MsPacmanNoFrameskip-v4", | ||
| "max_t": null, | ||
| "max_tick_unit": "total_t", | ||
| "max_tick": 10000000, | ||
| "save_frequency": 100000 | ||
| }], | ||
| "body": { | ||
| "product": "outer", | ||
| "num": 1 | ||
| }, | ||
| "meta": { | ||
| "distributed": false, | ||
| "max_session": 6, | ||
| "max_trial": 16, | ||
| "training_eval": true, | ||
| "search": "RandomSearch", | ||
| "resources": { | ||
| "num_cpus": 16 | ||
| } | ||
| } | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,80 @@ | ||
| { | ||
| "dqn_mspacman": { | ||
| "agent": [{ | ||
| "name": "DQN", | ||
| "algorithm": { | ||
| "name": "DQN", | ||
| "action_pdtype": "Argmax", | ||
| "action_policy": "epsilon_greedy", | ||
| "explore_var_spec": { | ||
| "name": "linear_decay", | ||
| "start_val": 1.0, | ||
| "end_val": 0.05, | ||
| "start_step": 30000, | ||
| "end_step": 1000000 | ||
| }, | ||
| "gamma": 0.99, | ||
| "training_batch_epoch": 1, | ||
| "training_epoch": 1, | ||
| "training_frequency": 4, | ||
| "training_start_step": 30000, | ||
| "normalize_state": false | ||
| }, | ||
| "memory": { | ||
| "name": "AtariReplay", | ||
| "batch_size": 32, | ||
| "max_size": 250000, | ||
| "stack_len": 4, | ||
| "use_cer": false | ||
| }, | ||
| "net": { | ||
| "type": "ConvNet", | ||
| "conv_hid_layers": [ | ||
| [32, 8, 4, 0, 1], | ||
| [64, 4, 2, 0, 1], | ||
| [64, 3, 1, 0, 1] | ||
| ], | ||
| "fc_hid_layers": [512], | ||
| "hid_layers_activation": "relu", | ||
| "init_fn": null, | ||
| "batch_norm": false, | ||
| "clip_grad_val": 1.0, | ||
| "loss_spec": { | ||
| "name": "SmoothL1Loss" | ||
| }, | ||
| "optim_spec": { | ||
| "name": "RMSprop", | ||
| "lr": 2.5e-4, | ||
| "alpha": 0.95, | ||
| "eps": 1e-1, | ||
| "momentum": 0.95 | ||
| }, | ||
| "lr_scheduler_spec": null, | ||
| "update_type": "replace", | ||
| "update_frequency": 10000, | ||
| "gpu": true | ||
| } | ||
| }], | ||
| "env": [{ | ||
| "name": "MsPacmanNoFrameskip-v4", | ||
| "max_t": null, | ||
| "max_tick_unit": "total_t", | ||
| "max_tick": 10000000, | ||
| "save_frequency": 100000 | ||
| }], | ||
| "body": { | ||
| "product": "outer", | ||
| "num": 1 | ||
| }, | ||
| "meta": { | ||
| "distributed": false, | ||
| "max_session": 6, | ||
| "max_trial": 16, | ||
| "training_eval": true, | ||
| "search": "RandomSearch", | ||
| "resources": { | ||
| "num_cpus": 16 | ||
| } | ||
| } | ||
| } | ||
| } |
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