2024-12-28 21:02:07 +01:00
|
|
|
{
|
|
|
|
"batch_size": 512,
|
|
|
|
"grad_clip": 1.0,
|
|
|
|
"learning_rate_style": "exp",
|
|
|
|
"learning_rate": 0.01,
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|
|
|
"min_learning_rate": 1e-05,
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|
|
|
"learning_decay_rate": 0.9999,
|
2024-12-31 14:47:33 +01:00
|
|
|
"prediction_horizon": 30,
|
|
|
|
"minimum_history_length": 5,
|
|
|
|
"maximum_history_length": 50,
|
2024-12-28 21:02:07 +01:00
|
|
|
"map_encoder": {
|
|
|
|
"PEDESTRIAN": {
|
|
|
|
"heading_state_index": [2, 3],
|
|
|
|
"patch_size": [
|
|
|
|
50,
|
|
|
|
10,
|
|
|
|
50,
|
|
|
|
90
|
|
|
|
],
|
|
|
|
"map_channels": 3,
|
|
|
|
"hidden_channels": [
|
|
|
|
10,
|
|
|
|
20,
|
|
|
|
10,
|
|
|
|
1
|
|
|
|
],
|
|
|
|
"output_size": 32,
|
|
|
|
"masks": [
|
|
|
|
5,
|
|
|
|
5,
|
|
|
|
5,
|
|
|
|
5
|
|
|
|
],
|
|
|
|
"strides": [
|
|
|
|
1,
|
|
|
|
1,
|
|
|
|
1,
|
|
|
|
1
|
|
|
|
],
|
|
|
|
"dropout": 0.5
|
|
|
|
}
|
|
|
|
},
|
|
|
|
"k": 1,
|
|
|
|
"k_eval": 25,
|
|
|
|
"kl_min": 0.07,
|
|
|
|
"kl_weight": 100.0,
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|
|
|
"kl_weight_start": 0,
|
|
|
|
"kl_decay_rate": 0.99995,
|
|
|
|
"kl_crossover": 400,
|
|
|
|
"kl_sigmoid_divisor": 4,
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|
|
|
"rnn_kwargs": {
|
|
|
|
"dropout_keep_prob": 0.75
|
|
|
|
},
|
|
|
|
"MLP_dropout_keep_prob": 0.9,
|
|
|
|
"enc_rnn_dim_edge": 32,
|
|
|
|
"enc_rnn_dim_edge_influence": 32,
|
|
|
|
"enc_rnn_dim_history": 32,
|
|
|
|
"enc_rnn_dim_future": 32,
|
|
|
|
"dec_rnn_dim": 128,
|
|
|
|
"q_z_xy_MLP_dims": null,
|
|
|
|
"p_z_x_MLP_dims": 32,
|
|
|
|
"GMM_components": 1,
|
|
|
|
"log_p_yt_xz_max": 6,
|
|
|
|
"N": 1,
|
|
|
|
"K": 25,
|
|
|
|
"tau_init": 2.0,
|
|
|
|
"tau_final": 0.05,
|
|
|
|
"tau_decay_rate": 0.997,
|
|
|
|
"use_z_logit_clipping": true,
|
|
|
|
"z_logit_clip_start": 0.05,
|
|
|
|
"z_logit_clip_final": 5.0,
|
|
|
|
"z_logit_clip_crossover": 300,
|
|
|
|
"z_logit_clip_divisor": 5,
|
|
|
|
"dynamic": {
|
|
|
|
"PEDESTRIAN": {
|
|
|
|
"name": "SingleIntegrator",
|
2024-12-31 14:47:33 +01:00
|
|
|
"distribution": true,
|
2024-12-28 21:02:07 +01:00
|
|
|
"limits": {}
|
|
|
|
}
|
|
|
|
},
|
|
|
|
"state": {
|
|
|
|
"PEDESTRIAN": {
|
|
|
|
"position": [
|
|
|
|
"x",
|
|
|
|
"y"
|
|
|
|
],
|
|
|
|
"velocity": [
|
|
|
|
"x",
|
|
|
|
"y"
|
|
|
|
],
|
|
|
|
"acceleration": [
|
|
|
|
"x",
|
|
|
|
"y"
|
|
|
|
]
|
|
|
|
}
|
|
|
|
},
|
|
|
|
"pred_state": {
|
|
|
|
"PEDESTRIAN": {
|
2025-01-02 16:24:00 +01:00
|
|
|
"position": [
|
2024-12-28 21:02:07 +01:00
|
|
|
"x",
|
|
|
|
"y"
|
|
|
|
]
|
|
|
|
}
|
|
|
|
},
|
|
|
|
"log_histograms": false,
|
|
|
|
"dynamic_edges": "yes",
|
|
|
|
"edge_state_combine_method": "sum",
|
|
|
|
"edge_influence_combine_method": "attention",
|
|
|
|
"edge_addition_filter": [
|
|
|
|
0.25,
|
|
|
|
0.5,
|
|
|
|
0.75,
|
|
|
|
1.0
|
|
|
|
],
|
|
|
|
"edge_removal_filter": [
|
|
|
|
1.0,
|
|
|
|
0.0
|
|
|
|
],
|
|
|
|
"offline_scene_graph": "yes",
|
|
|
|
"incl_robot_node": false,
|
|
|
|
"node_freq_mult_train": false,
|
|
|
|
"node_freq_mult_eval": false,
|
|
|
|
"scene_freq_mult_train": false,
|
|
|
|
"scene_freq_mult_eval": false,
|
|
|
|
"scene_freq_mult_viz": false,
|
|
|
|
"edge_encoding": true,
|
|
|
|
"use_map_encoding": true,
|
|
|
|
"augment": false,
|
|
|
|
"override_attention_radius": []
|
|
|
|
}
|