Upload 9 files
Browse files- Agent.onnx +3 -0
- Agent/Agent-451800.onnx +3 -0
- Agent/Agent-451800.pt +3 -0
- Agent/checkpoint.pt +3 -0
- Agent/events.out.tfevents.1716691862.RICHARD.11632.0 +3 -0
- README.md +41 -0
- configuration.yaml +107 -0
- run_logs/timers.json +459 -0
- run_logs/training_status.json +35 -0
Agent.onnx
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a4551f0e02591743fd4af0117c41ca22f0dbe0b8900818e74ee22f0d795c6c73
|
3 |
+
size 1110764
|
Agent/Agent-451800.onnx
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a4551f0e02591743fd4af0117c41ca22f0dbe0b8900818e74ee22f0d795c6c73
|
3 |
+
size 1110764
|
Agent/Agent-451800.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c3424d60f5262ac611435a4db415ce60d225381b4477e10c580df11171012e9d
|
3 |
+
size 7958695
|
Agent/checkpoint.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c3424d60f5262ac611435a4db415ce60d225381b4477e10c580df11171012e9d
|
3 |
+
size 7958695
|
Agent/events.out.tfevents.1716691862.RICHARD.11632.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:99538b1d8885d8b644ceb8a7a78f11b14c51624f77418d37c70d567126f48276
|
3 |
+
size 255678
|
README.md
ADDED
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
library_name: hivex
|
3 |
+
original_train_name: WildfireResourceManagement_difficulty_1_task_2_run_id_1_train
|
4 |
+
tags:
|
5 |
+
- hivex
|
6 |
+
- hivex-wildfire-resource-management
|
7 |
+
- reinforcement-learning
|
8 |
+
- multi-agent-reinforcement-learning
|
9 |
+
model-index:
|
10 |
+
- name: hivex-WRM-PPO-baseline-task-2-difficulty-1
|
11 |
+
results:
|
12 |
+
- task:
|
13 |
+
type: sub-task
|
14 |
+
name: distribute_all
|
15 |
+
task-id: 2
|
16 |
+
difficulty-id: 1
|
17 |
+
dataset:
|
18 |
+
name: hivex-wildfire-resource-management
|
19 |
+
type: hivex-wildfire-resource-management
|
20 |
+
metrics:
|
21 |
+
- type: cumulative_reward
|
22 |
+
value: 621.6318466186524 +/- 263.80346369019475
|
23 |
+
name: Cumulative Reward
|
24 |
+
verified: true
|
25 |
+
- type: collective_performance
|
26 |
+
value: 34.165497875213624 +/- 11.603925138407758
|
27 |
+
name: Collective Performance
|
28 |
+
verified: true
|
29 |
+
- type: individual_performance
|
30 |
+
value: 18.202730894088745 +/- 6.918594494920972
|
31 |
+
name: Individual Performance
|
32 |
+
verified: true
|
33 |
+
- type: reward_for_moving_resources_to_neighbours
|
34 |
+
value: 513.3224952697753 +/- 252.25941103189368
|
35 |
+
name: Reward for Moving Resources to Neighbours
|
36 |
+
verified: true
|
37 |
+
- type: reward_for_moving_resources_to_self
|
38 |
+
value: 0.18221199735999108 +/- 0.07358971280652664
|
39 |
+
name: Reward for Moving Resources to Self
|
40 |
+
verified: true
|
41 |
+
---
|
configuration.yaml
ADDED
@@ -0,0 +1,107 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
default_settings: null
|
2 |
+
behaviors:
|
3 |
+
Agent:
|
4 |
+
trainer_type: ppo
|
5 |
+
hyperparameters:
|
6 |
+
batch_size: 128
|
7 |
+
buffer_size: 2048
|
8 |
+
learning_rate: 0.0003
|
9 |
+
beta: 0.01
|
10 |
+
epsilon: 0.2
|
11 |
+
lambd: 0.95
|
12 |
+
num_epoch: 3
|
13 |
+
shared_critic: false
|
14 |
+
learning_rate_schedule: linear
|
15 |
+
beta_schedule: linear
|
16 |
+
epsilon_schedule: linear
|
17 |
+
network_settings:
|
18 |
+
normalize: false
|
19 |
+
hidden_units: 512
|
20 |
+
num_layers: 2
|
21 |
+
vis_encode_type: simple
|
22 |
+
memory: null
|
23 |
+
goal_conditioning_type: hyper
|
24 |
+
deterministic: false
|
25 |
+
reward_signals:
|
26 |
+
curiosity:
|
27 |
+
gamma: 0.99
|
28 |
+
strength: 0.02
|
29 |
+
network_settings:
|
30 |
+
normalize: false
|
31 |
+
hidden_units: 256
|
32 |
+
num_layers: 2
|
33 |
+
vis_encode_type: simple
|
34 |
+
memory: null
|
35 |
+
goal_conditioning_type: hyper
|
36 |
+
deterministic: false
|
37 |
+
learning_rate: 0.0003
|
38 |
+
encoding_size: 256
|
39 |
+
extrinsic:
|
40 |
+
gamma: 0.99
|
41 |
+
strength: 1.0
|
42 |
+
network_settings:
|
43 |
+
normalize: false
|
44 |
+
hidden_units: 128
|
45 |
+
num_layers: 2
|
46 |
+
vis_encode_type: simple
|
47 |
+
memory: null
|
48 |
+
goal_conditioning_type: hyper
|
49 |
+
deterministic: false
|
50 |
+
init_path: null
|
51 |
+
keep_checkpoints: 5
|
52 |
+
checkpoint_interval: 500000
|
53 |
+
max_steps: 450000
|
54 |
+
time_horizon: 2048
|
55 |
+
summary_freq: 4500
|
56 |
+
threaded: true
|
57 |
+
self_play: null
|
58 |
+
behavioral_cloning: null
|
59 |
+
env_settings:
|
60 |
+
env_path: c:/users/pdsie/documents/hivex/src/hivex/training/baseline/ml_agents/dev_environments/Hivex_WildfireResourceManagement_win
|
61 |
+
env_args: null
|
62 |
+
base_port: 5006
|
63 |
+
num_envs: 1
|
64 |
+
num_areas: 1
|
65 |
+
seed: 5000
|
66 |
+
max_lifetime_restarts: 10
|
67 |
+
restarts_rate_limit_n: 1
|
68 |
+
restarts_rate_limit_period_s: 60
|
69 |
+
engine_settings:
|
70 |
+
width: 84
|
71 |
+
height: 84
|
72 |
+
quality_level: 5
|
73 |
+
time_scale: 20
|
74 |
+
target_frame_rate: -1
|
75 |
+
capture_frame_rate: 60
|
76 |
+
no_graphics: true
|
77 |
+
environment_parameters:
|
78 |
+
difficulty:
|
79 |
+
curriculum:
|
80 |
+
- value:
|
81 |
+
sampler_type: constant
|
82 |
+
sampler_parameters:
|
83 |
+
seed: 5000
|
84 |
+
value: 1
|
85 |
+
name: difficulty
|
86 |
+
completion_criteria: null
|
87 |
+
task:
|
88 |
+
curriculum:
|
89 |
+
- value:
|
90 |
+
sampler_type: constant
|
91 |
+
sampler_parameters:
|
92 |
+
seed: 5001
|
93 |
+
value: 2
|
94 |
+
name: task
|
95 |
+
completion_criteria: null
|
96 |
+
checkpoint_settings:
|
97 |
+
run_id: WildfireResourceManagement/train/WildfireResourceManagement_difficulty_1_task_2_run_id_1_train
|
98 |
+
initialize_from: null
|
99 |
+
load_model: false
|
100 |
+
resume: false
|
101 |
+
force: false
|
102 |
+
train_model: false
|
103 |
+
inference: false
|
104 |
+
results_dir: results
|
105 |
+
torch_settings:
|
106 |
+
device: null
|
107 |
+
debug: false
|
run_logs/timers.json
ADDED
@@ -0,0 +1,459 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"name": "root",
|
3 |
+
"gauges": {
|
4 |
+
"Agent.Policy.Entropy.mean": {
|
5 |
+
"value": 3.9017300605773926,
|
6 |
+
"min": 3.8140387535095215,
|
7 |
+
"max": 4.3714494705200195,
|
8 |
+
"count": 100
|
9 |
+
},
|
10 |
+
"Agent.Policy.Entropy.sum": {
|
11 |
+
"value": 21244.919921875,
|
12 |
+
"min": 8572.8515625,
|
13 |
+
"max": 32024.3671875,
|
14 |
+
"count": 100
|
15 |
+
},
|
16 |
+
"Agent.WildfireResourceManagement.IndividualResourceCount.mean": {
|
17 |
+
"value": 0.8933332022693422,
|
18 |
+
"min": 0.6500000520436852,
|
19 |
+
"max": 0.8999998793005943,
|
20 |
+
"count": 100
|
21 |
+
},
|
22 |
+
"Agent.WildfireResourceManagement.IndividualResourceCount.sum": {
|
23 |
+
"value": 40.1999941021204,
|
24 |
+
"min": 7.4999992325901985,
|
25 |
+
"max": 62.59999257326126,
|
26 |
+
"count": 100
|
27 |
+
},
|
28 |
+
"Agent.WildfireResourceManagement.RewardforMovingResourcestoNeighbours.mean": {
|
29 |
+
"value": 455.88364140722484,
|
30 |
+
"min": 53.61029998461405,
|
31 |
+
"max": 2424.1639472113716,
|
32 |
+
"count": 100
|
33 |
+
},
|
34 |
+
"Agent.WildfireResourceManagement.RewardforMovingResourcestoNeighbours.sum": {
|
35 |
+
"value": 20514.76386332512,
|
36 |
+
"min": 2894.956199169159,
|
37 |
+
"max": 41510.122690439224,
|
38 |
+
"count": 100
|
39 |
+
},
|
40 |
+
"Agent.WildfireResourceManagement.RewardforMovingResourcestoSelf.mean": {
|
41 |
+
"value": 0.30548179356548943,
|
42 |
+
"min": 0.05765622271535954,
|
43 |
+
"max": 4.903017125965562,
|
44 |
+
"count": 100
|
45 |
+
},
|
46 |
+
"Agent.WildfireResourceManagement.RewardforMovingResourcestoSelf.sum": {
|
47 |
+
"value": 13.746680710447023,
|
48 |
+
"min": 1.0378120088764717,
|
49 |
+
"max": 110.67634117603302,
|
50 |
+
"count": 100
|
51 |
+
},
|
52 |
+
"Agent.WildfireResourceManagement.CollectivePerformance.mean": {
|
53 |
+
"value": 31.89151145087348,
|
54 |
+
"min": 14.07080864906311,
|
55 |
+
"max": 141.05380249023438,
|
56 |
+
"count": 100
|
57 |
+
},
|
58 |
+
"Agent.WildfireResourceManagement.CollectivePerformance.sum": {
|
59 |
+
"value": 1435.1180152893066,
|
60 |
+
"min": 498.6379585266113,
|
61 |
+
"max": 2363.7911472320557,
|
62 |
+
"count": 100
|
63 |
+
},
|
64 |
+
"Agent.WildfireResourceManagement.IndividualPerformance.mean": {
|
65 |
+
"value": 16.32038382192239,
|
66 |
+
"min": 7.486613300111559,
|
67 |
+
"max": 88.22554196251764,
|
68 |
+
"count": 100
|
69 |
+
},
|
70 |
+
"Agent.WildfireResourceManagement.IndividualPerformance.sum": {
|
71 |
+
"value": 734.4172719865076,
|
72 |
+
"min": 224.51533195376396,
|
73 |
+
"max": 1192.3509817123413,
|
74 |
+
"count": 100
|
75 |
+
},
|
76 |
+
"Agent.Environment.LessonNumber.difficulty.mean": {
|
77 |
+
"value": 0.0,
|
78 |
+
"min": 0.0,
|
79 |
+
"max": 0.0,
|
80 |
+
"count": 100
|
81 |
+
},
|
82 |
+
"Agent.Environment.LessonNumber.difficulty.sum": {
|
83 |
+
"value": 0.0,
|
84 |
+
"min": 0.0,
|
85 |
+
"max": 0.0,
|
86 |
+
"count": 100
|
87 |
+
},
|
88 |
+
"Agent.Environment.LessonNumber.task.mean": {
|
89 |
+
"value": 0.0,
|
90 |
+
"min": 0.0,
|
91 |
+
"max": 0.0,
|
92 |
+
"count": 100
|
93 |
+
},
|
94 |
+
"Agent.Environment.LessonNumber.task.sum": {
|
95 |
+
"value": 0.0,
|
96 |
+
"min": 0.0,
|
97 |
+
"max": 0.0,
|
98 |
+
"count": 100
|
99 |
+
},
|
100 |
+
"Agent.Environment.EpisodeLength.mean": {
|
101 |
+
"value": 120.2,
|
102 |
+
"min": 65.16666666666667,
|
103 |
+
"max": 436.0,
|
104 |
+
"count": 100
|
105 |
+
},
|
106 |
+
"Agent.Environment.EpisodeLength.sum": {
|
107 |
+
"value": 5409.0,
|
108 |
+
"min": 2052.0,
|
109 |
+
"max": 7722.0,
|
110 |
+
"count": 100
|
111 |
+
},
|
112 |
+
"Agent.Step.mean": {
|
113 |
+
"value": 449904.0,
|
114 |
+
"min": 4441.0,
|
115 |
+
"max": 449904.0,
|
116 |
+
"count": 100
|
117 |
+
},
|
118 |
+
"Agent.Step.sum": {
|
119 |
+
"value": 449904.0,
|
120 |
+
"min": 4441.0,
|
121 |
+
"max": 449904.0,
|
122 |
+
"count": 100
|
123 |
+
},
|
124 |
+
"Agent.Policy.CuriosityValueEstimate.mean": {
|
125 |
+
"value": -0.009130329824984074,
|
126 |
+
"min": -0.08197839558124542,
|
127 |
+
"max": 0.1488860845565796,
|
128 |
+
"count": 100
|
129 |
+
},
|
130 |
+
"Agent.Policy.CuriosityValueEstimate.sum": {
|
131 |
+
"value": -0.38347384333610535,
|
132 |
+
"min": -2.705286979675293,
|
133 |
+
"max": 5.070252895355225,
|
134 |
+
"count": 100
|
135 |
+
},
|
136 |
+
"Agent.Policy.ExtrinsicValueEstimate.mean": {
|
137 |
+
"value": 267.82708740234375,
|
138 |
+
"min": 0.8720908761024475,
|
139 |
+
"max": 337.3840637207031,
|
140 |
+
"count": 100
|
141 |
+
},
|
142 |
+
"Agent.Policy.ExtrinsicValueEstimate.sum": {
|
143 |
+
"value": 11248.7373046875,
|
144 |
+
"min": 35.7557258605957,
|
145 |
+
"max": 14407.11328125,
|
146 |
+
"count": 100
|
147 |
+
},
|
148 |
+
"Agent.Environment.CumulativeReward.mean": {
|
149 |
+
"value": 302.4706774666196,
|
150 |
+
"min": 76.75898319337426,
|
151 |
+
"max": 2716.065643310547,
|
152 |
+
"count": 100
|
153 |
+
},
|
154 |
+
"Agent.Environment.CumulativeReward.sum": {
|
155 |
+
"value": 12703.768453598022,
|
156 |
+
"min": 3147.1183109283447,
|
157 |
+
"max": 35308.85336303711,
|
158 |
+
"count": 100
|
159 |
+
},
|
160 |
+
"Agent.Policy.CuriosityReward.mean": {
|
161 |
+
"value": 0.006048896419261361,
|
162 |
+
"min": 0.005580994091799547,
|
163 |
+
"max": 0.18199072705536354,
|
164 |
+
"count": 100
|
165 |
+
},
|
166 |
+
"Agent.Policy.CuriosityReward.sum": {
|
167 |
+
"value": 0.25405364960897714,
|
168 |
+
"min": 0.16184882866218686,
|
169 |
+
"max": 7.461619809269905,
|
170 |
+
"count": 100
|
171 |
+
},
|
172 |
+
"Agent.Policy.ExtrinsicReward.mean": {
|
173 |
+
"value": 302.4706774666196,
|
174 |
+
"min": 76.75898319337426,
|
175 |
+
"max": 2716.065643310547,
|
176 |
+
"count": 100
|
177 |
+
},
|
178 |
+
"Agent.Policy.ExtrinsicReward.sum": {
|
179 |
+
"value": 12703.768453598022,
|
180 |
+
"min": 3147.1183109283447,
|
181 |
+
"max": 35308.85336303711,
|
182 |
+
"count": 100
|
183 |
+
},
|
184 |
+
"Agent.Losses.PolicyLoss.mean": {
|
185 |
+
"value": 0.06425880937903025,
|
186 |
+
"min": 0.05538995831233004,
|
187 |
+
"max": 0.0795730839303711,
|
188 |
+
"count": 99
|
189 |
+
},
|
190 |
+
"Agent.Losses.PolicyLoss.sum": {
|
191 |
+
"value": 0.1285176187580605,
|
192 |
+
"min": 0.05538995831233004,
|
193 |
+
"max": 0.2090949601998242,
|
194 |
+
"count": 99
|
195 |
+
},
|
196 |
+
"Agent.Losses.ValueLoss.mean": {
|
197 |
+
"value": 5232.771832818718,
|
198 |
+
"min": 9.863332196518227,
|
199 |
+
"max": 21489.855577256945,
|
200 |
+
"count": 99
|
201 |
+
},
|
202 |
+
"Agent.Losses.ValueLoss.sum": {
|
203 |
+
"value": 10465.543665637437,
|
204 |
+
"min": 9.863332196518227,
|
205 |
+
"max": 29943.240201822915,
|
206 |
+
"count": 99
|
207 |
+
},
|
208 |
+
"Agent.Policy.LearningRate.mean": {
|
209 |
+
"value": 1.6080994640000096e-06,
|
210 |
+
"min": 1.6080994640000096e-06,
|
211 |
+
"max": 0.00029842200052599994,
|
212 |
+
"count": 99
|
213 |
+
},
|
214 |
+
"Agent.Policy.LearningRate.sum": {
|
215 |
+
"value": 3.216198928000019e-06,
|
216 |
+
"min": 3.216198928000019e-06,
|
217 |
+
"max": 0.0005854140048619999,
|
218 |
+
"count": 99
|
219 |
+
},
|
220 |
+
"Agent.Policy.Epsilon.mean": {
|
221 |
+
"value": 0.10053600000000001,
|
222 |
+
"min": 0.10053600000000001,
|
223 |
+
"max": 0.19947400000000004,
|
224 |
+
"count": 99
|
225 |
+
},
|
226 |
+
"Agent.Policy.Epsilon.sum": {
|
227 |
+
"value": 0.20107200000000003,
|
228 |
+
"min": 0.101584,
|
229 |
+
"max": 0.490534,
|
230 |
+
"count": 99
|
231 |
+
},
|
232 |
+
"Agent.Policy.Beta.mean": {
|
233 |
+
"value": 6.354640000000032e-05,
|
234 |
+
"min": 6.354640000000032e-05,
|
235 |
+
"max": 0.009947452599999998,
|
236 |
+
"count": 99
|
237 |
+
},
|
238 |
+
"Agent.Policy.Beta.sum": {
|
239 |
+
"value": 0.00012709280000000063,
|
240 |
+
"min": 0.00012709280000000063,
|
241 |
+
"max": 0.0195142862,
|
242 |
+
"count": 99
|
243 |
+
},
|
244 |
+
"Agent.Losses.CuriosityForwardLoss.mean": {
|
245 |
+
"value": 0.0025058726663171734,
|
246 |
+
"min": 0.0014629171960804537,
|
247 |
+
"max": 0.37563059092671786,
|
248 |
+
"count": 99
|
249 |
+
},
|
250 |
+
"Agent.Losses.CuriosityForwardLoss.sum": {
|
251 |
+
"value": 0.005011745332634347,
|
252 |
+
"min": 0.001611489856396943,
|
253 |
+
"max": 0.37563059092671786,
|
254 |
+
"count": 99
|
255 |
+
},
|
256 |
+
"Agent.Losses.CuriosityInverseLoss.mean": {
|
257 |
+
"value": 3.8885767201156565,
|
258 |
+
"min": 3.79713204795239,
|
259 |
+
"max": 4.390431465925993,
|
260 |
+
"count": 99
|
261 |
+
},
|
262 |
+
"Agent.Losses.CuriosityInverseLoss.sum": {
|
263 |
+
"value": 7.777153440231313,
|
264 |
+
"min": 3.79713204795239,
|
265 |
+
"max": 12.45364493658303,
|
266 |
+
"count": 99
|
267 |
+
},
|
268 |
+
"Agent.IsTraining.mean": {
|
269 |
+
"value": 1.0,
|
270 |
+
"min": 1.0,
|
271 |
+
"max": 1.0,
|
272 |
+
"count": 100
|
273 |
+
},
|
274 |
+
"Agent.IsTraining.sum": {
|
275 |
+
"value": 1.0,
|
276 |
+
"min": 1.0,
|
277 |
+
"max": 1.0,
|
278 |
+
"count": 100
|
279 |
+
}
|
280 |
+
},
|
281 |
+
"metadata": {
|
282 |
+
"timer_format_version": "0.1.0",
|
283 |
+
"start_time_seconds": "1716691861",
|
284 |
+
"python_version": "3.9.18 (main, Sep 11 2023, 14:09:26) [MSC v.1916 64 bit (AMD64)]",
|
285 |
+
"command_line_arguments": "C:\\Users\\pdsie\\anaconda3\\envs\\mlagents20\\Scripts\\mlagents-learn c:/users/pdsie/documents/hivex/src/hivex/training/baseline/ml_agents/configs/mlagents/tmp/train/WildfireResourceManagement_difficulty_1_task_2_run_id_1_train.yaml --run-id=WildfireResourceManagement/train/WildfireResourceManagement_difficulty_1_task_2_run_id_1_train --base-port 5006",
|
286 |
+
"mlagents_version": "0.30.0",
|
287 |
+
"mlagents_envs_version": "0.30.0",
|
288 |
+
"communication_protocol_version": "1.5.0",
|
289 |
+
"pytorch_version": "1.7.1+cu110",
|
290 |
+
"numpy_version": "1.21.0",
|
291 |
+
"end_time_seconds": "1716693456"
|
292 |
+
},
|
293 |
+
"total": 1595.0740624,
|
294 |
+
"count": 1,
|
295 |
+
"self": 0.1920430000000124,
|
296 |
+
"children": {
|
297 |
+
"run_training.setup": {
|
298 |
+
"total": 0.05646689999999999,
|
299 |
+
"count": 1,
|
300 |
+
"self": 0.05646689999999999
|
301 |
+
},
|
302 |
+
"TrainerController.start_learning": {
|
303 |
+
"total": 1594.8255525,
|
304 |
+
"count": 1,
|
305 |
+
"self": 1.1509333000137758,
|
306 |
+
"children": {
|
307 |
+
"TrainerController._reset_env": {
|
308 |
+
"total": 2.0875927,
|
309 |
+
"count": 1,
|
310 |
+
"self": 2.0875927
|
311 |
+
},
|
312 |
+
"TrainerController.advance": {
|
313 |
+
"total": 1591.484710599986,
|
314 |
+
"count": 50201,
|
315 |
+
"self": 1.0372009999775855,
|
316 |
+
"children": {
|
317 |
+
"env_step": {
|
318 |
+
"total": 1590.4475096000085,
|
319 |
+
"count": 50201,
|
320 |
+
"self": 1316.8220555999865,
|
321 |
+
"children": {
|
322 |
+
"SubprocessEnvManager._take_step": {
|
323 |
+
"total": 273.16257040000954,
|
324 |
+
"count": 50201,
|
325 |
+
"self": 1.735983200026169,
|
326 |
+
"children": {
|
327 |
+
"TorchPolicy.evaluate": {
|
328 |
+
"total": 271.4265871999834,
|
329 |
+
"count": 50201,
|
330 |
+
"self": 271.4265871999834
|
331 |
+
}
|
332 |
+
}
|
333 |
+
},
|
334 |
+
"workers": {
|
335 |
+
"total": 0.4628836000123995,
|
336 |
+
"count": 50201,
|
337 |
+
"self": 0.0,
|
338 |
+
"children": {
|
339 |
+
"worker_root": {
|
340 |
+
"total": 1592.2150314999903,
|
341 |
+
"count": 50201,
|
342 |
+
"is_parallel": true,
|
343 |
+
"self": 333.5507993999897,
|
344 |
+
"children": {
|
345 |
+
"steps_from_proto": {
|
346 |
+
"total": 0.0002470999999999446,
|
347 |
+
"count": 1,
|
348 |
+
"is_parallel": true,
|
349 |
+
"self": 0.00012069999999986258,
|
350 |
+
"children": {
|
351 |
+
"_process_rank_one_or_two_observation": {
|
352 |
+
"total": 0.000126400000000082,
|
353 |
+
"count": 2,
|
354 |
+
"is_parallel": true,
|
355 |
+
"self": 0.000126400000000082
|
356 |
+
}
|
357 |
+
}
|
358 |
+
},
|
359 |
+
"UnityEnvironment.step": {
|
360 |
+
"total": 1258.6639850000006,
|
361 |
+
"count": 50201,
|
362 |
+
"is_parallel": true,
|
363 |
+
"self": 3.258150600005365,
|
364 |
+
"children": {
|
365 |
+
"UnityEnvironment._generate_step_input": {
|
366 |
+
"total": 4.005038999999481,
|
367 |
+
"count": 50201,
|
368 |
+
"is_parallel": true,
|
369 |
+
"self": 4.005038999999481
|
370 |
+
},
|
371 |
+
"communicator.exchange": {
|
372 |
+
"total": 1242.0187904000136,
|
373 |
+
"count": 50201,
|
374 |
+
"is_parallel": true,
|
375 |
+
"self": 1242.0187904000136
|
376 |
+
},
|
377 |
+
"steps_from_proto": {
|
378 |
+
"total": 9.382004999982113,
|
379 |
+
"count": 50201,
|
380 |
+
"is_parallel": true,
|
381 |
+
"self": 4.845075099989843,
|
382 |
+
"children": {
|
383 |
+
"_process_rank_one_or_two_observation": {
|
384 |
+
"total": 4.536929899992271,
|
385 |
+
"count": 100402,
|
386 |
+
"is_parallel": true,
|
387 |
+
"self": 4.536929899992271
|
388 |
+
}
|
389 |
+
}
|
390 |
+
}
|
391 |
+
}
|
392 |
+
}
|
393 |
+
}
|
394 |
+
}
|
395 |
+
}
|
396 |
+
}
|
397 |
+
}
|
398 |
+
}
|
399 |
+
}
|
400 |
+
},
|
401 |
+
"trainer_threads": {
|
402 |
+
"total": 2.8299999939918052e-05,
|
403 |
+
"count": 1,
|
404 |
+
"self": 2.8299999939918052e-05,
|
405 |
+
"children": {
|
406 |
+
"thread_root": {
|
407 |
+
"total": 0.0,
|
408 |
+
"count": 0,
|
409 |
+
"is_parallel": true,
|
410 |
+
"self": 0.0,
|
411 |
+
"children": {
|
412 |
+
"trainer_advance": {
|
413 |
+
"total": 1591.7403541000006,
|
414 |
+
"count": 76587,
|
415 |
+
"is_parallel": true,
|
416 |
+
"self": 2.4294420000276205,
|
417 |
+
"children": {
|
418 |
+
"process_trajectory": {
|
419 |
+
"total": 1220.6428112999731,
|
420 |
+
"count": 76587,
|
421 |
+
"is_parallel": true,
|
422 |
+
"self": 1220.6428112999731
|
423 |
+
},
|
424 |
+
"_update_policy": {
|
425 |
+
"total": 368.6681007999998,
|
426 |
+
"count": 150,
|
427 |
+
"is_parallel": true,
|
428 |
+
"self": 179.46155949999405,
|
429 |
+
"children": {
|
430 |
+
"TorchPPOOptimizer.update": {
|
431 |
+
"total": 189.20654130000577,
|
432 |
+
"count": 10314,
|
433 |
+
"is_parallel": true,
|
434 |
+
"self": 189.20654130000577
|
435 |
+
}
|
436 |
+
}
|
437 |
+
}
|
438 |
+
}
|
439 |
+
}
|
440 |
+
}
|
441 |
+
}
|
442 |
+
}
|
443 |
+
},
|
444 |
+
"TrainerController._save_models": {
|
445 |
+
"total": 0.10228760000018156,
|
446 |
+
"count": 1,
|
447 |
+
"self": 0.014001800000187359,
|
448 |
+
"children": {
|
449 |
+
"RLTrainer._checkpoint": {
|
450 |
+
"total": 0.0882857999999942,
|
451 |
+
"count": 1,
|
452 |
+
"self": 0.0882857999999942
|
453 |
+
}
|
454 |
+
}
|
455 |
+
}
|
456 |
+
}
|
457 |
+
}
|
458 |
+
}
|
459 |
+
}
|
run_logs/training_status.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"difficulty": {
|
3 |
+
"lesson_num": 0
|
4 |
+
},
|
5 |
+
"task": {
|
6 |
+
"lesson_num": 0
|
7 |
+
},
|
8 |
+
"Agent": {
|
9 |
+
"checkpoints": [
|
10 |
+
{
|
11 |
+
"steps": 451800,
|
12 |
+
"file_path": "results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_1_task_2_run_id_1_train\\Agent\\Agent-451800.onnx",
|
13 |
+
"reward": 828.7804403305054,
|
14 |
+
"creation_time": 1716693456.405308,
|
15 |
+
"auxillary_file_paths": [
|
16 |
+
"results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_1_task_2_run_id_1_train\\Agent\\Agent-451800.pt"
|
17 |
+
]
|
18 |
+
}
|
19 |
+
],
|
20 |
+
"final_checkpoint": {
|
21 |
+
"steps": 451800,
|
22 |
+
"file_path": "results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_1_task_2_run_id_1_train\\Agent.onnx",
|
23 |
+
"reward": 828.7804403305054,
|
24 |
+
"creation_time": 1716693456.405308,
|
25 |
+
"auxillary_file_paths": [
|
26 |
+
"results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_1_task_2_run_id_1_train\\Agent\\Agent-451800.pt"
|
27 |
+
]
|
28 |
+
}
|
29 |
+
},
|
30 |
+
"metadata": {
|
31 |
+
"stats_format_version": "0.3.0",
|
32 |
+
"mlagents_version": "0.30.0",
|
33 |
+
"torch_version": "1.7.1+cu110"
|
34 |
+
}
|
35 |
+
}
|