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XPINNs

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OneScience
XPINNs
physics-informed-neural-networks
domain-decomposition
partial-differential-equations
Poisson
Model card Files
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 Community
yushuang88 commited on
Commit
321bcd1
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verified ·
1 Parent(s): eb6db06

Update model configuration

Browse files
Files changed (1) hide show
  1. config.json +29 -73
config.json CHANGED
@@ -1,79 +1,35 @@
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  {
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- "architectures": [
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- "XPINNPoisson2D"
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- ],
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- "framework": "pytorch",
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- "model_name": "XPINNs",
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- "model_type": "xpinns",
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- "source_config": "conf/config.yaml",
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- "root": {
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- "common": {
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- "device": "auto",
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- "dtype": "float64",
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- "seed": 1234,
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- "weight_dir": "weight",
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- "result_dir": "result"
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  },
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- "data": {
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- "mat_file": "data/XPINN_2D_PoissonEqn.mat",
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- "samples": {
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- "residual_1": 5000,
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- "residual_2": 1800,
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- "residual_3": 1200,
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- "boundary": 200,
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- "interface_1": 100,
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- "interface_2": 100
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- }
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  },
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- "model": {
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- "name": "XPINNPoisson2D",
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- "subnetworks": {
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- "domain1": {
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- "layers": [
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- 2,
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- 30,
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- 30,
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- 1
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- ],
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- "activation": "tanh"
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- },
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- "domain2": {
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- "layers": [
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- 2,
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- 20,
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- 20,
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- 20,
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- 20,
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- 1
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- ],
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- "activation": "sin"
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- },
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- "domain3": {
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- "layers": [
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- 2,
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- 25,
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- 25,
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- 25,
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- 1
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- ],
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- "activation": "cos"
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- }
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- }
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- },
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- "loss": {
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- "boundary": 20.0,
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- "pde": 1.0,
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- "interface_residual": 1.0,
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- "interface_value": 20.0
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- },
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- "training": {
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- "steps": 501,
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- "lr": 0.0008,
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- "log_interval": 20,
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- "checkpoint_name": "xpinn_poisson_2d.pt"
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- },
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- "inference": {
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- "figure_name": "xpinn_poisson_2d.png"
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  }
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  }
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  }
 
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  {
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+ "name": "XPINNPoisson2D",
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+ "subnetworks": {
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+ "domain1": {
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+ "layers": [
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+ 2,
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+ 30,
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+ 30,
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+ 1
10
+ ],
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+ "activation": "tanh"
 
 
 
 
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  },
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+ "domain2": {
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+ "layers": [
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+ 2,
16
+ 20,
17
+ 20,
18
+ 20,
19
+ 20,
20
+ 1
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+ ],
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+ "activation": "sin"
23
  },
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+ "domain3": {
25
+ "layers": [
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+ 2,
27
+ 25,
28
+ 25,
29
+ 25,
30
+ 1
31
+ ],
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+ "activation": "cos"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  }
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  }
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  }