Add model configuration
Browse files- config.json +148 -0
config.json
ADDED
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| 1 |
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{
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| 2 |
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"architectures": [
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"SAPINN"
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],
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| 5 |
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"framework": "pytorch",
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"model_name": "SA-PINNs",
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"model_type": "sa_pinns",
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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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| 13 |
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"seed": 42,
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| 14 |
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"weight_dir": "weight",
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"result_dir": "result"
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},
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"cases": {
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"laplace": {
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"model": {
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"input_dim": 1,
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"n_layers": 4,
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"n_neurons": 50,
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"activation": "tanh"
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},
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"attention": {
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"enabled": true,
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"lr": 0.01
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},
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"training": {
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"epochs": 10000,
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"lr": 0.001,
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"lbfgs_iters": 2000,
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"log_interval": 1000
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},
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"loss": {
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"data": 10.0,
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| 37 |
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"pde": 1.0,
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"boundary": 10.0
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},
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"data": {
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"domain": [
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0.0,
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1.0
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],
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"n_sol": 200,
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"n_pde": 1000,
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"n_bnd": 2,
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"noise_std": 0.0,
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"test_res": 200
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},
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"output": {
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"checkpoint_name": "sapinn_laplace.pt",
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| 53 |
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"predictions_name": "sapinn_laplace.npz",
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| 54 |
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"figure_name": "sapinn_laplace.png",
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| 55 |
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"history_name": "sapinn_laplace_history.npz"
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| 56 |
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}
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| 57 |
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},
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"helmholtz": {
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"model": {
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"input_dim": 2,
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| 61 |
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"n_layers": 4,
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| 62 |
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"n_neurons": 50,
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| 63 |
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"activation": "tanh"
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| 64 |
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},
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| 65 |
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"attention": {
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| 66 |
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"enabled": true,
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| 67 |
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"lr": 0.001
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},
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"training": {
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| 70 |
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"epochs": 10000,
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| 71 |
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"lr": 0.001,
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| 72 |
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"lbfgs_iters": 5000,
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| 73 |
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"log_interval": 1000
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| 74 |
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},
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| 75 |
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"loss": {
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| 76 |
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"data": 0.0,
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| 77 |
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"pde": 1.0,
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| 78 |
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"boundary": 10.0
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| 79 |
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},
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| 80 |
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"data": {
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"domain_x": [
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-1.0,
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1.0
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| 84 |
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],
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| 85 |
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"domain_y": [
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-1.0,
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| 87 |
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1.0
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| 88 |
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],
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"n_sol": 200,
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| 90 |
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"n_pde": 10000,
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| 91 |
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"n_bnd": 400,
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| 92 |
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"test_res": 100,
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| 93 |
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"wave_number": 1.0
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},
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"output": {
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"checkpoint_name": "sapinn_helmholtz.pt",
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"predictions_name": "sapinn_helmholtz.npz",
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| 98 |
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"figure_name": "sapinn_helmholtz.png",
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| 99 |
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"history_name": "sapinn_helmholtz_history.npz"
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}
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},
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"burgers": {
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"model": {
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"input_dim": 2,
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| 105 |
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"n_layers": 8,
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| 106 |
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"n_neurons": 20,
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| 107 |
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"activation": "tanh"
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},
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"attention": {
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"enabled": true,
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| 111 |
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"lr": 0.005
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| 112 |
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},
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| 113 |
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"training": {
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| 114 |
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"epochs": 100,
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| 115 |
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"lr": 0.005,
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| 116 |
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"lbfgs_iters": 5000,
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| 117 |
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"log_interval": 10
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| 118 |
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},
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| 119 |
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"loss": {
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| 120 |
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"data": 10.0,
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| 121 |
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"pde": 1.0,
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| 122 |
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"boundary": 10.0
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| 123 |
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},
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| 124 |
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"data": {
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| 125 |
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"domain_x": [
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-1.0,
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| 127 |
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1.0
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| 128 |
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],
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| 129 |
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"domain_t": [
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0.0,
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| 131 |
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1.0
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| 132 |
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],
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| 133 |
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"n_sol": 100,
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| 134 |
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"n_pde": 10000,
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| 135 |
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"n_bnd": 50,
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| 136 |
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"test_res": 100,
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| 137 |
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"viscosity": 0.003183098861837907
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| 138 |
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},
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| 139 |
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"output": {
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| 140 |
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"checkpoint_name": "sapinn_burgers.pt",
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| 141 |
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"predictions_name": "sapinn_burgers.npz",
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| 142 |
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"figure_name": "sapinn_burgers.png",
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| 143 |
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"history_name": "sapinn_burgers_history.npz"
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| 144 |
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}
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| 145 |
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}
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| 146 |
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}
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| 147 |
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}
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| 148 |
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}
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