Delete files Trained_networks/new/* with huggingface_hub

Trained_networks/new/model_1/FlowTestMask.pt

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Trained_networks/new/model_1/cfg.yaml

@@ -1,90 +0,0 @@
-BASE_PATH: ~/Migration_flows
-Data_loading:
-  covariates:
-  - GDP_cap:
-      idx: [i, j, k]
-      path: input_covariates/GDP_cap
-  - GDP_growth:
-      idx: [i, j, k]
-      path: input_covariates/GDP_growth
-  - Trade:
-      idx:
-      - [j, k]
-      - [k, j]
-      path: input_covariates/Trade
-  - Population:
-      idx: [i, j, k]
-      path: input_covariates/Population
-  - Life_expectancy:
-      idx: [i, j, k]
-      path: input_covariates/Life_expectancy
-  - Birth_rate:
-      idx: [j, k]
-      path: input_covariates/Birth_rate
-  - Death_rate:
-      idx: [j, k]
-      path: input_covariates/Death_rate
-  - Distance:
-      idx:
-      - [j, k]
-      path: input_covariates/Distance
-  - Linguistic_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Linguistic_similarity
-  - Religious_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Religious_similarity
-  - Conflict_deaths:
-      idx: [j, k]
-      path: input_covariates/Conflict_deaths
-  - Refugees:
-      idx:
-      - [i, j]
-      - [i, k]
-      path: input_covariates/Refugees
-  - Colonial_ties:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Colonial_ties
-  - EU:
-      idx: [i, j, k]
-      path: input_covariates/EU
-  data_path: Data/Training_data
-  data_rescale: 1000.0
-  load_args: {}
-  load_from_dir: null
-NeuralNet:
-  activation_funcs:
-    default: tanh
-    layer_specific:
-      -1:
-        args: [-12]
-        name: celu
-  biases:
-    default: [-1, 1]
-  latent_space_dim: 100
-  learning_rate: 0.002
-  nodes_per_layer: {default: 60}
-  num_layers: 7
-  optimizer: Adam
-Training:
-  Batch_size: 7
-  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
-  N_epochs: 100000
-  Random_sample_size: 70000
-  Rescaling:
-    flow: {lmbda: 0.5}
-    net_migration: {lmbda: 0.5}
-    stock: {lmbda: 0.5}
-  clip_grad_norm: false
-  flow_test_frac: 0.0
-  weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1}
-  write_every: 10
-device: cuda
-dry_run: false
-path_note: model_1

Trained_networks/new/model_1/loss_dict.pickle

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Trained_networks/new/model_1/model_trained.pt

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Trained_networks/new/model_1/optim.pt

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Trained_networks/new/model_10/FlowTestMask.pt

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Trained_networks/new/model_10/cfg.yaml

@@ -1,94 +0,0 @@
-BASE_PATH: ~/Migration_flows
-Data_loading:
-  covariates:
-  - GDP_cap:
-      idx: [i, j, k]
-      path: input_covariates/GDP_cap
-  - GDP_growth:
-      idx: [i, j, k]
-      path: input_covariates/GDP_growth
-  - Trade:
-      idx:
-      - [j, k]
-      - [k, j]
-      path: input_covariates/Trade
-  - Population:
-      idx: [i, j, k]
-      path: input_covariates/Population
-  - Life_expectancy:
-      idx: [i, j, k]
-      path: input_covariates/Life_expectancy
-  - Birth_rate:
-      idx: [j, k]
-      path: input_covariates/Birth_rate
-  - Death_rate:
-      idx: [j, k]
-      path: input_covariates/Death_rate
-  - Distance:
-      idx:
-      - [j, k]
-      path: input_covariates/Distance
-  - Linguistic_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Linguistic_similarity
-  - Religious_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Religious_similarity
-  - Conflict_deaths:
-      idx: [j, k]
-      path: input_covariates/Conflict_deaths
-  - Refugees:
-      idx:
-      - [i, j]
-      - [i, k]
-      path: input_covariates/Refugees
-  - Colonial_ties:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Colonial_ties
-  - EU:
-      idx: [i, j, k]
-      path: input_covariates/EU
-  data_path: Data/Training_data
-  data_rescale: 1000.0
-  load_args: {weights_only: true}
-  load_from_dir: null
-  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
-    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
-    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
-    stock_range: stock_range, stocks: stock}
-NeuralNet:
-  activation_funcs:
-    default: tanh
-    layer_specific:
-      -1:
-        args: [-12]
-        name: celu
-  biases:
-    default: [-1, 1]
-  latent_space_dim: 100
-  learning_rate: 0.002
-  nodes_per_layer: {default: 60}
-  num_layers: 7
-  optimizer: Adam
-Training:
-  Batch_size: 7
-  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
-  N_epochs: 100000
-  Random_sample_size: 100000
-  Rescaling:
-    flow: {lmbda: 0.5}
-    net_migration: {lmbda: 0.5}
-    stock: {lmbda: 0.5}
-  clip_grad_norm: false
-  flow_test_frac: 0.0
-  weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1}
-  write_every: 10
-device: cuda
-dry_run: false
-path_note: model_10

Trained_networks/new/model_10/loss_dict.pickle

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Trained_networks/new/model_10/model_trained.pt

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Trained_networks/new/model_10/optim.pt

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Trained_networks/new/model_11/FlowTestMask.pt

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Trained_networks/new/model_11/cfg.yaml

@@ -1,94 +0,0 @@
-BASE_PATH: ~/Migration_flows
-Data_loading:
-  covariates:
-  - GDP_cap:
-      idx: [i, j, k]
-      path: input_covariates/GDP_cap
-  - GDP_growth:
-      idx: [i, j, k]
-      path: input_covariates/GDP_growth
-  - Trade:
-      idx:
-      - [j, k]
-      - [k, j]
-      path: input_covariates/Trade
-  - Population:
-      idx: [i, j, k]
-      path: input_covariates/Population
-  - Life_expectancy:
-      idx: [i, j, k]
-      path: input_covariates/Life_expectancy
-  - Birth_rate:
-      idx: [j, k]
-      path: input_covariates/Birth_rate
-  - Death_rate:
-      idx: [j, k]
-      path: input_covariates/Death_rate
-  - Distance:
-      idx:
-      - [j, k]
-      path: input_covariates/Distance
-  - Linguistic_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Linguistic_similarity
-  - Religious_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Religious_similarity
-  - Conflict_deaths:
-      idx: [j, k]
-      path: input_covariates/Conflict_deaths
-  - Refugees:
-      idx:
-      - [i, j]
-      - [i, k]
-      path: input_covariates/Refugees
-  - Colonial_ties:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Colonial_ties
-  - EU:
-      idx: [i, j, k]
-      path: input_covariates/EU
-  data_path: Data/Training_data
-  data_rescale: 1000.0
-  load_args: {weights_only: true}
-  load_from_dir: null
-  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
-    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
-    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
-    stock_range: stock_range, stocks: stock}
-NeuralNet:
-  activation_funcs:
-    default: tanh
-    layer_specific:
-      -1:
-        args: [-12]
-        name: celu
-  biases:
-    default: [-1, 1]
-  latent_space_dim: 100
-  learning_rate: 0.002
-  nodes_per_layer: {default: 60}
-  num_layers: 7
-  optimizer: Adam
-Training:
-  Batch_size: 7
-  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
-  N_epochs: 100000
-  Random_sample_size: 100000
-  Rescaling:
-    flow: {lmbda: 0.5}
-    net_migration: {lmbda: 0.5}
-    stock: {lmbda: 0.5}
-  clip_grad_norm: false
-  flow_test_frac: 0.0
-  weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1}
-  write_every: 10
-device: cuda
-dry_run: false
-path_note: model_11

Trained_networks/new/model_11/loss_dict.pickle

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Trained_networks/new/model_11/model_trained.pt

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Trained_networks/new/model_11/optim.pt

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Trained_networks/new/model_12/FlowTestMask.pt

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Trained_networks/new/model_12/cfg.yaml

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-BASE_PATH: ~/Projects/Migration_flows
-Data_loading:
-  covariates:
-  - GDP_cap:
-      idx: [i, j, k]
-      path: input_covariates/GDP_cap
-  - GDP_growth:
-      idx: [i, j, k]
-      path: input_covariates/GDP_growth
-  - Trade:
-      idx:
-      - [j, k]
-      - [k, j]
-      path: input_covariates/Trade
-  - Population:
-      idx: [i, j, k]
-      path: input_covariates/Population
-  - Life_expectancy:
-      idx: [i, j, k]
-      path: input_covariates/Life_expectancy
-  - Birth_rate:
-      idx: [j, k]
-      path: input_covariates/Birth_rate
-  - Death_rate:
-      idx: [j, k]
-      path: input_covariates/Death_rate
-  - Distance:
-      idx:
-      - [j, k]
-      path: input_covariates/Distance
-  - Linguistic_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Linguistic_similarity
-  - Religious_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Religious_similarity
-  - Conflict_deaths:
-      idx: [j, k]
-      path: input_covariates/Conflict_deaths
-  - Refugees:
-      idx:
-      - [i, j]
-      - [i, k]
-      path: input_covariates/Refugees
-  - Colonial_ties:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Colonial_ties
-  - EU:
-      idx: [i, j, k]
-      path: input_covariates/EU
-  data_path: Data/Training_data
-  data_rescale: 1000.0
-  load_args: {weights_only: true}
-  load_from_dir: null
-  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
-    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
-    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
-    stock_range: stock_range, stocks: stock}
-NeuralNet:
-  activation_funcs:
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-    layer_specific:
-      -1:
-        args: [-12]
-        name: celu
-  biases:
-    default: [-1, 1]
-  latent_space_dim: 100
-  learning_rate: 0.002
-  nodes_per_layer: {default: 60}
-  num_layers: 7
-  optimizer: Adam
-Training:
-  Batch_size: 7
-  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
-  N_epochs: 50000
-  Random_sample_size: 100000
-  Rescaling:
-    flow: {lmbda: 0.5}
-    net_migration: {lmbda: 0.5}
-    stock: {lmbda: 0.5}
-  clip_grad_norm: 1.0
-  flow_test_frac: 0.0
-  weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1}
-  write_every: 10
-device: cuda
-dry_run: false
-path_note: model_13

Trained_networks/new/model_12/loss_dict.pickle

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Trained_networks/new/model_12/model_trained.pt

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Trained_networks/new/model_13/FlowTestMask.pt

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Trained_networks/new/model_13/cfg.yaml

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-BASE_PATH: ~/Projects/Migration_flows
-Data_loading:
-  covariates:
-  - GDP_cap:
-      idx: [i, j, k]
-      path: input_covariates/GDP_cap
-  - GDP_growth:
-      idx: [i, j, k]
-      path: input_covariates/GDP_growth
-  - Trade:
-      idx:
-      - [j, k]
-      - [k, j]
-      path: input_covariates/Trade
-  - Population:
-      idx: [i, j, k]
-      path: input_covariates/Population
-  - Life_expectancy:
-      idx: [i, j, k]
-      path: input_covariates/Life_expectancy
-  - Birth_rate:
-      idx: [j, k]
-      path: input_covariates/Birth_rate
-  - Death_rate:
-      idx: [j, k]
-      path: input_covariates/Death_rate
-  - Distance:
-      idx:
-      - [j, k]
-      path: input_covariates/Distance
-  - Linguistic_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Linguistic_similarity
-  - Religious_similarity:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Religious_similarity
-  - Conflict_deaths:
-      idx: [j, k]
-      path: input_covariates/Conflict_deaths
-  - Refugees:
-      idx:
-      - [i, j]
-      - [i, k]
-      path: input_covariates/Refugees
-  - Colonial_ties:
-      idx:
-      - [i, k]
-      - [j, k]
-      path: input_covariates/Colonial_ties
-  - EU:
-      idx: [i, j, k]
-      path: input_covariates/EU
-  data_path: Data/Training_data
-  data_rescale: 1000.0
-  load_args: {weights_only: true}
-  load_from_dir: null
-  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
-    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
-    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
-    stock_range: stock_range, stocks: stock}
-NeuralNet:
-  activation_funcs:
-    default: tanh
-    layer_specific:
-      -1:
-        args: [-12]
-        name: celu
-  biases:
-    default: [-1, 1]
-  latent_space_dim: 100
-  learning_rate: 0.002
-  nodes_per_layer: {default: 60}
-  num_layers: 7
-  optimizer: Adam
-Training:
-  Batch_size: 7
-  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
-  N_epochs: 50000
-  Random_sample_size: 100000
-  Rescaling:
-    flow: {lmbda: 0.5}
-    net_migration: {lmbda: 0.5}
-    stock: {lmbda: 0.5}
-  clip_grad_norm: 1.0
-  flow_test_frac: 0.0
-  weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1}
-  write_every: 10
-device: cuda
-dry_run: false
-path_note: model_13

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Trained_networks/new/model_14/FlowTestMask.pt

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Trained_networks/new/model_14/cfg.yaml

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-BASE_PATH: ~/Projects/Migration_flows
-Data_loading:
-  covariates:
-  - GDP_cap:
-      idx: [i, j, k]
-      path: input_covariates/GDP_cap
-  - GDP_growth:
-      idx: [i, j, k]
-      path: input_covariates/GDP_growth
-  - Trade:
-      idx:
-      - [j, k]
-      - [k, j]
-      path: input_covariates/Trade
-  - Population:
-      idx: [i, j, k]
-      path: input_covariates/Population
-  - Life_expectancy:
-      idx: [i, j, k]
-      path: input_covariates/Life_expectancy
-  - Birth_rate:
-      idx: [j, k]
-      path: input_covariates/Birth_rate
-  - Death_rate:
-      idx: [j, k]
-      path: input_covariates/Death_rate
-  - Distance:
-      idx:
-      - [j, k]
-      path: input_covariates/Distance
-  - Linguistic_similarity:
-      idx:
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-BASE_PATH: ~/Projects/Migration_flows
-Data_loading:
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-      idx: [i, j, k]
-      path: input_covariates/GDP_cap
-  - GDP_growth:
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