diff --git a/Trained_networks/model_1/FlowTestMask.pt b/Trained_networks/model_1/FlowTestMask.pt index 8f5e1eea9bcc35ed2fc229b468d0e261f675479a..4960895236b12c57a7d603954c15179e08c79a49 100644 --- a/Trained_networks/model_1/FlowTestMask.pt +++ b/Trained_networks/model_1/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 -size 1815019 +oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 +size 1815477 diff --git a/Trained_networks/model_1/cfg.yaml b/Trained_networks/model_1/cfg.yaml index a285a4c28f7c7e7db780d9e92d69c0473ce16253..73635a430a8d90ad421a716b48558ea5c4079caf 100644 --- a/Trained_networks/model_1/cfg.yaml +++ b/Trained_networks/model_1/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Migration_flows +BASE_PATH: ~/Projects/Migration_flows Data_loading: covariates: - GDP_cap: @@ -56,8 +56,12 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {} + 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 @@ -81,10 +85,10 @@ Training: flow: {lmbda: 0.5} net_migration: {lmbda: 0.5} stock: {lmbda: 0.5} - clip_grad_norm: false + clip_grad_norm: 1.0 flow_test_frac: 0.0 - weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_2 +path_note: model_1 diff --git a/Trained_networks/model_1/loss_dict.pickle b/Trained_networks/model_1/loss_dict.pickle index 677321eb5b66768e1f0184bd21e81c478f43747a..3bbce021df49ff403ab7cfa38fdced5f8b4594f4 100644 --- a/Trained_networks/model_1/loss_dict.pickle +++ b/Trained_networks/model_1/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:450b16c52500cdabe64cd56cc7e720361fd5e6f3e5cd6ccc55bcda8b93c214b9 +oid sha256:42e2d87258b66513185268fdb41c2fbfadbced23b224898e707249ed7c7c96f4 size 8471969 diff --git a/Trained_networks/model_1/model_trained.pt b/Trained_networks/model_1/model_trained.pt index 957829eb413f00f73e9329877e7dce1b33a2e4ef..bac531221c9c7e56ffa3f22d1aa3a836fa173300 100644 --- a/Trained_networks/model_1/model_trained.pt +++ b/Trained_networks/model_1/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1d023d9815ee1fa56c78aae0f2afa39891549366aca4dbb11f6526eea389814a -size 149749 +oid sha256:ead4410e1101d1c44bcd6b673eb48dad3e1ebf5bf7635b740215aa533837fb3a +size 150903 diff --git a/Trained_networks/model_1/optim.pt b/Trained_networks/model_1/optim.pt index 2e1adfeadfbbbb69e99a82df7557973201fe8718..36107b2f4d15ba59a73b160c16d2ea08385672f2 100644 --- a/Trained_networks/model_1/optim.pt +++ b/Trained_networks/model_1/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:4af9e381cfcab705f32f2a059f14a306318419e032b020fac4699aea40937a34 -size 298885 +oid sha256:dd169c0c5aa1cc9842fa1d47b42a50e8d29aa3f499e15b7b59498ab334920bd7 +size 303125 diff --git a/Trained_networks/model_10/FlowTestMask.pt b/Trained_networks/model_10/FlowTestMask.pt index 4960895236b12c57a7d603954c15179e08c79a49..aa399a005a2c3adfd8d55a1c8849ee36e39d5879 100644 --- a/Trained_networks/model_10/FlowTestMask.pt +++ b/Trained_networks/model_10/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 -size 1815477 +oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 +size 1815884 diff --git a/Trained_networks/model_10/cfg.yaml b/Trained_networks/model_10/cfg.yaml index 13659a508c972d07cf86ca5078c3801ee7476599..1e15acfe51d074b41f7774265086925be2500a1b 100644 --- a/Trained_networks/model_10/cfg.yaml +++ b/Trained_networks/model_10/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Projects/Migration_flows +BASE_PATH: ~/Migration_flows Data_loading: covariates: - GDP_cap: @@ -79,16 +79,16 @@ NeuralNet: Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} - N_epochs: 50000 - Random_sample_size: 70000 + N_epochs: 100000 + 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_14 +path_note: model_10 diff --git a/Trained_networks/model_10/loss_dict.pickle b/Trained_networks/model_10/loss_dict.pickle index 362d15e472bc0ca31c791ad40ba470ee7659a901..79b35003550c59bc04b36d61e726a48643634190 100644 --- a/Trained_networks/model_10/loss_dict.pickle +++ b/Trained_networks/model_10/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:0e310124b7f9f54231742a891a0539c0f21db5021b9167784438c6bd9ec1b64b +oid sha256:d9dab6a6f18b67fb0d47c99b9049f11484a34e92cdcaa4b81c80e636b22c1eb9 size 8471969 diff --git a/Trained_networks/model_10/model_trained.pt b/Trained_networks/model_10/model_trained.pt index 629e3411aab3407297e42c6c325b69d275b349bf..9d30aaa4623821b2018796853c30ec6eef8c2d18 100644 --- a/Trained_networks/model_10/model_trained.pt +++ b/Trained_networks/model_10/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:a227884d05179d40c37d2ae272431176abf0a8fb7fa9b255651adb95544abcd1 -size 151095 +oid sha256:2ac034a1133081455a627ae37ac0d20c33eed4e7d593a781f9ece67df4e2a0d8 +size 150903 diff --git a/Trained_networks/model_10/optim.pt b/Trained_networks/model_10/optim.pt index 4d14efdf3ad0f24ff71d9fe763120b0e624047ee..d9c12585e73e3fb012609bf74d6b53bfa9ed0648 100644 --- a/Trained_networks/model_10/optim.pt +++ b/Trained_networks/model_10/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:e83accee818c39d692a7e360eefcc610ae45e89b9df3b5a7be1e170d0b44c420 -size 303143 +oid sha256:08f82cba00b300bc7996619015e09fc0d16ff3550c0a7a9c45ca7c6b27865789 +size 302951 diff --git a/Trained_networks/model_11/FlowTestMask.pt b/Trained_networks/model_11/FlowTestMask.pt index 4960895236b12c57a7d603954c15179e08c79a49..aa399a005a2c3adfd8d55a1c8849ee36e39d5879 100644 --- a/Trained_networks/model_11/FlowTestMask.pt +++ b/Trained_networks/model_11/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 -size 1815477 +oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 +size 1815884 diff --git a/Trained_networks/model_11/cfg.yaml b/Trained_networks/model_11/cfg.yaml index 11c6d6fdf7e840ce9fbce2be32df46cfac42225c..f2b79979886e4ccbf0235b3826969b6b41ded31d 100644 --- a/Trained_networks/model_11/cfg.yaml +++ b/Trained_networks/model_11/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Projects/Migration_flows +BASE_PATH: ~/Migration_flows Data_loading: covariates: - GDP_cap: @@ -79,16 +79,16 @@ NeuralNet: Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} - N_epochs: 50000 - Random_sample_size: 70000 + N_epochs: 100000 + 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_15 +path_note: model_11 diff --git a/Trained_networks/model_11/loss_dict.pickle b/Trained_networks/model_11/loss_dict.pickle index f16d2220578fabe0b7ce215abadcf8daf09ad07e..4f6658ee17d93598add2de29ecf4ec6933601b82 100644 --- a/Trained_networks/model_11/loss_dict.pickle +++ b/Trained_networks/model_11/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:2e814ab8a6527d5121c62cde2e858784bb4ad7f72eb5037ce4dc13032f1d4cac -size 7947177 +oid sha256:666c0b8e942dc0b1d8089aac776712b12d2f7f0858c278d36936329c9172ff0a +size 8471969 diff --git a/Trained_networks/model_11/model_trained.pt b/Trained_networks/model_11/model_trained.pt index bc9da5dcd7784a68f0133ee82e35d05c3ad726bf..753feab13d9785e45b5a5ae7464a7eea53d0aa40 100644 --- a/Trained_networks/model_11/model_trained.pt +++ b/Trained_networks/model_11/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:3a00c1ff578808882f5a6393aabf8db0c70a7dc8376388693a7e78c3c1756568 +oid sha256:908488d59a1eb591b61a510b40faa3a27a6555e32efb8179ed48b4df63c08685 size 151095 diff --git a/Trained_networks/model_11/optim.pt b/Trained_networks/model_11/optim.pt index 4770696de6c2cb08a19d389cb20b9396847f3aee..1918aa0da1172f4ddbc713e028654ee75825f69a 100644 --- a/Trained_networks/model_11/optim.pt +++ b/Trained_networks/model_11/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:d73ee5289af3edd9b1ab85e4e968d1a30371ce67e7ce57776b1a4380861d5b10 -size 303143 +oid sha256:6908791ce318b217ee2b4488e6d352029a3614431568e64a33d153de76197ad4 +size 302951 diff --git a/Trained_networks/model_12/FlowTestMask.pt b/Trained_networks/model_12/FlowTestMask.pt index 8f5e1eea9bcc35ed2fc229b468d0e261f675479a..aa399a005a2c3adfd8d55a1c8849ee36e39d5879 100644 --- a/Trained_networks/model_12/FlowTestMask.pt +++ b/Trained_networks/model_12/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 -size 1815019 +oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 +size 1815884 diff --git a/Trained_networks/model_12/cfg.yaml b/Trained_networks/model_12/cfg.yaml index 726530f6ef3b666562a23e46dd773afbb41e6a3f..d8be8cff75805260e8a5c545017924afc58ebb13 100644 --- a/Trained_networks/model_12/cfg.yaml +++ b/Trained_networks/model_12/cfg.yaml @@ -56,8 +56,12 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {} + 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 @@ -76,15 +80,15 @@ Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} N_epochs: 100000 - Random_sample_size: 70000 + 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_16 +path_note: model_12 diff --git a/Trained_networks/model_12/loss_dict.pickle b/Trained_networks/model_12/loss_dict.pickle index 4ae528b80b254fdfc24e3df5335ee6028ca360ae..bda793edaea5e3a86cac9beeb3ebb279eb0f4240 100644 --- a/Trained_networks/model_12/loss_dict.pickle +++ b/Trained_networks/model_12/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1411e1423b2ad74e4802a3d77c355a20eaa6b14abe23bb7adca66152766cf3b1 +oid sha256:cc73ab477fb1d19d5ef2197da14da5323858f55110428f1794eb8654b3394462 size 8471969 diff --git a/Trained_networks/model_12/model_trained.pt b/Trained_networks/model_12/model_trained.pt index 4c3dfd7b870b802a15b83abb5ed3db77d0421b7c..00817429df2220233cc80a55c88c13b7ff87a86d 100644 --- a/Trained_networks/model_12/model_trained.pt +++ b/Trained_networks/model_12/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:d53ef1a2a2d1336b73321bf28bcfa6bd5932430626791a5d321a91ee1ecdc750 -size 149749 +oid sha256:0c488f9284cb90471c755c9ad47ce08a32b908075cfaf7f9c469f17b85a2f790 +size 150903 diff --git a/Trained_networks/model_12/optim.pt b/Trained_networks/model_12/optim.pt index c50c9e387fd58edac6a8863984c2b0d4f76a3af2..354d466cfe3ff91b79eec01015908336ea9d3ed3 100644 --- a/Trained_networks/model_12/optim.pt +++ b/Trained_networks/model_12/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:f9cc8594143e4e9f51a306b2ae094fd4edcf2943d543f14561e9b5200081ca1e -size 298885 +oid sha256:628897ec8cecc7cd1b3d2dfe793086c83bf08adf6fc0146938a62b41ffe03232 +size 303143 diff --git a/Trained_networks/model_13/FlowTestMask.pt b/Trained_networks/model_13/FlowTestMask.pt index 8f5e1eea9bcc35ed2fc229b468d0e261f675479a..aa399a005a2c3adfd8d55a1c8849ee36e39d5879 100644 --- a/Trained_networks/model_13/FlowTestMask.pt +++ b/Trained_networks/model_13/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 -size 1815019 +oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 +size 1815884 diff --git a/Trained_networks/model_13/cfg.yaml b/Trained_networks/model_13/cfg.yaml index 4cbb9250df700c85e077958dfb75432bb96004c0..fbb8b9dd7fc87d569f3a4f42f1097d9560b2a85a 100644 --- a/Trained_networks/model_13/cfg.yaml +++ b/Trained_networks/model_13/cfg.yaml @@ -56,8 +56,12 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {} + 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 @@ -76,15 +80,15 @@ Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} N_epochs: 100000 - Random_sample_size: 70000 + 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_18 +path_note: model_13 diff --git a/Trained_networks/model_13/loss_dict.pickle b/Trained_networks/model_13/loss_dict.pickle index 76006326cd03928f76e0aa8a722382597f624f97..d8c088f5e8fc6d3aa0558d2292f72606447bad07 100644 --- a/Trained_networks/model_13/loss_dict.pickle +++ b/Trained_networks/model_13/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:4f257d47b9ea0d5edde5a70e8064296138956227b212eb53d6a4c6d80ba1dc4f +oid sha256:57dfb75d3d6b83cfaf8735d47b67fdbad2811698e38e8a7d47c77a331969d645 size 8471969 diff --git a/Trained_networks/model_13/model_trained.pt b/Trained_networks/model_13/model_trained.pt index b6b20fa5dc16a318efd554e20a7a4ed284882817..03ef70daec2cae4f36a72bd0653d3dc9eb155844 100644 --- a/Trained_networks/model_13/model_trained.pt +++ b/Trained_networks/model_13/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:b63fd9dddb476dca3de8ccb38b3d495df06aa351947e697a2728ad2c05c99a80 -size 149749 +oid sha256:97f15710e9967fd6e34a5337c4162542ff98252f464d454e186f4c7b3667510f +size 150903 diff --git a/Trained_networks/model_13/optim.pt b/Trained_networks/model_13/optim.pt index 636ad0efaba1343d226f21a55cb417d847615a9f..c5ced4c1b51799198a15df5547d8dc16d2665f95 100644 --- a/Trained_networks/model_13/optim.pt +++ b/Trained_networks/model_13/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:29410b756a5f0c2ab0d0575f91131fed7fbd5adf0526932262875bfc30701375 -size 298885 +oid sha256:5bc6a5d6fbc0a4ac526dad46adc64258067529c8dc5b37193fca2b3a85a593dd +size 303143 diff --git a/Trained_networks/model_14/FlowTestMask.pt b/Trained_networks/model_14/FlowTestMask.pt index 8f5e1eea9bcc35ed2fc229b468d0e261f675479a..aa399a005a2c3adfd8d55a1c8849ee36e39d5879 100644 --- a/Trained_networks/model_14/FlowTestMask.pt +++ b/Trained_networks/model_14/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 -size 1815019 +oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 +size 1815884 diff --git a/Trained_networks/model_14/cfg.yaml b/Trained_networks/model_14/cfg.yaml index 948f0c6ff0dd9058a1605f43770b28b643d1fbb9..6ae16073a73b0168b0b14aa03b9316f26cebceca 100644 --- a/Trained_networks/model_14/cfg.yaml +++ b/Trained_networks/model_14/cfg.yaml @@ -56,8 +56,12 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {} + 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 @@ -76,15 +80,15 @@ Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} N_epochs: 100000 - Random_sample_size: 70000 + 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_19 +path_note: model_14 diff --git a/Trained_networks/model_14/loss_dict.pickle b/Trained_networks/model_14/loss_dict.pickle index 3207d707e3fda962146710c8e3fc55258471e8d5..6b20ddcae8a85c658011340ffd12b45ac6e59e0f 100644 --- a/Trained_networks/model_14/loss_dict.pickle +++ b/Trained_networks/model_14/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:57cf685972ecefd2b33e5799a965cc949530e79b182db237aa4f844178a5720d +oid sha256:80500a3cbd3702c30a2839a9f559b81581c0aad469e9e61e5347de469e0997b9 size 8471969 diff --git a/Trained_networks/model_14/model_trained.pt b/Trained_networks/model_14/model_trained.pt index 08487e947e6b0c0b3f3c29482d5962139ba9f814..d7d196a4534f49461e26cd2eaf7050ed557f55d6 100644 --- a/Trained_networks/model_14/model_trained.pt +++ b/Trained_networks/model_14/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:127a33de8fdced76e933d05aed425c6a67695c55f13ed3ce1bbf95ca5cf4ae0a -size 149749 +oid sha256:95150f9531660d31bf02ababd7827b553f852de71a80d09b17c64d0a15fc7b9c +size 150903 diff --git a/Trained_networks/model_14/optim.pt b/Trained_networks/model_14/optim.pt index ecb1ab50d1e3b08e130f0aef2ad1669870f77270..a4caf106f02dd134cbb80d90f99823a11793ef33 100644 --- a/Trained_networks/model_14/optim.pt +++ b/Trained_networks/model_14/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:bd9a78c164fee552c29455c8fa79983f7803a6e03e7508e28a47421f52fbaba5 -size 298885 +oid sha256:a64cfbbbd34fb6eeeaad2d347705047f72ea63460f59c91b0b8bfb7b0be2a716 +size 302951 diff --git a/Trained_networks/model_15/cfg.yaml b/Trained_networks/model_15/cfg.yaml index 18b34afbb7266c87bff0980973dc18783545febe..1f25797973af24a0c9ec72c8a1e267700847a74f 100644 --- a/Trained_networks/model_15/cfg.yaml +++ b/Trained_networks/model_15/cfg.yaml @@ -87,7 +87,7 @@ Training: 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false diff --git a/Trained_networks/model_15/loss_dict.pickle b/Trained_networks/model_15/loss_dict.pickle index 7caf5ef1d469bd0ed9a8475c2f56dddac3f6b2c7..189d5a02eb018a2624343e38c5b5e0546643073a 100644 --- a/Trained_networks/model_15/loss_dict.pickle +++ b/Trained_networks/model_15/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:c4588b2f93913d0f9c944a20096830a0d884756e7c590d09c15314708d0c7b21 +oid sha256:13bd0cddcdb7a474deb20db1fc6cd1fa4353024f3041198a40b27f181371e6b6 size 8471969 diff --git a/Trained_networks/model_15/model_trained.pt b/Trained_networks/model_15/model_trained.pt index 0821c2bfb70f1a29386a5f7bcd48fdea4afe5b34..f81eab3fe190a6eaee6240a8e88d3d8d3cce9ccb 100644 --- a/Trained_networks/model_15/model_trained.pt +++ b/Trained_networks/model_15/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:b97d1ac91b3496f69cbf2a89cc929b5eb2de7278619e851333b9b69d7a0ee1fe -size 151095 +oid sha256:4212a9a380190163141713c3b4c4a7b6f5c3d49696efb6086a23225b2b791a7a +size 150903 diff --git a/Trained_networks/model_15/optim.pt b/Trained_networks/model_15/optim.pt index 9cb8eb92c4d41f1fe8b789a75cbacbc4c4ed7eed..f11becde361ac0c38be936f4b6d79d484ef38de7 100644 --- a/Trained_networks/model_15/optim.pt +++ b/Trained_networks/model_15/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:8543cd4196f00726f2bba889860a5b96ad1e1566a2a46e66053ac811e4aefea3 -size 303143 +oid sha256:5c790f06c3a1f76350281a676d3291dc97ac34f34bb8f0ebe2e9383b6c3314dc +size 302951 diff --git a/Trained_networks/model_2/FlowTestMask.pt b/Trained_networks/model_2/FlowTestMask.pt index 8f5e1eea9bcc35ed2fc229b468d0e261f675479a..4960895236b12c57a7d603954c15179e08c79a49 100644 --- a/Trained_networks/model_2/FlowTestMask.pt +++ b/Trained_networks/model_2/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 -size 1815019 +oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 +size 1815477 diff --git a/Trained_networks/model_2/cfg.yaml b/Trained_networks/model_2/cfg.yaml index ff0e6d3e508ca46c28cb25183730773b03ac7be3..6e8abc4d30086dd224d12a31c4b8d12f32285bf5 100644 --- a/Trained_networks/model_2/cfg.yaml +++ b/Trained_networks/model_2/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Migration_flows +BASE_PATH: ~/Projects/Migration_flows Data_loading: covariates: - GDP_cap: @@ -56,8 +56,12 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {} + 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 @@ -81,10 +85,10 @@ Training: flow: {lmbda: 0.5} net_migration: {lmbda: 0.5} stock: {lmbda: 0.5} - clip_grad_norm: false + clip_grad_norm: 1.0 flow_test_frac: 0.0 - weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_3 +path_note: model_2 diff --git a/Trained_networks/model_2/loss_dict.pickle b/Trained_networks/model_2/loss_dict.pickle index 27913d69f7414a6e5e014e5e2a4793748226b8af..032f957eaa0dfa419bb36ed13d83bf4a1bb63921 100644 --- a/Trained_networks/model_2/loss_dict.pickle +++ b/Trained_networks/model_2/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:4d8b581f4627ec136040cffdb81937fcbc3abd156ae6b423b29accc4e548b59a +oid sha256:5cc7cfbc6ac526f88281477f8bf84fa0ad8ec91aed7859fddeb0a32f6cbde915 size 8471969 diff --git a/Trained_networks/model_2/model_trained.pt b/Trained_networks/model_2/model_trained.pt index 1f1ac2b1626f604d8095abe84ed92ef4fd093369..61994554e8447f68ac459104b7d4a09ac6e4614f 100644 --- a/Trained_networks/model_2/model_trained.pt +++ b/Trained_networks/model_2/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:cb95f0003472f91dca65923c697bd8b76fe4c451db87ceeacb03df501478f6d7 +oid sha256:f45a329dc97ba251e472d2ed73a85f64b3232f3184e5907558dd2e7089ebf358 size 149749 diff --git a/Trained_networks/model_2/optim.pt b/Trained_networks/model_2/optim.pt index 9f70d403f3f5d499a744cdd0063517404a6bcc2c..10d0c37144a8cfa860049d082bfd927c220ee1b8 100644 --- a/Trained_networks/model_2/optim.pt +++ b/Trained_networks/model_2/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:e83902feac1489b6288a4f561a4a7d8c0aa639736bcbdec8c11cc82df300c7ac -size 298885 +oid sha256:d87878f9d86945db9671b986ccbb5b766c50fb0ad9ba2fa86aee4ef0eb200d81 +size 303125 diff --git a/Trained_networks/model_3/FlowTestMask.pt b/Trained_networks/model_3/FlowTestMask.pt index 8f5e1eea9bcc35ed2fc229b468d0e261f675479a..4960895236b12c57a7d603954c15179e08c79a49 100644 --- a/Trained_networks/model_3/FlowTestMask.pt +++ b/Trained_networks/model_3/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 -size 1815019 +oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 +size 1815477 diff --git a/Trained_networks/model_3/cfg.yaml b/Trained_networks/model_3/cfg.yaml index 68efa45711d3c8cefe135da1aaac7be85aa59649..b141f57a68529d4f4194ffd3b907c003722d78f6 100644 --- a/Trained_networks/model_3/cfg.yaml +++ b/Trained_networks/model_3/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Migration_flows +BASE_PATH: ~/Projects/Migration_flows Data_loading: covariates: - GDP_cap: @@ -56,8 +56,12 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {} + 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 @@ -81,10 +85,10 @@ Training: flow: {lmbda: 0.5} net_migration: {lmbda: 0.5} stock: {lmbda: 0.5} - clip_grad_norm: false + clip_grad_norm: 1.0 flow_test_frac: 0.0 - weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_4 +path_note: model_3 diff --git a/Trained_networks/model_3/loss_dict.pickle b/Trained_networks/model_3/loss_dict.pickle index 6756920dceccccda56902f4c70d33f4b110790a6..bd1ec4e68318cc7252a98763586af7b2470e3702 100644 --- a/Trained_networks/model_3/loss_dict.pickle +++ b/Trained_networks/model_3/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:a204d98817122cfc7d48d7045e10e1a1a40bc4d99979b2757b8b0b6a669058ac +oid sha256:9e60e920e3797cb7188c5cd4ebe554c31956aac0ddb49537be695ce06960677a size 8471969 diff --git a/Trained_networks/model_3/model_trained.pt b/Trained_networks/model_3/model_trained.pt index 6f6bf4051033946de27940ebb212eb13d4e60b04..306572176725411301c19d11ebfd37e808d939cf 100644 --- a/Trained_networks/model_3/model_trained.pt +++ b/Trained_networks/model_3/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:3f3c6e66d1cf61ecb999d866d1469e79caf836efcc51e9d9dae0c4e51835a73e -size 149749 +oid sha256:bb46293ffe99a6666c3832a0627298f32db15f6626ef939c50f691e9322f47f8 +size 150903 diff --git a/Trained_networks/model_3/optim.pt b/Trained_networks/model_3/optim.pt index 587721a05107a8c45179433f72ffeec5dddbcc68..defd0e8b4ebe8dc01bc0c81e51148cf2ecd114e5 100644 --- a/Trained_networks/model_3/optim.pt +++ b/Trained_networks/model_3/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:0f2240741a5fdd2892b79bf5bb15f4ee6b346645972883aa3eaa63898040ff2d -size 298885 +oid sha256:d3b5fb0df6a837c427a9ace8e253610f711eb12aa1e3ab28215bf19966945085 +size 303125 diff --git a/Trained_networks/model_4/FlowTestMask.pt b/Trained_networks/model_4/FlowTestMask.pt index aa399a005a2c3adfd8d55a1c8849ee36e39d5879..4960895236b12c57a7d603954c15179e08c79a49 100644 --- a/Trained_networks/model_4/FlowTestMask.pt +++ b/Trained_networks/model_4/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 -size 1815884 +oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 +size 1815477 diff --git a/Trained_networks/model_4/cfg.yaml b/Trained_networks/model_4/cfg.yaml index 8c1ea6fa4bd210e5c81d5202d12fb7eb8b3011e3..e5ca35e33ec4310d742b26b55cbed6076f1f30c0 100644 --- a/Trained_networks/model_4/cfg.yaml +++ b/Trained_networks/model_4/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Migration_flows +BASE_PATH: ~/Projects/Migration_flows Data_loading: covariates: - GDP_cap: @@ -80,16 +80,15 @@ Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} N_epochs: 100000 - Random_sample_size: 100000 + Random_sample_size: 70000 Rescaling: flow: {lmbda: 0.5} net_migration: {lmbda: 0.5} stock: {lmbda: 0.5} - clip_grad_norm: false + clip_grad_norm: 1.0 flow_test_frac: 0.0 - weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: with_QSFN -seed: 10 +path_note: model_4 diff --git a/Trained_networks/model_4/loss_dict.pickle b/Trained_networks/model_4/loss_dict.pickle index 79ae6459ce25da13adf4dbbdd3303abae6b9c875..14d19319de6675b315f9b37405089aeda00d91bd 100644 --- a/Trained_networks/model_4/loss_dict.pickle +++ b/Trained_networks/model_4/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:9bf49c53488ed24a3c5ab45f9e838e18ffe5332462094f6b5a89b9972335ad7d -size 8471109 +oid sha256:506cb937393332aa8ecc93a870903bfb00710ecca167b537bf62ebe05e3c460f +size 8471969 diff --git a/Trained_networks/model_4/model_trained.pt b/Trained_networks/model_4/model_trained.pt index c59b27f5c30dbec1ec22099e9408681b3fd2de7c..be2c4671e74f69a68e394800cd08a959b9a84799 100644 --- a/Trained_networks/model_4/model_trained.pt +++ b/Trained_networks/model_4/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:959cc8a24baa500ec1ddf720979bfb3e41721acf0e40871e6382f9566408f62c -size 151095 +oid sha256:7089379299ed37a01a9b0c772551033e2c433f5ee0fea507ab376c9c3b136ec7 +size 150903 diff --git a/Trained_networks/model_4/optim.pt b/Trained_networks/model_4/optim.pt index 4a3ddc915d9de7595d2200848158f8725b1c7922..da2435748cdd405aaa785aa3fb11aaaca98af2f2 100644 --- a/Trained_networks/model_4/optim.pt +++ b/Trained_networks/model_4/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:612f9f89c9916f8d5eb8f4c2aff58718e97cdff20d96265cbd38d724d52dc22e -size 303143 +oid sha256:1ef4a966675a983aef3cea4f141c9bd4652faf76633395d1c5616376d49acf17 +size 303125 diff --git a/Trained_networks/model_5/FlowTestMask.pt b/Trained_networks/model_5/FlowTestMask.pt index aa399a005a2c3adfd8d55a1c8849ee36e39d5879..8f5e1eea9bcc35ed2fc229b468d0e261f675479a 100644 --- a/Trained_networks/model_5/FlowTestMask.pt +++ b/Trained_networks/model_5/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 -size 1815884 +oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 +size 1815019 diff --git a/Trained_networks/model_5/cfg.yaml b/Trained_networks/model_5/cfg.yaml index bc1b816d694a0a6fba7fa432d6909d66c6f1a24c..17f91ab1c9a06b133a6c731c904e9315996a34d1 100644 --- a/Trained_networks/model_5/cfg.yaml +++ b/Trained_networks/model_5/cfg.yaml @@ -56,12 +56,8 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {weights_only: true} + load_args: {} 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 @@ -80,15 +76,15 @@ Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} N_epochs: 100000 - Random_sample_size: 100000 + Random_sample_size: 70000 Rescaling: flow: {lmbda: 0.5} net_migration: {lmbda: 0.5} stock: {lmbda: 0.5} - clip_grad_norm: false + clip_grad_norm: 1.0 flow_test_frac: 0.0 - weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_7 +path_note: model_5 diff --git a/Trained_networks/model_5/loss_dict.pickle b/Trained_networks/model_5/loss_dict.pickle index 0e0ddf064b20d1e6a352af23cd91e109b3a15393..657bd83792e0e53f75d9682764da3d3efa233bac 100644 --- a/Trained_networks/model_5/loss_dict.pickle +++ b/Trained_networks/model_5/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:4361f5c9b02106e8e409344903af2b2a50d2586920e07b20712fe7e333d855c2 +oid sha256:9871441653344560f3f78fff83a6e9a64de694e118779900004ea07f68ae755f size 8471969 diff --git a/Trained_networks/model_5/model_trained.pt b/Trained_networks/model_5/model_trained.pt index b6a21bbf40298a555360fe1412b67976637ebbc4..e3998c08c17f51360a4bfc7690b274418d9dba06 100644 --- a/Trained_networks/model_5/model_trained.pt +++ b/Trained_networks/model_5/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:6b14e3eefaebedd1cce68e71ae9d3150c86be2ea2d8cc1271f09ff0b0d9518df -size 151095 +oid sha256:c32f5dbe0fdaed270b3a83512410cb8dbb4d40ecdefb452dd6221770c5628a2a +size 150903 diff --git a/Trained_networks/model_5/optim.pt b/Trained_networks/model_5/optim.pt index 293f1208b3bb5a23af58141fc627803bf2efc68b..163661e823685b3006144cf717ec3be8457e2ce1 100644 --- a/Trained_networks/model_5/optim.pt +++ b/Trained_networks/model_5/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:2d646416066575558f54c53c479f3b85744c6cf378135d836e3770eb7e8a35fe -size 303143 +oid sha256:21648bec37f74411ece094f0edc54f11ddd9c8a2dccbcf438e0880b71a176c97 +size 298885 diff --git a/Trained_networks/model_6/FlowTestMask.pt b/Trained_networks/model_6/FlowTestMask.pt index aa399a005a2c3adfd8d55a1c8849ee36e39d5879..8f5e1eea9bcc35ed2fc229b468d0e261f675479a 100644 --- a/Trained_networks/model_6/FlowTestMask.pt +++ b/Trained_networks/model_6/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 -size 1815884 +oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 +size 1815019 diff --git a/Trained_networks/model_6/cfg.yaml b/Trained_networks/model_6/cfg.yaml index d716bbb0700b1f4d6800416e39022b2c47cf21ec..c7656f2202c3507ccfebe046d77dfcc5f200ccee 100644 --- a/Trained_networks/model_6/cfg.yaml +++ b/Trained_networks/model_6/cfg.yaml @@ -56,12 +56,8 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {weights_only: true} + load_args: {} 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 @@ -80,15 +76,15 @@ Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} N_epochs: 100000 - Random_sample_size: 100000 + Random_sample_size: 70000 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_9 +path_note: model_6 diff --git a/Trained_networks/model_6/loss_dict.pickle b/Trained_networks/model_6/loss_dict.pickle index 018685219d758e6a9c0b01747a7d4c94f3c63769..15e054b47090ae63e0dfd90c1931dbfc963b838f 100644 --- a/Trained_networks/model_6/loss_dict.pickle +++ b/Trained_networks/model_6/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:0f7c4911b8ec03e984c3000454aeb0fcebaf9926218c5becba71a82bf58f6de1 +oid sha256:19dada36370134f7be61dd0d6526fd50409d52b17f5d4f46b210eace85c163e0 size 8471969 diff --git a/Trained_networks/model_6/model_trained.pt b/Trained_networks/model_6/model_trained.pt index 91bc1ace8c7d7650f36f2889fcc37209e2778b3c..0baccf16b81e5294a141b7428e947630271d0621 100644 --- a/Trained_networks/model_6/model_trained.pt +++ b/Trained_networks/model_6/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:38bcc3fd9dba1c98d24971d7daaa75a129527c1f6bf4ae11dcef4a73f915f730 -size 151095 +oid sha256:90ca8ca7195fff1261ab92104f384218f832b75e596a0e1dc38ec9ee610486e3 +size 150903 diff --git a/Trained_networks/model_6/optim.pt b/Trained_networks/model_6/optim.pt index 6c0967f1b448ab498dce62a36dfc92d7f7567aed..e90ff081eb79e4d8400cdbc409f907308b665631 100644 --- a/Trained_networks/model_6/optim.pt +++ b/Trained_networks/model_6/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:a26e3115169f7ca34819c24c9c629e3b17a69c292c2e938af560d4c942174a3d -size 303143 +oid sha256:4c7d093532fb57351201ad202f50407fc6cae21908de0f7b2e5ff6293928563a +size 298885 diff --git a/Trained_networks/model_7/FlowTestMask.pt b/Trained_networks/model_7/FlowTestMask.pt index aa399a005a2c3adfd8d55a1c8849ee36e39d5879..8f5e1eea9bcc35ed2fc229b468d0e261f675479a 100644 --- a/Trained_networks/model_7/FlowTestMask.pt +++ b/Trained_networks/model_7/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 -size 1815884 +oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 +size 1815019 diff --git a/Trained_networks/model_7/cfg.yaml b/Trained_networks/model_7/cfg.yaml index cca29ed1fcee354b6fc375151c911c445e5f4c50..0cd7fa2b0351a2e0ad0d9a04905db9c62aac8969 100644 --- a/Trained_networks/model_7/cfg.yaml +++ b/Trained_networks/model_7/cfg.yaml @@ -56,12 +56,8 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {weights_only: true} + load_args: {} 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 @@ -80,15 +76,15 @@ Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} N_epochs: 100000 - Random_sample_size: 100000 + Random_sample_size: 70000 Rescaling: flow: {lmbda: 0.5} net_migration: {lmbda: 0.5} stock: {lmbda: 0.5} - clip_grad_norm: false + clip_grad_norm: 1.0 flow_test_frac: 0.0 - weight_factors: {flow: 1, net_migration: 1, regulariser: 0, stock: 1} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_11 +path_note: model_7 diff --git a/Trained_networks/model_7/loss_dict.pickle b/Trained_networks/model_7/loss_dict.pickle index c3e457ac7b0bc80d7772a2d398f04cde2cc3e09c..12dd45d5b8cc8ca97412d7814fdaa1e031fb29b9 100644 --- a/Trained_networks/model_7/loss_dict.pickle +++ b/Trained_networks/model_7/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:709f4869a5c6fb39b86f90ba9802e53e0967eb9b7da67596c116f0327194dc21 +oid sha256:0d097462590a2fc730de125be417ba652010b4f70b1d6907a21592f7326be187 size 8471969 diff --git a/Trained_networks/model_7/model_trained.pt b/Trained_networks/model_7/model_trained.pt index 4153eb62a44a0ab44590bff4387749c8294b70c7..3cd1a8b03de724438ac752cd5d6f7ae41e287ecf 100644 --- a/Trained_networks/model_7/model_trained.pt +++ b/Trained_networks/model_7/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:878bf9bfc938c5fe95d0699afbe048d6d3442e098fe29101eea5f8ab57053cea -size 151095 +oid sha256:e3854afd77b0e0477f9e31f75b7d784c149e5ac3ab8ff69425584342574ad3a2 +size 150903 diff --git a/Trained_networks/model_7/optim.pt b/Trained_networks/model_7/optim.pt index 8fe745be7fd6865a5b818f82b0ea73e1ec25648b..394b002979da3d655f27f7568fe25da7df94b283 100644 --- a/Trained_networks/model_7/optim.pt +++ b/Trained_networks/model_7/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:c6fa394902fb9d0e0de832ae2e7a3d094714c6300af4204386cbec412819882a -size 303143 +oid sha256:cd15076f005b9ccdfc2f1bb86ed51e4608c0e6513be253420c16493ba162de37 +size 298885 diff --git a/Trained_networks/model_8/FlowTestMask.pt b/Trained_networks/model_8/FlowTestMask.pt index 4960895236b12c57a7d603954c15179e08c79a49..8f5e1eea9bcc35ed2fc229b468d0e261f675479a 100644 --- a/Trained_networks/model_8/FlowTestMask.pt +++ b/Trained_networks/model_8/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 -size 1815477 +oid sha256:1629cbb711776a5b6a5bba914fbcd309d46a7c639baa9f10470c1a9c5526a132 +size 1815019 diff --git a/Trained_networks/model_8/cfg.yaml b/Trained_networks/model_8/cfg.yaml index ef70b54b66b8faa911fd9db24836316029e79572..48f71cef487498755c161c42324ac7c52b3a360b 100644 --- a/Trained_networks/model_8/cfg.yaml +++ b/Trained_networks/model_8/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Projects/Migration_flows +BASE_PATH: ~/Migration_flows Data_loading: covariates: - GDP_cap: @@ -56,12 +56,8 @@ Data_loading: path: input_covariates/EU data_path: Data/Training_data data_rescale: 1000.0 - load_args: {weights_only: true} + load_args: {} 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 @@ -79,16 +75,16 @@ NeuralNet: Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} - N_epochs: 50000 - Random_sample_size: 100000 + N_epochs: 100000 + Random_sample_size: 70000 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_13 +path_note: model_8 diff --git a/Trained_networks/model_8/loss_dict.pickle b/Trained_networks/model_8/loss_dict.pickle index 74c3b4399c15858c3d772ea0124cfd23b57797f9..f3f11d55f15d3840a5d2b63d5d3c31ea008f14df 100644 --- a/Trained_networks/model_8/loss_dict.pickle +++ b/Trained_networks/model_8/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:83ce8ae4608c53e813aa6c33a2d358e139fc3624a7c535d829c1593632c5f4e6 +oid sha256:d88b4014149e31444b15d541daecd849ac67bde2455e5d4e6f86268d6d4a4a40 size 8471969 diff --git a/Trained_networks/model_8/model_trained.pt b/Trained_networks/model_8/model_trained.pt index 44275773d12bfae23868fb71c9bfad2553237bfe..55a007a3863a02a7806893f5d8ff29eb6bcf7e9a 100644 --- a/Trained_networks/model_8/model_trained.pt +++ b/Trained_networks/model_8/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:39abc0bd32c31c1020ea88d6a02068cb9978e2699697b24d5ba84c4526451852 -size 151095 +oid sha256:a16a860d61168af5db01516f13786fa90371f4056c950aa5500c48d642eb3b19 +size 150903 diff --git a/Trained_networks/model_8/optim.pt b/Trained_networks/model_8/optim.pt index d93a0d8ecb39dc1ed18e617912ec575157aab022..9ded20ff34ee9924ae67a3b0c5e998d4099d262c 100644 --- a/Trained_networks/model_8/optim.pt +++ b/Trained_networks/model_8/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:cc292247d7144fafd83c8f0e2cb381f0db4d3b6b0942d06afb7752b1a0fa76cc -size 303143 +oid sha256:6ac3a8c3bf9f1b612a14fc21378447f70362ae77541ee3fe7c160924b3b7036d +size 298885 diff --git a/Trained_networks/model_9/FlowTestMask.pt b/Trained_networks/model_9/FlowTestMask.pt index 4960895236b12c57a7d603954c15179e08c79a49..aa399a005a2c3adfd8d55a1c8849ee36e39d5879 100644 --- a/Trained_networks/model_9/FlowTestMask.pt +++ b/Trained_networks/model_9/FlowTestMask.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:5c5308462563e905d43ee926c006c2a3599a08b944a28f9fb7e65ee403c88eb1 -size 1815477 +oid sha256:934a866860484354d39d0a724be95baed77f48cae93f16adb221635def3b7247 +size 1815884 diff --git a/Trained_networks/model_9/cfg.yaml b/Trained_networks/model_9/cfg.yaml index ef70b54b66b8faa911fd9db24836316029e79572..bcbf9d6c1edfce86cf13eaf777497f6498f9fc4a 100644 --- a/Trained_networks/model_9/cfg.yaml +++ b/Trained_networks/model_9/cfg.yaml @@ -1,4 +1,4 @@ -BASE_PATH: ~/Projects/Migration_flows +BASE_PATH: ~/Migration_flows Data_loading: covariates: - GDP_cap: @@ -79,7 +79,7 @@ NeuralNet: Training: Batch_size: 7 Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01} - N_epochs: 50000 + N_epochs: 100000 Random_sample_size: 100000 Rescaling: flow: {lmbda: 0.5} @@ -87,8 +87,8 @@ Training: 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} + weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1} write_every: 10 device: cuda dry_run: false -path_note: model_13 +path_note: model_9 diff --git a/Trained_networks/model_9/loss_dict.pickle b/Trained_networks/model_9/loss_dict.pickle index 99ce9e6b4b81007c0ad4949c480d3032414f8caa..95bb4f314d19a3cfe649c521ac7f7032ccddf210 100644 --- a/Trained_networks/model_9/loss_dict.pickle +++ b/Trained_networks/model_9/loss_dict.pickle @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:ce5dd3928c2e4f34f8afee16a256e72ea9f28896a5fa02a1cd0031dbe40203bb +oid sha256:ed86a1c470e0463c0177468dc1284ab85ed92e77115c4b664a2030df680ae319 size 8471969 diff --git a/Trained_networks/model_9/model_trained.pt b/Trained_networks/model_9/model_trained.pt index 005ef7bfa489b372361326c261cd03dd3df0b911..772910de6e6f4159d9d6b724c69f7ce5c20f4615 100644 --- a/Trained_networks/model_9/model_trained.pt +++ b/Trained_networks/model_9/model_trained.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:fb61b2b9ad09a66fdaa2c73f30014caa31982d40beebdaedd3b15aba91adb83f -size 151095 +oid sha256:f2aacddbab902bfc09b6dae844120a4b97a1ea16a8308c39364857befd76c554 +size 150903 diff --git a/Trained_networks/model_9/optim.pt b/Trained_networks/model_9/optim.pt index 091eb442f24a9da8bd75a59c03adc832cc359664..186c532b0fba250bd2e72921e6d89a79eec1a5ad 100644 --- a/Trained_networks/model_9/optim.pt +++ b/Trained_networks/model_9/optim.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:2fc273e3a697722fb00d4f438fd73a3518a090639b6efaf23d31fe2bcfd77ac0 -size 303143 +oid sha256:f7f269f8177a69cddac538b04a4f13d94b7117f9f18dda0435ed2344c5695128 +size 302951