# models

model_uid: store_cnn_bilstm_attention_20ec232d
display_name: unknown - cnn_bilstm_attention (v1)
model_type: cnn_bilstm_attention
training_mode: store
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T16:59:13.221427
training_scope:
{"store": {"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}, "products": "all"}

performance_metrics:
{"mse": 1496.372314453125, "rmse": 38.6829719543457, "mae": 32.92240905761719, "r2": 0.0, "mape": 0.0, "training_time": 2.994173765182495, "best_val_loss": 0.0040082731284201145, "stopped_epoch": 1, "training_mode": "store", "store_id": "01010023", "product_id": "store_01010023", "model_identifier": "store_01010023", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_store_01010023_v1.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_store_01010023_v1_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_store_01010023_v1_best.pth", "version": "v1"}


model_uid: store_cnn_bilstm_attention_57e5b8b7
display_name: unknown - cnn_bilstm_attention (v2)
model_type: cnn_bilstm_attention
training_mode: store
version: v2
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T16:59:19.605128
training_scope:
{"store": {"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}, "products": [{"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}]}

performance_metrics:
{"mse": 786.556396484375, "rmse": 28.045612335205078, "mae": 26.213043212890625, "r2": 0.0, "mape": 0.0, "training_time": 3.4264066219329834, "best_val_loss": 0.002106916857883334, "stopped_epoch": 1, "training_mode": "store", "store_id": "01010023", "product_id": "store_01010023", "model_identifier": "store_01010023", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_store_01010023_v2.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_store_01010023_v2_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_store_01010023_v2_best.pth", "version": "v2"}


model_uid: product_cnn_bilstm_attention_ca57fe28
display_name: 17002608 - cnn_bilstm_attention (v1)
model_type: cnn_bilstm_attention
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T16:59:44.776134
training_scope:
{"product": {"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}, "stores": "all"}

performance_metrics:
{"mse": 476.66290283203125, "rmse": 21.832611083984375, "mae": 21.218229293823242, "r2": -25.863342703686783, "mape": 806.0580253601074, "training_time": 14.845479726791382, "best_val_loss": 0.03150656446814537, "stopped_epoch": 1, "training_mode": "product", "store_id": null, "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_product_17002608_v1_best.pth", "version": "v1"}


model_uid: product_cnn_bilstm_attention_e22a74cb
display_name: 17002608 - cnn_bilstm_attention (v1)
model_type: cnn_bilstm_attention
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T16:59:54.251621
training_scope:
{"product": {"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}, "stores": [{"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}]}

performance_metrics:
{"mse": 791.2672119140625, "rmse": 28.129472732543945, "mae": 27.222402572631836, "r2": -43.593535534339985, "mape": 1033.2953453063965, "training_time": 21.803013801574707, "best_val_loss": 0.05230135843157768, "stopped_epoch": 1, "training_mode": "product", "store_id": "01010023", "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_product_17002608_v1_best.pth", "version": "v1"}


model_uid: global_cnn_bilstm_attention_4387126c
display_name: unknown - cnn_bilstm_attention (v1)
model_type: cnn_bilstm_attention
training_mode: global
training_scope: {"stores": "all", "products": "all"}
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T16:59:54.352263
performance_metrics:
{"mse": 81589.1484375, "rmse": 285.6381530761719, "mae": 243.503662109375, "r2": 0.0, "mape": 0.0, "training_time": 2.6222121715545654, "best_val_loss": 0.002009466988965869, "stopped_epoch": 1, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_global_sum_v1.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_global_sum_v1_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_global_sum_v1_best.pth", "version": "v1"}


model_uid: global_cnn_bilstm_attention_47145134
display_name: unknown - cnn_bilstm_attention (v2)
model_type: cnn_bilstm_attention
training_mode: global
version: v2
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T17:00:02.096377
training_scope:
{"stores": "all", "products": [{"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}]}

performance_metrics:
{"mse": 135186.796875, "rmse": 367.6775817871094, "mae": 337.7588806152344, "r2": 0.0, "mape": 0.0, "training_time": 1.6310107707977295, "best_val_loss": 0.0033295282628387213, "stopped_epoch": 1, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_global_sum_v2.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_global_sum_v2_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_global_sum_v2_best.pth", "version": "v2"}


model_uid: global_cnn_bilstm_attention_352e0aaa
display_name: unknown - cnn_bilstm_attention (v2)
model_type: cnn_bilstm_attention
training_mode: global
version: v2
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T17:00:02.131375
training_scope:
{"stores": [{"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}], "products": "all"}

performance_metrics:
{"mse": 225729.03125, "rmse": 475.1094970703125, "mae": 439.8308410644531, "r2": 0.0, "mape": 0.0, "training_time": 1.80299973487854, "best_val_loss": 0.005559501703828573, "stopped_epoch": 1, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_global_sum_v2.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_global_sum_v2_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_global_sum_v2_best.pth", "version": "v2"}


model_uid: global_cnn_bilstm_attention_b079251c
display_name: unknown - cnn_bilstm_attention (v3)
model_type: cnn_bilstm_attention
training_mode: global
version: v3
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T17:00:07.395804
training_scope:
{"stores": [{"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}], "products": [{"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}]}

performance_metrics:
{"mse": 181380.359375, "rmse": 425.8877258300781, "mae": 352.5542907714844, "r2": 0.0, "mape": 0.0, "training_time": 0.8911619186401367, "best_val_loss": 0.004467234015464783, "stopped_epoch": 1, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_global_sum_v3.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_global_sum_v3_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_global_sum_v3_best.pth", "version": "v3"}


model_uid: global_cnn_bilstm_attention_3f3d968f
display_name: unknown - cnn_bilstm_attention (v3)
model_type: cnn_bilstm_attention
training_mode: global
version: v3
status: active
training_params: {"epochs": 1}
created_at: 2025-07-24T17:00:07.491803
training_scope:
{"stores": [{"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}], "products": [{"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}]}

performance_metrics:
{"mse": 209402.0, "rmse": 457.6046447753906, "mae": 397.1198425292969, "r2": 0.0, "mape": 0.0, "training_time": 0.9221556186676025, "best_val_loss": 0.0051573822274804115, "stopped_epoch": 1, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
{"versioned_model": "saved_models\\cnn_bilstm_attention_global_sum_v3.pth", "loss_curve_plot": "saved_models\\cnn_bilstm_attention_global_sum_v3_loss_curve.png", "best_model": "saved_models\\cnn_bilstm_attention_global_sum_v3_best.pth", "version": "v3"}


model_uid: product_transformer_708a5ee5
display_name: 17002608 - transformer (v1)
model_type: transformer
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T11:56:07.608589
training_scope:
{"product": {"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}, "stores": "all"}

performance_metrics:
{"mse": 61.38536071777344, "rmse": 7.834880828857422, "mae": 7.79890775680542, "r2": 0.0, "mape": 0.0, "training_time": 19.531415700912476, "final_epoch": 1, "version": "v1", "training_mode": "product", "store_id": null, "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\transformer_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\transformer_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\transformer_product_17002608_v1_best.pth", "version": "v1"}


model_uid: product_kan_42a3f9d4
display_name: 17002608 - kan (v1)
model_type: kan
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:01:13.960348
training_scope:
{"product": {"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}, "stores": "all"}

performance_metrics:
{"mse": 56.862152099609375, "rmse": 7.540699481964111, "mae": 7.4347710609436035, "r2": 0.0, "mape": 0.0, "training_time": 151.2574381828308, "training_mode": "product", "store_id": null, "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\kan_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\kan_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\kan_product_17002608_v1_best.pth", "version": "v1"}


model_uid: product_optimized_kan_ab231386
display_name: 17002608 - optimized_kan (v1)
model_type: optimized_kan
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:01:24.962553
performance_metrics:
{"mse": 29.69426155090332, "rmse": 5.449244022369385, "mae": 5.358292579650879, "r2": 0.0, "mape": 0.0, "training_time": 156.91246342658997, "training_mode": "product", "store_id": null, "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\kan_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\kan_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\kan_product_17002608_v1_best.pth", "version": "v1"}


model_uid: product_tcn_742872ab
display_name: 17002608 - tcn (v1)
model_type: tcn
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:01:41.028622
performance_metrics:
{"mse": 20.56254768371582, "rmse": 4.534594535827637, "mae": 4.043715476989746, "r2": 0.0, "mape": 0.0, "training_time": 11.625398874282837, "training_mode": "product", "store_id": null, "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\tcn_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\tcn_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\tcn_product_17002608_v1_best.pth", "version": "v1"}


model_uid: product_xgboost_fe2f8c48
display_name: 17002608 - xgboost (v1)
model_type: xgboost
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:02:01.748508
performance_metrics:
{"mse": 0.7020266056060791, "rmse": 0.8378702998161316, "mae": 0.5005291104316711, "r2": 0.0, "mape": 0.0, "training_time": 16.938066482543945, "best_iteration": 72, "training_mode": "product", "store_id": null, "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\xgboost_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\xgboost_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\xgboost_product_17002608_v1_best.pth", "version": "v1"}


model_uid: product_mlstm_fb3cd0d6
display_name: 17002608 - mlstm (v1)
model_type: mlstm
training_mode: product
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:04:24.980246
performance_metrics:
{"mse": 12.331828117370605, "rmse": 3.5116703510284424, "mae": 2.4578073024749756, "r2": 0.3050137881433568, "mape": 98.45455884933472, "training_time": 173.34517192840576, "training_mode": "product", "store_id": null, "product_id": "17002608", "model_identifier": "17002608", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\mlstm_product_17002608_v1.pth", "loss_curve_plot": "saved_models\\mlstm_product_17002608_v1_loss_curve.png", "best_model": "saved_models\\mlstm_product_17002608_v1_best.pth", "version": "v1"}


model_uid: store_transformer_835ac81f
display_name: unknown - transformer (v1)
model_type: transformer
training_mode: store
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:50:14.208051
training_scope:
{"store": {"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}, "products": "all"}

performance_metrics:
{"mse": 44030.0546875, "rmse": 209.83340454101562, "mae": 209.81829833984375, "r2": 0.0, "mape": 0.0, "training_time": 5.268600225448608, "final_epoch": 1, "version": "v1", "training_mode": "store", "store_id": "01010023", "product_id": "store_01010023", "model_identifier": "store_01010023", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\transformer_store_01010023_v1.pth", "loss_curve_plot": "saved_models\\transformer_store_01010023_v1_loss_curve.png", "best_model": "saved_models\\transformer_store_01010023_v1_best.pth", "version": "v1"}


model_uid: store_kan_2871496e
display_name: unknown - kan (v1)
model_type: kan
training_mode: store
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:50:29.421179
training_scope:
{"store": {"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}, "products": "all"}

performance_metrics:
{"mse": 124195.4765625, "rmse": 352.4137878417969, "mae": 351.8092041015625, "r2": 0.0, "mape": 0.0, "training_time": 12.424295425415039, "training_mode": "store", "store_id": "01010023", "product_id": "store_01010023", "model_identifier": "store_01010023", "aggregation_method": null}

artifacts:
{"versioned_model": "saved_models\\kan_store_01010023_v1.pth", "loss_curve_plot": "saved_models\\kan_store_01010023_v1_loss_curve.png", "best_model": "saved_models\\kan_store_01010023_v1_best.pth", "version": "v1"}


model_uid: global_transformer_52054ef1
display_name: unknown - transformer (v1)
model_type: transformer
training_mode: global
training_scope: {"stores": "all", "products": "all"}
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:50:33.590860
performance_metrics:
{"mse": 6714202.5, "rmse": 2591.177734375, "mae": 2590.46240234375, "r2": 0.0, "mape": 0.0, "training_time": 8.25856614112854, "final_epoch": 1, "version": "v1", "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
{"versioned_model": "saved_models\\transformer_global_sum_v1.pth", "loss_curve_plot": "saved_models\\transformer_global_sum_v1_loss_curve.png", "best_model": "saved_models\\transformer_global_sum_v1_best.pth", "version": "v1"}


model_uid: global_kan_0f92e7f8
display_name: unknown - kan (v1)
model_type: kan
training_mode: global
training_scope: {"stores": "all", "products": "all"}
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:50:53.838581
performance_metrics:
{"mse": 15060305.0, "rmse": 3880.760986328125, "mae": 3855.8115234375, "r2": 0.0, "mape": 0.0, "training_time": 18.341471672058105, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
{"versioned_model": "saved_models\\kan_global_sum_v1.pth", "loss_curve_plot": "saved_models\\kan_global_sum_v1_loss_curve.png", "best_model": "saved_models\\kan_global_sum_v1_best.pth", "version": "v1"}


model_uid: global_kan_dcc0c951
display_name: unknown - kan (v1)
model_type: kan
training_mode: global
version: v1
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:50:56.222758
training_scope:
{"stores": [{"id": "01010023", "name": "\u4e00\u6811\u8d35\u9633\u91d1\u9633\u5357\u8def\u5206\u5e97\uff08\u798f\u5dde\u8857\u5206\u5e97\uff09"}], "products": "all"}

performance_metrics:
{"mse": 14545902.0, "rmse": 3813.908935546875, "mae": 3790.610107421875, "r2": 0.0, "mape": 0.0, "training_time": 15.540400505065918, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
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model_uid: global_kan_1496fbd4
display_name: unknown - kan (v2)
model_type: kan
training_mode: global
version: v2
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:51:14.416258
training_scope:
{"stores": "all", "products": [{"id": "17002608", "name": "\u4e91\u5357\u767d\u836f\u521b\u53ef\u8d34(\u4fbf\u643a\u578b)"}]}

performance_metrics:
{"mse": 15032454.0, "rmse": 3877.1708984375, "mae": 3845.23681640625, "r2": 0.0, "mape": 0.0, "training_time": 15.241345882415771, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
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model_uid: global_kan_68d945ce
display_name: unknown - kan (v2)
model_type: kan
training_mode: global
version: v2
status: active
training_params: {"epochs": 1}
created_at: 2025-07-25T13:51:17.744603
training_scope:
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performance_metrics:
{"mse": 13397428.0, "rmse": 3660.249755859375, "mae": 3634.9150390625, "r2": 0.0, "mape": 0.0, "training_time": 16.328242778778076, "training_mode": "global", "store_id": null, "product_id": "all_products", "model_identifier": "global_sum", "aggregation_method": "sum"}

artifacts:
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