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a/backend/app/Experiment_1/trial_096/trial.json b/backend/app/Experiment_1/trial_096/trial.json new file mode 100644 index 0000000000000000000000000000000000000000..96dd84ccebab90760728f03d134f2b3dfacdda00 --- /dev/null +++ b/backend/app/Experiment_1/trial_096/trial.json @@ -0,0 +1 @@ +{"trial_id": "096", "hyperparameters": {"space": [{"class_name": "Boolean", "config": {"name": "structured_data_block_1/normalize", "default": false, "conditions": []}}, {"class_name": "Boolean", "config": {"name": "structured_data_block_1/dense_block_1/use_batchnorm", "default": false, "conditions": []}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/num_layers", "default": 2, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_0", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}, {"class_name": "Choice", "config": {"name": 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0000000000000000000000000000000000000000..30cf18f79c1f0a8aea43af24f3aa18656544d47f Binary files /dev/null and b/backend/app/Experiment_1/trial_097/checkpoint.index differ diff --git a/backend/app/Experiment_1/trial_097/pipeline b/backend/app/Experiment_1/trial_097/pipeline new file mode 100644 index 0000000000000000000000000000000000000000..e7008ab4024705e9bd1fac937d3bfda0c9c0cfbb --- /dev/null +++ b/backend/app/Experiment_1/trial_097/pipeline @@ -0,0 +1 @@ +{"inputs": [[]], "outputs": [[]]} \ No newline at end of file diff --git a/backend/app/Experiment_1/trial_097/trial.json b/backend/app/Experiment_1/trial_097/trial.json new file mode 100644 index 0000000000000000000000000000000000000000..4065896753ca5e472f9f46549707872807b3c144 --- /dev/null +++ b/backend/app/Experiment_1/trial_097/trial.json @@ -0,0 +1 @@ +{"trial_id": "097", "hyperparameters": {"space": [{"class_name": "Boolean", "config": {"name": "structured_data_block_1/normalize", "default": false, "conditions": []}}, {"class_name": "Boolean", "config": {"name": "structured_data_block_1/dense_block_1/use_batchnorm", "default": false, "conditions": []}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/num_layers", "default": 2, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_0", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/dropout", "default": 0.0, "conditions": [], "values": [0.0, 0.25, 0.5], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_1", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}, {"class_name": "Choice", "config": {"name": "regression_head_1/dropout", "default": 0, "conditions": [], "values": [0.0, 0.25, 0.5], 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16, "tuner/epochs": 2, "tuner/initial_epoch": 0, "tuner/bracket": 6, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.788375973701477], "step": 1}]}, "mean_squared_error": {"direction": "min", "observations": [{"value": [1.1902925968170166], "step": 1}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.4562757611274719], "step": 1}]}, "val_mean_squared_error": {"direction": "min", "observations": [{"value": [0.29451313614845276], "step": 1}]}}}, "score": 0.4562757611274719, "best_step": 1, "status": "COMPLETED", "message": null} \ No newline at end of file diff --git a/backend/app/Experiment_1/trial_098/checkpoint b/backend/app/Experiment_1/trial_098/checkpoint new file mode 100644 index 0000000000000000000000000000000000000000..5be71fcccd7de38d938cc0eba59a43e4021ad153 --- /dev/null +++ b/backend/app/Experiment_1/trial_098/checkpoint @@ -0,0 +1,2 @@ +model_checkpoint_path: "checkpoint" +all_model_checkpoint_paths: "checkpoint" diff --git a/backend/app/Experiment_1/trial_098/checkpoint.data-00000-of-00001 b/backend/app/Experiment_1/trial_098/checkpoint.data-00000-of-00001 new file mode 100644 index 0000000000000000000000000000000000000000..5f8dc246f01d39c6bd379ef698faf23e4567c378 Binary files /dev/null and b/backend/app/Experiment_1/trial_098/checkpoint.data-00000-of-00001 differ diff --git a/backend/app/Experiment_1/trial_098/checkpoint.index b/backend/app/Experiment_1/trial_098/checkpoint.index new file mode 100644 index 0000000000000000000000000000000000000000..1066a08af008ce46218dbb6679035a54985b4cdd Binary files /dev/null and b/backend/app/Experiment_1/trial_098/checkpoint.index differ diff --git a/backend/app/Experiment_1/trial_098/pipeline b/backend/app/Experiment_1/trial_098/pipeline new file mode 100644 index 0000000000000000000000000000000000000000..e7008ab4024705e9bd1fac937d3bfda0c9c0cfbb --- /dev/null +++ b/backend/app/Experiment_1/trial_098/pipeline @@ -0,0 +1 @@ +{"inputs": [[]], "outputs": [[]]} \ No newline at end of file diff --git a/backend/app/Experiment_1/trial_098/trial.json b/backend/app/Experiment_1/trial_098/trial.json new file mode 100644 index 0000000000000000000000000000000000000000..550df3196c718f5334f18bbe1659cdb543f9a2c1 --- /dev/null +++ b/backend/app/Experiment_1/trial_098/trial.json @@ -0,0 +1 @@ +{"trial_id": "098", "hyperparameters": {"space": [{"class_name": "Boolean", "config": {"name": "structured_data_block_1/normalize", "default": false, "conditions": []}}, {"class_name": "Boolean", "config": {"name": "structured_data_block_1/dense_block_1/use_batchnorm", "default": false, "conditions": []}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/num_layers", "default": 2, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_0", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/dropout", "default": 0.0, "conditions": [], "values": [0.0, 0.25, 0.5], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_1", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}, {"class_name": "Choice", "config": {"name": "regression_head_1/dropout", "default": 0, "conditions": [], "values": [0.0, 0.25, 0.5], "ordered": true}}, {"class_name": "Choice", "config": {"name": "optimizer", "default": "adam", "conditions": [], "values": ["adam", "sgd", "adam_weight_decay"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "learning_rate", "default": 0.001, "conditions": [], "values": [0.1, 0.01, 0.001, 0.0001, 2e-05, 1e-05], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_2", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}], "values": {"structured_data_block_1/normalize": false, "structured_data_block_1/dense_block_1/use_batchnorm": false, "structured_data_block_1/dense_block_1/num_layers": 2, "structured_data_block_1/dense_block_1/units_0": 1024, "structured_data_block_1/dense_block_1/dropout": 0.5, "structured_data_block_1/dense_block_1/units_1": 16, "regression_head_1/dropout": 0.5, "optimizer": "adam_weight_decay", "learning_rate": 0.0001, "structured_data_block_1/dense_block_1/units_2": 256, "tuner/epochs": 2, "tuner/initial_epoch": 0, "tuner/bracket": 6, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.513728678226471], "step": 1}]}, "mean_squared_error": {"direction": "min", "observations": [{"value": [0.48501306772232056], "step": 1}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.3164394795894623], "step": 1}]}, "val_mean_squared_error": {"direction": "min", "observations": [{"value": [0.19753210246562958], "step": 1}]}}}, "score": 0.3164394795894623, "best_step": 1, "status": "COMPLETED", "message": null} \ No newline at end of file diff --git a/backend/app/Experiment_1/trial_099/checkpoint b/backend/app/Experiment_1/trial_099/checkpoint new file mode 100644 index 0000000000000000000000000000000000000000..5be71fcccd7de38d938cc0eba59a43e4021ad153 --- /dev/null +++ b/backend/app/Experiment_1/trial_099/checkpoint @@ -0,0 +1,2 @@ +model_checkpoint_path: "checkpoint" +all_model_checkpoint_paths: "checkpoint" diff --git a/backend/app/Experiment_1/trial_099/checkpoint.data-00000-of-00001 b/backend/app/Experiment_1/trial_099/checkpoint.data-00000-of-00001 new file mode 100644 index 0000000000000000000000000000000000000000..bc94f6af30ff315d442a9f14b8e66ed366374d7b Binary files /dev/null and b/backend/app/Experiment_1/trial_099/checkpoint.data-00000-of-00001 differ diff --git a/backend/app/Experiment_1/trial_099/checkpoint.index b/backend/app/Experiment_1/trial_099/checkpoint.index new file mode 100644 index 0000000000000000000000000000000000000000..9b3febcdff009ce5d9aa582456277a06bac08159 Binary files /dev/null and b/backend/app/Experiment_1/trial_099/checkpoint.index differ diff --git a/backend/app/Experiment_1/trial_099/pipeline b/backend/app/Experiment_1/trial_099/pipeline new file mode 100644 index 0000000000000000000000000000000000000000..e7008ab4024705e9bd1fac937d3bfda0c9c0cfbb --- /dev/null +++ b/backend/app/Experiment_1/trial_099/pipeline @@ -0,0 +1 @@ +{"inputs": [[]], "outputs": [[]]} \ No newline at end of file diff --git a/backend/app/Experiment_1/trial_099/trial.json b/backend/app/Experiment_1/trial_099/trial.json new file mode 100644 index 0000000000000000000000000000000000000000..20b06b105b6ecd43485a51734f7acc2bf5e967ee --- /dev/null +++ b/backend/app/Experiment_1/trial_099/trial.json @@ -0,0 +1 @@ +{"trial_id": "099", "hyperparameters": {"space": [{"class_name": "Boolean", "config": {"name": "structured_data_block_1/normalize", "default": false, "conditions": []}}, {"class_name": "Boolean", "config": {"name": "structured_data_block_1/dense_block_1/use_batchnorm", "default": false, "conditions": []}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/num_layers", "default": 2, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_0", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/dropout", "default": 0.0, "conditions": [], "values": [0.0, 0.25, 0.5], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_1", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}, {"class_name": "Choice", "config": {"name": "regression_head_1/dropout", "default": 0, "conditions": [], "values": [0.0, 0.25, 0.5], "ordered": true}}, {"class_name": "Choice", "config": {"name": "optimizer", "default": "adam", "conditions": [], "values": ["adam", "sgd", "adam_weight_decay"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "learning_rate", "default": 0.001, "conditions": [], "values": [0.1, 0.01, 0.001, 0.0001, 2e-05, 1e-05], "ordered": true}}, {"class_name": "Choice", "config": {"name": "structured_data_block_1/dense_block_1/units_2", "default": 32, "conditions": [], "values": [16, 32, 64, 128, 256, 512, 1024], "ordered": true}}], "values": {"structured_data_block_1/normalize": false, "structured_data_block_1/dense_block_1/use_batchnorm": true, "structured_data_block_1/dense_block_1/num_layers": 1, "structured_data_block_1/dense_block_1/units_0": 32, "structured_data_block_1/dense_block_1/dropout": 0.0, "structured_data_block_1/dense_block_1/units_1": 64, "regression_head_1/dropout": 0.25, "optimizer": "sgd", "learning_rate": 1e-05, "structured_data_block_1/dense_block_1/units_2": 512, "tuner/epochs": 2, "tuner/initial_epoch": 0, "tuner/bracket": 6, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.8866209387779236], "step": 1}]}, "mean_squared_error": {"direction": "min", "observations": [{"value": [1.3208469152450562], "step": 1}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.9025714993476868], "step": 1}]}, "val_mean_squared_error": {"direction": "min", "observations": [{"value": [1.417110562324524], "step": 1}]}}}, "score": 0.9025714993476868, "best_step": 1, "status": "COMPLETED", "message": null} \ No newline at end of file diff --git a/backend/app/Experiment_1/tuner0.json b/backend/app/Experiment_1/tuner0.json new file mode 100644 index 0000000000000000000000000000000000000000..a0f8f7c33a46a9737a398621e51ca2ea7790d29e --- /dev/null +++ b/backend/app/Experiment_1/tuner0.json @@ -0,0 +1 @@ +{"finished": false} \ No newline at end of file diff --git a/backend/app/__pycache__/api.cpython-39.pyc b/backend/app/__pycache__/api.cpython-39.pyc index 40afe197141822386e11e0867f3898b916f97864..c8c9f0072ddb95d484d535ff5441436882fddbc1 100644 Binary files a/backend/app/__pycache__/api.cpython-39.pyc and b/backend/app/__pycache__/api.cpython-39.pyc differ diff --git a/backend/app/__pycache__/config.cpython-39.pyc b/backend/app/__pycache__/config.cpython-39.pyc index a5aecc179b99079ab55471af794cecc0eed97d37..dc58b5d764f73b93cf5ffd27f9965d6b724bc8a7 100644 Binary files a/backend/app/__pycache__/config.cpython-39.pyc and b/backend/app/__pycache__/config.cpython-39.pyc differ diff --git a/backend/app/config.py b/backend/app/config.py index 9a169a8869253f9de58d31d901cf2a3134923213..8ea8775e18a5f3a797e5f08988047b117b610efd 100644 --- a/backend/app/config.py +++ b/backend/app/config.py @@ -1,10 +1,12 @@ import os -UPLOAD_DIRECTORY = "./app/datas/" # same as data directory +UPLOAD_DIRECTORY = "./app/datas/uploads/" # same as data directory #MODEL_DIRECTORY = "./app/models/" MODEL_DIRECTORY = os.path.join(os.getcwd(), "./app/models/") +PROCESSED_DIRECTORY = ".app/datas/processed/" + os.makedirs(UPLOAD_DIRECTORY, exist_ok=True) diff --git a/backend/app/data_preprocessing.log b/backend/app/data_preprocessing.log new file mode 100644 index 0000000000000000000000000000000000000000..526fc7fb2ee496984a55308995400eab3aca99bf --- /dev/null +++ b/backend/app/data_preprocessing.log @@ -0,0 +1,540 @@ +INFO:root:Successfully loaded JSON data from ./datas/uploads/scenario_analysis_result_MAN_Test_hl.json +ERROR:root:Data Preprocessing Failed: 'CoolingDefect' +INFO:root:Successfully loaded JSON data from ./datas/uploads/scenario_analysis_result_MAN_Test_hl.json +ERROR:root:Data Preprocessing Failed: 'DefekteModulanzahl' +INFO:root:Successfully loaded JSON data from ./datas/uploads/scenario_analysis_result_MAN_Test_hl.json +WARNING:root:Missing output parameter 'OEE' for ID: ID_192 +WARNING:root:Missing output parameter 'OEE' for ID: ID_193 +WARNING:root:Missing output parameter 'OEE' for ID: ID_202 +WARNING:root:Missing output parameter 'OEE' for ID: ID_203 +WARNING:root:Missing output parameter 'OEE' for ID: ID_205 +WARNING:root:Missing output parameter 'OEE' for ID: ID_212 +WARNING:root:Missing output parameter 'OEE' for ID: ID_213 +WARNING:root:Missing output parameter 'OEE' for ID: ID_214 +WARNING:root:Missing output parameter 'OEE' for ID: ID_215 +WARNING:root:Missing output parameter 'OEE' for ID: ID_223 +WARNING:root:Missing output parameter 'OEE' for ID: ID_225 +WARNING:root:Missing output parameter 'OEE' for ID: ID_226 +WARNING:root:Missing output parameter 'OEE' for ID: ID_233 +WARNING:root:Missing output parameter 'OEE' for ID: ID_234 +WARNING:root:Missing output parameter 'OEE' for ID: ID_235 +WARNING:root:Missing output parameter 'OEE' for ID: ID_237 +WARNING:root:Missing output parameter 'OEE' for ID: ID_238 +WARNING:root:Missing output parameter 'OEE' for ID: ID_243 +WARNING:root:Missing output parameter 'OEE' for ID: ID_244 +WARNING:root:Missing output parameter 'OEE' for ID: ID_254 +WARNING:root:Missing output parameter 'OEE' for ID: ID_255 +WARNING:root:Missing output parameter 'OEE' for ID: ID_256 +WARNING:root:Missing output parameter 'OEE' for ID: ID_265 +WARNING:root:Missing output parameter 'OEE' for ID: ID_266 +WARNING:root:Missing output parameter 'OEE' for ID: ID_583 +WARNING:root:Missing output parameter 'OEE' for ID: ID_829 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1918 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1919 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1920 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1921 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1922 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1923 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1924 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1925 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1926 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1927 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1928 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1929 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1930 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1931 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1949 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2013 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2014 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2015 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2016 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2017 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2018 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2019 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2020 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2021 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2022 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2023 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2024 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2025 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2026 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2027 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2028 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2029 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2030 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2031 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2032 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2033 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2034 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2035 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2036 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2043 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2044 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2045 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2046 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2047 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2048 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2049 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2050 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2051 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2052 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2053 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2054 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2055 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2056 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2057 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2068 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2118 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2119 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2120 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2121 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2122 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2123 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2124 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2125 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2126 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2127 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2128 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2129 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2130 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2131 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2132 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2133 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2134 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2135 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2136 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2137 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2138 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2139 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2140 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2141 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2142 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2143 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2144 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2145 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2146 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2147 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2148 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2149 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2150 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2151 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2152 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2153 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2154 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2172 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2225 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2226 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2227 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2228 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2229 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2230 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2231 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2232 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2233 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2234 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2235 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2243 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2244 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2245 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2246 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2247 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2248 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2249 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2250 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2251 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2252 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2253 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2254 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2255 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2256 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2257 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2258 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2259 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2260 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2272 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2330 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2331 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2332 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2333 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2334 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2335 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2336 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2337 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2338 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2339 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2340 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2341 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2342 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2343 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2344 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2345 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2346 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2347 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2348 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2349 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2350 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2351 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2352 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2353 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2354 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2355 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2363 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2364 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2365 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2366 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2367 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2368 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2369 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2370 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2371 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2372 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2373 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2374 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2375 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2376 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2377 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2378 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2379 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2380 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2381 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2393 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2429 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2430 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2431 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2432 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2433 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2434 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2435 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2436 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2437 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2438 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2439 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2440 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2441 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2442 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2443 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2444 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2445 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2462 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2535 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2536 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2537 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2538 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2539 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2540 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2541 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2542 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2543 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2544 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2545 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2546 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2547 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2548 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2549 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2550 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2551 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2552 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2553 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2554 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2555 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2556 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2557 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2558 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2559 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2560 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2561 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2579 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2643 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2644 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2645 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2646 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2647 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2648 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2649 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2650 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2651 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2659 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2660 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2661 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2662 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2663 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2664 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2665 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2666 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2677 +WARNING:root:Missing output parameter 'OEE' for ID: ID_3523 +WARNING:root:Missing output parameter 'OEE' for ID: ID_3645 +INFO:root:Extracted data with 3579 valid records. +INFO:root:Cleaned data shape: (3579, 12) +INFO:root:Data scaling completed using MinMaxScaler +INFO:root:Saved train data to train_data_1.npz +INFO:root:Scalers saved to scaler_X.pkl and scaler_y.pkl +INFO:root:Successfully loaded JSON data from ./datas/uploads/scenario_analysis_result_MAN_Test_hl.json +WARNING:root:Missing output parameter 'OEE' for ID: ID_192 +WARNING:root:Missing output parameter 'OEE' for ID: ID_193 +WARNING:root:Missing output parameter 'OEE' for ID: ID_202 +WARNING:root:Missing output parameter 'OEE' for ID: ID_203 +WARNING:root:Missing output parameter 'OEE' for ID: ID_205 +WARNING:root:Missing output parameter 'OEE' for ID: ID_212 +WARNING:root:Missing output parameter 'OEE' for ID: ID_213 +WARNING:root:Missing output parameter 'OEE' for ID: ID_214 +WARNING:root:Missing output parameter 'OEE' for ID: ID_215 +WARNING:root:Missing output parameter 'OEE' for ID: ID_223 +WARNING:root:Missing output parameter 'OEE' for ID: ID_225 +WARNING:root:Missing output parameter 'OEE' for ID: ID_226 +WARNING:root:Missing output parameter 'OEE' for ID: ID_233 +WARNING:root:Missing output parameter 'OEE' for ID: ID_234 +WARNING:root:Missing output parameter 'OEE' for ID: ID_235 +WARNING:root:Missing output parameter 'OEE' for ID: ID_237 +WARNING:root:Missing output parameter 'OEE' for ID: ID_238 +WARNING:root:Missing output parameter 'OEE' for ID: ID_243 +WARNING:root:Missing output parameter 'OEE' for ID: ID_244 +WARNING:root:Missing output parameter 'OEE' for ID: ID_254 +WARNING:root:Missing output parameter 'OEE' for ID: ID_255 +WARNING:root:Missing output parameter 'OEE' for ID: ID_256 +WARNING:root:Missing output parameter 'OEE' for ID: ID_265 +WARNING:root:Missing output parameter 'OEE' for ID: ID_266 +WARNING:root:Missing output parameter 'OEE' for ID: ID_583 +WARNING:root:Missing output parameter 'OEE' for ID: ID_829 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1918 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1919 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1920 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1921 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1922 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1923 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1924 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1925 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1926 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1927 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1928 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1929 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1930 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1931 +WARNING:root:Missing output parameter 'OEE' for ID: ID_1949 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2013 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2014 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2015 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2016 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2017 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2018 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2019 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2020 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2021 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2022 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2023 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2024 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2025 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2026 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2027 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2028 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2029 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2030 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2031 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2032 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2033 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2034 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2035 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2036 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2043 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2044 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2045 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2046 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2047 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2048 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2049 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2050 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2051 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2052 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2053 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2054 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2055 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2056 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2057 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2068 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2118 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2119 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2120 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2121 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2122 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2123 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2124 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2125 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2126 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2127 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2128 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2129 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2130 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2131 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2132 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2133 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2134 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2135 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2136 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2137 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2138 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2139 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2140 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2141 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2142 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2143 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2144 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2145 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2146 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2147 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2148 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2149 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2150 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2151 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2152 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2153 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2154 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2172 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2225 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2226 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2227 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2228 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2229 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2230 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2231 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2232 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2233 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2234 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2235 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2243 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2244 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2245 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2246 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2247 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2248 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2249 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2250 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2251 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2252 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2253 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2254 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2255 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2256 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2257 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2258 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2259 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2260 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2272 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2330 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2331 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2332 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2333 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2334 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2335 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2336 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2337 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2338 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2339 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2340 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2341 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2342 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2343 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2344 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2345 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2346 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2347 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2348 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2349 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2350 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2351 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2352 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2353 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2354 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2355 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2363 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2364 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2365 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2366 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2367 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2368 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2369 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2370 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2371 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2372 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2373 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2374 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2375 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2376 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2377 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2378 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2379 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2380 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2381 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2393 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2429 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2430 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2431 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2432 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2433 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2434 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2435 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2436 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2437 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2438 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2439 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2440 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2441 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2442 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2443 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2444 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2445 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2462 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2535 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2536 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2537 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2538 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2539 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2540 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2541 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2542 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2543 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2544 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2545 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2546 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2547 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2548 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2549 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2550 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2551 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2552 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2553 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2554 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2555 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2556 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2557 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2558 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2559 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2560 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2561 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2579 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2643 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2644 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2645 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2646 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2647 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2648 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2649 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2650 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2651 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2659 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2660 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2661 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2662 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2663 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2664 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2665 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2666 +WARNING:root:Missing output parameter 'OEE' for ID: ID_2677 +WARNING:root:Missing output parameter 'OEE' for ID: ID_3523 +WARNING:root:Missing output parameter 'OEE' for ID: ID_3645 +INFO:root:Extracted data with 3579 valid records. +INFO:root:Cleaned data shape: (3579, 12) +INFO:root:Data scaling completed using MinMaxScaler +INFO:root:Data split into train (X_train: (2863, 4), y_train: (2863, 8)) and test (X_test: (716, 4), y_test: (716, 8)) +INFO:root:Saved train data to train_data_1.npz +INFO:root:Saved test data to test_data_1.npz +INFO:root:Scalers saved to scaler_X.pkl and scaler_y.pkl diff --git a/backend/app/data_preprocessing.py b/backend/app/data_preprocessing.py new file mode 100644 index 0000000000000000000000000000000000000000..5b49c39e25246bab76551a3a18b7fec430291460 --- /dev/null +++ b/backend/app/data_preprocessing.py @@ -0,0 +1,160 @@ +import json +import ast +import pandas as pd +import numpy as np +import pickle +import logging +from sklearn.preprocessing import StandardScaler, MinMaxScaler +from sklearn.model_selection import train_test_split + +# Logging setup +logging.basicConfig(filename='data_preprocessing.log', level=logging.INFO) + +class DataPreprocessor: + def __init__(self, file_path, input_params, output_params, scaler_type='MinMaxScaler', test_size=0.2): + self.file_path = file_path + self.input_params = input_params + self.output_params = output_params + self.scaler_type = scaler_type + self.test_size = test_size + self.data = self.load_json() + + def load_json(self): + """Load data from JSON file.""" + try: + with open(self.file_path, 'r') as file: + data = json.load(file) + logging.info(f"Successfully loaded JSON data from {self.file_path}") + return data + except Exception as e: + logging.error(f"Failed to load JSON file: {str(e)}") + raise + + def extract_data(self): + """Extract input and output data based on specified parameters.""" + input_data = {param: [] for param in self.input_params} + output_data = {param: [] for param in self.output_params} + ids = self.data[self.input_params[0]].keys() + + for id_key in ids: + valid = True + temp_input_data = {} + temp_output_data = {} + + for param in self.input_params: + value = self.data[param].get(id_key) + if value is not None: + temp_input_data[param] = value + else: + valid = False + logging.warning(f"Missing input parameter '{param}' for ID: {id_key}") + break + + if valid: + for param in self.output_params: + if param == 'Throughput': + throughput_value = self.data[param].get(id_key) + if throughput_value is not None: + try: + temp_output_data[param] = ast.literal_eval(throughput_value)['Sink'] + except (ValueError, SyntaxError): + valid = False + logging.error(f"Invalid format for 'Throughput' at ID: {id_key}") + break + else: + valid = False + logging.warning(f"Missing 'Throughput' parameter for ID: {id_key}") + break + else: + value = self.data[param].get(id_key) + if value is not None: + temp_output_data[param] = value + else: + valid = False + logging.warning(f"Missing output parameter '{param}' for ID: {id_key}") + break + + if valid: + for param in self.input_params: + input_data[param].append(temp_input_data[param]) + for param in self.output_params: + output_data[param].append(temp_output_data[param]) + + logging.info(f"Extracted data with {len(input_data[self.input_params[0]])} valid records.") + return pd.DataFrame(input_data), pd.DataFrame(output_data) + + def clean_data(self, input_df, output_df): + """Combine input and output data and clean it by removing rows with missing values.""" + combined_data = pd.concat([input_df, output_df], axis=1) + cleaned_data = combined_data.dropna() + logging.info(f"Cleaned data shape: {cleaned_data.shape}") + return cleaned_data + + def process_data(self, combined_data): + """Scale the input and output data using specified scaler.""" + if self.scaler_type == 'StandardScaler': + scaler_X = StandardScaler() + scaler_y = StandardScaler() + elif self.scaler_type == 'MinMaxScaler': + scaler_X = MinMaxScaler() + scaler_y = MinMaxScaler() + + X_processed = scaler_X.fit_transform(combined_data[self.input_params]) + y_processed = scaler_y.fit_transform(combined_data[self.output_params]) + logging.info(f"Data scaling completed using {self.scaler_type}") + return X_processed, y_processed, scaler_X, scaler_y + + def save_data(self, X_processed, y_processed, usage, index): + """Save processed data to .npz files for training/testing.""" + file_prefix = f"{usage}_data_{index}" + np.savez(f'{file_prefix}.npz', X=X_processed, y=y_processed) + logging.info(f"Saved {usage} data to {file_prefix}.npz") + + def save_scalers(self, scaler_X, scaler_y): + """Save scalers to pickle files.""" + with open('scaler_X.pkl', 'wb') as f: + pickle.dump(scaler_X, f) + with open('scaler_y.pkl', 'wb') as f: + pickle.dump(scaler_y, f) + logging.info("Scalers saved to scaler_X.pkl and scaler_y.pkl") + + def run(self, usage, index): + """Main preprocessing pipeline: extraction, cleaning, processing, and saving.""" + try: + # Step 1: Extract data + input_df, output_df = self.extract_data() + + # Step 2: Clean the data + cleaned_data = self.clean_data(input_df, output_df) + + # Step 3: Process the data (scaling) + X_processed, y_processed, scaler_X, scaler_y = self.process_data(cleaned_data) + + # Step 4: Split data into training and testing + X_train, X_test, y_train, y_test = train_test_split(X_processed, y_processed, test_size=self.test_size, random_state=42) + logging.info(f"Data split into train (X_train: {X_train.shape}, y_train: {y_train.shape}) and test (X_test: {X_test.shape}, y_test: {y_test.shape})") + + # Step 5: Save processed data + self.save_data(X_train, y_train, usage='train', index=index) + self.save_data(X_test, y_test, usage='test', index=index) + + # Step 6: Save scalers + self.save_scalers(scaler_X, scaler_y) + + except Exception as e: + logging.error(f"Data Preprocessing Failed: {str(e)}") + raise + +# Standalone execution for testing +if __name__ == '__main__': + # Specify input/output parameters and scaler type + input_params = ['AmountServer', 'Coolingdefect', 'InterarrivalTime', 'defekteModulanzahl'] + output_params = ['OEE', 'TotalAverageQueueLength', 'ProcessingTimeAverage', 'WaitingTimeAverage', 'MovingTimeAverage', 'FailedTimeAverage', 'BlockedTimeAverage', 'Throughput'] + scaler_type = 'MinMaxScaler' # or 'StandardScaler' + + # Provide file path to JSON data (adjust accordingly) + file_path = './datas/uploads/scenario_analysis_result_MAN_Test_hl.json' + + # Instantiate the data processor and run the preprocessing + preprocessor = DataPreprocessor(file_path, input_params, output_params, scaler_type) + preprocessor.run(usage='train', index=1) \ No newline at end of file diff --git a/backend/app/datas/processed/Experiment_1/data_1_test.npz b/backend/app/datas/processed/Experiment_1/data_1_test.npz new file mode 100644 index 0000000000000000000000000000000000000000..0214ec0c169aee59f8000da114db0c57e1c79b29 Binary files /dev/null and b/backend/app/datas/processed/Experiment_1/data_1_test.npz differ diff --git a/backend/app/datas/processed/Experiment_1/data_1_train.npz b/backend/app/datas/processed/Experiment_1/data_1_train.npz new file mode 100644 index 0000000000000000000000000000000000000000..88f3b7f37565b16b077a5df8c1b345ebe3d254d1 Binary files /dev/null and b/backend/app/datas/processed/Experiment_1/data_1_train.npz differ diff --git a/backend/app/datas/processed/Experiment_1/params.json b/backend/app/datas/processed/Experiment_1/params.json new file mode 100644 index 0000000000000000000000000000000000000000..551c773fdbc2a918e850d7885e99fba5c380c3e0 --- /dev/null +++ b/backend/app/datas/processed/Experiment_1/params.json @@ -0,0 +1,21 @@ +{ + "input_params": [ + "AmountServer", + "CoolingDefect", + "InterarrivalTime [s]", + "DefekteModulanzahl" + ], + "output_params": [ + "AverageServerUtilisation", + "AverageFlowTime [s]", + "OEE", + "TotalAverageQueueLength", + "ProcessingTimeAverage [s]", + "WaitingTimeAverage [s]", + "MovingTimeAverage [s]", + "FailedTimeAverage [s]", + "BlockedTimeAverage [s]", + "Throughput" + ] +} + \ No newline at end of file diff --git a/backend/app/datas/processed/Experiment_1/scaler_X.pkl b/backend/app/datas/processed/Experiment_1/scaler_X.pkl new file mode 100644 index 0000000000000000000000000000000000000000..c2761cfab116d23af3654c68b7c4e0d0cfbb1724 Binary files /dev/null and b/backend/app/datas/processed/Experiment_1/scaler_X.pkl differ diff --git a/backend/app/datas/processed/Experiment_1/scaler_y.pkl b/backend/app/datas/processed/Experiment_1/scaler_y.pkl new file mode 100644 index 0000000000000000000000000000000000000000..f41474d91c177a9bf85adefb6d3e1f4e21ce3625 Binary files /dev/null and b/backend/app/datas/processed/Experiment_1/scaler_y.pkl differ diff --git a/backend/app/datas/processed/__init__.py b/backend/app/datas/processed/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/backend/app/datas/uploads/__init__.py b/backend/app/datas/uploads/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/backend/app/datas/scenario_analysis_result_MAN_Test_hl.json b/backend/app/datas/uploads/scenario_analysis_result_MAN_Test_hl.json similarity index 100% rename from backend/app/datas/scenario_analysis_result_MAN_Test_hl.json rename to backend/app/datas/uploads/scenario_analysis_result_MAN_Test_hl.json diff --git a/backend/app/datas/scenario_analysis_result_MAN_Test_hl_new.json b/backend/app/datas/uploads/scenario_analysis_result_MAN_Test_hl_new.json similarity index 100% rename from backend/app/datas/scenario_analysis_result_MAN_Test_hl_new.json rename to backend/app/datas/uploads/scenario_analysis_result_MAN_Test_hl_new.json diff --git a/backend/app/models/Experiment_1/model.h5 b/backend/app/models/Experiment_1/model.h5 new file mode 100644 index 0000000000000000000000000000000000000000..0ce9831dd9bc8e5c40d0cfbd77299284e6b8a1b2 Binary files /dev/null and b/backend/app/models/Experiment_1/model.h5 differ diff --git a/backend/app/modeltrainingtest.py b/backend/app/modeltrainingtest.py new file mode 100644 index 0000000000000000000000000000000000000000..c304746a38bb140d0b6ae46850da8cedf4f2c359 --- /dev/null +++ b/backend/app/modeltrainingtest.py @@ -0,0 +1,111 @@ +import os +import json +import pickle +import numpy as np +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import MinMaxScaler, StandardScaler +import autokeras as ak +from concurrent.futures import ThreadPoolExecutor + +# Directories +UPLOAD_DIRECTORY = "./datas/uploads/" # same as data directory +MODEL_DIRECTORY = "./models/" +PROCESSED_DIRECTORY = "./datas/processed/" + +def load_processed_data(file_prefix): + """Load the processed training and testing data from .npz files.""" + try: + # Use os.path.join to ensure proper path construction + train_file_path = os.path.join(PROCESSED_DIRECTORY, f'{file_prefix}_train.npz') + test_file_path = os.path.join(PROCESSED_DIRECTORY, f'{file_prefix}_test.npz') + + # Load the .npz files + train_data = np.load(train_file_path) + test_data = np.load(test_file_path) + + X_train, y_train = train_data['X'], train_data['y'] + X_test, y_test = test_data['X'], test_data['y'] + + return X_train, X_test, y_train, y_test + except Exception as e: + print(f"Error loading processed data: {e}") + raise + + +def train_model(tuner_type, X_train, y_train, X_val, y_val, project_name, scaler_X, scaler_y, input_params, output_params): + """Train the model using the specified tuner and save the model and scalers.""" + regressor = ak.StructuredDataRegressor( + project_name=project_name, + tuner=tuner_type, + max_trials=100, + overwrite=True, + loss='mean_absolute_error' + ) + regressor.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=100) + + # Save the model and scalers + model_dir = os.path.join(MODEL_DIRECTORY, f"{project_name}_{tuner_type}") + os.makedirs(model_dir, exist_ok=True) + regressor.export_model().save(os.path.join(model_dir, "model.h5")) + + with open(os.path.join(model_dir, "scaler_X.pkl"), "wb") as f: + pickle.dump(scaler_X, f) + with open(os.path.join(model_dir, "scaler_y.pkl"), "wb") as f: + pickle.dump(scaler_y, f) + + # Save input and output params + params = {"input_params": input_params, "output_params": output_params} + with open(os.path.join(model_dir, "params.json"), "w") as f: + json.dump(params, f) + + print(f"Model saved at: {model_dir}") + return model_dir + + +def preprocess_data(file_prefix, input_params, output_params, scaler_type): + """Load and preprocess data using the specified scaler.""" + X_train, X_test, y_train, y_test = load_processed_data(file_prefix) + + # Apply the scaler to the data + if scaler_type == 'StandardScaler': + scaler_X = StandardScaler() + scaler_y = StandardScaler() + elif scaler_type == 'MinMaxScaler': + scaler_X = MinMaxScaler() + scaler_y = MinMaxScaler() + + X_train = scaler_X.fit_transform(X_train) + y_train = scaler_y.fit_transform(y_train) + X_test = scaler_X.transform(X_test) + y_test = scaler_y.transform(y_test) + + return X_train, X_test, y_train, y_test, scaler_X, scaler_y + + +def main(): + # Define parameters + project_name = "Experiment 1" # Define a project name + file_prefix = "data_1" # Change this to match the processed file prefix + input_params = ["AmountServer", "Coolingdefect", "InterarrivalTime", "defekteModulanzahl"] + output_params = ["AverageServerUtilisation", "AverageFlowTime", "OEE", "TotalAverageQueueLength", + "ProcessingTimeAverage", "WaitingTimeAverage", "MovingTimeAverage", "FailedTimeAverage", + "BlockedTimeAverage", "Throughput"] + scaler_type = "MinMaxScaler" # or "StandardScaler" + + # Preprocess data + X_train, X_test, y_train, y_test, scaler_X, scaler_y = preprocess_data(file_prefix, input_params, output_params, scaler_type) + + # Split data into validation set (X_val, y_val) using a portion of the training data + X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.1, random_state=42) + + # Train models with different tuners in parallel + tuners = ['random', 'bayesian', 'hyperband', 'greedy'] + with ThreadPoolExecutor() as executor: + futures = [executor.submit(train_model, tuner, X_train, y_train, X_val, y_val, project_name, + scaler_X, scaler_y, input_params, output_params) for tuner in tuners] + for future in futures: + future.result() # Wait for the result and catch any exceptions + + +if __name__ == "__main__": + main() diff --git a/backend/app/routers/__pycache__/trainR.cpython-39.pyc b/backend/app/routers/__pycache__/trainR.cpython-39.pyc index cec59f4b0c2a6efd02e9d71ac4288640f9552d40..1e36f4a330b26ff50a4e7c642cab1f791b785afa 100644 Binary files a/backend/app/routers/__pycache__/trainR.cpython-39.pyc and b/backend/app/routers/__pycache__/trainR.cpython-39.pyc differ diff --git a/backend/app/routers/__pycache__/uploadR.cpython-39.pyc b/backend/app/routers/__pycache__/uploadR.cpython-39.pyc index 084b38a5f4369b1931c53302b76b492f2c74197c..d9559ac62f59e2d6c6e75cdbc009592d84a7fd6b 100644 Binary files a/backend/app/routers/__pycache__/uploadR.cpython-39.pyc and b/backend/app/routers/__pycache__/uploadR.cpython-39.pyc differ diff --git a/backend/app/routers/trainR.py b/backend/app/routers/trainR.py index 51625c647c7c9568281427385c728f96cc7ecf9d..e36ced3b5841153913684fcfd0e0a59b12b142d3 100644 --- a/backend/app/routers/trainR.py +++ b/backend/app/routers/trainR.py @@ -1,74 +1,55 @@ import os import json import asyncio -from fastapi import APIRouter, HTTPException -from app.services.train_service import train_model_with_tuner, get_dataset_columns # Add get_dataset_columns +from typing import List +import pandas as pd +from fastapi import APIRouter, HTTPException, Depends +from app.services.train_service import preprocess_data +from app.schemas.train import DatasetColumnsRequest, PreprocessRequest, PreprocessResponse, TrainRequest from app.schemas.train import TrainRequest -from app.config import MODEL_DIRECTORY, UPLOAD_DIRECTORY +from app.config import MODEL_DIRECTORY, UPLOAD_DIRECTORY, PROCESSED_DIRECTORY from fastapi.responses import JSONResponse -router = APIRouter() - -# Run training for all tuners in parallel -async def run_training_for_all_tuners(data: TrainRequest): - tuners = ["random", "hyperband", "greedy", "bayesian"] - tasks = [] - # Create a task for each tuner - for tuner in tuners: - task = asyncio.create_task(train_model_with_tuner(data, tuner)) - tasks.append(task) - - # Wait for all tasks to complete - results = await asyncio.gather(*tasks) - return results +router = APIRouter() -@router.post("/train/") -async def train_model_route(data: TrainRequest): +@router.get("/datasets", response_model=List[str]) +def list_datasets(): + """Fetch available datasets from the upload directory.""" try: - # Run training tasks for all tuners in parallel - results = await run_training_for_all_tuners(data) - - project_name = data.project_name - input_params = data.input_params - output_params = data.output_params - - # Ensure model directory exists for the project - model_dir = os.path.join(MODEL_DIRECTORY, f"{project_name}_model") - os.makedirs(model_dir, exist_ok=True) - - # Save params.json with input and output params - params = { - "input_params": input_params, - "output_params": output_params, - } - with open(os.path.join(model_dir, "params.json"), "w") as f: - json.dump(params, f) - - # Return response with results from each training task - return JSONResponse(content={"message": "Training completed for all tuners", "results": results}) - + files = [f for f in os.listdir(UPLOAD_DIRECTORY) if f.endswith(('.json', '.csv'))] + return files except Exception as e: - raise HTTPException(status_code=500, detail=f"Error during training: {str(e)}") - -@router.get("/datasets") -async def get_datasets(): - try: - # Fetch all available datasets (CSV or JSON) - datasets = [ - f for f in os.listdir(UPLOAD_DIRECTORY) - if os.path.isfile(os.path.join(UPLOAD_DIRECTORY, f)) and (f.endswith('.csv') or f.endswith('.json')) - ] - return JSONResponse(content={"datasets": datasets}) + raise HTTPException(status_code=500, detail=str(e)) + +@router.post("/dataset-columns") +def get_dataset_columns(request: DatasetColumnsRequest): + """Fetch column names from a selected dataset.""" + file_path = os.path.join(UPLOAD_DIRECTORY, request.filename) + if not os.path.exists(file_path): + raise HTTPException(status_code=404, detail="File not found") + try: + if request.filename.endswith('.json'): + with open(file_path, 'r') as file: + data = json.load(file) + columns = list(data.keys()) + else: + df = pd.read_csv(file_path) + columns = df.columns.tolist() + return {"columns": columns} except Exception as e: - return JSONResponse(status_code=500, content={"message": f"Error reading datasets directory: {str(e)}"}) - -@router.get("/train/dataset-columns/{dataset_name}") -async def get_columns(dataset_name: str): + raise HTTPException(status_code=500, detail=str(e)) + +@router.post("/preprocess", response_model=PreprocessResponse) +def preprocess(request: PreprocessRequest): + """Run preprocessing on the selected dataset.""" + file_path = os.path.join(UPLOAD_DIRECTORY, request.filename) + if not os.path.exists(file_path): + raise HTTPException(status_code=404, detail="File not found") + try: - # Fetch columns from the specified dataset (either CSV or JSON) - columns = await get_dataset_columns(dataset_name) - return JSONResponse(content={"columns": columns}) + processed_data = preprocess_data(file_path, request.input_params, request.output_params, request.scaler_type) + return processed_data except Exception as e: - return JSONResponse(status_code=500, content={"message": f"Error fetching columns: {str(e)}"}) + raise HTTPException(status_code=500, detail=str(e)) diff --git a/backend/app/schemas/__pycache__/train.cpython-39.pyc b/backend/app/schemas/__pycache__/train.cpython-39.pyc index 54a30561951f4b13a0299b049bc62e3de6e76a17..e6c677f74c00f7da075bedee5d69b605b0d8e485 100644 Binary files a/backend/app/schemas/__pycache__/train.cpython-39.pyc and b/backend/app/schemas/__pycache__/train.cpython-39.pyc differ diff --git a/backend/app/schemas/__pycache__/upload.cpython-39.pyc b/backend/app/schemas/__pycache__/upload.cpython-39.pyc index fab9393ddaa67cf3146fd9dcb26567342270b989..632e58078611219a28aa8799c08a71d959a20607 100644 Binary files a/backend/app/schemas/__pycache__/upload.cpython-39.pyc and b/backend/app/schemas/__pycache__/upload.cpython-39.pyc differ diff --git a/backend/app/schemas/train.py b/backend/app/schemas/train.py index f2f1de556ee42128ec8faf53a63050a090ec3156..8576e576218dd77dd5ecb11d162b7f0bb46cc084 100644 --- a/backend/app/schemas/train.py +++ b/backend/app/schemas/train.py @@ -1,6 +1,18 @@ from pydantic import BaseModel from typing import List +class PreprocessRequest(BaseModel): + file_name: str # Name of the selected dataset + input_params: List[str] # List of selected input columns + output_params: List[str] # List of selected output columns + scaler_type: str # Type of scaler ('StandardScaler' or 'MinMaxScaler') + +class PreprocessResponse(BaseModel): + message: str # Success message + processed_data_preview: dict # Sample of preprocessed data (for verification) + +class DatasetColumnsRequest(BaseModel): + dataset_name: str class TrainRequest(BaseModel): """ Schema for the model training request. diff --git a/backend/app/services/__pycache__/predict_service.cpython-39.pyc b/backend/app/services/__pycache__/predict_service.cpython-39.pyc index a4510a0aaf14539ee530a1c34517fe02817353a3..c70d682eff7e4a476e0886f564b25031a2a0652a 100644 Binary files a/backend/app/services/__pycache__/predict_service.cpython-39.pyc and b/backend/app/services/__pycache__/predict_service.cpython-39.pyc differ diff --git a/backend/app/services/__pycache__/train_service.cpython-39.pyc b/backend/app/services/__pycache__/train_service.cpython-39.pyc index 9eb58db7d5e726c25219acbea406b4869e0699e8..fc4d9dcd464a82f5c174cea2967b311acc1e77f3 100644 Binary files a/backend/app/services/__pycache__/train_service.cpython-39.pyc and b/backend/app/services/__pycache__/train_service.cpython-39.pyc differ diff --git a/backend/app/services/predict_service.py b/backend/app/services/predict_service.py index e7dc8c30dc6dd97e5553f0957f19d06cf3afa085..cde70fea03cf344dbb56e9ad027f709dc90a3eb3 100644 --- a/backend/app/services/predict_service.py +++ b/backend/app/services/predict_service.py @@ -4,42 +4,59 @@ import numpy as np import json from fastapi import HTTPException from app.schemas.predict import PredictRequest -from app.config import MODEL_DIRECTORY +from app.config import MODEL_DIRECTORY, PROCESSED_DIRECTORY # from tensorflow.keras.models import load_model # changes depending on Tensorflow version from tensorflow import keras from keras.layers import Dense from keras.models import Sequential, load_model -from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import MinMaxScaler, StandardScaler +import logging + +# Set up logging +logging.basicConfig(level=logging.DEBUG) def make_prediction(data: PredictRequest): try: project_name = data.project_name input_data = data.input_data - # Load model and scalers - model_dir = os.path.join(MODEL_DIRECTORY, f"{project_name}_model") + # Log received data for debugging + logging.debug(f"Received request for project: {project_name}, input data: {input_data}") + + model_dir = os.path.join(MODEL_DIRECTORY, f"{project_name}") + scaler_dir = os.path.join(PROCESSED_DIRECTORY, f"{project_name}") model_path = os.path.join(model_dir, "model.h5") - + + # Log model path + logging.debug(f"Model path: {model_path}") + if not os.path.exists(model_path): + logging.error(f"Model file does not exist at {model_path}") raise HTTPException(status_code=400, detail="Model file does not exist.") model = load_model(model_path) - scaler_X = joblib.load(os.path.join(model_dir, "scaler_X.pkl")) - scaler_y = joblib.load(os.path.join(model_dir, "scaler_y.pkl")) + scaler_X = joblib.load(os.path.join(scaler_dir, "scaler_X.pkl")) + scaler_y = joblib.load(os.path.join(scaler_dir, "scaler_y.pkl")) # Load input/output parameters - params_path = os.path.join(model_dir, "params.json") + params_path = os.path.join(PROCESSED_DIRECTORY, f"{project_name}", "params.json") + + # Log params path + logging.debug(f"Params path: {params_path}") + if not os.path.exists(params_path): + logging.error(f"Parameters file does not exist at {params_path}") raise HTTPException(status_code=400, detail="Parameters file does not exist.") with open(params_path, "r") as f: params = json.load(f) - input_params = params["input_params"] - output_params = params["output_params"] + input_params = params.get("input_params", []) + output_params = params.get("output_params", []) # Ensure input data matches the expected structure - input_scaled = scaler_X.transform(np.array([list(input_data.values())])) + input_values = [input_data[param] for param in input_params] + input_scaled = scaler_X.transform(np.array([input_values])) # Make prediction prediction_scaled = model.predict(input_scaled) @@ -51,4 +68,5 @@ def make_prediction(data: PredictRequest): "output_params": output_params } except Exception as e: + logging.error(f"Error during prediction: {str(e)}") raise HTTPException(status_code=500, detail=f"Error during prediction: {str(e)}") diff --git a/backend/app/services/train_service.py b/backend/app/services/train_service.py index 2ef612a36eea3a833785c73c9766d3bb158b899c..1d99ba5a4b96c69df1da92f376cb291b4e44245b 100644 --- a/backend/app/services/train_service.py +++ b/backend/app/services/train_service.py @@ -1,96 +1,200 @@ +from fastapi import FastAPI, HTTPException, UploadFile, File import os import json import pandas as pd -import joblib +from typing import List +from pydantic import BaseModel +import logging from app.schemas.train import TrainRequest import pickle -from fastapi import HTTPException -from app.config import UPLOAD_DIRECTORY, MODEL_DIRECTORY +from app.config import UPLOAD_DIRECTORY, MODEL_DIRECTORY, PROCESSED_DIRECTORY from sklearn.model_selection import train_test_split -from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import MinMaxScaler, StandardScaler import autokeras as ak -async def get_dataset_columns(dataset_name: str): - """ - Fetch columns from a dataset file (JSON or CSV). - """ - dataset_path = os.path.join(UPLOAD_DIRECTORY, dataset_name) # Treat as file - - if not os.path.exists(dataset_path): - raise HTTPException(status_code=404, detail=f"Dataset file '{dataset_name}' not found.") - - try: - if dataset_name.endswith(".json"): - with open(dataset_path, "r") as f: - data = json.load(f) - return {"columns": list(data[0].keys())} # Extract keys from first JSON object - elif dataset_name.endswith(".csv"): - df = pd.read_csv(dataset_path) - return {"columns": df.columns.tolist()} # Extract column names - else: - raise HTTPException(status_code=400, detail="Unsupported file format.") - except Exception as e: - raise HTTPException(status_code=500, detail=f"Error reading dataset columns: {str(e)}") - - -async def train_model_with_tuner(data, tuner_type): - """ - Train a model with the specified tuner type using input and output params. - """ - try: - # Load dataset (JSON or CSV) - # project_dir = os.path.join(UPLOAD_DIRECTORY, data.project_name) - data_path = os.path.join(UPLOAD_DIRECTORY, data.dataset_name) #using dataset_name directly - - if not os.path.exists(data_path): - raise HTTPException(status_code=400, detail="Data file does not exist.") - - with open(data_path, "r") as f: +def preprocess_data(file_name: str, input_params: list, output_params: list, scaler_type: str): + file_path = os.path.join(UPLOAD_DIRECTORY, file_name) + if not os.path.exists(file_path): + raise FileNotFoundError(f"File {file_name} not found.") + + # Load data based on file type + if file_name.endswith(".json"): + with open(file_path, 'r') as f: data = json.load(f) + df = pd.DataFrame.from_dict(data) + elif file_name.endswith(".csv"): + df = pd.read_csv(file_path) + else: + raise ValueError("Unsupported file format. Only JSON and CSV are allowed.") + + # Validate columns + missing_columns = set(input_params + output_params) - set(df.columns) + if missing_columns: + raise ValueError(f"Missing columns in dataset: {missing_columns}") + + # Extract input and output data + input_data = df[input_params].copy() + output_data = df[output_params].copy() + + # Handle missing values + df_cleaned = pd.concat([input_data, output_data], axis=1).dropna() + + # Apply scaling + if scaler_type == 'StandardScaler': + scaler_X = StandardScaler() + scaler_y = StandardScaler() + elif scaler_type == 'MinMaxScaler': + scaler_X = MinMaxScaler() + scaler_y = MinMaxScaler() + else: + raise ValueError("Invalid scaler type. Use 'StandardScaler' or 'MinMaxScaler'.") + + scaled_X = scaler_X.fit_transform(df_cleaned[input_params]) + scaled_y = scaler_y.fit_transform(df_cleaned[output_params]) + + # Convert to DataFrame for easier handling + processed_df = pd.DataFrame(scaled_X, columns=input_params) + processed_df[output_params] = scaled_y + + # Return a sample of processed data + return processed_df.head(5).to_dict() - # Ensure input/output parameters exist in the dataset - missing_input_params = [param for param in data.input_params if param not in data] - missing_output_params = [param for param in data.output_params if param not in data] - if missing_input_params or missing_output_params: - raise HTTPException(status_code=400, detail=f"Missing parameters: {', '.join(missing_input_params + missing_output_params)}") - # Prepare data for training - input_data = pd.DataFrame({param: data[param] for param in data.input_params}) - output_data = pd.DataFrame({param: data[param] for param in data.output_params}) - # Split data - X_train, X_test, y_train, y_test = train_test_split(input_data, output_data, test_size=0.2, random_state=42) - # Scale data - scaler_X = MinMaxScaler() - scaler_y = MinMaxScaler() - X_train_scaled = scaler_X.fit_transform(X_train) - y_train_scaled = scaler_y.fit_transform(y_train) - - # Train model - regressor = ak.StructuredDataRegressor( - project_name=data.project_name, - tuner=tuner_type, - max_trials=100, - overwrite=True, - loss='mean_absolute_error' - ) - regressor.fit(X_train_scaled, y_train_scaled, epochs=100, validation_split=0.1) - - # Save model and scaler - model_dir = os.path.join(MODEL_DIRECTORY, f"{data.project_name}_{tuner_type}") - os.makedirs(model_dir, exist_ok=True) - regressor.export_model().save(os.path.join(model_dir, "model.h5")) - joblib.dump(scaler_X, os.path.join(model_dir, "scaler_X.pkl")) - joblib.dump(scaler_y, os.path.join(model_dir, "scaler_y.pkl")) - - # Save input and output params - params = {"input_params": data.input_params, "output_params": data.output_params} - with open(os.path.join(model_dir, "params.json"), "w") as f: - json.dump(params, f) - - return {"tuner": tuner_type, "status": "success", "model_path": model_dir} - - except Exception as e: - return {"tuner": tuner_type, "status": "failed", "error": str(e)} + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# import os +# import json +# import pandas as pd +# import joblib +# from app.schemas.train import TrainRequest +# import pickle +# from fastapi import HTTPException +# from app.config import UPLOAD_DIRECTORY, MODEL_DIRECTORY +# from sklearn.model_selection import train_test_split +# from sklearn.preprocessing import MinMaxScaler +# import autokeras as ak + +# async def get_dataset_columns(dataset_name: str): +# """ +# Fetch columns from a dataset file (JSON or CSV). +# """ +# dataset_path = os.path.join(UPLOAD_DIRECTORY, dataset_name) # Treat as file + +# if not os.path.exists(dataset_path): +# raise HTTPException(status_code=404, detail=f"Dataset file '{dataset_name}' not found.") + +# try: +# if dataset_name.endswith(".json"): +# with open(dataset_path, "r") as f: +# data = json.load(f) +# return {"columns": list(data[0].keys())} # Extract keys from first JSON object +# elif dataset_name.endswith(".csv"): +# df = pd.read_csv(dataset_path) +# return {"columns": df.columns.tolist()} # Extract column names +# else: +# raise HTTPException(status_code=400, detail="Unsupported file format.") +# except Exception as e: +# raise HTTPException(status_code=500, detail=f"Error reading dataset columns: {str(e)}") + + +# async def train_model_with_tuner(data, tuner_type): +# """ +# Train a model with the specified tuner type using input and output params. +# """ +# try: +# # Load dataset (JSON or CSV) +# # project_dir = os.path.join(UPLOAD_DIRECTORY, data.project_name) +# data_path = os.path.join(UPLOAD_DIRECTORY, data.dataset_name) #using dataset_name directly + +# if not os.path.exists(data_path): +# raise HTTPException(status_code=400, detail="Data file does not exist.") + +# with open(data_path, "r") as f: +# data = json.load(f) + +# # Ensure input/output parameters exist in the dataset +# missing_input_params = [param for param in data.input_params if param not in data] +# missing_output_params = [param for param in data.output_params if param not in data] + +# if missing_input_params or missing_output_params: +# raise HTTPException(status_code=400, detail=f"Missing parameters: {', '.join(missing_input_params + missing_output_params)}") + +# # Prepare data for training +# input_data = pd.DataFrame({param: data[param] for param in data.input_params}) +# output_data = pd.DataFrame({param: data[param] for param in data.output_params}) + +# # Split data +# X_train, X_test, y_train, y_test = train_test_split(input_data, output_data, test_size=0.2, random_state=42) + +# # Scale data +# scaler_X = MinMaxScaler() +# scaler_y = MinMaxScaler() +# X_train_scaled = scaler_X.fit_transform(X_train) +# y_train_scaled = scaler_y.fit_transform(y_train) + +# # Train model +# regressor = ak.StructuredDataRegressor( +# project_name=data.project_name, +# tuner=tuner_type, +# max_trials=100, +# overwrite=True, +# loss='mean_absolute_error' +# ) +# regressor.fit(X_train_scaled, y_train_scaled, epochs=100, validation_split=0.1) + +# # Save model and scaler +# model_dir = os.path.join(MODEL_DIRECTORY, f"{data.project_name}_{tuner_type}") +# os.makedirs(model_dir, exist_ok=True) +# regressor.export_model().save(os.path.join(model_dir, "model.h5")) +# joblib.dump(scaler_X, os.path.join(model_dir, "scaler_X.pkl")) +# joblib.dump(scaler_y, os.path.join(model_dir, "scaler_y.pkl")) + +# # Save input and output params +# params = {"input_params": data.input_params, "output_params": data.output_params} +# with open(os.path.join(model_dir, "params.json"), "w") as f: +# json.dump(params, f) + +# return {"tuner": tuner_type, "status": "success", "model_path": model_dir} + +# except Exception as e: +# return {"tuner": tuner_type, "status": "failed", "error": str(e)} diff --git a/frontend/src/api.js b/frontend/src/api.js index 2c01dc2bdae66021061c1f53eb90a89784ae0aee..5367a91bf96a9926948ec1d7058c045cac954b0c 100644 --- a/frontend/src/api.js +++ b/frontend/src/api.js @@ -1,37 +1,61 @@ import axios from "axios"; -const API_BASE_URL = "http://localhost:8000"; - -// Upload a JSON file for a specific project -export const uploadJson = (file, projectName) => { - const formData = new FormData(); - formData.append("file", file); - return axios.post(`${API_BASE_URL}/upload`, formData, { - headers: { "Content-Type": "multipart/form-data" }, - params: { project_name: projectName }, - }); -}; +const API_BASE_URL = "http://localhost:8000/train"; // Update base for training-related endpoints -// Fetch available datasets from app/datas +// Fetch available datasets from the backend export const fetchDatasets = async () => { try { - const response = await axios.get('http://localhost:8000/datasets'); - return response.data; // List of datasets from backend + const response = await axios.get(`${API_BASE_URL}/datasets`); + return response.data.datasets; // Adjust based on backend response structure } catch (error) { console.error("Error fetching datasets:", error); throw error; } }; +// Fetch column names of a selected dataset +export const fetchDatasetColumns = async (datasetName) => { + try { + const response = await axios.get(`${API_BASE_URL}/dataset-columns/${encodeURIComponent(datasetName)}`); + // Ensure response contains 'columns' array and is not undefined/null + return response.data.columns || []; // Return empty array if columns are not available + } catch (error) { + console.error("Error fetching dataset columns:", error); + throw error; + } +}; + +// Trigger preprocessing before training +export const preprocessDataset = async (data) => { + try { + const response = await axios.post(`${API_BASE_URL}/preprocess`, data); + return response.data; // Expect preprocessing confirmation or output + } catch (error) { + console.error("Error preprocessing data:", error); + throw error; + } +}; -// Train a model using a selected dataset -export const trainModel = (data) => { - return axios.post(`${API_BASE_URL}/train`, data); +// Train a model with all tuner types in parallel +export const trainModel = async (data) => { + try { + const response = await axios.post(`${API_BASE_URL}/train`, data); + return response.data; + } catch (error) { + console.error("Error training model:", error); + throw error; + } }; // Make predictions using the trained model -export const makePrediction = (data) => { - return axios.post(`${API_BASE_URL}/predict`, data); +export const makePrediction = async (data) => { + try { + const response = await axios.post(`${API_BASE_URL}/predict`, data); + return response.data; + } catch (error) { + console.error("Error making predictions:", error); + throw error; + } }; diff --git a/frontend/src/components/Predict.jsx b/frontend/src/components/Predict.jsx index bb33da86f7d6fc806e08d6ff136e0f4660f716e1..5acaf8bf5fb547ecf4a5ce675607a67dee7f9df3 100644 --- a/frontend/src/components/Predict.jsx +++ b/frontend/src/components/Predict.jsx @@ -1,56 +1,35 @@ import React, { useState, useEffect } from "react"; -import { makePrediction } from "../api.js"; + +// Static data for testing purposes +const models = ["Experiment_1", "Experiment_2", "Experiment_3"]; +const inputParams = ["AmountServer", "CoolingDefect", "InterarrivalTime", "DefekteModulanzahl"]; +const outputParams = [ + "AverageServerUtilisation", + "AverageFlowTime", + "OEE", + "TotalAverageQueueLength", + "ProcessingTimeAverage", + "WaitingTimeAverage", + "MovingTimeAverage", + "FailedTimeAverage", + "BlockedTimeAverage", + "Throughput" +]; + +const staticPrediction = { + prediction: [0.89, 45898.48, 0.89, 0.51, 21265.73, 21773.21, 183.75, 0, 2192.59, 10.88], // example prediction output +}; const Predict = () => { - const [models, setModels] = useState([]); // Initialize models state - const [selectedModel, setSelectedModel] = useState(""); // Selected model from dropdown + const [selectedModel, setSelectedModel] = useState(""); const [inputData, setInputData] = useState({}); const [prediction, setPrediction] = useState(null); - const [inputParams, setInputParams] = useState([]); // Store input parameters from the selected model - - // Fetch models from the backend (models in MODEL_DIRECTORY) - useEffect(() => { - const fetchModels = async () => { - try { - const response = await fetch("http://127.0.0.1:8000/predict/models"); - const result = await response.json(); - setModels(result.models); // Set models once fetched - } catch (error) { - console.error("Error fetching models:", error); - } - }; - - fetchModels(); - }, []); // Fetch models only once when the component mounts - - // Fetch model parameters when a model is selected - useEffect(() => { - const fetchModelParams = async () => { - if (selectedModel) { - try { - const response = await fetch(`http://127.0.0.1:8000/predict/params/${selectedModel}`); - const result = await response.json(); - setInputParams(result.input_params); // Set input parameters - } catch (error) { - console.error("Error fetching model parameters:", error); - } - } - }; - - fetchModelParams(); - }, [selectedModel]); // Fetch params whenever a new model is selected - - const handlePredict = async () => { - const data = { - project_name: selectedModel, // Model name now used instead of project name - input_data: inputData, - }; - try { - const res = await makePrediction(data); - setPrediction(res.data.prediction); - } catch (error) { - console.error("Error making prediction:", error); - } + + // Simulate the prediction logic (hardcoded for appearance) + const handlePredict = () => { + // Here we would normally call an API to make the prediction + // For testing, we are using static data + setPrediction(staticPrediction.prediction); }; const handleInputChange = (e, param) => { @@ -63,23 +42,19 @@ const Predict = () => { return ( <div> <h2>Make Prediction</h2> - - {/* Dropdown to select the model */} + + {/* Model Selection Dropdown */} <select value={selectedModel} onChange={(e) => setSelectedModel(e.target.value)}> <option value="">Select Model</option> - {models.length > 0 ? ( - models.map((model, index) => ( - <option key={index} value={model}> - {model} - </option> - )) - ) : ( - <option value="">No models available</option> - )} + {models.map((model, index) => ( + <option key={index} value={model}> + {model} + </option> + ))} </select> - {/* Dynamically render input fields based on the selected model's parameters */} - {inputParams.length > 0 && + {/* Input Fields for Parameters */} + {inputParams.length > 0 ? ( inputParams.map((param, index) => ( <div key={index}> <label>{param}</label> @@ -90,11 +65,26 @@ const Predict = () => { onChange={(e) => handleInputChange(e, param)} /> </div> - ))} + )) + ) : ( + <div>No input parameters available</div> + )} + {/* Button to Trigger Prediction */} <button onClick={handlePredict}>Predict</button> - {prediction && <pre>{JSON.stringify(prediction, null, 2)}</pre>} + {/* Display Output Params */} + {outputParams.length > 0 && prediction && ( + <div> + <h3>Prediction Results</h3> + {outputParams.map((param, index) => ( + <div key={index}> + <strong>{param}: </strong> + {prediction[index]} + </div> + ))} + </div> + )} </div> ); }; @@ -105,375 +95,126 @@ export default Predict; -// import { useState, useEffect } from "react"; -// import axios from "axios"; -// const API_BASE_URL = "http://localhost:8000"; // Update if needed -// const ModelManager = () => { -// const [models, setModels] = useState([]); -// const [selectedModel, setSelectedModel] = useState(""); -// const [inputParams, setInputParams] = useState([]); -// const [outputParams, setOutputParams] = useState([]); -// const [inputValues, setInputValues] = useState({}); -// const [predictions, setPredictions] = useState(null); -// const [file, setFile] = useState(null); -// // Fetch available models -// useEffect(() => { -// const fetchModels = async () => { -// try { -// const res = await axios.get(`${API_BASE_URL}/models`); -// setModels(res.data.models); -// } catch (err) { -// console.error("Error fetching models:", err); -// } -// }; -// fetchModels(); -// }, []); - -// // Upload a new model -// const handleUpload = async () => { -// if (!file) { -// alert("Please select a model file to upload."); -// return; -// } -// const formData = new FormData(); -// formData.append("file", file); - -// try { -// const res = await axios.post(`${API_BASE_URL}/upload`, formData, { -// headers: { "Content-Type": "multipart/form-data" }, -// }); -// alert(res.data.message); -// setModels([...models, res.data.model_name]); // Update model list -// } catch (error) { -// console.error("Error uploading model:", error); -// } -// }; - -// // Load a selected model -// const handleLoadModel = async () => { -// if (!selectedModel) { -// alert("Please select a model."); -// return; -// } -// try { -// const res = await axios.post( -// `${API_BASE_URL}/load_model`, -// { model_name: selectedModel }, -// { headers: { "Content-Type": "application/json" } } -// ); -// alert(res.data.message); - -// // Fetch input/output parameters -// const modelInfoRes = await axios.get(`${API_BASE_URL}/model_info/${selectedModel}`); -// setInputParams(modelInfoRes.data.input_params || []); -// setOutputParams(modelInfoRes.data.output_params || []); - -// // Initialize inputValues with empty/default values -// const defaultInputs = modelInfoRes.data.input_params.reduce((acc, param) => { -// acc[param] = ""; // Initialize with an empty string or default value -// return acc; -// }, {}); -// setInputValues(defaultInputs); -// } catch (error) { -// console.error("Error loading model:", error.response?.data || error.message); -// } -// }; - -// // Handle input parameter changes -// const handleInputChange = (param, value) => { -// setInputValues({ ...inputValues, [param]: parseFloat(value) || 0 }); -// }; - -// // Make a prediction -// const handlePredict = async () => { -// if (!selectedModel) { -// alert("Please select a model first."); -// return; -// } -// try { -// const res = await axios.post(`${API_BASE_URL}/predict`, { -// model_name: selectedModel, -// input_data: inputValues, -// }); -// setPredictions(res.data.prediction); -// } catch (error) { -// console.error("Error making prediction:", error); -// } -// }; - -// return ( -// <div className="container mx-auto p-6"> -// <h2 className="text-2xl font-semibold mb-6">Model Manager</h2> - -// {/* Upload Section */} -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Upload New Model</h3> -// <input type="file" onChange={(e) => setFile(e.target.files[0])} className="block mb-4 p-2 border rounded-md" /> -// <button onClick={handleUpload} className="bg-blue-500 text-white px-4 py-2 rounded-lg hover:bg-blue-600 transition-colors"> -// Upload Model -// </button> -// </div> - -// {/* Model Selection */} -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Select Model</h3> -// <select -// value={selectedModel} -// onChange={(e) => setSelectedModel(e.target.value)} -// className="block mb-4 p-2 border rounded-md w-full" -// > -// <option value="">-- Select a model --</option> -// {models.map((model, idx) => ( -// <option key={idx} value={model}>{model}</option> -// ))} -// </select> -// <button onClick={handleLoadModel} className="bg-green-500 text-white px-4 py-2 rounded-lg hover:bg-green-600 transition-colors"> -// Load Model -// </button> -// </div> - -// {/* Input Values (Dynamically Generated) */} -// {inputParams.length > 0 && ( -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Enter Input Values</h3> -// {inputParams.map((param, idx) => ( -// <div key={idx} className="mb-4"> -// <label className="block text-sm font-medium mb-2">{param}</label> -// <input -// type="number" -// placeholder={`Enter ${param}`} -// className="block p-2 border rounded-md w-full" -// value={inputValues[param] || ""} -// onChange={(e) => handleInputChange(param, e.target.value)} -// /> -// </div> -// ))} -// </div> -// )} - -// {/* Prediction Button */} -// {inputParams.length > 0 && ( -// <div className="text-center mb-6"> -// <button onClick={handlePredict} className="bg-purple-500 text-white px-6 py-2 rounded-lg hover:bg-purple-600 transition-colors"> -// Make Prediction -// </button> -// </div> -// )} - -// {/* Prediction Results (Dynamically Generated) */} -// {predictions && ( -// <div className="bg-white p-4 rounded-lg shadow-md"> -// <h3 className="text-lg font-medium mb-4">Prediction Results:</h3> -// <ul> -// {outputParams.map((param, idx) => ( -// <li key={idx} className="mb-2"> -// <strong>{param}:</strong> {predictions[param]} -// </li> -// ))} -// </ul> -// </div> -// )} -// </div> -// ); -// }; -// export default ModelManager; - -///////////////////////////////////////////////////////////////////////////////////////////////////////// - -// import { useState, useEffect } from "react"; -// import axios from "axios"; - -// const API_BASE_URL = "http://localhost:8000"; // Update if your backend is running elsewhere - -// const ModelManager = () => { -// const [models, setModels] = useState([]); -// const [selectedModel, setSelectedModel] = useState(""); -// const [inputParams, setInputParams] = useState([]); -// const [outputParams, setOutputParams] = useState([]); -// const [inputValues, setInputValues] = useState({}); -// const [predictions, setPredictions] = useState(null); -// const [file, setFile] = useState(null); - -// // Fetch available models -// const fetchModels = async () => { -// try { -// const res = await axios.get(`${API_BASE_URL}/models`); -// setModels(res.data.models); -// } catch (err) { -// console.error("Error fetching models:", err); -// } -// }; - -// useEffect(() => { -// fetchModels(); -// }, []); - -// // Upload a new model -// const handleUpload = async () => { -// if (!file) { -// alert("Please select a model file to upload."); -// return; -// } -// const formData = new FormData(); -// formData.append("file", file); - -// try { -// const res = await axios.post(`${API_BASE_URL}/upload`, formData, { -// headers: { "Content-Type": "multipart/form-data" }, -// }); -// alert(res.data.message); -// fetchModels(); // Refresh models list after upload -// } catch (error) { -// console.error("Error uploading model:", error); -// } -// }; - -// // Load a selected model -// const handleLoadModel = async () => { -// if (!selectedModel) { -// alert("Please select a model."); -// return; -// } -// try { -// const res = await axios.post(`${API_BASE_URL}/load_model`, { -// model_name: selectedModel, -// }, { -// headers: { "Content-Type": "application/json" }, -// }); -// alert(res.data.message); - -// // Fetch model input/output parameters safely -// const modelInfoRes = await axios.get(`${API_BASE_URL}/model_info/${selectedModel}`); -// setInputParams(modelInfoRes.data.input_params || []); // Default to empty array if undefined -// setOutputParams(modelInfoRes.data.output_params || []); // Default to empty array if undefined -// } catch (error) { -// console.error("Error loading model:", error.response?.data || error.message); -// } -// }; - -// // Handle input parameter changes -// const handleInputChange = (param, value) => { -// setInputValues({ ...inputValues, [param]: parseFloat(value) || 0 }); -// }; - -// // Make a prediction -// const handlePredict = async () => { -// if (!selectedModel) { -// alert("Please select a model first."); -// return; -// } -// if (inputParams.length === 0 || outputParams.length === 0) { -// alert("Define both input and output parameters."); -// return; -// } - -// try { -// const res = await axios.post(`${API_BASE_URL}/predict`, { -// model_name: selectedModel, -// input_data: inputValues, -// input_params: inputParams, -// output_params: outputParams, -// }); -// setPredictions(res.data.prediction); -// } catch (error) { -// console.error("Error making prediction:", error); -// } -// }; - -// return ( -// <div className="container mx-auto p-6"> -// <h2 className="text-2xl font-semibold mb-6">Model Manager</h2> - -// {/* Upload Section */} -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Upload New Model</h3> -// <input type="file" onChange={(e) => setFile(e.target.files[0])} className="block mb-4 p-2 border rounded-md" /> -// <button onClick={handleUpload} className="bg-blue-500 text-white px-4 py-2 rounded-lg hover:bg-blue-600 transition-colors"> -// Upload Model -// </button> -// </div> - -// {/* Model Selection */} -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Select Model</h3> -// <select -// value={selectedModel} -// onChange={(e) => setSelectedModel(e.target.value)} -// className="block mb-4 p-2 border rounded-md w-full" -// > -// <option value="">-- Select a model --</option> -// {models.map((model, idx) => ( -// <option key={idx} value={model}>{model}</option> -// ))} -// </select> -// <button onClick={handleLoadModel} className="bg-green-500 text-white px-4 py-2 rounded-lg hover:bg-green-600 transition-colors"> -// Load Model -// </button> -// </div> - -// {/* Input Parameter Definition */} -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Define Input Parameters</h3> -// <input -// type="text" -// placeholder="Comma-separated inputs (e.g., AmountServer,Coolingdefect)" -// className="block mb-4 p-2 border rounded-md w-full" -// value={inputParams ? inputParams.join(", ") : ""} // Ensure inputParams is valid -// onChange={(e) => setInputParams(e.target.value.split(",").map((p) => p.trim()))} -// /> -// </div> - -// {/* Output Parameter Definition */} -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Define Output Parameters</h3> -// <input -// type="text" -// placeholder="Comma-separated outputs (e.g., Throughput,OEE)" -// className="block mb-4 p-2 border rounded-md w-full" -// value={outputParams ? outputParams.join(", ") : ""} // Ensure outputParams is valid -// onChange={(e) => setOutputParams(e.target.value.split(",").map((p) => p.trim()))} -// /> -// </div> - -// {/* Input Values */} -// <div className="bg-white p-4 rounded-lg shadow-md mb-6"> -// <h3 className="text-lg font-medium mb-4">Enter Input Values</h3> -// {inputParams.map((param, idx) => ( -// <div key={idx} className="mb-4"> -// <label className="block text-sm font-medium mb-2">{param}</label> -// <input -// type="number" -// placeholder={`Enter ${param}`} -// className="block p-2 border rounded-md w-full" -// onChange={(e) => handleInputChange(param, e.target.value)} -// /> -// </div> -// ))} -// </div> - -// {/* Prediction Button */} -// <div className="text-center mb-6"> -// <button onClick={handlePredict} className="bg-purple-500 text-white px-6 py-2 rounded-lg hover:bg-purple-600 transition-colors"> -// Make Prediction -// </button> -// </div> - -// {/* Prediction Results */} -// {predictions && ( -// <div className="bg-white p-4 rounded-lg shadow-md"> -// <h3 className="text-lg font-medium mb-4">Prediction Results:</h3> -// <pre className="whitespace-pre-wrap break-words">{JSON.stringify(predictions, null, 2)}</pre> -// </div> -// )} -// </div> -// ); -// }; -// export default ModelManager; + + + + + + + + + + + + + +// import React, { useState, useEffect } from "react"; +// import { makePrediction } from "../api.js"; + +// const Predict = () => { +// const [models, setModels] = useState([]); +// const [selectedModel, setSelectedModel] = useState(""); +// const [inputData, setInputData] = useState({}); +// const [prediction, setPrediction] = useState(null); +// const [inputParams, setInputParams] = useState([]); + +// useEffect(() => { +// const fetchModels = async () => { +// try { +// const response = await fetch("http://127.0.0.1:8000/predict/models"); +// const result = await response.json(); +// setModels(result.models); +// } catch (error) { +// console.error("Error fetching models:", error); +// } +// }; + +// fetchModels(); +// }, []); + +// useEffect(() => { +// const fetchModelParams = async () => { +// if (selectedModel) { +// try { +// const response = await fetch(`http://127.0.0.1:8000/predict/params/${selectedModel}`); +// const result = await response.json(); +// setInputParams(result.input_params || []); // Ensure inputParams is always an array +// } catch (error) { +// console.error("Error fetching model parameters:", error); +// setInputParams([]); // Reset to empty array if error occurs +// } +// } +// }; + +// fetchModelParams(); +// }, [selectedModel]); + +// const handlePredict = async () => { +// const data = { +// project_name: selectedModel, +// input_data: inputData, +// }; +// try { +// const res = await makePrediction(data); +// setPrediction(res.data.prediction); +// } catch (error) { +// console.error("Error making prediction:", error); +// } +// }; + +// const handleInputChange = (e, param) => { +// setInputData((prevData) => ({ +// ...prevData, +// [param]: e.target.value, +// })); +// }; + +// return ( +// <div> +// <h2>Make Prediction</h2> + +// <select value={selectedModel} onChange={(e) => setSelectedModel(e.target.value)}> +// <option value="">Select Model</option> +// {models.length > 0 ? ( +// models.map((model, index) => ( +// <option key={index} value={model}> +// {model} +// </option> +// )) +// ) : ( +// <option value="">No models available</option> +// )} +// </select> + +// {Array.isArray(inputParams) && inputParams.length > 0 ? ( +// inputParams.map((param, index) => ( +// <div key={index}> +// <label>{param}</label> +// <input +// type="text" +// placeholder={param} +// value={inputData[param] || ""} +// onChange={(e) => handleInputChange(e, param)} +// /> +// </div> +// )) +// ) : ( +// <div>No input parameters available</div> +// )} + +// <button onClick={handlePredict}>Predict</button> + +// {prediction && <pre>{JSON.stringify(prediction, null, 2)}</pre>} +// </div> +// ); +// }; + +// export default Predict; diff --git a/frontend/src/components/Train.jsx b/frontend/src/components/Train.jsx index 3bd426208d20978081e0ec9fd0cecfa6c3310734..ddbb2f1b4ed665b7e542382690a91ac3c459195b 100644 --- a/frontend/src/components/Train.jsx +++ b/frontend/src/components/Train.jsx @@ -1,75 +1,69 @@ import React, { useState, useEffect } from "react"; -import { trainModel } from "../api.js"; // Assuming trainModel is an API function +import { fetchDatasets, fetchDatasetColumns, preprocessDataset, trainModel } from "../api.js"; const Train = () => { const [projectName, setProjectName] = useState(""); - const [datasets, setDatasets] = useState([]); // Store available datasets + const [datasets, setDatasets] = useState([]); const [selectedDataset, setSelectedDataset] = useState(""); + const [datasetColumns, setDatasetColumns] = useState([]); const [inputParams, setInputParams] = useState([]); const [outputParams, setOutputParams] = useState([]); const [splitType, setSplitType] = useState("train_test"); - const [fetchError, setFetchError] = useState(null); // To store fetch error messages - const [datasetColumns, setDatasetColumns] = useState([]); // Store dataset columns + const [fetchError, setFetchError] = useState(null); - // Fetch datasets when the component mounts useEffect(() => { - const fetchDatasets = async () => { + const loadDatasets = async () => { try { - const response = await fetch("http://127.0.0.1:8000/train/datasets"); - if (!response.ok) { - throw new Error("Failed to fetch datasets"); - } - const result = await response.json(); - setDatasets(result.datasets); // Assuming the response contains the datasets under 'datasets' + const datasets = await fetchDatasets(); + setDatasets(datasets); } catch (error) { setFetchError(error.message); } }; - - fetchDatasets(); + loadDatasets(); }, []); - // Fetch columns of the selected dataset dynamically (for both JSON and CSV) useEffect(() => { - const fetchColumns = async () => { - if (!selectedDataset) return; - + if (!selectedDataset) return; // Only fetch when a dataset is selected + const loadDatasetColumns = async () => { try { - const response = await fetch(`http://127.0.0.1:8000/train/dataset-columns/${encodeURIComponent(selectedDataset)}`); - if (!response.ok) { - throw new Error(`Failed to fetch dataset columns: ${response.statusText}`); - } - const result = await response.json(); - setDatasetColumns(result.columns); // Use 'columns' key + const columns = await fetchDatasetColumns(selectedDataset); + setDatasetColumns(columns || []); } catch (error) { setFetchError(error.message); } }; + loadDatasetColumns(); + }, [selectedDataset]); - fetchColumns(); - }, []); - - const handleTrain = async () => { + const handlePreprocess = async () => { if (!selectedDataset) { alert("Please select a dataset."); return; } + try { + await preprocessDataset({ dataset_name: selectedDataset }); + alert("Preprocessing completed."); + } catch (error) { + console.error("Error preprocessing dataset:", error); + } + }; - const data = { - project_name: projectName, - dataset_name: selectedDataset, - input_params: inputParams, - output_params: outputParams, - split_type: splitType, - tuner_types: ["random", "bayesian", "hyperband", "greedy"], // Send all tuner types in parallel - }; - + const handleTrain = async () => { + if (!selectedDataset || inputParams.length === 0 || outputParams.length === 0) { + alert("Please complete all selections."); + return; + } try { - const res = await trainModel(data); + const res = await trainModel({ + project_name: projectName, + dataset_name: selectedDataset, + input_params: inputParams, + output_params: outputParams, + split_type: splitType, + tuner_types: ["random", "bayesian", "hyperband", "greedy"], + }); alert(res.data.message); - // Optionally, set params based on backend response after model is trained - setInputParams(res.data.input_params); - setOutputParams(res.data.output_params); } catch (error) { console.error("Error training model:", error); } @@ -78,38 +72,26 @@ const Train = () => { return ( <div> <h2>Train Model</h2> - <input - type="text" - placeholder="Project Name" - value={projectName} - onChange={(e) => setProjectName(e.target.value)} - /> + <input type="text" placeholder="Project Name" value={projectName} onChange={(e) => setProjectName(e.target.value)} /> + {fetchError ? <p style={{ color: "red" }}>Error: {fetchError}</p> : null} + <select value={selectedDataset} onChange={(e) => setSelectedDataset(e.target.value)}> + {/* <option value="">Select Dataset</option> + {datasets.map((dataset, index) => ( + <option key={index} value={dataset}>{dataset}</option> + ))} */} + </select> + <button onClick={handlePreprocess}>Preprocess</button> - {fetchError ? ( - <p style={{ color: "red" }}>Error: {fetchError}</p> - ) : ( - <select value={selectedDataset} onChange={(e) => setSelectedDataset(e.target.value)}> - <option value="">Select Dataset</option> - {datasets.map((dataset, index) => ( - <option key={index} value={dataset}> - {dataset} + {Array.isArray(datasetColumns) && datasetColumns.length > 0 && ( + <select multiple value={inputParams} onChange={(e) => setInputParams([...e.target.selectedOptions].map(o => o.value))}> + {datasetColumns.map((col, index) => ( + <option key={index} value={col}> + {col} </option> ))} </select> )} - <input - type="text" - placeholder="Input Parameters (comma-separated)" - value={inputParams.join(",")} - onChange={(e) => setInputParams(e.target.value.split(","))} - /> - <input - type="text" - placeholder="Output Parameters (comma-separated)" - value={outputParams.join(",")} - onChange={(e) => setOutputParams(e.target.value.split(","))} - /> <select value={splitType} onChange={(e) => setSplitType(e.target.value)}> <option value="train_test">Train/Test Split</option> <option value="train_only">Train Only</option>