{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":70367,"databundleVersionId":9188054,"sourceType":"competition"},{"sourceId":9445377,"sourceType":"datasetVersion","datasetId":5695918},{"sourceId":9451919,"sourceType":"datasetVersion","datasetId":5660660}],"dockerImageVersionId":30762,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport math\nimport joblib\n\nfrom sklearn.linear_model import LinearRegression, Ridge, Lasso, RidgeCV\nfrom sklearn.model_selection import train_test_split\n\nfrom keras.layers import (\n    Input, Flatten, Dense, Dropout, Conv2D, MaxPooling2D, UpSampling2D,\n    BatchNormalization, Concatenate\n)\nfrom keras.models import Model, load_model\nfrom tensorflow.keras.optimizers import Adam, SGD","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-09-23T19:43:15.227582Z","iopub.execute_input":"2024-09-23T19:43:15.227924Z","iopub.status.idle":"2024-09-23T19:43:28.085653Z","shell.execute_reply.started":"2024-09-23T19:43:15.22789Z","shell.execute_reply":"2024-09-23T19:43:28.084852Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# calibrated images are preliminary collapsed into a single line along y-axis using mean()\nX_airs = np.load(\"/kaggle/input/exoplanets/airs_line_new.npy\")\nX_fgs = np.load(\"/kaggle/input/exoplanets/fgs_line_new.npy\")\n\nprint(\"AIRS image shape:\",X_airs.shape)\nprint(\"FGS image shape:\",X_fgs.shape)\n\n\ndataset = np.concatenate( ( \n    X_fgs.mean(axis=2, keepdims=True),\n    X_airs\n), axis=2)\n\nprint(\"dataset shape:\", dataset.shape)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:45:11.579577Z","iopub.execute_input":"2024-09-23T19:45:11.579961Z","iopub.status.idle":"2024-09-23T19:45:11.810997Z","shell.execute_reply.started":"2024-09-23T19:45:11.579925Z","shell.execute_reply":"2024-09-23T19:45:11.810016Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dataset = np.emath.logn(1.2, dataset)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:45:14.796856Z","iopub.execute_input":"2024-09-23T19:45:14.797207Z","iopub.status.idle":"2024-09-23T19:45:15.087263Z","shell.execute_reply.started":"2024-09-23T19:45:14.797175Z","shell.execute_reply":"2024-09-23T19:45:15.086489Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# eclipse bounds. \n# It will be used further as hardcoded values\n# to align lightcurve and to extract the eclipsed part of the dataset \n\n\ndiff = dataset.mean(axis=2)[:,5:] - dataset.mean(axis=2)[:,:-5]\nleft_bound = diff.argmin(axis=1)\nright_bound = diff.argmax(axis=1)\n\nplt.hist(left_bound)\nplt.hist(right_bound)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:45:17.808883Z","iopub.execute_input":"2024-09-23T19:45:17.809241Z","iopub.status.idle":"2024-09-23T19:45:18.079575Z","shell.execute_reply.started":"2024-09-23T19:45:17.809208Z","shell.execute_reply":"2024-09-23T19:45:18.078721Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# ALIGNMENT\n---","metadata":{}},{"cell_type":"code","source":"lb = 47\nrb = 134","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:45:21.053758Z","iopub.execute_input":"2024-09-23T19:45:21.05414Z","iopub.status.idle":"2024-09-23T19:45:21.058405Z","shell.execute_reply.started":"2024-09-23T19:45:21.054104Z","shell.execute_reply":"2024-09-23T19:45:21.057508Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**STEP 1**: Horisontal alignment\n---","metadata":{}},{"cell_type":"code","source":"v = (dataset[:,[rb],:]-dataset[:,[lb],:])/(rb-lb)\nv = v * np.arange(-93, 94, 1).reshape(1,-1,1)\ndataset_m = dataset - v","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:46:20.170007Z","iopub.execute_input":"2024-09-23T19:46:20.170405Z","iopub.status.idle":"2024-09-23T19:46:20.388209Z","shell.execute_reply.started":"2024-09-23T19:46:20.170367Z","shell.execute_reply":"2024-09-23T19:46:20.387433Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(dataset[0,:,:].mean(axis=1))   # <-- without hirisontal alignment\nplt.plot(dataset_m[0,:,:].mean(axis=1)) # <-- after processing","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:45:45.340538Z","iopub.execute_input":"2024-09-23T19:45:45.341375Z","iopub.status.idle":"2024-09-23T19:45:45.625068Z","shell.execute_reply.started":"2024-09-23T19:45:45.341337Z","shell.execute_reply":"2024-09-23T19:45:45.624134Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**STEP 2:** Tails alignment\n---","metadata":{}},{"cell_type":"code","source":"v_left = (dataset_m[:,[lb],:] - dataset_m[:,[0],:])/lb\nv_left = v_left * np.arange(-lb, 0, 1).reshape(1,-1,1) \n    \nv_right = (dataset_m[:,[186],:]-dataset_m[:,[rb],:])/(186-rb)\nv_right = v_right * np.arange(0, (187-rb), 1).reshape(1,-1,1)\n    \ndataset_m2 = np.concatenate( ( dataset_m[:,:lb,:] - v_left, \n                               dataset_m[:,lb:rb,:], \n                               dataset_m[:,rb:,:] - v_right),axis=1)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:46:24.61331Z","iopub.execute_input":"2024-09-23T19:46:24.613906Z","iopub.status.idle":"2024-09-23T19:46:24.85556Z","shell.execute_reply.started":"2024-09-23T19:46:24.61387Z","shell.execute_reply":"2024-09-23T19:46:24.854363Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(dataset[0,:,:].mean(axis=1))    # <-- before\n\nplt.plot(dataset_m2[0,:,:].mean(axis=1)) # <-- after","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:46:34.447649Z","iopub.execute_input":"2024-09-23T19:46:34.448036Z","iopub.status.idle":"2024-09-23T19:46:34.675059Z","shell.execute_reply.started":"2024-09-23T19:46:34.447998Z","shell.execute_reply":"2024-09-23T19:46:34.674147Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"final_dataset = dataset_m2","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:46:39.638288Z","iopub.execute_input":"2024-09-23T19:46:39.63868Z","iopub.status.idle":"2024-09-23T19:46:39.643009Z","shell.execute_reply.started":"2024-09-23T19:46:39.638642Z","shell.execute_reply":"2024-09-23T19:46:39.641945Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# PREPARING THE INPUT DATASET\n---","metadata":{}},{"cell_type":"code","source":"# Extracting only dimmed part of the dataset along with subtruction of the star spectrum\n\nX_star = np.concatenate( (\n    final_dataset[:,:lb,:], \n    final_dataset[:,rb:,:]\n), axis=1)\n\n\nX_star = X_star.mean(axis=1, keepdims=True)\nX_planet_noisy = final_dataset[:,69:117,:]\n\nX_planet = (\n    X_star - X_planet_noisy * X_planet_noisy.mean(axis=(1), keepdims=True ) / X_star\n)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:46:48.815175Z","iopub.execute_input":"2024-09-23T19:46:48.815572Z","iopub.status.idle":"2024-09-23T19:46:48.973701Z","shell.execute_reply.started":"2024-09-23T19:46:48.815533Z","shell.execute_reply":"2024-09-23T19:46:48.972898Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y = (\n    pd.read_csv(\"/kaggle/input/ariel-data-challenge-2024/train_labels.csv\")\n    .drop(columns=[\"planet_id\"]).to_numpy().astype(np.float64)\n)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:46:51.808965Z","iopub.execute_input":"2024-09-23T19:46:51.809381Z","iopub.status.idle":"2024-09-23T19:46:51.920154Z","shell.execute_reply.started":"2024-09-23T19:46:51.809345Z","shell.execute_reply":"2024-09-23T19:46:51.919291Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Extending dataset on the sides for CNN\n\nX_noisy = np.concatenate( ( X_planet[:,:,:6], X_planet, X_planet[:,:,-7:] ), axis=2)\n\ny_ext = np.concatenate( ( y[:,:6], y, y[:,-7:] ), axis=1) \ny_ext = y_ext.reshape(y_ext.shape[0], 1, y_ext.shape[1])\ny_ext = np.tile(y_ext, (1, X_noisy.shape[1], 1) )","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:47:03.594264Z","iopub.execute_input":"2024-09-23T19:47:03.595003Z","iopub.status.idle":"2024-09-23T19:47:03.651567Z","shell.execute_reply.started":"2024-09-23T19:47:03.594959Z","shell.execute_reply":"2024-09-23T19:47:03.650619Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train_noisy, X_valid_noisy, y_train_ext, y_valid_ext = train_test_split(\n    X_noisy, y_ext, test_size=0.3, random_state=42\n)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:47:06.10239Z","iopub.execute_input":"2024-09-23T19:47:06.102774Z","iopub.status.idle":"2024-09-23T19:47:06.158162Z","shell.execute_reply.started":"2024-09-23T19:47:06.102741Z","shell.execute_reply":"2024-09-23T19:47:06.157357Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# DENOISING WITH AUTOENCODERS\n---","metadata":{}},{"cell_type":"code","source":"conv_input = Input(shape=(X_noisy.shape[1],X_noisy.shape[2],1), name=\"conv2DInput\")\n\nc = Conv2D(64,(3,5), activation=\"relu\", padding=\"same\")(conv_input)\nc = MaxPooling2D( (2,2), padding=\"same\")(c)\nc = Conv2D(64,(3,5), activation=\"relu\", padding=\"same\")(c)\nc = MaxPooling2D( (2,2), padding=\"same\")(c)\n\n# decoder\n\nc = Conv2D(64,(3,5), activation=\"relu\", padding=\"same\")(c)\nc = UpSampling2D(size=(2,2))(c)\nc = Conv2D(64,(3,5), activation=\"relu\", padding=\"same\")(c)\nc = UpSampling2D(size=(2,2))(c)\n# output\nconv_output = Conv2D(1,3, activation=\"linear\", padding=\"same\")(c)\n\nmodel = Model(inputs=conv_input, outputs=conv_output)\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:47:17.704803Z","iopub.execute_input":"2024-09-23T19:47:17.705176Z","iopub.status.idle":"2024-09-23T19:47:18.581187Z","shell.execute_reply.started":"2024-09-23T19:47:17.70514Z","shell.execute_reply":"2024-09-23T19:47:18.580291Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.compile(optimizer=\"adam\", loss='mse')\n\nh = model.fit(\n    X_train_noisy, y_train_ext, epochs=80, verbose=0, \n    validation_data=(X_valid_noisy, y_valid_ext)\n)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:48:38.582925Z","iopub.execute_input":"2024-09-23T19:48:38.583724Z","iopub.status.idle":"2024-09-23T19:50:50.811727Z","shell.execute_reply.started":"2024-09-23T19:48:38.583683Z","shell.execute_reply":"2024-09-23T19:50:50.810669Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# getting denoised data\nX_train_clean = model.predict(X_train_noisy).reshape(\n    X_train_noisy.shape[0], X_train_noisy.shape[1], X_train_noisy.shape[2]\n)\nX_valid_clean = model.predict(X_valid_noisy).reshape(\n    X_valid_noisy.shape[0], X_valid_noisy.shape[1], X_valid_noisy.shape[2]\n)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:06.167334Z","iopub.execute_input":"2024-09-23T19:55:06.168303Z","iopub.status.idle":"2024-09-23T19:55:07.260451Z","shell.execute_reply.started":"2024-09-23T19:55:06.168247Z","shell.execute_reply":"2024-09-23T19:55:07.259676Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"mean_loss_train = abs(X_train_clean[:,:,6:-7] - y_train_ext[:,:,6:-7])\nmean_loss_train.mean()","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:09.711699Z","iopub.execute_input":"2024-09-23T19:55:09.712352Z","iopub.status.idle":"2024-09-23T19:55:09.749607Z","shell.execute_reply.started":"2024-09-23T19:55:09.712312Z","shell.execute_reply":"2024-09-23T19:55:09.748641Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"mean_loss_valid = abs(X_valid_clean[:,:,6:-7] - y_valid_ext[:,:,6:-7])\nmean_loss_valid.mean()","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:11.955463Z","iopub.execute_input":"2024-09-23T19:55:11.956309Z","iopub.status.idle":"2024-09-23T19:55:11.973875Z","shell.execute_reply.started":"2024-09-23T19:55:11.956269Z","shell.execute_reply":"2024-09-23T19:55:11.972988Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Losses along spectra\nplt.plot(mean_loss_train.mean(axis=(0,1)))\nplt.plot(mean_loss_valid.mean(axis=(0,1)))","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:14.414872Z","iopub.execute_input":"2024-09-23T19:55:14.415535Z","iopub.status.idle":"2024-09-23T19:55:14.671103Z","shell.execute_reply.started":"2024-09-23T19:55:14.415496Z","shell.execute_reply":"2024-09-23T19:55:14.670185Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# noisy images (spectral lines) of the first 100 planets\nplt.imshow(X_train_noisy[:100,:,:].mean(axis=1))","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:46.330231Z","iopub.execute_input":"2024-09-23T19:55:46.330652Z","iopub.status.idle":"2024-09-23T19:55:46.603336Z","shell.execute_reply.started":"2024-09-23T19:55:46.330611Z","shell.execute_reply":"2024-09-23T19:55:46.60243Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# after denoising\nplt.imshow(X_train_clean[:100,:,:].mean(axis=1))","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:49.327904Z","iopub.execute_input":"2024-09-23T19:55:49.328326Z","iopub.status.idle":"2024-09-23T19:55:49.590432Z","shell.execute_reply.started":"2024-09-23T19:55:49.328285Z","shell.execute_reply":"2024-09-23T19:55:49.589366Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# reference values\nplt.imshow(y_train_ext[:100,:,:].mean(axis=1))","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:54.357934Z","iopub.execute_input":"2024-09-23T19:55:54.35864Z","iopub.status.idle":"2024-09-23T19:55:54.60953Z","shell.execute_reply.started":"2024-09-23T19:55:54.3586Z","shell.execute_reply":"2024-09-23T19:55:54.608581Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# model.save(\"denoise.keras\")","metadata":{"execution":{"iopub.status.busy":"2024-09-23T20:24:03.315334Z","iopub.execute_input":"2024-09-23T20:24:03.316053Z","iopub.status.idle":"2024-09-23T20:24:03.38519Z","shell.execute_reply.started":"2024-09-23T20:24:03.316012Z","shell.execute_reply":"2024-09-23T20:24:03.384463Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# RIDGE REGRESSION\n---","metadata":{}},{"cell_type":"markdown","source":"this step was added to improve the score","metadata":{}},{"cell_type":"code","source":"# removing side values added earlier for the autoencoder\nX_train = X_train_clean[:,:,6:-7]\nX_valid = X_valid_clean[:,:,6:-7]","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:55:58.22075Z","iopub.execute_input":"2024-09-23T19:55:58.221145Z","iopub.status.idle":"2024-09-23T19:55:58.225935Z","shell.execute_reply.started":"2024-09-23T19:55:58.221107Z","shell.execute_reply":"2024-09-23T19:55:58.224877Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# flattening the dataset along time series axis\nX_train = X_train.reshape(X_train.shape[0],-1)\nX_valid = X_valid.reshape(X_valid.shape[0],-1)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:56:02.997156Z","iopub.execute_input":"2024-09-23T19:56:02.997574Z","iopub.status.idle":"2024-09-23T19:56:03.012859Z","shell.execute_reply.started":"2024-09-23T19:56:02.997535Z","shell.execute_reply":"2024-09-23T19:56:03.011857Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"_, _, y_train, y_valid = train_test_split(X_planet, y, test_size=0.3, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:56:08.978252Z","iopub.execute_input":"2024-09-23T19:56:08.978659Z","iopub.status.idle":"2024-09-23T19:56:09.00875Z","shell.execute_reply.started":"2024-09-23T19:56:08.978621Z","shell.execute_reply":"2024-09-23T19:56:09.007964Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"lin_model = RidgeCV(alphas=[0.001], gcv_mode=\"eigen\", cv=5).fit(X_train, y_train)\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# joblib.dump(lin_model, \"ridge_regression_model.pkl\") ","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# VALIDATION\n---","metadata":{}},{"cell_type":"code","source":"y_train_pred = lin_model.predict(X_train)\ny_train_pred[y_train_pred < 0] = y_train_pred.mean()\n\ny_valid_pred = lin_model.predict(X_valid)\ny_valid_pred[y_valid_pred < 0] = y_valid_pred.mean()","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:56:17.466119Z","iopub.execute_input":"2024-09-23T19:56:17.466514Z","iopub.status.idle":"2024-09-23T19:56:17.511404Z","shell.execute_reply.started":"2024-09-23T19:56:17.466475Z","shell.execute_reply":"2024-09-23T19:56:17.510144Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# errors\n\ne = abs(y_train_pred - y_train).mean(axis=0)\nev = abs(y_valid_pred - y_valid).mean(axis=0)\n\nplt.plot(e)\nplt.plot(ev)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:56:20.294432Z","iopub.execute_input":"2024-09-23T19:56:20.295386Z","iopub.status.idle":"2024-09-23T19:56:20.557592Z","shell.execute_reply.started":"2024-09-23T19:56:20.295343Z","shell.execute_reply":"2024-09-23T19:56:20.556609Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Example:\n# Planet #70\n\ny_pred_planet = lin_model.predict(X_valid[[70]])\n\nplt.plot(y_pred_planet[0])\nplt.plot(y_valid[70])","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:56:34.313952Z","iopub.execute_input":"2024-09-23T19:56:34.314333Z","iopub.status.idle":"2024-09-23T19:56:34.574108Z","shell.execute_reply.started":"2024-09-23T19:56:34.314296Z","shell.execute_reply":"2024-09-23T19:56:34.573191Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# EVALUATION ANALYSIS","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:2595d281-8a6b-4a2d-bbd9-52417a0741ad.png)","metadata":{},"attachments":{"2595d281-8a6b-4a2d-bbd9-52417a0741ad.png":{"image/png":"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"}}},{"cell_type":"code","source":"def calculate_gll(y_pred=0, y_true=0, sigmas=1e-5):\n    var = sigmas**2\n    mse = (y_pred - y_true) ** 2\n    score = -0.5*( np.log(2*math.pi) + np.log(var) + mse / var )\n    return round(score.mean(),3)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T20:19:57.585497Z","iopub.execute_input":"2024-09-23T20:19:57.586244Z","iopub.status.idle":"2024-09-23T20:19:57.591723Z","shell.execute_reply.started":"2024-09-23T20:19:57.586208Z","shell.execute_reply":"2024-09-23T20:19:57.590596Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"L_ideal = calculate_gll()\nL_ideal","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:56:44.879675Z","iopub.execute_input":"2024-09-23T19:56:44.880613Z","iopub.status.idle":"2024-09-23T19:56:44.886602Z","shell.execute_reply.started":"2024-09-23T19:56:44.880573Z","shell.execute_reply":"2024-09-23T19:56:44.885724Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"mn = y_train.mean(axis=0, keepdims=True)\nstdev = y_train.std(axis=0, keepdims=True)\n\nL_ref = calculate_gll(mn,y_train ,stdev)\nL_ref","metadata":{"execution":{"iopub.status.busy":"2024-09-23T19:56:46.599295Z","iopub.execute_input":"2024-09-23T19:56:46.600009Z","iopub.status.idle":"2024-09-23T19:56:46.609778Z","shell.execute_reply.started":"2024-09-23T19:56:46.599962Z","shell.execute_reply":"2024-09-23T19:56:46.608958Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:719e4fd3-f187-4ef2-ab12-417716bde505.png)","metadata":{},"attachments":{"719e4fd3-f187-4ef2-ab12-417716bde505.png":{"image/png":"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"}}},{"cell_type":"code","source":"err = abs( (y_train_pred - y_train) / y_train ).mean(axis=0)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T20:26:08.115814Z","iopub.execute_input":"2024-09-23T20:26:08.116766Z","iopub.status.idle":"2024-09-23T20:26:08.122151Z","shell.execute_reply.started":"2024-09-23T20:26:08.116712Z","shell.execute_reply":"2024-09-23T20:26:08.121232Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# np.save(\"sigma_coefs.npy\",err)","metadata":{"execution":{"iopub.status.busy":"2024-09-23T20:26:11.068347Z","iopub.execute_input":"2024-09-23T20:26:11.068729Z","iopub.status.idle":"2024-09-23T20:26:11.073633Z","shell.execute_reply.started":"2024-09-23T20:26:11.068692Z","shell.execute_reply":"2024-09-23T20:26:11.072506Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Train\n\n# sigmas_train = abs(y_train_pred * 1.04 - y_train).std(axis=0) \nsigmas_train = y_train_pred.mean(axis=0) * err\n\n\nprint(\"avg sigma:\", round(sigmas_train.mean(),6))\n\nm_train = abs(y_train_pred - y_train).mean()\nprint(\"mean error:\", round(m_train,6))\n\nscore_train = ( \n    ( calculate_gll(y_train_pred, y_train, sigmas_train) - L_ref ) \n    / (L_ideal - L_ref)\n)\n\nprint(\"expected score:\", round(score_train,3))","metadata":{"execution":{"iopub.status.busy":"2024-09-23T20:20:01.70913Z","iopub.execute_input":"2024-09-23T20:20:01.709988Z","iopub.status.idle":"2024-09-23T20:20:01.718921Z","shell.execute_reply.started":"2024-09-23T20:20:01.709945Z","shell.execute_reply":"2024-09-23T20:20:01.717959Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Validation\n\nsigmas = abs(y_valid_pred * 1.04 - y_valid).std(axis=0) \n\nprint(\"avg sigma:\", round(sigmas.mean(),6))\n\nm = abs(y_valid_pred - y_valid).mean()\nprint(\"mean error:\", round(m,6))\n\nscore = ( \n    ( calculate_gll(y_valid_pred, y_valid, sigmas) - L_ref ) \n    / (L_ideal - L_ref)\n)\nprint(\"expected score:\", round(score,3))","metadata":{"execution":{"iopub.status.busy":"2024-09-23T20:20:42.154417Z","iopub.execute_input":"2024-09-23T20:20:42.154811Z","iopub.status.idle":"2024-09-23T20:20:42.163382Z","shell.execute_reply.started":"2024-09-23T20:20:42.154773Z","shell.execute_reply":"2024-09-23T20:20:42.162377Z"},"trusted":true},"execution_count":null,"outputs":[]}]}