Spaces:
Running
Running
{ | |
"edges": [ | |
{ | |
"id": "Import Parquet 1 Train/test split 1", | |
"source": "Import Parquet 1", | |
"sourceHandle": "output", | |
"target": "Train/test split 1", | |
"targetHandle": "bundle" | |
}, | |
{ | |
"id": "Train/test split 1 Define model 1", | |
"source": "Train/test split 1", | |
"sourceHandle": "output", | |
"target": "Define model 1", | |
"targetHandle": "bundle" | |
}, | |
{ | |
"id": "Define model 1 Train model 2", | |
"source": "Define model 1", | |
"sourceHandle": "output", | |
"target": "Train model 2", | |
"targetHandle": "bundle" | |
}, | |
{ | |
"id": "Train model 2 Model inference 1", | |
"source": "Train model 2", | |
"sourceHandle": "output", | |
"target": "Model inference 1", | |
"targetHandle": "bundle" | |
}, | |
{ | |
"id": "Train model 2 View loss 1", | |
"source": "Train model 2", | |
"sourceHandle": "output", | |
"target": "View loss 1", | |
"targetHandle": "bundle" | |
}, | |
{ | |
"id": "Model inference 1 View tables 1", | |
"source": "Model inference 1", | |
"sourceHandle": "output", | |
"target": "View tables 1", | |
"targetHandle": "bundle" | |
}, | |
{ | |
"id": "Model inference 1 View vectors 1", | |
"source": "Model inference 1", | |
"sourceHandle": "output", | |
"target": "View vectors 1", | |
"targetHandle": "bundle" | |
} | |
], | |
"env": "LynxKite Graph Analytics", | |
"nodes": [ | |
{ | |
"_data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
} | |
}, | |
"other": {}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Train/test split", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"table_name": { | |
"default": null, | |
"name": "table_name", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"test_ratio": { | |
"default": 0.1, | |
"name": "test_ratio", | |
"type": { | |
"type": "<class 'float'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"table_name": "df", | |
"test_ratio": 0.1 | |
}, | |
"status": "done", | |
"title": "Train/test split" | |
}, | |
"data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
} | |
}, | |
"other": {}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Train/test split", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"table_name": { | |
"default": null, | |
"name": "table_name", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"test_ratio": { | |
"default": 0.1, | |
"name": "test_ratio", | |
"type": { | |
"type": "<class 'float'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"table_name": "df", | |
"test_ratio": "0.3" | |
}, | |
"status": "done", | |
"title": "Train/test split" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 282.0, | |
"id": "Train/test split 1", | |
"position": { | |
"x": 349.77298999520514, | |
"y": 258.3247498801284 | |
}, | |
"type": "basic", | |
"width": 259.0 | |
}, | |
{ | |
"_data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [], | |
"meta": { | |
"inputs": {}, | |
"name": "Import Parquet", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"filename": { | |
"default": null, | |
"name": "filename", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"filename": "uploads/plus-one-dataset.parquet" | |
}, | |
"status": "done", | |
"title": "Import Parquet" | |
}, | |
"data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [], | |
"meta": { | |
"inputs": {}, | |
"name": "Import Parquet", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"filename": { | |
"default": null, | |
"name": "filename", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"filename": "uploads/plus-one-dataset.parquet" | |
}, | |
"status": "done", | |
"title": "Import Parquet" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 403.0, | |
"id": "Import Parquet 1", | |
"position": { | |
"x": -168.95660213591873, | |
"y": 144.52262349510613 | |
}, | |
"type": "basic", | |
"width": 371.0 | |
}, | |
{ | |
"_data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
} | |
}, | |
"other": {}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Define model", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"model_workspace": { | |
"default": null, | |
"name": "model_workspace", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"save_as": { | |
"default": "model", | |
"name": "save_as", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"model_workspace": "Model definition", | |
"save_as": "model" | |
}, | |
"status": "done", | |
"title": "Define model" | |
}, | |
"data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
} | |
}, | |
"other": {}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Define model", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"model_workspace": { | |
"default": null, | |
"name": "model_workspace", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"save_as": { | |
"default": "model", | |
"name": "save_as", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"model_workspace": "Model definition", | |
"save_as": "model" | |
}, | |
"status": "done", | |
"title": "Define model" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 537.0, | |
"id": "Define model 1", | |
"position": { | |
"x": 769.5394853864134, | |
"y": 236.40899954470228 | |
}, | |
"type": "basic", | |
"width": 498.0 | |
}, | |
{ | |
"_data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": false | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Train model", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"epochs": { | |
"default": 1.0, | |
"name": "epochs", | |
"type": { | |
"type": "<class 'int'>" | |
} | |
}, | |
"input_mapping": { | |
"default": null, | |
"name": "input_mapping", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.lynxkite_ops.ModelTrainingInputMapping'>" | |
} | |
}, | |
"model_name": { | |
"default": "model", | |
"name": "model_name", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"epochs": "501", | |
"input_mapping": "{\"map\":{\"Input__tensor_1_output\":{\"df\":\"df_train\",\"column\":\"x\"},\"Input__tensor_3_output\":{\"df\":\"df_train\",\"column\":\"y\"}}}", | |
"model_name": "model" | |
}, | |
"status": "done", | |
"title": "Train model" | |
}, | |
"data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": false | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Train model", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"epochs": { | |
"default": 1.0, | |
"name": "epochs", | |
"type": { | |
"type": "<class 'int'>" | |
} | |
}, | |
"input_mapping": { | |
"default": null, | |
"name": "input_mapping", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.ml_ops.ModelTrainingInputMapping'>" | |
} | |
}, | |
"model_name": { | |
"default": "model", | |
"name": "model_name", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"epochs": "200", | |
"input_mapping": "{\"map\":{\"Input__tensor_1_output\":{\"df\":\"df_train\",\"column\":\"x\"},\"Input__tensor_3_output\":{\"df\":\"df_train\",\"column\":\"y\"}}}", | |
"model_name": "model" | |
}, | |
"status": "done", | |
"title": "Train model" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 604.0, | |
"id": "Train model 2", | |
"position": { | |
"x": 1377.350062704532, | |
"y": 9.630668396614158 | |
}, | |
"type": "basic", | |
"width": 586.0 | |
}, | |
{ | |
"_data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"training": { | |
"columns": [ | |
"training_loss" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": true | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Model inference", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"input_mapping": { | |
"default": null, | |
"name": "input_mapping", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.lynxkite_ops.ModelInferenceInputMapping'>" | |
} | |
}, | |
"model_name": { | |
"default": "model", | |
"name": "model_name", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"output_mapping": { | |
"default": null, | |
"name": "output_mapping", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.lynxkite_ops.ModelOutputMapping'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"input_mapping": "{\"map\":{\"Input__tensor_1_output\":{\"df\":\"df_test\",\"column\":\"x\"}}}", | |
"model_name": "model", | |
"output_mapping": "{\"map\":{\"Output_1_x\":{\"df\":\"df_test\",\"column\":\"pred\"}}}" | |
}, | |
"status": "done", | |
"title": "Model inference" | |
}, | |
"data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": null, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"training": { | |
"columns": [ | |
"training_loss" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": true | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "Model inference", | |
"outputs": { | |
"output": { | |
"name": "output", | |
"position": "right", | |
"type": { | |
"type": "None" | |
} | |
} | |
}, | |
"params": { | |
"input_mapping": { | |
"default": null, | |
"name": "input_mapping", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.ml_ops.ModelInferenceInputMapping'>" | |
} | |
}, | |
"model_name": { | |
"default": "model", | |
"name": "model_name", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"output_mapping": { | |
"default": null, | |
"name": "output_mapping", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.ml_ops.ModelOutputMapping'>" | |
} | |
} | |
}, | |
"type": "basic" | |
}, | |
"params": { | |
"input_mapping": "{\"map\":{\"Input__tensor_1_output\":{\"df\":\"df_test\",\"column\":\"x\"}}}", | |
"model_name": "model", | |
"output_mapping": "{\"map\":{\"Output_1_x\":{\"df\":\"df_test\",\"column\":\"pred\"}}}" | |
}, | |
"status": "done", | |
"title": "Model inference" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 650.0, | |
"id": "Model inference 1", | |
"position": { | |
"x": 2181.718373860645, | |
"y": -69.44701793295484 | |
}, | |
"type": "basic", | |
"width": 529.0 | |
}, | |
{ | |
"_data": { | |
"__execution_delay": null, | |
"collapsed": false, | |
"display": { | |
"series": [ | |
{ | |
"data": [ | |
5.194248676300049, | |
4.732226848602295, | |
4.301504611968994, | |
3.9289824962615967, | |
3.6416826248168945, | |
3.4493889808654785, | |
3.339247703552246, | |
3.2848846912384033, | |
3.2611656188964844, | |
3.251643180847168, | |
3.2479231357574463, | |
3.2463886737823486, | |
3.245635986328125, | |
3.245159149169922, | |
3.2447798252105713, | |
3.2444353103637695, | |
3.2441060543060303, | |
3.2437832355499268, | |
3.243464469909668, | |
3.243149518966675, | |
3.2428362369537354, | |
3.242525339126587, | |
3.2422165870666504, | |
3.241910457611084, | |
3.2416069507598877, | |
3.2413055896759033, | |
3.2410058975219727, | |
3.240708112716675, | |
3.2404117584228516, | |
3.2401177883148193, | |
3.239825487136841, | |
3.239534616470337, | |
3.239245653152466, | |
3.2389581203460693, | |
3.238672971725464, | |
3.238389015197754, | |
3.2381069660186768, | |
3.237826108932495, | |
3.2375471591949463, | |
3.237269878387451, | |
3.2369940280914307, | |
3.236720085144043, | |
3.2364470958709717, | |
3.236175775527954, | |
3.2359063625335693, | |
3.2356388568878174, | |
3.235372304916382, | |
3.235107183456421, | |
3.2348432540893555, | |
3.234581232070923, | |
3.2343204021453857, | |
3.2340610027313232, | |
3.233802556991577, | |
3.233546257019043, | |
3.233290910720825, | |
3.233036518096924, | |
3.2327840328216553, | |
3.2325327396392822, | |
3.232283115386963, | |
3.232034921646118, | |
3.2317872047424316, | |
3.2315409183502197, | |
3.2312965393066406, | |
3.231052875518799, | |
3.2308101654052734, | |
3.2305691242218018, | |
3.2303292751312256, | |
3.230090379714966, | |
3.2298526763916016, | |
3.2296159267425537, | |
3.2293803691864014, | |
3.2291462421417236, | |
3.228912591934204, | |
3.2286808490753174, | |
3.228449821472168, | |
3.228219985961914, | |
3.2279903888702393, | |
3.2277631759643555, | |
3.22753643989563, | |
3.2273104190826416, | |
3.2270853519439697, | |
3.2268614768981934, | |
3.226637363433838, | |
3.2264153957366943, | |
3.2261929512023926, | |
3.2259714603424072, | |
3.2257511615753174, | |
3.2255313396453857, | |
3.2253129482269287, | |
3.225095272064209, | |
3.224879264831543, | |
3.224663734436035, | |
3.2244486808776855, | |
3.2242350578308105, | |
3.224022388458252, | |
3.223810911178589, | |
3.223599672317505, | |
3.2233896255493164, | |
3.2231807708740234, | |
3.2229726314544678, | |
3.222764730453491, | |
3.2225584983825684, | |
3.2223527431488037, | |
3.2221477031707764, | |
3.2219433784484863, | |
3.2217350006103516, | |
3.2210605144500732, | |
3.2179861068725586, | |
3.1490979194641113, | |
2.5611555576324463, | |
2.1667709350585938, | |
1.941397786140442, | |
1.8211313486099243, | |
1.7602094411849976, | |
1.7300406694412231, | |
1.7150671482086182, | |
1.707504153251648, | |
1.703554630279541, | |
1.7013800144195557, | |
1.7000809907913208, | |
1.6992148160934448, | |
1.6985713243484497, | |
1.6980407238006592, | |
1.6975696086883545, | |
1.6971304416656494, | |
1.69670832157135, | |
1.696295976638794, | |
1.6958922147750854, | |
1.6954957246780396, | |
1.6951044797897339, | |
1.6947181224822998, | |
1.694334626197815, | |
1.6939517259597778, | |
1.6935737133026123, | |
1.6931995153427124, | |
1.6928293704986572, | |
1.6924631595611572, | |
1.6921008825302124, | |
1.6917426586151123, | |
1.6913865804672241, | |
1.6910340785980225, | |
1.690685510635376, | |
1.690340518951416, | |
1.6899985074996948, | |
1.689659595489502, | |
1.6893242597579956, | |
1.6889920234680176, | |
1.6886632442474365, | |
1.688332438468933, | |
1.6879974603652954, | |
1.6876615285873413, | |
1.687328815460205, | |
1.6869547367095947, | |
1.6862459182739258, | |
1.6816266775131226, | |
1.5337661504745483, | |
0.8366889357566833, | |
0.46365517377853394, | |
0.2645129859447479, | |
0.16432315111160278, | |
0.11595670133829117, | |
0.09297489374876022, | |
0.08202926814556122, | |
0.07672866433858871, | |
0.07407510280609131, | |
0.07266353815793991, | |
0.07183551043272018, | |
0.07128453254699707, | |
0.07086450606584549, | |
0.07050899416208267, | |
0.0701858326792717, | |
0.06987988203763962, | |
0.0695839673280716, | |
0.06929467618465424, | |
0.06901033222675323, | |
0.0687265694141388, | |
0.0684463381767273, | |
0.06816895306110382, | |
0.06789495050907135, | |
0.0676238089799881, | |
0.06735056638717651, | |
0.06708052009344101, | |
0.06681209057569504, | |
0.06654231995344162, | |
0.06627301871776581, | |
0.06600192189216614, | |
0.06573258340358734, | |
0.06545879691839218, | |
0.06518517434597015, | |
0.06490959227085114, | |
0.06463567167520523, | |
0.0643647089600563, | |
0.06409519165754318, | |
0.06382837891578674, | |
0.06356203556060791, | |
0.06330081075429916, | |
0.06304193288087845, | |
0.06278356909751892, | |
0.06252720952033997, | |
0.06227334961295128, | |
0.06202361360192299, | |
0.0617777444422245, | |
0.06153156980872154, | |
0.061283886432647705, | |
0.061029158532619476, | |
0.06077418848872185, | |
0.060523588210344315, | |
0.06027815118432045, | |
0.06003476679325104, | |
0.059792377054691315, | |
0.059549830853939056, | |
0.05930154025554657, | |
0.05905551835894585, | |
0.05881192907691002, | |
0.0585709884762764, | |
0.05833115428686142, | |
0.05809348449110985, | |
0.0578579381108284, | |
0.05762450024485588, | |
0.05739405006170273, | |
0.05716623365879059, | |
0.056934017688035965, | |
0.05670491233468056, | |
0.05647972598671913, | |
0.05625642091035843, | |
0.05603497847914696, | |
0.05581538379192352, | |
0.05559813603758812, | |
0.05538330227136612, | |
0.055170174688100815, | |
0.054959800094366074, | |
0.05475304275751114, | |
0.054547909647226334, | |
0.05434436723589897, | |
0.05414241552352905, | |
0.053942013531923294, | |
0.053743164986371994, | |
0.05354584753513336, | |
0.05335003510117531, | |
0.05315623804926872, | |
0.05296580120921135, | |
0.052776746451854706, | |
0.052589051425457, | |
0.05240271985530853, | |
0.05221769958734512, | |
0.05203401669859886, | |
0.05185163766145706, | |
0.05167055502533913, | |
0.05149075761437416, | |
0.05131221190094948, | |
0.051134925335645676, | |
0.05095922574400902, | |
0.05078546702861786, | |
0.05061294883489609, | |
0.05044237896800041, | |
0.050274644047021866, | |
0.05010804161429405, | |
0.04994256794452667, | |
0.049778200685977936, | |
0.04961492121219635, | |
0.049452755600214005, | |
0.04929284378886223, | |
0.04913467913866043, | |
0.04897753894329071, | |
0.04882141575217247, | |
0.04866630584001541, | |
0.04851251095533371, | |
0.04836169257760048, | |
0.04821375384926796, | |
0.04806669428944588, | |
0.04792052507400513, | |
0.04777522012591362, | |
0.04763077199459076, | |
0.04748716205358505, | |
0.047344379127025604, | |
0.04720241203904152, | |
0.04706142097711563, | |
0.04692186415195465, | |
0.04678306728601456, | |
0.04664503037929535, | |
0.04650787264108658, | |
0.04637163504958153, | |
0.046236440539360046, | |
0.04610292613506317, | |
0.04597007483243942, | |
0.045837946236133575, | |
0.04570755362510681, | |
0.04557782784104347, | |
0.04544825479388237, | |
0.0453183650970459, | |
0.045189570635557175, | |
0.04506213217973709, | |
0.04493529349565506, | |
0.044809043407440186, | |
0.044683389365673065, | |
0.04455830156803131, | |
0.04443386197090149, | |
0.04431009292602539, | |
0.04418685659766197, | |
0.04406414180994034, | |
0.043941959738731384, | |
0.043820276856422424, | |
0.04369909688830376, | |
0.043578337877988815, | |
0.04345747083425522, | |
0.04333708435297012, | |
0.04321715980768204, | |
0.04309769719839096, | |
0.0429786778986454, | |
0.04286010563373566, | |
0.04274197295308113, | |
0.042624276131391525, | |
0.042507000267505646, | |
0.04239014536142349, | |
0.04227370768785477, | |
0.042157672345638275, | |
0.042042046785354614, | |
0.04192682355642319, | |
0.0418119840323925, | |
0.041697535663843155, | |
0.04158347100019455, | |
0.04146978259086609, | |
0.041356466710567474, | |
0.041243527084589005, | |
0.041130952537059784, | |
0.04101872816681862, | |
0.040906865149736404, | |
0.04079534858465195, | |
0.04068418964743614, | |
0.0405733622610569, | |
0.040462885051965714, | |
0.04035273939371109, | |
0.04024292156100273, | |
0.040133725851774216, | |
0.040025271475315094, | |
0.03991713374853134, | |
0.03980930522084236, | |
0.039701659232378006, | |
0.039593927562236786, | |
0.039486486464738846, | |
0.03937936946749687, | |
0.039272651076316833, | |
0.039166223257780075, | |
0.039060063660144806, | |
0.038954153656959534, | |
0.0388483963906765, | |
0.038742903620004654, | |
0.0386376827955246, | |
0.03853272274136543, | |
0.03842802718281746, | |
0.03832358866930008, | |
0.03821941092610359, | |
0.0381154865026474, | |
0.038011811673641205, | |
0.0379084013402462, | |
0.037805236876010895, | |
0.03770232945680618, | |
0.03759966045618057, | |
0.037497248500585556, | |
0.03739452734589577, | |
0.03729122132062912, | |
0.03718816488981247, | |
0.03708536550402641, | |
0.03698281571269035, | |
0.03688051551580429, | |
0.036778464913368225, | |
0.03667666018009186, | |
0.03657510131597519, | |
0.03647379204630852, | |
0.036372724920511246, | |
0.03627190366387367, | |
0.036171332001686096, | |
0.036071084439754486, | |
0.03597136586904526, | |
0.03587188571691513, | |
0.03577264025807381, | |
0.035673633217811584, | |
0.03557485342025757, | |
0.03547630459070206, | |
0.03537798300385475, | |
0.035279903560876846, | |
0.035182058811187744, | |
0.03508443757891655, | |
0.03498705103993416, | |
0.034889888018369675, | |
0.034792978316545486, | |
0.03469628840684891, | |
0.03459983691573143, | |
0.034503620117902756, | |
0.034407634288072586, | |
0.03431188315153122, | |
0.034216366708278656, | |
0.0341210775077343, | |
0.03402603417634964, | |
0.033931225538253784, | |
0.03383665531873703, | |
0.03374231979250908, | |
0.03364821895956993, | |
0.033554356545209885, | |
0.03346073254942894, | |
0.03336735814809799, | |
0.033274225890636444, | |
0.0331813283264637, | |
0.03308868035674095, | |
0.03299626335501671, | |
0.03290409594774246, | |
0.032812174409627914, | |
0.032720498740673065, | |
0.032629065215587616, | |
0.03253787383437157, | |
0.03244693577289581, | |
0.03235623985528946, | |
0.032265804708004, | |
0.03217560797929764, | |
0.03208566829562187, | |
0.03199596703052521, | |
0.03190653398633003, | |
0.031817350536584854, | |
0.031728409230709076, | |
0.03163974732160568, | |
0.03155132010579109, | |
0.03146316111087799, | |
0.03137525916099548, | |
0.03128761053085327, | |
0.031200233846902847, | |
0.03111310862004757, | |
0.031026242300868034, | |
0.030939649790525436, | |
0.030853310599923134, | |
0.030767245218157768, | |
0.030681440606713295, | |
0.03059590980410576, | |
0.030510643497109413, | |
0.03042564168572426, | |
0.030340921133756638, | |
0.03025646135210991, | |
0.030172280967235565, | |
0.03008836880326271, | |
0.030004747211933136, | |
0.029921378940343857, | |
0.029838303104043007, | |
0.029755493625998497, | |
0.029672972857952118, | |
0.029590733349323273, | |
0.029508762061595917, | |
0.029427088797092438, | |
0.029345687478780746, | |
0.029264571145176888, | |
0.02918374352157116, | |
0.029103199020028114, | |
0.02902294509112835, | |
0.028942979872226715, | |
0.028863299638032913, | |
0.02878391183912754, | |
0.02870481088757515, | |
0.028626007959246635, | |
0.028547491878271103, | |
0.028469275683164597, | |
0.02839135006070137, | |
0.02831372618675232, | |
0.02823638916015625, | |
0.028159350156784058, | |
0.02808261476457119, | |
0.0280061773955822, | |
0.027930041775107384, | |
0.027854204177856445, | |
0.027778668329119682, | |
0.027703437954187393, | |
0.02762851119041443, | |
0.02755388431251049, | |
0.027479562908411026, | |
0.027405548840761185, | |
0.027331842109560966, | |
0.027258435264229774, | |
0.02718534506857395, | |
0.027112558484077454, | |
0.02704007923603058, | |
0.026967914775013924, | |
0.026896055787801743, | |
0.02682451158761978, | |
0.026753274723887444, | |
0.026682356372475624, | |
0.02661174349486828, | |
0.0265414509922266, | |
0.026471465826034546, | |
0.02640179730951786, | |
0.026332441717386246, | |
0.0262634065002203, | |
0.026194684207439423, | |
0.026126278564333916, | |
0.02605818584561348, | |
0.025990411639213562, | |
0.025922955945134163, | |
0.025855818763375282, | |
0.02578899636864662, | |
0.025722496211528778, | |
0.025656312704086304, | |
0.02559044398367405, | |
0.02552489936351776, | |
0.02545967325568199, | |
0.02539476379752159 | |
], | |
"type": "line" | |
} | |
], | |
"title": { | |
"text": "Training loss" | |
}, | |
"xAxis": { | |
"type": "category" | |
}, | |
"yAxis": { | |
"type": "value" | |
} | |
}, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"training": { | |
"columns": [ | |
"training_loss" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": true | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "View loss", | |
"outputs": {}, | |
"params": {}, | |
"type": "visualization" | |
}, | |
"params": {}, | |
"status": "done", | |
"title": "View loss" | |
}, | |
"data": { | |
"__execution_delay": null, | |
"collapsed": false, | |
"display": { | |
"series": [ | |
{ | |
"data": [ | |
5.800187110900879, | |
5.598123073577881, | |
5.42051887512207, | |
5.2726593017578125, | |
5.157590389251709, | |
5.0745649337768555, | |
5.0191521644592285, | |
4.984806537628174, | |
4.964847564697266, | |
4.953816890716553, | |
4.947908878326416, | |
4.944762706756592, | |
4.943039417266846, | |
4.942024230957031, | |
4.941353797912598, | |
4.9408488273620605, | |
4.940422058105469, | |
4.940032482147217, | |
4.939662456512451, | |
4.939301013946533, | |
4.938945293426514, | |
4.938592910766602, | |
4.9382429122924805, | |
4.937894344329834, | |
4.937548637390137, | |
4.937204837799072, | |
4.936861515045166, | |
4.936521053314209, | |
4.936007976531982, | |
4.928510665893555, | |
4.7543463706970215, | |
4.202136039733887, | |
3.841205596923828, | |
3.605153799057007, | |
3.4602854251861572, | |
3.377415657043457, | |
3.3322527408599854, | |
3.308159589767456, | |
3.2952585220336914, | |
3.288172960281372, | |
3.2841086387634277, | |
3.2816221714019775, | |
3.2797133922576904, | |
3.251174211502075, | |
2.534057140350342, | |
2.100238800048828, | |
1.8637852668762207, | |
1.7448025941848755, | |
1.6882381439208984, | |
1.6618977785110474, | |
1.6495403051376343, | |
1.6435632705688477, | |
1.6405097246170044, | |
1.6388026475906372, | |
1.6377187967300415, | |
1.6369259357452393, | |
1.6362708806991577, | |
1.635683536529541, | |
1.6351302862167358, | |
1.6345962285995483, | |
1.634074091911316, | |
1.6335605382919312, | |
1.6330533027648926, | |
1.6325511932373047, | |
1.6320583820343018, | |
1.6315733194351196, | |
1.6311031579971313, | |
1.6306471824645996, | |
1.6301956176757812, | |
1.6297489404678345, | |
1.629309892654419, | |
1.6288747787475586, | |
1.6284427642822266, | |
1.6280156373977661, | |
1.6275969743728638, | |
1.6271847486495972, | |
1.6267770528793335, | |
1.6263741254806519, | |
1.625981092453003, | |
1.625562071800232, | |
1.6234854459762573, | |
1.526026964187622, | |
0.7520114779472351, | |
0.36320704221725464, | |
0.19313177466392517, | |
0.12368442118167877, | |
0.09587223827838898, | |
0.08457889407873154, | |
0.07980319857597351, | |
0.07760757952928543, | |
0.0764402449131012, | |
0.07568377256393433, | |
0.0751044973731041, | |
0.07460036873817444, | |
0.07414067536592484, | |
0.073702372610569, | |
0.07327572256326675, | |
0.0728573128581047, | |
0.07244749367237091, | |
0.07204563170671463, | |
0.07165331393480301, | |
0.07127555459737778, | |
0.07090453058481216, | |
0.07054518908262253, | |
0.07019751518964767, | |
0.06985506415367126, | |
0.06952166557312012, | |
0.06919547915458679, | |
0.06887446343898773, | |
0.06856007128953934, | |
0.0682557001709938, | |
0.06795719265937805, | |
0.06766397505998611, | |
0.06737591326236725, | |
0.06709206104278564, | |
0.06681231409311295, | |
0.06653629243373871, | |
0.06626027077436447, | |
0.06598811596632004, | |
0.06571972370147705, | |
0.06545503437519073, | |
0.06519390642642975, | |
0.06493626534938812, | |
0.06468204408884048, | |
0.06443134695291519, | |
0.06418412178754807, | |
0.06394005566835403, | |
0.06369906663894653, | |
0.06346159428358078, | |
0.0632280632853508, | |
0.06299739331007004, | |
0.06276948750019073, | |
0.0625443086028099, | |
0.06232282891869545, | |
0.06210631504654884, | |
0.061892297118902206, | |
0.06168072670698166, | |
0.06147276982665062, | |
0.061268385499715805, | |
0.061066266149282455, | |
0.0608663484454155, | |
0.060668591409921646, | |
0.06047294661402702, | |
0.06027935445308685, | |
0.06008780375123024, | |
0.05989820510149002, | |
0.0597105510532856, | |
0.059524793177843094, | |
0.05934089794754982, | |
0.0591588169336319, | |
0.05897851660847664, | |
0.058799974620342255, | |
0.05862313508987427, | |
0.05844798684120178, | |
0.05827448144555092, | |
0.05810258165001869, | |
0.057932913303375244, | |
0.05776538327336311, | |
0.05759938061237335, | |
0.05743485689163208, | |
0.05727178603410721, | |
0.057110145688056946, | |
0.05694990232586861, | |
0.056791022419929504, | |
0.056633491069078445, | |
0.05647730454802513, | |
0.05632239580154419, | |
0.056168779730796814, | |
0.05601642653346062, | |
0.05586530268192291, | |
0.05571539327502251, | |
0.05556711554527283, | |
0.05542108789086342, | |
0.05527620390057564, | |
0.05513244494795799, | |
0.05498979613184929, | |
0.054848212748765945, | |
0.05470770597457886, | |
0.05456825718283653, | |
0.05442983657121658, | |
0.05429244041442871, | |
0.05415605381131172, | |
0.05402064323425293, | |
0.05388621985912323, | |
0.05375276133418083, | |
0.05362024903297424, | |
0.05348866432905197, | |
0.05335800349712372, | |
0.053228266537189484, | |
0.0530996136367321, | |
0.052972279489040375, | |
0.05284580960869789, | |
0.05272020027041435, | |
0.05259542167186737, | |
0.05247148126363754, | |
0.05234837532043457, | |
0.05222644284367561, | |
0.052105557173490524, | |
0.05198581516742706, | |
0.051866982132196426 | |
], | |
"type": "line" | |
} | |
], | |
"title": { | |
"text": "Training loss" | |
}, | |
"xAxis": { | |
"type": "category" | |
}, | |
"yAxis": { | |
"type": "value" | |
} | |
}, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"training": { | |
"columns": [ | |
"training_loss" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": true | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "View loss", | |
"outputs": {}, | |
"params": {}, | |
"type": "visualization" | |
}, | |
"params": {}, | |
"status": "done", | |
"title": "View loss" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 417.0, | |
"id": "View loss 1", | |
"position": { | |
"x": 2052.643815443704, | |
"y": 617.6466886696832 | |
}, | |
"type": "visualization", | |
"width": 721.0 | |
}, | |
{ | |
"data": { | |
"__execution_delay": null, | |
"collapsed": null, | |
"display": { | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
], | |
"data": [ | |
[ | |
"[0.52046251 0.45887971 0.72169858 0.29517919]", | |
"[1.52046251 1.45887971 1.72169852 1.29517913]" | |
], | |
[ | |
"[0.85706753 0.61447072 0.41741937 0.85147089]", | |
"[1.85706758 1.61447072 1.41741943 1.85147095]" | |
], | |
[ | |
"[0.11560339 0.57495481 0.76535827 0.0391947 ]", | |
"[1.11560345 1.57495475 1.76535821 1.0391947 ]" | |
], | |
[ | |
"[0.19409031 0.68692201 0.60667384 0.57829887]", | |
"[1.19409037 1.68692207 1.60667384 1.57829881]" | |
], | |
[ | |
"[0.76807946 0.98855817 0.08259124 0.01730657]", | |
"[1.76807952 1.98855817 1.0825913 1.01730657]" | |
], | |
[ | |
"[0.67269951 0.10478973 0.5584439 0.83605725]", | |
"[1.67269945 1.10478973 1.5584439 1.83605719]" | |
], | |
[ | |
"[0.18686318 0.49356437 0.51323432 0.75392658]", | |
"[1.18686318 1.49356437 1.51323438 1.75392652]" | |
], | |
[ | |
"[0.18149549 0.30520517 0.30946714 0.16786289]", | |
"[1.18149543 1.30520511 1.30946708 1.16786289]" | |
], | |
[ | |
"[4.27091718e-01 4.89909172e-01 6.92297399e-01 2.57611275e-04]", | |
"[1.42709172 1.48990917 1.69229746 1.00025761]" | |
], | |
[ | |
"[0.32225502 0.16999388 0.05823922 0.9628762 ]", | |
"[1.32225502 1.16999388 1.05823922 1.9628762 ]" | |
], | |
[ | |
"[0.50783676 0.04156506 0.21984279 0.8454656 ]", | |
"[1.50783682 1.04156506 1.21984279 1.84546566]" | |
], | |
[ | |
"[0.98324287 0.99464184 0.14008355 0.47651017]", | |
"[1.98324287 1.99464178 1.14008355 1.47651017]" | |
], | |
[ | |
"[0.11693293 0.49860179 0.55020827 0.88832849]", | |
"[1.11693287 1.49860179 1.55020833 1.88832855]" | |
], | |
[ | |
"[0.48959708 0.48549271 0.32688856 0.356677 ]", | |
"[1.48959708 1.48549271 1.32688856 1.35667706]" | |
], | |
[ | |
"[0.50272274 0.54912758 0.17663097 0.79070699]", | |
"[1.50272274 1.54912758 1.17663097 1.79070699]" | |
], | |
[ | |
"[0.04508126 0.76880038 0.80721325 0.62542385]", | |
"[1.04508126 1.76880038 1.80721331 1.62542391]" | |
], | |
[ | |
"[0.19908059 0.17570406 0.51475513 0.1893943 ]", | |
"[1.19908059 1.175704 1.51475513 1.18939424]" | |
], | |
[ | |
"[0.40167677 0.25953674 0.9407078 0.76308483]", | |
"[1.40167677 1.25953674 1.9407078 1.76308489]" | |
], | |
[ | |
"[0.2480728 0.21694398 0.63941365 0.57128876]", | |
"[1.24807286 1.21694398 1.6394136 1.57128882]" | |
], | |
[ | |
"[0.24388778 0.07268471 0.68350857 0.73431659]", | |
"[1.24388778 1.07268476 1.68350863 1.73431659]" | |
], | |
[ | |
"[0.62569475 0.9881897 0.83639616 0.9828859 ]", | |
"[1.62569475 1.9881897 1.83639622 1.98288584]" | |
], | |
[ | |
"[0.56922203 0.98222166 0.76851749 0.28615737]", | |
"[1.56922197 1.9822216 1.76851749 1.28615737]" | |
], | |
[ | |
"[0.88776821 0.51636773 0.30333066 0.32230979]", | |
"[1.88776827 1.51636767 1.30333066 1.32230973]" | |
], | |
[ | |
"[0.90817457 0.89270043 0.38583666 0.66566533]", | |
"[1.90817451 1.89270043 1.3858366 1.66566539]" | |
], | |
[ | |
"[0.48507756 0.80808765 0.77162558 0.47834778]", | |
"[1.48507762 1.80808759 1.77162552 1.47834778]" | |
], | |
[ | |
"[0.68062544 0.98093534 0.14778823 0.53244978]", | |
"[1.68062544 1.98093534 1.14778829 1.53244972]" | |
], | |
[ | |
"[0.31518555 0.49643308 0.11509258 0.95458382]", | |
"[1.31518555 1.49643302 1.11509252 1.95458388]" | |
], | |
[ | |
"[0.79121011 0.54161114 0.69369799 0.1520769 ]", | |
"[1.79121017 1.54161119 1.69369793 1.15207696]" | |
], | |
[ | |
"[0.79423058 0.07138705 0.061777 0.18766576]", | |
"[1.79423058 1.07138705 1.061777 1.1876657 ]" | |
], | |
[ | |
"[0.23942459 0.90487361 0.69337189 0.65089428]", | |
"[1.23942459 1.90487361 1.69337189 1.65089428]" | |
], | |
[ | |
"[0.94516498 0.08422136 0.5608117 0.07652664]", | |
"[1.94516492 1.08422136 1.56081176 1.07652664]" | |
], | |
[ | |
"[0.26661873 0.45946234 0.13510543 0.81294441]", | |
"[1.26661873 1.4594624 1.13510537 1.81294441]" | |
], | |
[ | |
"[0.30754459 0.77694583 0.09278506 0.38326019]", | |
"[1.30754459 1.77694583 1.09278512 1.38326025]" | |
], | |
[ | |
"[0.27845025 0.32472342 0.82203609 0.77107543]", | |
"[1.27845025 1.32472348 1.82203603 1.77107549]" | |
], | |
[ | |
"[0.4827103 0.10563457 0.98858833 0.82286644]", | |
"[1.48271036 1.10563457 1.98858833 1.82286644]" | |
], | |
[ | |
"[0.98033333 0.97656083 0.38939917 0.81491041]", | |
"[1.98033333 1.97656083 1.38939917 1.81491041]" | |
], | |
[ | |
"[0.74064726 0.4155122 0.09800029 0.49930882]", | |
"[1.74064732 1.4155122 1.09800029 1.49930882]" | |
], | |
[ | |
"[0.78956431 0.87284744 0.06880784 0.03455889]", | |
"[1.78956437 1.87284744 1.06880784 1.03455889]" | |
], | |
[ | |
"[0.94221359 0.57740951 0.98649532 0.40934443]", | |
"[1.94221354 1.57740951 1.98649526 1.40934443]" | |
], | |
[ | |
"[0.00497234 0.39319336 0.57054168 0.75150961]", | |
"[1.00497234 1.39319336 1.57054162 1.75150967]" | |
], | |
[ | |
"[0.44330525 0.09997386 0.89025736 0.90507984]", | |
"[1.44330525 1.09997392 1.89025736 1.90507984]" | |
], | |
[ | |
"[0.72290605 0.96945059 0.68354797 0.15270454]", | |
"[1.72290611 1.96945059 1.68354797 1.15270448]" | |
], | |
[ | |
"[0.75292218 0.81470108 0.49657214 0.56217098]", | |
"[1.75292218 1.81470108 1.49657214 1.56217098]" | |
], | |
[ | |
"[0.33480108 0.59181517 0.76198453 0.98062384]", | |
"[1.33480108 1.59181523 1.76198459 1.98062384]" | |
], | |
[ | |
"[0.52784437 0.54268694 0.12358981 0.72116476]", | |
"[1.52784443 1.54268694 1.12358975 1.7211647 ]" | |
], | |
[ | |
"[0.73217702 0.65233225 0.44077861 0.33837909]", | |
"[1.73217702 1.65233231 1.44077861 1.33837914]" | |
], | |
[ | |
"[0.34084332 0.73018837 0.54168713 0.91440833]", | |
"[1.34084332 1.73018837 1.54168713 1.91440833]" | |
], | |
[ | |
"[0.60110539 0.3618983 0.32342511 0.98672163]", | |
"[1.60110545 1.3618983 1.32342505 1.98672163]" | |
], | |
[ | |
"[0.77427191 0.21829212 0.12769502 0.74303615]", | |
"[1.77427197 1.21829212 1.12769508 1.74303615]" | |
], | |
[ | |
"[0.08107251 0.2602725 0.18861133 0.44833237]", | |
"[1.08107257 1.2602725 1.18861127 1.44833231]" | |
], | |
[ | |
"[0.59812403 0.78395379 0.0291847 0.81814629]", | |
"[1.59812403 1.78395379 1.0291847 1.81814623]" | |
], | |
[ | |
"[0.93488538 0.73882395 0.37345302 0.0274905 ]", | |
"[1.93488538 1.73882389 1.37345302 1.0274905 ]" | |
], | |
[ | |
"[0.30631393 0.48311198 0.87847513 0.67559886]", | |
"[1.30631399 1.48311198 1.87847519 1.67559886]" | |
], | |
[ | |
"[0.18720162 0.74115586 0.98626411 0.30355608]", | |
"[1.18720162 1.74115586 1.98626411 1.30355608]" | |
], | |
[ | |
"[0.85566247 0.83362883 0.48424995 0.25265992]", | |
"[1.85566247 1.83362889 1.48424995 1.25265992]" | |
], | |
[ | |
"[0.95928186 0.84273899 0.71514636 0.38619852]", | |
"[1.95928192 1.84273899 1.7151463 1.38619852]" | |
], | |
[ | |
"[0.32565445 0.90939188 0.07488042 0.13730896]", | |
"[1.32565451 1.90939188 1.07488036 1.13730896]" | |
], | |
[ | |
"[0.9829582 0.59269661 0.40120947 0.95487177]", | |
"[1.9829582 1.59269667 1.40120947 1.95487177]" | |
], | |
[ | |
"[0.79905868 0.89367443 0.75429088 0.3190186 ]", | |
"[1.79905868 1.89367437 1.75429082 1.3190186 ]" | |
], | |
[ | |
"[0.54914117 0.03810108 0.87531954 0.73044223]", | |
"[1.54914117 1.03810108 1.87531948 1.73044229]" | |
], | |
[ | |
"[0.67418337 0.79634351 0.23229051 0.71345252]", | |
"[1.67418337 1.79634356 1.23229051 1.71345258]" | |
], | |
[ | |
"[0.87285906 0.48354989 0.39394957 0.59456545]", | |
"[1.872859 1.48354983 1.39394951 1.59456539]" | |
], | |
[ | |
"[0.81788456 0.58174163 0.29376316 0.7971254 ]", | |
"[1.81788456 1.58174157 1.29376316 1.79712534]" | |
], | |
[ | |
"[0.94559073 0.65736622 0.25761551 0.48553199]", | |
"[1.94559073 1.65736628 1.25761557 1.48553205]" | |
], | |
[ | |
"[0.60075855 0.12234765 0.00614399 0.30560958]", | |
"[1.60075855 1.12234759 1.00614405 1.30560958]" | |
], | |
[ | |
"[0.39147133 0.29854035 0.84663737 0.58175623]", | |
"[1.39147139 1.29854035 1.84663737 1.58175623]" | |
], | |
[ | |
"[0.02162331 0.81861657 0.92468154 0.07808572]", | |
"[1.02162337 1.81861663 1.92468154 1.07808566]" | |
], | |
[ | |
"[0.02235305 0.52774918 0.7331115 0.84358269]", | |
"[1.02235305 1.52774918 1.7331115 1.84358263]" | |
], | |
[ | |
"[0.6080932 0.56563014 0.32107437 0.72599429]", | |
"[1.60809326 1.5656302 1.32107437 1.72599435]" | |
], | |
[ | |
"[0.67447788 0.6125319 0.98007888 0.65968603]", | |
"[1.67447782 1.6125319 1.98007894 1.65968609]" | |
], | |
[ | |
"[0.47963417 0.81818312 0.48720706 0.49339259]", | |
"[1.47963417 1.81818318 1.48720706 1.49339259]" | |
], | |
[ | |
"[0.9630242 0.76359051 0.24853623 0.76881069]", | |
"[1.96302414 1.76359057 1.24853623 1.76881075]" | |
], | |
[ | |
"[0.60609657 0.96257663 0.19292736 0.95702219]", | |
"[1.60609651 1.96257663 1.19292736 1.95702219]" | |
], | |
[ | |
"[0.80654246 0.08253473 0.74478531 0.71257162]", | |
"[1.8065424 1.08253479 1.74478531 1.71257162]" | |
], | |
[ | |
"[0.70167565 0.26930219 0.5660674 0.61194974]", | |
"[1.70167565 1.26930213 1.56606746 1.61194968]" | |
], | |
[ | |
"[0.76933283 0.86241865 0.44114518 0.65644735]", | |
"[1.76933289 1.86241865 1.44114518 1.65644741]" | |
], | |
[ | |
"[0.59492421 0.90274489 0.38069052 0.46101224]", | |
"[1.59492421 1.90274489 1.38069057 1.46101224]" | |
], | |
[ | |
"[0.15064228 0.03198934 0.25754827 0.51484001]", | |
"[1.15064228 1.03198934 1.25754833 1.51484001]" | |
], | |
[ | |
"[0.12024075 0.21342516 0.56858408 0.58644271]", | |
"[1.12024069 1.21342516 1.56858408 1.58644271]" | |
], | |
[ | |
"[0.91730917 0.22574073 0.09591609 0.33056474]", | |
"[1.91730917 1.22574067 1.09591603 1.33056474]" | |
], | |
[ | |
"[0.49691743 0.61873293 0.90698647 0.94486356]", | |
"[1.49691749 1.61873293 1.90698647 1.94486356]" | |
], | |
[ | |
"[0.6032477 0.83361369 0.18538666 0.19108021]", | |
"[1.60324764 1.83361363 1.18538666 1.19108021]" | |
], | |
[ | |
"[0.63235509 0.70352674 0.96188956 0.46240485]", | |
"[1.63235509 1.70352674 1.96188951 1.46240485]" | |
], | |
[ | |
"[0.37959969 0.42820001 0.10690689 0.96353984]", | |
"[1.37959969 1.42820001 1.10690689 1.96353984]" | |
], | |
[ | |
"[0.49607176 0.1922397 0.46640229 0.78321403]", | |
"[1.49607182 1.19223976 1.46640229 1.78321409]" | |
], | |
[ | |
"[0.40234613 0.54987347 0.49542785 0.54153186]", | |
"[1.40234613 1.54987347 1.49542785 1.5415318 ]" | |
], | |
[ | |
"[0.80893755 0.92237449 0.88346356 0.93164903]", | |
"[1.80893755 1.92237449 1.88346362 1.93164897]" | |
], | |
[ | |
"[0.12858278 0.09930819 0.83222693 0.72485673]", | |
"[1.12858272 1.09930825 1.83222699 1.72485673]" | |
], | |
[ | |
"[0.72470158 0.4940322 0.41027349 0.89364016]", | |
"[1.72470164 1.49403214 1.41027355 1.89364016]" | |
], | |
[ | |
"[0.47856545 0.46267092 0.6376707 0.84747767]", | |
"[1.47856545 1.46267092 1.63767076 1.84747767]" | |
], | |
[ | |
"[0.49584109 0.80599248 0.07096875 0.75872749]", | |
"[1.49584103 1.80599248 1.07096875 1.75872755]" | |
], | |
[ | |
"[0.43500566 0.66041756 0.80293626 0.96224713]", | |
"[1.43500566 1.66041756 1.80293632 1.96224713]" | |
], | |
[ | |
"[0.78397602 0.74223626 0.26603186 0.41664881]", | |
"[1.78397608 1.74223626 1.26603186 1.41664886]" | |
], | |
[ | |
"[0.28942841 0.05601001 0.33039129 0.27781558]", | |
"[1.28942847 1.05601001 1.33039129 1.27781558]" | |
], | |
[ | |
"[0.68094063 0.45189077 0.22661722 0.37354094]", | |
"[1.68094063 1.45189071 1.22661722 1.37354088]" | |
], | |
[ | |
"[0.43681622 0.74680805 0.83598751 0.12414402]", | |
"[1.43681622 1.74680805 1.83598757 1.12414408]" | |
], | |
[ | |
"[0.47870928 0.17129105 0.27300501 0.20634609]", | |
"[1.47870922 1.17129111 1.27300501 1.20634604]" | |
], | |
[ | |
"[0.72795159 0.79317838 0.27832931 0.96576637]", | |
"[1.72795153 1.79317832 1.27832937 1.96576643]" | |
], | |
[ | |
"[0.87608397 0.93200487 0.80169648 0.37758952]", | |
"[1.87608397 1.93200493 1.80169654 1.37758946]" | |
], | |
[ | |
"[0.68891573 0.25576538 0.96339929 0.503833 ]", | |
"[1.68891573 1.25576544 1.96339929 1.50383306]" | |
] | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"index", | |
"x", | |
"y", | |
"pred" | |
], | |
"data": [ | |
[ | |
56, | |
"[0.32565445 0.90939188 0.07488042 0.13730896]", | |
"[1.32565451 1.90939188 1.07488036 1.13730896]", | |
"[2.3657565116882324, 2.313479423522949, 2.1553378105163574, 2.1699535846710205]" | |
], | |
[ | |
23, | |
"[0.90817457 0.89270043 0.38583666 0.66566533]", | |
"[1.90817451 1.89270043 1.3858366 1.66566539]", | |
"[2.8040859699249268, 2.819502830505371, 2.7440733909606934, 2.7479381561279297]" | |
], | |
[ | |
59, | |
"[0.54914117 0.03810108 0.87531954 0.73044223]", | |
"[1.54914117 1.03810108 1.87531948 1.73044229]", | |
"[2.5295400619506836, 2.495408773422241, 2.4967894554138184, 2.6805124282836914]" | |
], | |
[ | |
33, | |
"[0.27845025 0.32472342 0.82203609 0.77107543]", | |
"[1.27845025 1.32472348 1.82203603 1.77107549]", | |
"[2.5397789478302, 2.508394241333008, 2.4924893379211426, 2.650639057159424]" | |
], | |
[ | |
62, | |
"[0.81788456 0.58174163 0.29376316 0.7971254 ]", | |
"[1.81788456 1.58174157 1.29376316 1.79712534]", | |
"[2.64847731590271, 2.634650230407715, 2.6081323623657227, 2.7195992469787598]" | |
], | |
[ | |
76, | |
"[0.59492421 0.90274489 0.38069052 0.46101224]", | |
"[1.59492421 1.90274489 1.38069057 1.46101224]", | |
"[2.646230697631836, 2.637777090072632, 2.52846097946167, 2.531282424926758]" | |
], | |
[ | |
71, | |
"[0.9630242 0.76359051 0.24853623 0.76881069]", | |
"[1.96302414 1.76359057 1.24853623 1.76881075]", | |
"[2.748387575149536, 2.752307176589966, 2.706347942352295, 2.764111042022705]" | |
], | |
[ | |
4, | |
"[0.76807946 0.98855817 0.08259124 0.01730657]", | |
"[1.76807952 1.98855817 1.0825913 1.01730657]", | |
"[2.525120258331299, 2.500986099243164, 2.3167755603790283, 2.2522761821746826]" | |
], | |
[ | |
29, | |
"[0.23942459 0.90487361 0.69337189 0.65089428]", | |
"[1.23942459 1.90487361 1.69337189 1.65089428]", | |
"[2.6811459064483643, 2.6773998737335205, 2.5942978858947754, 2.6238982677459717]" | |
], | |
[ | |
90, | |
"[0.49584109 0.80599248 0.07096875 0.75872749]", | |
"[1.49584103 1.80599248 1.07096875 1.75872755]", | |
"[2.53598952293396, 2.5045714378356934, 2.455559015274048, 2.5678346157073975]" | |
], | |
[ | |
21, | |
"[0.56922203 0.98222166 0.76851749 0.28615737]", | |
"[1.56922197 1.9822216 1.76851749 1.28615737]", | |
"[2.764127016067505, 2.778721809387207, 2.6293208599090576, 2.547865152359009]" | |
], | |
[ | |
98, | |
"[0.87608397 0.93200487 0.80169648 0.37758952]", | |
"[1.87608397 1.93200493 1.80169654 1.37758946]", | |
"[2.885874032974243, 2.9194400310516357, 2.7887256145477295, 2.6982016563415527]" | |
], | |
[ | |
66, | |
"[0.02162331 0.81861657 0.92468154 0.07808572]", | |
"[1.02162337 1.81861663 1.92468154 1.07808566]", | |
"[2.5120248794555664, 2.486686944961548, 2.315469741821289, 2.275869369506836]" | |
], | |
[ | |
73, | |
"[0.80654246 0.08253473 0.74478531 0.71257162]", | |
"[1.8065424 1.08253479 1.74478531 1.71257162]", | |
"[2.5862319469451904, 2.5615270137786865, 2.5580317974090576, 2.718832015991211]" | |
], | |
[ | |
49, | |
"[0.08107251 0.2602725 0.18861133 0.44833237]", | |
"[1.08107257 1.2602725 1.18861127 1.44833231]", | |
"[2.1395106315612793, 2.043048858642578, 1.9888705015182495, 2.2045695781707764]" | |
], | |
[ | |
6, | |
"[0.18686318 0.49356437 0.51323432 0.75392658]", | |
"[1.18686318 1.49356437 1.51323438 1.75392652]", | |
"[2.4604146480560303, 2.416104793548584, 2.3870620727539062, 2.5486795902252197]" | |
], | |
[ | |
30, | |
"[0.94516498 0.08422136 0.5608117 0.07652664]", | |
"[1.94516492 1.08422136 1.56081176 1.07652664]", | |
"[2.41292142868042, 2.3658392429351807, 2.2621009349823, 2.336780548095703]" | |
], | |
[ | |
39, | |
"[0.00497234 0.39319336 0.57054168 0.75150961]", | |
"[1.00497234 1.39319336 1.57054162 1.75150967]", | |
"[2.3767666816711426, 2.318239450454712, 2.2965610027313232, 2.4914658069610596]" | |
], | |
[ | |
35, | |
"[0.98033333 0.97656083 0.38939917 0.81491041]", | |
"[1.98033333 1.97656083 1.38939917 1.81491041]", | |
"[2.9007155895233154, 2.931007146835327, 2.872464179992676, 2.8720178604125977]" | |
], | |
[ | |
28, | |
"[0.79423058 0.07138705 0.061777 0.18766576]", | |
"[1.79423058 1.07138705 1.061777 1.1876657 ]", | |
"[2.2043371200561523, 2.119929790496826, 2.0417239665985107, 2.2062151432037354]" | |
], | |
[ | |
99, | |
"[0.68891573 0.25576538 0.96339929 0.503833 ]", | |
"[1.68891573 1.25576544 1.96339929 1.50383306]", | |
"[2.640495777130127, 2.628694772720337, 2.5738489627838135, 2.6524853706359863]" | |
], | |
[ | |
10, | |
"[0.50783676 0.04156506 0.21984279 0.8454656 ]", | |
"[1.50783682 1.04156506 1.21984279 1.84546566]", | |
"[2.3187222480773926, 2.2490477561950684, 2.237614393234253, 2.4606916904449463]" | |
], | |
[ | |
37, | |
"[0.78956431 0.87284744 0.06880784 0.03455889]", | |
"[1.78956437 1.87284744 1.06880784 1.03455889]", | |
"[2.48598313331604, 2.454476833343506, 2.2831082344055176, 2.2463605403900146]" | |
], | |
[ | |
91, | |
"[0.43500566 0.66041756 0.80293626 0.96224713]", | |
"[1.43500566 1.66041756 1.80293632 1.96224713]", | |
"[2.7682571411132812, 2.7744951248168945, 2.761075019836426, 2.8592607975006104]" | |
], | |
[ | |
47, | |
"[0.60110539 0.3618983 0.32342511 0.98672163]", | |
"[1.60110545 1.3618983 1.32342505 1.98672163]", | |
"[2.543933868408203, 2.510021686553955, 2.5257022380828857, 2.722487449645996]" | |
], | |
[ | |
40, | |
"[0.44330525 0.09997386 0.89025736 0.90507984]", | |
"[1.44330525 1.09997392 1.89025736 1.90507984]", | |
"[2.5668387413024902, 2.537842035293579, 2.555079221725464, 2.749858856201172]" | |
], | |
[ | |
32, | |
"[0.30754459 0.77694583 0.09278506 0.38326019]", | |
"[1.30754459 1.77694583 1.09278512 1.38326025]", | |
"[2.3738114833831787, 2.3195064067840576, 2.212083339691162, 2.2918801307678223]" | |
], | |
[ | |
45, | |
"[0.73217702 0.65233225 0.44077861 0.33837909]", | |
"[1.73217702 1.65233231 1.44077861 1.33837914]", | |
"[2.5859265327453613, 2.567556619644165, 2.459083080291748, 2.479666233062744]" | |
], | |
[ | |
72, | |
"[0.60609657 0.96257663 0.19292736 0.95702219]", | |
"[1.60609651 1.96257663 1.19292736 1.95702219]", | |
"[2.7291908264160156, 2.728882074356079, 2.696915626525879, 2.7788424491882324]" | |
], | |
[ | |
86, | |
"[0.80893755 0.92237449 0.88346356 0.93164903]", | |
"[1.80893755 1.92237449 1.88346362 1.93164897]", | |
"[3.024338483810425, 3.075038194656372, 3.033391237258911, 3.0232954025268555]" | |
] | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
], | |
"data": [ | |
[ | |
30, | |
"[0.94516498 0.08422136 0.5608117 0.07652664]", | |
"[1.94516492 1.08422136 1.56081176 1.07652664]" | |
], | |
[ | |
31, | |
"[0.26661873 0.45946234 0.13510543 0.81294441]", | |
"[1.26661873 1.4594624 1.13510537 1.81294441]" | |
], | |
[ | |
32, | |
"[0.30754459 0.77694583 0.09278506 0.38326019]", | |
"[1.30754459 1.77694583 1.09278512 1.38326025]" | |
], | |
[ | |
33, | |
"[0.27845025 0.32472342 0.82203609 0.77107543]", | |
"[1.27845025 1.32472348 1.82203603 1.77107549]" | |
], | |
[ | |
34, | |
"[0.4827103 0.10563457 0.98858833 0.82286644]", | |
"[1.48271036 1.10563457 1.98858833 1.82286644]" | |
], | |
[ | |
35, | |
"[0.98033333 0.97656083 0.38939917 0.81491041]", | |
"[1.98033333 1.97656083 1.38939917 1.81491041]" | |
], | |
[ | |
36, | |
"[0.74064726 0.4155122 0.09800029 0.49930882]", | |
"[1.74064732 1.4155122 1.09800029 1.49930882]" | |
], | |
[ | |
37, | |
"[0.78956431 0.87284744 0.06880784 0.03455889]", | |
"[1.78956437 1.87284744 1.06880784 1.03455889]" | |
], | |
[ | |
38, | |
"[0.94221359 0.57740951 0.98649532 0.40934443]", | |
"[1.94221354 1.57740951 1.98649526 1.40934443]" | |
], | |
[ | |
39, | |
"[0.00497234 0.39319336 0.57054168 0.75150961]", | |
"[1.00497234 1.39319336 1.57054162 1.75150967]" | |
], | |
[ | |
40, | |
"[0.44330525 0.09997386 0.89025736 0.90507984]", | |
"[1.44330525 1.09997392 1.89025736 1.90507984]" | |
], | |
[ | |
41, | |
"[0.72290605 0.96945059 0.68354797 0.15270454]", | |
"[1.72290611 1.96945059 1.68354797 1.15270448]" | |
], | |
[ | |
42, | |
"[0.75292218 0.81470108 0.49657214 0.56217098]", | |
"[1.75292218 1.81470108 1.49657214 1.56217098]" | |
], | |
[ | |
43, | |
"[0.33480108 0.59181517 0.76198453 0.98062384]", | |
"[1.33480108 1.59181523 1.76198459 1.98062384]" | |
], | |
[ | |
44, | |
"[0.52784437 0.54268694 0.12358981 0.72116476]", | |
"[1.52784443 1.54268694 1.12358975 1.7211647 ]" | |
], | |
[ | |
45, | |
"[0.73217702 0.65233225 0.44077861 0.33837909]", | |
"[1.73217702 1.65233231 1.44077861 1.33837914]" | |
], | |
[ | |
46, | |
"[0.34084332 0.73018837 0.54168713 0.91440833]", | |
"[1.34084332 1.73018837 1.54168713 1.91440833]" | |
], | |
[ | |
47, | |
"[0.60110539 0.3618983 0.32342511 0.98672163]", | |
"[1.60110545 1.3618983 1.32342505 1.98672163]" | |
], | |
[ | |
48, | |
"[0.77427191 0.21829212 0.12769502 0.74303615]", | |
"[1.77427197 1.21829212 1.12769508 1.74303615]" | |
], | |
[ | |
49, | |
"[0.08107251 0.2602725 0.18861133 0.44833237]", | |
"[1.08107257 1.2602725 1.18861127 1.44833231]" | |
], | |
[ | |
50, | |
"[0.59812403 0.78395379 0.0291847 0.81814629]", | |
"[1.59812403 1.78395379 1.0291847 1.81814623]" | |
], | |
[ | |
51, | |
"[0.93488538 0.73882395 0.37345302 0.0274905 ]", | |
"[1.93488538 1.73882389 1.37345302 1.0274905 ]" | |
], | |
[ | |
52, | |
"[0.30631393 0.48311198 0.87847513 0.67559886]", | |
"[1.30631399 1.48311198 1.87847519 1.67559886]" | |
], | |
[ | |
53, | |
"[0.18720162 0.74115586 0.98626411 0.30355608]", | |
"[1.18720162 1.74115586 1.98626411 1.30355608]" | |
], | |
[ | |
54, | |
"[0.85566247 0.83362883 0.48424995 0.25265992]", | |
"[1.85566247 1.83362889 1.48424995 1.25265992]" | |
], | |
[ | |
55, | |
"[0.95928186 0.84273899 0.71514636 0.38619852]", | |
"[1.95928192 1.84273899 1.7151463 1.38619852]" | |
], | |
[ | |
56, | |
"[0.32565445 0.90939188 0.07488042 0.13730896]", | |
"[1.32565451 1.90939188 1.07488036 1.13730896]" | |
], | |
[ | |
57, | |
"[0.9829582 0.59269661 0.40120947 0.95487177]", | |
"[1.9829582 1.59269667 1.40120947 1.95487177]" | |
], | |
[ | |
58, | |
"[0.79905868 0.89367443 0.75429088 0.3190186 ]", | |
"[1.79905868 1.89367437 1.75429082 1.3190186 ]" | |
], | |
[ | |
59, | |
"[0.54914117 0.03810108 0.87531954 0.73044223]", | |
"[1.54914117 1.03810108 1.87531948 1.73044229]" | |
], | |
[ | |
60, | |
"[0.67418337 0.79634351 0.23229051 0.71345252]", | |
"[1.67418337 1.79634356 1.23229051 1.71345258]" | |
], | |
[ | |
61, | |
"[0.87285906 0.48354989 0.39394957 0.59456545]", | |
"[1.872859 1.48354983 1.39394951 1.59456539]" | |
], | |
[ | |
62, | |
"[0.81788456 0.58174163 0.29376316 0.7971254 ]", | |
"[1.81788456 1.58174157 1.29376316 1.79712534]" | |
], | |
[ | |
63, | |
"[0.94559073 0.65736622 0.25761551 0.48553199]", | |
"[1.94559073 1.65736628 1.25761557 1.48553205]" | |
], | |
[ | |
64, | |
"[0.60075855 0.12234765 0.00614399 0.30560958]", | |
"[1.60075855 1.12234759 1.00614405 1.30560958]" | |
], | |
[ | |
65, | |
"[0.39147133 0.29854035 0.84663737 0.58175623]", | |
"[1.39147139 1.29854035 1.84663737 1.58175623]" | |
], | |
[ | |
66, | |
"[0.02162331 0.81861657 0.92468154 0.07808572]", | |
"[1.02162337 1.81861663 1.92468154 1.07808566]" | |
], | |
[ | |
67, | |
"[0.02235305 0.52774918 0.7331115 0.84358269]", | |
"[1.02235305 1.52774918 1.7331115 1.84358263]" | |
], | |
[ | |
68, | |
"[0.6080932 0.56563014 0.32107437 0.72599429]", | |
"[1.60809326 1.5656302 1.32107437 1.72599435]" | |
], | |
[ | |
69, | |
"[0.67447788 0.6125319 0.98007888 0.65968603]", | |
"[1.67447782 1.6125319 1.98007894 1.65968609]" | |
], | |
[ | |
70, | |
"[0.47963417 0.81818312 0.48720706 0.49339259]", | |
"[1.47963417 1.81818318 1.48720706 1.49339259]" | |
], | |
[ | |
71, | |
"[0.9630242 0.76359051 0.24853623 0.76881069]", | |
"[1.96302414 1.76359057 1.24853623 1.76881075]" | |
], | |
[ | |
72, | |
"[0.60609657 0.96257663 0.19292736 0.95702219]", | |
"[1.60609651 1.96257663 1.19292736 1.95702219]" | |
], | |
[ | |
73, | |
"[0.80654246 0.08253473 0.74478531 0.71257162]", | |
"[1.8065424 1.08253479 1.74478531 1.71257162]" | |
], | |
[ | |
74, | |
"[0.70167565 0.26930219 0.5660674 0.61194974]", | |
"[1.70167565 1.26930213 1.56606746 1.61194968]" | |
], | |
[ | |
75, | |
"[0.76933283 0.86241865 0.44114518 0.65644735]", | |
"[1.76933289 1.86241865 1.44114518 1.65644741]" | |
], | |
[ | |
76, | |
"[0.59492421 0.90274489 0.38069052 0.46101224]", | |
"[1.59492421 1.90274489 1.38069057 1.46101224]" | |
], | |
[ | |
77, | |
"[0.15064228 0.03198934 0.25754827 0.51484001]", | |
"[1.15064228 1.03198934 1.25754833 1.51484001]" | |
], | |
[ | |
78, | |
"[0.12024075 0.21342516 0.56858408 0.58644271]", | |
"[1.12024069 1.21342516 1.56858408 1.58644271]" | |
], | |
[ | |
79, | |
"[0.91730917 0.22574073 0.09591609 0.33056474]", | |
"[1.91730917 1.22574067 1.09591603 1.33056474]" | |
], | |
[ | |
80, | |
"[0.49691743 0.61873293 0.90698647 0.94486356]", | |
"[1.49691749 1.61873293 1.90698647 1.94486356]" | |
], | |
[ | |
81, | |
"[0.6032477 0.83361369 0.18538666 0.19108021]", | |
"[1.60324764 1.83361363 1.18538666 1.19108021]" | |
], | |
[ | |
82, | |
"[0.63235509 0.70352674 0.96188956 0.46240485]", | |
"[1.63235509 1.70352674 1.96188951 1.46240485]" | |
], | |
[ | |
83, | |
"[0.37959969 0.42820001 0.10690689 0.96353984]", | |
"[1.37959969 1.42820001 1.10690689 1.96353984]" | |
], | |
[ | |
84, | |
"[0.49607176 0.1922397 0.46640229 0.78321403]", | |
"[1.49607182 1.19223976 1.46640229 1.78321409]" | |
], | |
[ | |
85, | |
"[0.40234613 0.54987347 0.49542785 0.54153186]", | |
"[1.40234613 1.54987347 1.49542785 1.5415318 ]" | |
], | |
[ | |
86, | |
"[0.80893755 0.92237449 0.88346356 0.93164903]", | |
"[1.80893755 1.92237449 1.88346362 1.93164897]" | |
], | |
[ | |
87, | |
"[0.12858278 0.09930819 0.83222693 0.72485673]", | |
"[1.12858272 1.09930825 1.83222699 1.72485673]" | |
], | |
[ | |
88, | |
"[0.72470158 0.4940322 0.41027349 0.89364016]", | |
"[1.72470164 1.49403214 1.41027355 1.89364016]" | |
], | |
[ | |
89, | |
"[0.47856545 0.46267092 0.6376707 0.84747767]", | |
"[1.47856545 1.46267092 1.63767076 1.84747767]" | |
], | |
[ | |
90, | |
"[0.49584109 0.80599248 0.07096875 0.75872749]", | |
"[1.49584103 1.80599248 1.07096875 1.75872755]" | |
], | |
[ | |
91, | |
"[0.43500566 0.66041756 0.80293626 0.96224713]", | |
"[1.43500566 1.66041756 1.80293632 1.96224713]" | |
], | |
[ | |
92, | |
"[0.78397602 0.74223626 0.26603186 0.41664881]", | |
"[1.78397608 1.74223626 1.26603186 1.41664886]" | |
], | |
[ | |
93, | |
"[0.28942841 0.05601001 0.33039129 0.27781558]", | |
"[1.28942847 1.05601001 1.33039129 1.27781558]" | |
], | |
[ | |
94, | |
"[0.68094063 0.45189077 0.22661722 0.37354094]", | |
"[1.68094063 1.45189071 1.22661722 1.37354088]" | |
], | |
[ | |
95, | |
"[0.43681622 0.74680805 0.83598751 0.12414402]", | |
"[1.43681622 1.74680805 1.83598757 1.12414408]" | |
], | |
[ | |
96, | |
"[0.47870928 0.17129105 0.27300501 0.20634609]", | |
"[1.47870922 1.17129111 1.27300501 1.20634604]" | |
], | |
[ | |
97, | |
"[0.72795159 0.79317838 0.27832931 0.96576637]", | |
"[1.72795153 1.79317832 1.27832937 1.96576643]" | |
], | |
[ | |
98, | |
"[0.87608397 0.93200487 0.80169648 0.37758952]", | |
"[1.87608397 1.93200493 1.80169654 1.37758946]" | |
], | |
[ | |
99, | |
"[0.68891573 0.25576538 0.96339929 0.503833 ]", | |
"[1.68891573 1.25576544 1.96339929 1.50383306]" | |
] | |
] | |
}, | |
"training": { | |
"columns": [ | |
"training_loss" | |
], | |
"data": [ | |
[ | |
5.800187110900879 | |
], | |
[ | |
5.598123073577881 | |
], | |
[ | |
5.42051887512207 | |
], | |
[ | |
5.2726593017578125 | |
], | |
[ | |
5.157590389251709 | |
], | |
[ | |
5.0745649337768555 | |
], | |
[ | |
5.0191521644592285 | |
], | |
[ | |
4.984806537628174 | |
], | |
[ | |
4.964847564697266 | |
], | |
[ | |
4.953816890716553 | |
], | |
[ | |
4.947908878326416 | |
], | |
[ | |
4.944762706756592 | |
], | |
[ | |
4.943039417266846 | |
], | |
[ | |
4.942024230957031 | |
], | |
[ | |
4.941353797912598 | |
], | |
[ | |
4.9408488273620605 | |
], | |
[ | |
4.940422058105469 | |
], | |
[ | |
4.940032482147217 | |
], | |
[ | |
4.939662456512451 | |
], | |
[ | |
4.939301013946533 | |
], | |
[ | |
4.938945293426514 | |
], | |
[ | |
4.938592910766602 | |
], | |
[ | |
4.9382429122924805 | |
], | |
[ | |
4.937894344329834 | |
], | |
[ | |
4.937548637390137 | |
], | |
[ | |
4.937204837799072 | |
], | |
[ | |
4.936861515045166 | |
], | |
[ | |
4.936521053314209 | |
], | |
[ | |
4.936007976531982 | |
], | |
[ | |
4.928510665893555 | |
], | |
[ | |
4.7543463706970215 | |
], | |
[ | |
4.202136039733887 | |
], | |
[ | |
3.841205596923828 | |
], | |
[ | |
3.605153799057007 | |
], | |
[ | |
3.4602854251861572 | |
], | |
[ | |
3.377415657043457 | |
], | |
[ | |
3.3322527408599854 | |
], | |
[ | |
3.308159589767456 | |
], | |
[ | |
3.2952585220336914 | |
], | |
[ | |
3.288172960281372 | |
], | |
[ | |
3.2841086387634277 | |
], | |
[ | |
3.2816221714019775 | |
], | |
[ | |
3.2797133922576904 | |
], | |
[ | |
3.251174211502075 | |
], | |
[ | |
2.534057140350342 | |
], | |
[ | |
2.100238800048828 | |
], | |
[ | |
1.8637852668762207 | |
], | |
[ | |
1.7448025941848755 | |
], | |
[ | |
1.6882381439208984 | |
], | |
[ | |
1.6618977785110474 | |
], | |
[ | |
1.6495403051376343 | |
], | |
[ | |
1.6435632705688477 | |
], | |
[ | |
1.6405097246170044 | |
], | |
[ | |
1.6388026475906372 | |
], | |
[ | |
1.6377187967300415 | |
], | |
[ | |
1.6369259357452393 | |
], | |
[ | |
1.6362708806991577 | |
], | |
[ | |
1.635683536529541 | |
], | |
[ | |
1.6351302862167358 | |
], | |
[ | |
1.6345962285995483 | |
], | |
[ | |
1.634074091911316 | |
], | |
[ | |
1.6335605382919312 | |
], | |
[ | |
1.6330533027648926 | |
], | |
[ | |
1.6325511932373047 | |
], | |
[ | |
1.6320583820343018 | |
], | |
[ | |
1.6315733194351196 | |
], | |
[ | |
1.6311031579971313 | |
], | |
[ | |
1.6306471824645996 | |
], | |
[ | |
1.6301956176757812 | |
], | |
[ | |
1.6297489404678345 | |
], | |
[ | |
1.629309892654419 | |
], | |
[ | |
1.6288747787475586 | |
], | |
[ | |
1.6284427642822266 | |
], | |
[ | |
1.6280156373977661 | |
], | |
[ | |
1.6275969743728638 | |
], | |
[ | |
1.6271847486495972 | |
], | |
[ | |
1.6267770528793335 | |
], | |
[ | |
1.6263741254806519 | |
], | |
[ | |
1.625981092453003 | |
], | |
[ | |
1.625562071800232 | |
], | |
[ | |
1.6234854459762573 | |
], | |
[ | |
1.526026964187622 | |
], | |
[ | |
0.7520114779472351 | |
], | |
[ | |
0.36320704221725464 | |
], | |
[ | |
0.19313177466392517 | |
], | |
[ | |
0.12368442118167877 | |
], | |
[ | |
0.09587223827838898 | |
], | |
[ | |
0.08457889407873154 | |
], | |
[ | |
0.07980319857597351 | |
], | |
[ | |
0.07760757952928543 | |
], | |
[ | |
0.0764402449131012 | |
], | |
[ | |
0.07568377256393433 | |
], | |
[ | |
0.0751044973731041 | |
], | |
[ | |
0.07460036873817444 | |
], | |
[ | |
0.07414067536592484 | |
], | |
[ | |
0.073702372610569 | |
], | |
[ | |
0.07327572256326675 | |
], | |
[ | |
0.0728573128581047 | |
], | |
[ | |
0.07244749367237091 | |
], | |
[ | |
0.07204563170671463 | |
] | |
] | |
} | |
}, | |
"other": { | |
"model": "ModelConfig(model=Sequential(\n (0) - Identity(): Input__tensor_1_output -> START_Repeat_1_output\n (1) - Linear(4, 4, bias=True): START_Repeat_1_output -> Linear_1_output\n (2) - <function leaky_relu at 0x78e367f84d60>: Linear_1_output -> Activation_1_output\n (3) - Identity(): Activation_1_output -> START_Repeat_1_output\n (4) - Linear(4, 4, bias=True): START_Repeat_1_output -> Linear_1_output\n (5) - <function leaky_relu at 0x78e367f84d60>: Linear_1_output -> Activation_1_output\n (6) - Identity(): Activation_1_output -> END_Repeat_1_output\n (7) - Identity(): END_Repeat_1_output -> Output_1_x\n (8) - Identity(): Output_1_x -> Output_1_x\n), model_inputs=['Input__tensor_1_output'], model_outputs=['Output_1_x'], loss_inputs=['Output_1_x', 'Input__tensor_3_output'], loss=Sequential(\n (0) - <function constant_vector.<locals>.<lambda> at 0x78e237191260>: nothing -> Constant_vector_1_output\n (1) - <built-in method add of type object at 0x78e36059ef00>: Input__tensor_3_output, Constant_vector_1_output -> Add_1_output\n (2) - <function mse_loss at 0x78e367f86840>: Output_1_x, Add_1_output -> MSE_loss_2_output\n (3) - Identity(): MSE_loss_2_output -> loss\n), optimizer_parameters={'lr': 0.1, 'type': <OptionsFor_type.SGD: 4>}, optimizer=SGD (\nParameter Group 0\n dampening: 0\n differentiable: False\n foreach: None\n fused: None\n lr: 0.1\n maximize: False\n momentum: 0\n nesterov: False\n weight_decay: 0\n), source_workspace='Model definition', trained=True)" | |
}, | |
"relations": [] | |
}, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"index", | |
"pred", | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"training": { | |
"columns": [ | |
"training_loss" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": true | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "View tables", | |
"outputs": {}, | |
"params": { | |
"limit": { | |
"default": 100.0, | |
"name": "limit", | |
"type": { | |
"type": "<class 'int'>" | |
} | |
} | |
}, | |
"type": "table_view" | |
}, | |
"params": { | |
"_tables_open": { | |
"df_test": true | |
}, | |
"limit": 100.0 | |
}, | |
"status": "done", | |
"title": "View tables" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 636.0, | |
"id": "View tables 1", | |
"position": { | |
"x": 3075.0, | |
"y": -90.0 | |
}, | |
"type": "table_view", | |
"width": 603.0 | |
}, | |
{ | |
"data": { | |
"__execution_delay": 0.0, | |
"collapsed": null, | |
"display": { | |
"series": [ | |
{ | |
"data": [ | |
[ | |
5.752160549163818, | |
-0.8232598900794983, | |
"", | |
-2.058953046798706 | |
], | |
[ | |
0.7012296915054321, | |
0.5504218339920044, | |
"", | |
4.149958610534668 | |
], | |
[ | |
2.945161819458008, | |
-1.014856219291687, | |
"", | |
0.019882630556821823 | |
], | |
[ | |
2.5901684761047363, | |
-1.2229167222976685, | |
"", | |
0.34879058599472046 | |
], | |
[ | |
1.4952237606048584, | |
-0.1513950079679489, | |
"", | |
2.7570903301239014 | |
], | |
[ | |
1.344888687133789, | |
-1.1611599922180176, | |
"", | |
2.0714128017425537 | |
], | |
[ | |
0.3736271560192108, | |
0.34866970777511597, | |
"", | |
3.9460649490356445 | |
], | |
[ | |
4.606325149536133, | |
-0.44266968965530396, | |
"", | |
-1.2447248697280884 | |
], | |
[ | |
0.8212581276893616, | |
-0.6836636066436768, | |
"", | |
5.419023513793945 | |
], | |
[ | |
3.042868137359619, | |
-1.6362674236297607, | |
"", | |
0.780156135559082 | |
], | |
[ | |
0.7296130061149597, | |
-0.1887897551059723, | |
"", | |
3.203200578689575 | |
], | |
[ | |
0.8891782760620117, | |
1.2451283931732178, | |
"", | |
4.304920196533203 | |
], | |
[ | |
4.700596332550049, | |
-0.063453808426857, | |
"", | |
-1.466339349746704 | |
], | |
[ | |
2.212623119354248, | |
-0.24241189658641815, | |
"", | |
1.563027262687683 | |
], | |
[ | |
5.110715866088867, | |
-1.116548776626587, | |
"", | |
-2.46594500541687 | |
], | |
[ | |
3.6852052211761475, | |
-1.414133071899414, | |
"", | |
-3.59246563911438 | |
], | |
[ | |
5.279581069946289, | |
-0.6892402172088623, | |
"", | |
-2.0778040885925293 | |
], | |
[ | |
4.4375996589660645, | |
-1.3382771015167236, | |
"", | |
-3.1805598735809326 | |
], | |
[ | |
0.4160999357700348, | |
1.0794298648834229, | |
"", | |
4.508198261260986 | |
], | |
[ | |
5.0630598068237305, | |
-0.9982349276542664, | |
"", | |
-2.31571626663208 | |
], | |
[ | |
1.388333797454834, | |
-0.6052800416946411, | |
"", | |
2.2662086486816406 | |
], | |
[ | |
5.247096061706543, | |
-1.422383189201355, | |
"", | |
-2.9033005237579346 | |
], | |
[ | |
5.0349931716918945, | |
-0.20492368936538696, | |
"", | |
-1.5952072143554688 | |
], | |
[ | |
0.8588991165161133, | |
0.931562602519989, | |
"", | |
4.554385185241699 | |
], | |
[ | |
2.5351479053497314, | |
-0.6277468204498291, | |
"", | |
-0.05971255153417587 | |
], | |
[ | |
2.1338918209075928, | |
-0.7544606328010559, | |
"", | |
1.1391218900680542 | |
], | |
[ | |
5.549644470214844, | |
-0.3897499740123749, | |
"", | |
-2.751723289489746 | |
], | |
[ | |
2.397034168243408, | |
-1.7871567010879517, | |
"", | |
0.6067442297935486 | |
], | |
[ | |
1.2974268198013306, | |
0.5350163578987122, | |
"", | |
3.7050516605377197 | |
], | |
[ | |
0.1969093680381775, | |
1.3218902349472046, | |
"", | |
4.904805660247803 | |
] | |
], | |
"symbolSize": 25.65378780242026, | |
"type": "scatter" | |
} | |
], | |
"title": { | |
"text": "UMAP projection of pred" | |
}, | |
"tooltip": { | |
"show": false | |
}, | |
"visualMap": { | |
"calculable": true, | |
"dimension": 3, | |
"inRange": { | |
"color": [ | |
"#440154", | |
"#482777", | |
"#3E4989", | |
"#31688E", | |
"#26828E", | |
"#1F9E89", | |
"#35B779", | |
"#6CCE59", | |
"#B4DE2C", | |
"#FDE725" | |
] | |
}, | |
"max": 5.419023513793945, | |
"min": -3.59246563911438, | |
"right": 10, | |
"top": "center" | |
}, | |
"xAxis": [ | |
{ | |
"type": "value" | |
} | |
], | |
"yAxis": [ | |
{ | |
"type": "value" | |
} | |
] | |
}, | |
"error": null, | |
"input_metadata": [ | |
{ | |
"dataframes": { | |
"df": { | |
"columns": [ | |
"x", | |
"y" | |
] | |
}, | |
"df_test": { | |
"columns": [ | |
"index", | |
"pred", | |
"x", | |
"y" | |
] | |
}, | |
"df_train": { | |
"columns": [ | |
"index", | |
"x", | |
"y" | |
] | |
}, | |
"training": { | |
"columns": [ | |
"training_loss" | |
] | |
} | |
}, | |
"other": { | |
"model": { | |
"model": { | |
"inputs": [ | |
"Input__tensor_1_output" | |
], | |
"loss_inputs": [ | |
"Output_1_x", | |
"Input__tensor_3_output" | |
], | |
"outputs": [ | |
"Output_1_x" | |
], | |
"trained": true | |
}, | |
"type": "model" | |
} | |
}, | |
"relations": [] | |
} | |
], | |
"meta": { | |
"inputs": { | |
"bundle": { | |
"name": "bundle", | |
"position": "left", | |
"type": { | |
"type": "<class 'lynxkite_graph_analytics.core.Bundle'>" | |
} | |
} | |
}, | |
"name": "View vectors", | |
"outputs": {}, | |
"params": { | |
"label_column": { | |
"default": "", | |
"name": "label_column", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"metric": { | |
"default": "euclidean", | |
"name": "metric", | |
"type": { | |
"enum": [ | |
"l1", | |
"cityblock", | |
"taxicab", | |
"manhattan", | |
"euclidean", | |
"l2", | |
"sqeuclidean", | |
"canberra", | |
"minkowski", | |
"chebyshev", | |
"linf", | |
"cosine", | |
"correlation", | |
"hellinger", | |
"hamming" | |
] | |
} | |
}, | |
"min_dist": { | |
"default": 0.1, | |
"name": "min_dist", | |
"type": { | |
"type": "<class 'float'>" | |
} | |
}, | |
"n_neighbors": { | |
"default": 15.0, | |
"name": "n_neighbors", | |
"type": { | |
"type": "<class 'int'>" | |
} | |
}, | |
"table_name": { | |
"default": "nodes", | |
"name": "table_name", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
}, | |
"vector_column": { | |
"default": "", | |
"name": "vector_column", | |
"type": { | |
"type": "<class 'str'>" | |
} | |
} | |
}, | |
"type": "visualization" | |
}, | |
"params": { | |
"label_column": "", | |
"table_name": "df_test", | |
"vector_column": "pred" | |
}, | |
"status": "done", | |
"title": "View vectors" | |
}, | |
"dragHandle": ".bg-primary", | |
"height": 600.0, | |
"id": "View vectors 1", | |
"position": { | |
"x": 3097.090807936859, | |
"y": 623.3574330263067 | |
}, | |
"type": "visualization", | |
"width": 662.0 | |
} | |
] | |
} | |