diff --git "a/examples/Model use.lynxkite.json" "b/examples/Model use.lynxkite.json" --- "a/examples/Model use.lynxkite.json" +++ "b/examples/Model use.lynxkite.json" @@ -129,7 +129,8 @@ "columns": [ "x", "y" - ] + ], + "key": "df" } }, "other": {}, @@ -137,7 +138,15 @@ } ], "meta": { + "categories": [], "color": "orange", + "doc": [ + { + "kind": "text", + "value": "Splits a dataframe in the bundle into separate \"_train\" and \"_test\" dataframes." + } + ], + "id": "Train/test split", "inputs": [ { "name": "bundle", @@ -162,7 +171,8 @@ "default": null, "name": "table_name", "type": { - "type": "" + "format": "dropdown", + "metadata_query": "[].dataframes[].keys(@)[]" } }, { @@ -171,26 +181,35 @@ "type": { "type": "" } + }, + { + "default": 1234, + "name": "seed", + "type": { + "type": "" + } } ], "type": "basic" }, + "op_id": "Train/test split", "params": { + "seed": "234", "table_name": "df", "test_ratio": "0.3" }, "status": "done", "title": "Train/test split" }, - "dragHandle": ".bg-primary", - "height": 282.0, + "dragHandle": ".drag-handle", + "height": 315.0, "id": "Train/test split 1", "position": { "x": 349.77298999520514, "y": 258.3247498801284 }, "type": "basic", - "width": 259.0 + "width": 270.0 }, { "_data": { @@ -235,7 +254,15 @@ "error": null, "input_metadata": [], "meta": { + "categories": [], "color": "orange", + "doc": [ + { + "kind": "text", + "value": "Imports a Parquet file." + } + ], + "id": "Import Parquet", "inputs": [], "name": "Import Parquet", "outputs": [ @@ -258,13 +285,14 @@ ], "type": "basic" }, + "op_id": "Import Parquet", "params": { "filename": "uploads/plus-one-dataset.parquet" }, "status": "done", "title": "Import Parquet" }, - "dragHandle": ".bg-primary", + "dragHandle": ".drag-handle", "height": 403.0, "id": "Import Parquet 1", "position": { @@ -363,21 +391,24 @@ "columns": [ "x", "y" - ] + ], + "key": "df" }, "df_test": { "columns": [ "index", "x", "y" - ] + ], + "key": "df_test" }, "df_train": { "columns": [ "index", "x", "y" - ] + ], + "key": "df_train" } }, "other": {}, @@ -385,7 +416,15 @@ } ], "meta": { + "categories": [], "color": "orange", + "doc": [ + { + "kind": "text", + "value": "Trains the selected model on the selected dataset. Most training parameters are set in the model definition." + } + ], + "id": "Define model", "inputs": [ { "name": "bundle", @@ -423,6 +462,7 @@ ], "type": "basic" }, + "op_id": "Define model", "params": { "model_workspace": "Model definition", "save_as": "model" @@ -430,7 +470,7 @@ "status": "done", "title": "Define model" }, - "dragHandle": ".bg-primary", + "dragHandle": ".drag-handle", "height": 537.0, "id": "Define model 1", "position": { @@ -554,34 +594,43 @@ "columns": [ "x", "y" - ] + ], + "key": "df" }, "df_test": { "columns": [ "index", "x", "y" - ] + ], + "key": "df_test" }, "df_train": { "columns": [ "index", "x", "y" - ] + ], + "key": "df_train" } }, "other": { "model": { + "key": "model", "model": { - "inputs": [ - "Input__tensor_1_output" - ], + "input_output_names": { + "Input__tensor_1_output": "X", + "Input__tensor_3_output": "Y", + "Output_1_x": "Output" + }, "loss_inputs": [ "Input__tensor_3_output", "Output_1_x" ], - "outputs": [ + "model_inputs": [ + "Input__tensor_1_output" + ], + "model_outputs": [ "Output_1_x" ], "trained": false @@ -593,7 +642,15 @@ } ], "meta": { + "categories": [], "color": "orange", + "doc": [ + { + "kind": "text", + "value": "Trains the selected model on the selected dataset.\nTraining parameters specific to the model are set in the model definition,\nwhile parameters specific to the hardware environment and dataset are set here." + } + ], + "id": "Train model", "inputs": [ { "name": "bundle", @@ -618,7 +675,8 @@ "default": "model", "name": "model_name", "type": { - "type": "" + "format": "dropdown", + "metadata_query": "[].other.*[] | [?type == 'model'].key" } }, { @@ -629,24 +687,33 @@ } }, { - "default": 1.0, + "default": 1, "name": "epochs", "type": { "type": "" } + }, + { + "default": 1, + "name": "batch_size", + "type": { + "type": "" + } } ], "type": "basic" }, + "op_id": "Train model", "params": { - "epochs": "200", + "batch_size": "8", + "epochs": "10", "input_mapping": 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