{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Forecasting Crypto Prices with the Transformer and Flow Forecast\n\n[Flow Forecast is a open source deep learning for time series forecasting, classification, and anomaly detection framework built in PyTorch](https://github.com/AIStream-Peelout/flow-forecast). FF features state of the art time series forecasting models like the [Transformer]() which we will use to forecast the crypto target price. Please note here I'm purposefully not using the full dataset (actually only a very small fraction) in order to ensure the notebook execution completes before timing out.\n\n![image.png](attachment:4693a786-5728-4058-afd5-5d306ed158b2.png)","metadata":{},"attachments":{"4693a786-5728-4058-afd5-5d306ed158b2.png":{"image/png":"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"}}},{"cell_type":"code","source":"from datetime import datetime\nimport os\n!git clone https://github.com/AIStream-Peelout/flow-forecast.git -b add_minute_temporal\nos.chdir(\"flow-forecast\")\n!python setup.py develop","metadata":{"execution":{"iopub.status.busy":"2021-12-21T07:25:21.198414Z","iopub.execute_input":"2021-12-21T07:25:21.198786Z","iopub.status.idle":"2021-12-21T07:25:27.659169Z","shell.execute_reply.started":"2021-12-21T07:25:21.19866Z","shell.execute_reply":"2021-12-21T07:25:27.65812Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nfrom datetime import datetime\ntrain_df = pd.read_csv(\"../../input/g-research-crypto-forecasting/train.csv\")\ntrain_df[\"datetime\"] = pd.to_datetime(train_df[\"timestamp\"], unit='s')\ntrain_df.to_csv(\"i.csv\")","metadata":{"execution":{"iopub.status.busy":"2021-12-21T07:25:27.661922Z","iopub.execute_input":"2021-12-21T07:25:27.662238Z","iopub.status.idle":"2021-12-21T07:31:26.63224Z","shell.execute_reply.started":"2021-12-21T07:25:27.662195Z","shell.execute_reply":"2021-12-21T07:31:26.631055Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# g = train_df.groupby('Asset_ID').cumcount()\n# df = train_df.set_index(['timestamp', g]).unstack().sort_index(level=1, axis=1)\n# This ran out of memory ^ \nsingle_train = train_df[train_df[\"Asset_ID\"]==0]\nsingle_train.to_csv(\"asset_0.csv\")\nsingle_train.dropna()\nsingle_train","metadata":{"execution":{"iopub.status.busy":"2021-12-21T07:31:26.633904Z","iopub.execute_input":"2021-12-21T07:31:26.634191Z","iopub.status.idle":"2021-12-21T07:31:50.363036Z","shell.execute_reply.started":"2021-12-21T07:31:26.634158Z","shell.execute_reply":"2021-12-21T07:31:50.362Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"single_train[\"Target\"].describe()","metadata":{"execution":{"iopub.status.busy":"2021-12-21T07:31:50.365608Z","iopub.execute_input":"2021-12-21T07:31:50.365962Z","iopub.status.idle":"2021-12-21T07:31:50.468622Z","shell.execute_reply.started":"2021-12-21T07:31:50.365917Z","shell.execute_reply":"2021-12-21T07:31:50.467639Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Defining the Configuration File\n\n##### The first thing to do to start any FF experiment is to define a FF configuration file. Here since we want to use the transformer model we have to supply the proper parameters to initialize it. \n- model_params: In model parameters we will include the relevant arguments to instantiate a CustomTransformerDecoder model. \n    - n_time_series: The number of covariate + targets we are passing into the model in this case we have 13 (8 base features + 5 datetime featues)\n    - seq_length: This\n    - output_seq_length: The length the model forecasts in one forward pass. We will make this a tunable hyperparameter and gauge performance basesd on it. \n    - output_dim: This will be one in this instance because we are only forecasting one target variable. \n    - n_layers_encoder: The number of stacked transformer blocks. We will also make this a sweepable param. \n    \n dataset_params: Most of the dataset parameters should be pretty self-explanatory. \n\n    - train_start: The index to start training model on. Here I choose row 1000\n    - train_end: The index to end training on. Here I choose row 10,000 in order ensure the notebook doesn't time out.\n    - class: Here we use the default CSVDataLoader class. Other models like the Informer would require different datal\n    - test_end: \n    \n- inference_params: These are the parameters that we need for plotting the end charts\n\nThe second configuration file we define is the Weights and Biases sweep configuration file. This controls the hyperparameters we are sweeping over. Note in order to avoid Kaggle memory errors I have had to greatly limit the current sweep in this tutorial notebook. However, sweeps can parse over a huge range of values, sometimes I sweep over 200 different hyperparameter combos. Here we will do a basic sweep over batch_size learning rate, and forecast_history supplied to the forecasting model. \n","metadata":{}},{"cell_type":"code","source":"def make_config_file(csv_path, weight_path=None, pretrained=[]):\n  run = wandb.init(project=\"bitcoin_forecasts\")\n  wandb_config = run.config\n  the_wandb_c = run.config\n  the_config4 =  {\n    \"model_name\": \"CustomTransformerDecoder\",\n    \"use_decoder\": True,\n    \"model_type\": \"PyTorch\",\n    \"model_params\": {\n      \"n_time_series\":13,\n      \"seq_length\":wandb_config[\"forecast_history\"],\n      \"output_seq_length\": wandb_config[\"forecast_length\"], \n      \"n_layers_encoder\": wandb_config[\"n_layers_encoder\"],\n      \"output_dim\":1,\n    },\n      \n    \"dataset_params\":\n    {  \"class\": \"default\",\n       \"num_workers\":4,\n       \"pin_memory\": True,\n       \"training_path\": csv_path,\n       \"validation_path\": csv_path,\n       \"test_path\": csv_path,\n       \"batch_size\":wandb_config[\"batch_size\"],\n       \"forecast_test_len\":100,\n       \"forecast_history\":wandb_config[\"forecast_history\"],\n       \"forecast_length\":wandb_config[\"forecast_length\"],\n       \"no_scale\": True,\n       \"scaler\": \"StandardScaler\",\n       \"train_start\":1000,\n       \"train_end\": 10000,\n       \"valid_start\":100000,\n       \"valid_end\": 150100,\n       \"sort_column\": \"datetime\",\n       \"test_start\": 150100,\n       \"test_end\":155300,\n       \"target_col\": [\"Target\"],\n       \"relevant_cols\": [\"Target\", \"Count\", \"Open\", \"High\", \"Low\", \"Close\", \"Volume\", \"VWAP\"], \n       \"interpolate\":{\n           \"method\":\"back_forward_generic\",\n           \"params\":{\n               \"relevant_columns\":[\"Target\", \"Count\", \"Open\", \"High\", \"Low\", \"Close\", \"Volume\", \"VWAP\"]\n           }\n\n       },\n     \"feature_param\":\n     {\n         \"datetime_params\":{\n            \"month\": \"numerical\",\n            \"day\": \"numerical\",\n            \"day_of_week\": \"numerical\",\n            \"hour\":\"numerical\",\n            \"minute\": \"numerical\"\n         }\n     }\n    },\n    \"training_params\":\n    {\n       \"criterion\":\"MSE\",\n       \"optimizer\": wandb_config[\"optimizer\"],\n       #\"criterion_params\":{\"baseline_method\":\"mean\"},\n    \"optim_params\":{\n       \"lr\": the_wandb_c[\"lr\"],\n        \"warmup\": 0.1\n    },\n       \"epochs\": 10,\n       \"batch_size\":wandb_config[\"batch_size\"]\n    },\n    \"early_stopping\":{\n        \"patience\":2\n    },\n    \"GCS\": False,\n    \"wandb\":False,\n    \"sweep\": True,\n    \"forward_params\":{},\n   \"metrics\":[\"MAPE\", \"MSE\"],\n   \"inference_params\":\n   {     \n         \"datetime_start\":\"2020-05-31\",\n          \"hours_to_forecast\":336, \n          \"num_prediction_samples\": 20,\n          \"test_csv_path\":csv_path,\n          \"decoder_params\":{\n            \"decoder_function\": \"simple_decode\", \n            \"unsqueeze_dim\": 1},\n          \"dataset_params\":{\n             \"file_path\": csv_path,\n             \"sort_column\": \"datetime\",\n             \"scaling\": \"StandardScaler\",\n             \"forecast_history\": wandb_config[\"forecast_history\"],\n             \"forecast_length\": wandb_config[\"forecast_length\"],\n             \"relevant_cols\": [\"Target\", \"Count\", \"Open\", \"High\", \"Low\", \"Close\", \"Volume\", \"VWAP\"],\n             \"target_col\": [\"Target\"],\n             \"interpolate_param\":{\n                 \"method\":\"back_forward_generic\",\n                 \"params\":{\"relevant_columns\":[\"Target\", \"Count\", \"Open\", \"High\", \"Low\", \"Close\", \"Volume\", \"VWAP\"]}\n                 }, \n            \"feature_params\":\n        {\n         \"datetime_params\":{\n            \"month\": \"numerical\",\n            \"day\": \"numerical\",\n            \"day_of_week\": \"numerical\",\n            \"hour\":\"numerical\",\n             \"minute\": \"numerical\"\n         \n     }\n             }\n          }\n          } \n    }\n\n      \n  if weight_path:\n    the_config4[\"weight_path\"] = weight_path\n  wandb.config.update(the_config4)\n  print(\"config made\")\n  return the_config4\n  \nwandb_sweep_config_full = {\n  \"name\": \"Default sweep\",\n  \"method\": \"grid\",\n  \"parameters\": {\n        \"optimizer\": {\n            \"values\": [\"BertAdam\"]\n        },\n        \"batch_size\": {\n            \"values\": [100, 400]\n        },\n        \"lr\":{\n            \"values\":[0.001, 0.00005]\n        },\n        \"forecast_history\":{\n            \"values\":[96]\n        },\n        \"forecast_length\":{\n            \"values\": [2]\n        },\n        \n       \"n_layers_encoder\": {\n           \"values\": [2, 6]\n       }\n        \n}}","metadata":{"execution":{"iopub.status.busy":"2021-12-21T07:31:50.478349Z","iopub.execute_input":"2021-12-21T07:31:50.478589Z","iopub.status.idle":"2021-12-21T07:31:50.496447Z","shell.execute_reply.started":"2021-12-21T07:31:50.478558Z","shell.execute_reply":"2021-12-21T07:31:50.495518Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Wandb sweeps","metadata":{}},{"cell_type":"code","source":"import wandb\nfrom flood_forecast.trainer import train_function\nfrom kaggle_secrets import UserSecretsClient\nuser_secrets = UserSecretsClient()\nos.environ[\"WANDB_API_KEY\"] = user_secrets.get_secret(\"WANDB_KEY\")\nsweep_full = wandb.sweep(wandb_sweep_config_full, project=\"bitcoin_forecasts\")\nwandb.agent(sweep_full, lambda:train_function(\"PyTorch\", make_config_file(\"asset_0.csv\")))","metadata":{"execution":{"iopub.status.busy":"2021-12-21T07:31:50.497857Z","iopub.execute_input":"2021-12-21T07:31:50.498356Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}