Flow Forecast

General:

  • Model Evaluation
  • Long Train
  • Model Dictionaries
  • Pre Dictionaries
  • PyTorch Training
  • Time Model
  • Trainer
  • Explain Model Output
  • Utilities

Deployment

  • Inference

Preprocessing:

  • Interpolate Preprocessing
  • Build FF original Dataset
  • Closest Station
  • Data Converter
  • Preprocess DA RNN
  • Preprocess Metadata
  • Process USGS
  • PyTorch Loaders
  • Temporal Features

Custom:

  • Custom Optimizers

TransformerXL:

  • Dummy Torch Model
  • I-Transformer Model.
  • Lower Upper Configuration
  • Simple Multi Attention Head Model
  • Basic Transformer
  • Transformer XL
  • Convolutional Transformer
  • Informer

GCP Integration:

  • Basic Google Cloud Platform Utilities
Flow Forecast
  • Overview: module code

All modules for which code is available

  • flood_forecast.basic.d_n_linear
  • flood_forecast.custom.custom_opt
  • flood_forecast.da_rnn.custom_types
  • flood_forecast.da_rnn.model
  • flood_forecast.da_rnn.modules
  • flood_forecast.da_rnn.train_da
  • flood_forecast.da_rnn.utils
  • flood_forecast.deployment.inference
  • flood_forecast.evaluator
  • flood_forecast.explain_model_output
  • flood_forecast.gcp_integration.basic_utils
  • flood_forecast.long_train
  • flood_forecast.meta_models.basic_ae
  • flood_forecast.meta_models.merging_model
  • flood_forecast.preprocessing.buil_dataset
  • flood_forecast.preprocessing.closest_station
  • flood_forecast.preprocessing.data_converter
  • flood_forecast.preprocessing.interpolate_preprocess
  • flood_forecast.preprocessing.preprocess_da_rnn
  • flood_forecast.preprocessing.preprocess_metadata
  • flood_forecast.preprocessing.process_usgs
  • flood_forecast.preprocessing.pytorch_loaders
  • flood_forecast.preprocessing.temporal_feats
  • flood_forecast.pytorch_training
  • flood_forecast.time_model
  • flood_forecast.trainer
  • flood_forecast.training_utils
  • flood_forecast.transformer_xl.cross_former
  • flood_forecast.transformer_xl.dummy_torch
  • flood_forecast.transformer_xl.informer
  • flood_forecast.transformer_xl.itransformer
  • flood_forecast.transformer_xl.lower_upper_config
  • flood_forecast.transformer_xl.multi_head_base
  • flood_forecast.transformer_xl.transformer_basic
  • flood_forecast.transformer_xl.transformer_bottleneck
  • flood_forecast.transformer_xl.transformer_xl
  • flood_forecast.utils

© Copyright 2020, Isaac Godfried.

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