From 06d130750dfefaa2b919629dcdac9347051e14c1 Mon Sep 17 00:00:00 2001 From: Frederik Kratzert Date: Fri, 2 Oct 2020 14:47:47 +0200 Subject: [PATCH] initial commit --- .gitignore | 19 + .style.yapf | 3 + CODEOWNERS | 1 + README.md | 118 ++ docs/Makefile | 20 + docs/make.bat | 35 + .../_static/img/neural-hyd-logo-black.png | Bin 0 -> 103177 bytes .../_static/img/neural-hyd-logo-white.png | Bin 0 -> 111793 bytes .../api/neuralhydrology.data.basedataset.rst | 7 + .../api/neuralhydrology.data.camelsgb.rst | 7 + .../api/neuralhydrology.data.camelsus.rst | 7 + .../api/neuralhydrology.data.caravan.rst | 7 + .../neuralhydrology.data.climateindices.rst | 7 + .../neuralhydrology.data.dischargeinput.rst | 7 + .../neuralhydrology.data.hourlycamelsus.rst | 7 + docs/source/api/neuralhydrology.data.pet.rst | 7 + docs/source/api/neuralhydrology.data.rst | 20 + .../source/api/neuralhydrology.data.utils.rst | 7 + .../neuralhydrology.evaluation.evaluate.rst | 7 + .../neuralhydrology.evaluation.metrics.rst | 7 + .../api/neuralhydrology.evaluation.plots.rst | 7 + .../source/api/neuralhydrology.evaluation.rst | 16 + .../neuralhydrology.evaluation.signatures.rst | 7 + .../api/neuralhydrology.evaluation.tester.rst | 7 + .../neuralhydrology.modelzoo.basemodel.rst | 7 + .../api/neuralhydrology.modelzoo.cudalstm.rst | 7 + .../api/neuralhydrology.modelzoo.ealstm.rst | 7 + .../neuralhydrology.modelzoo.embcudalstm.rst | 7 + .../api/neuralhydrology.modelzoo.fc.rst | 7 + .../api/neuralhydrology.modelzoo.head.rst | 7 + .../api/neuralhydrology.modelzoo.lstm.rst | 7 + ...neuralhydrology.modelzoo.multifreqlstm.rst | 7 + .../api/neuralhydrology.modelzoo.odelstm.rst | 7 + docs/source/api/neuralhydrology.modelzoo.rst | 21 + .../api/neuralhydrology.modelzoo.template.rst | 7 + docs/source/api/neuralhydrology.nh_run.rst | 7 + .../api/neuralhydrology.nh_run_scheduler.rst | 7 + docs/source/api/neuralhydrology.rst | 27 + .../neuralhydrology.training.basetrainer.rst | 7 + .../api/neuralhydrology.training.logger.rst | 7 + .../api/neuralhydrology.training.loss.rst | 7 + ...euralhydrology.training.regularization.rst | 7 + docs/source/api/neuralhydrology.training.rst | 16 + .../api/neuralhydrology.training.train.rst | 7 + .../api/neuralhydrology.utils.config.rst | 7 + .../api/neuralhydrology.utils.configutils.rst | 7 + .../api/neuralhydrology.utils.errors.rst | 7 + ...ralhydrology.utils.nh_results_ensemble.rst | 7 + docs/source/api/neuralhydrology.utils.rst | 15 + docs/source/conf.py | 63 + docs/source/index.rst | 15 + docs/source/usage/models.rst | 108 ++ docs/source/usage/quickstart.rst | 63 + environments/environment_cpu.yml | 30 + environments/environment_cuda10_2.yml | 30 + environments/environment_cuda9_2.yml | 30 + examples/config.yml.example | 275 +++++ neuralhydrology/__about__.py | 1 + neuralhydrology/__init__.py | 0 neuralhydrology/data/__init__.py | 70 ++ neuralhydrology/data/basedataset.py | 562 +++++++++ neuralhydrology/data/camelsgb.py | 84 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a/CODEOWNERS b/CODEOWNERS new file mode 100644 index 00000000..b1693b31 --- /dev/null +++ b/CODEOWNERS @@ -0,0 +1 @@ +* @kratzert diff --git a/README.md b/README.md new file mode 100644 index 00000000..3b0cbf55 --- /dev/null +++ b/README.md @@ -0,0 +1,118 @@ +![#](docs/source/_static/img/neural-hyd-logo-black.png) + +Python library to train neural networks with a strong focus on hydrological applications. + +This package has been used extensively in research over the last year and was used in various academic publications. +The core idea of this package is modularity in all places to allow easy integration of new datasets, new model +architectures or any training related aspects (e.g. loss functions, optimizer, regularization). +One of the core concepts of this code base are configuration files, which lets anyone train neural networks without +touching the code itself. The `NeuralHydrology` package is build on top of the deep learning framework +[Pytorch](https://pytorch.org/), since it has proven to be the most flexible and useful for research purposes. + +We (AI for Earth Science group at Institute for Machine Learning, Johannes Kepler University, Linz, Austria) are using +this code in our day-to-day research and will continue to integrate our new research findings into this public repository. + +**Note:** We will gradually add more examples/documentation over the next couple of days/weeks. + +- Documentation: [neuralhydrology.readthedocs.io](neuralhydrology.readthedocs.io) +- Research Blog: [neuralhydrology.github.io](neuralhydrology.github.io) +- Bug reports/Feature requests [https://github.com/neuralhydrology/neuralhydrology/issues](https://github.com/neuralhydrology/neuralhydrology/issues) + +# Getting started + +## Requirements + +We recommend to use Anaconda/Miniconda. With one of the two installed, a dedicated environment with all requirements +installed can be set up from the environment files provided in +[environments](https://github.com/neuralhydrology/neuralhydrology/environments). + +If you have no CUDA capable GPU available run + +```bash +conda env create -f environments/environment_cpu.yml +``` + +With a CUDA capable GPU available, check which CUDA version your GPU supports and then run e.g. (for CUDA 10.2) + +```bash +conda env create -f environments/environment_cuda10_2.yml +``` + +If neither Minicoda/Anaconda are available, make sure to Python environment with all packages installed that are listed +in one of the environment files. + +## Installation + +For now download or clone the repository to your local machine and install a local, editable copy. +This is a good idea if you want to edit the ``neuralhydrology`` code (e.g., adding new models or datasets).:: + +```bash + git clone https://github.com/neuralhydrology/neuralhydrology.git + cd neuralhydrology + pip install -e . +``` +Besides adding the package to your Python environment, it will also add three bash scripts: +`nh-run`, `nh-run-scheduler` and `nh-results-ensemble`. For details, see below. + + +## Data + +Training and evaluating models requires a dataset. +If you're unsure where to start, a common dataset is CAMELS US, available at +[CAMELS US (NCAR)](https://ral.ucar.edu/solutions/products/camels). +Download the "CAMELS time series meteorology, observed flow, meta data" and place the actual data folder +(`basin_dataset_public_v1p2`) in a directory. +This directory will be referred to as the "data directory", or `data_dir`. + +## Configuration file + +One of the core concepts of this package is the usage of configuration files (`.yml`). Basically, all configurations +required to train a neural network can be specified via these configuration files and no code has to be touched. +Training a model does require a `.yml` file that specifies the run configuration. We will add a detailed explanation +for within the next weeks that explains the config files and arguments in more detail. For now refer to the +[example config](https://github.com/neuralhydrology/neuralhydrology/blob/master/examples/config.yml.example) for a full +list of all available arguments (with inline documentation). For an example of a configuration file that can be used to +train a standard LSTM for a single CAMELS US basin, check +[1_basin_config.yml](https://github.com/neuralhydrology/neuralhydrology/blob/master/examples/1_basin_config.yml.example). + +## Train a model + +To train a model, prepare a configuration file, then run:: + +```bash + nh-run train --config-file /path/to/config.yml +``` +If you want to train multiple models, you can make use of the ``nh-run-scheduler`` command. +Place all configs in a folder, then run:: +```bash + nh-run-scheduler train --config-dir /path/to/config_dir/ --runs-per-gpu X --gpu-ids Y +``` +With X, you can specify how many models should be trained on parallel on a single GPU. +With Y, you can specify which GPUs to use for training (use the id as specified in ``nvidia-smi``). + +## Evaluate a model + +To evaluate a trained model on the test set, run:: + + nh-run evaluate --run-dir /path/to/run_dir/ + +If the optional argument ``--epoch N`` (where N is the epoch to evaluate) is not specified, +the weights of the last epoch are used. You can also use ``--period `` if you want to evaluate the model on the +train period ``--period train``) or validation period (``--period validation``) + +To evaluate all runs in a specific directory you can, similarly to training, run:: + + nh-run-scheduler evaluate --run-dir /path/to/config_dir/ --runs-per-gpu X --gpu-ids Y + + +To merge the predictons of a number of runs (stored in ``$DIR1``, ...) into one averaged ensemble, +use the ``nh-results-ensemble`` script:: + + nh-results-ensemble --run-dirs $DIR1 $DIR2 ... --save-file /path/to/target/file.p --metrics NSE MSE ... + +``--metrics`` specifies which metrics will be calculated for the averaged predictions. + +# Contact + +If you have any questions regarding the usage of this repository, feature requests or comments, please open an issue. +You can also reach out to Frederik Kratzert (kratzert(at)ml.jku.at) by email. \ No newline at end of file diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 00000000..d0c3cbf1 --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = source +BUILDDIR = build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/make.bat b/docs/make.bat new file mode 100644 index 00000000..6247f7e2 --- /dev/null +++ b/docs/make.bat @@ -0,0 +1,35 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=source +set BUILDDIR=build + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. 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JDYBRQ{S)4E1=y!FM*c- iAOE+&KNg^T`muLY>|f-~17{L Dict[str, torch.Tensor]: + """Forward pass through the model + + By convention, each forward pass has to accept a dict of input tensors. Usually, this dict contains 'x_d' and, + possibly, x_s and x_one_hot. If x_d and x_s are available at multiple frequencies, the keys 'x_d' and 'x_s' + have frequency suffixes such as 'x_d_1H' for hourly data. + Furthermore, by definition, each model has to return a dict containing the network predictions in 'y_hat', + potentially in addition to other keys. LSTM-based models should stick to the convention to return (at least) + the following three tensors: y_hat, h_n, c_n (or, in the multi-frequency case, y_hat_1H, y_hat_1D, etc.). + + Parameters + ---------- + data : Dict[str, torch.Tensor] + Dictionary with tensors + - x_d of shape [batch size, sequence length, features] containing the dynamic input data. + - x_s of shape [batch size, features] containing static input features. These are the concatenation + of what is defined in the config under camels_attributes and static_inputs. In case not a single + camels attribute or static input feature is defined in the config, x_s will not be present. + - x_one_hot of shape [batch size, number of basins] containing the one hot encoding of the basins. + In case 'use_basin_id_encoding' is set to False in the config, x_one_hot will not be present. + Note: If the input data are available at multiple frequencies (via use_frequencies), each input tensor + will have a suffix "_{freq}" indicating the tensor's frequency. + + Returns + ------- + The network prediction has to be returned under the dictionary key 'y_hat' (or, if multiple frequencies are + predicted, 'y_hat_{freq}'. Furthermore, make sure to return predictions for each time step, even if you want + to train sequence-to-one. Which predictions are used for training the network is controlled in the train_epoch() + function in neuralhydrology/training/basetrainer.py. Other return values should be the hidden states as 'h_n' and cell + states 'c_n'. Further return values are possible. + """ + ############################### + # Implement forward pass here # + ############################### + pass + diff --git a/docs/source/usage/quickstart.rst b/docs/source/usage/quickstart.rst new file mode 100644 index 00000000..25c396c5 --- /dev/null +++ b/docs/source/usage/quickstart.rst @@ -0,0 +1,63 @@ +Quick Start +============ + +Installation +------------ +The neuralhydrology project is available on PyPI. +Hence, installation is as easy as:: + + pip install neuralhydrology + +Alternatively, you can clone the repository and install the local, editable copy. This is a good idea if you want to +edit the ``neuralhydrology`` code (e.g., adding new models or datasets).:: + + git clone https://github.com/kratzert/lstm_based_hydrology.git + cd lstm_based_hydrology + pip install -e . + + +Data +---- +Training and evaluating models requires a dataset. +If you're unsure where to start, a common dataset is CAMELS US, available at +`CAMELS US (NCAR) `_. +Download the "CAMELS time series meteorology, observed flow, meta data" and place the actual data folder +(``basin_dataset_public_v1p2``) in a directory. +This directory will be referred to as the "data directory", or ``data_dir``. + + +Training a model +---------------- +To train a model, prepare a configuration file, then run:: + + nh-run train --config-file /path/to/config.yml + +If you want to train multiple models, you can make use of the ``nh-run-scheduler`` command. +Place all configs in a folder, then run:: + + nh-run-scheduler --config-dir /path/to/config_dir/ --runs-per-gpu X --gpu-ids Y + +With X, you can specify how many models should be trained on parallel on a single GPU. +With Y, you can specify which GPUs to use for training (use the id as specified in ``nvidia-smi``). + + +Evaluating a model +------------------ +To evaluate a trained model on the test set, run:: + + nh-run evaluate --run-dir /path/to/run_dir/ + +If the optional argument ``--epoch N`` (where N is the epoch to evaluate) is not specified, +the weights of the last epoch are used. + +To evaluate all runs in a specific directory you can, similarly to training, run:: + + nh-run-scheduler --mode evaluate --run-dir /path/to/config_dir/ --runs-per-gpu X --gpu-ids Y + + +To merge the predictons of a number of runs (stored in ``$DIR1``, ...) into one averaged ensemble, +use the ``nh-results-ensemble`` script:: + + nh-results-ensemble --run-dirs $DIR1 $DIR2 ... --save-file /path/to/target/file.p --metrics NSE MSE ... + +``--metrics`` specifies which metrics will be calculated for the averaged predictions. diff --git a/environments/environment_cpu.yml b/environments/environment_cpu.yml new file mode 100644 index 00000000..cb1e768b --- /dev/null +++ b/environments/environment_cpu.yml @@ -0,0 +1,30 @@ +name: neuralhydrology +channels: + - pytorch + - defaults + - anaconda +dependencies: + - bokeh + - cpuonly + - h5py + - hdf5 + - jupyter + - matplotlib + - netcdf4 + - numba + - pandas + - pip + - pytest + - pytest-cov + - python=3.7 + - pytorch + - ruamel.yaml + - scipy + - sphinx + - tqdm + - xarray + - yapf + - pip: + - tensorboard + - sphinx-rtd-theme + diff --git a/environments/environment_cuda10_2.yml b/environments/environment_cuda10_2.yml new file mode 100644 index 00000000..0b2f5a8f --- /dev/null +++ b/environments/environment_cuda10_2.yml @@ -0,0 +1,30 @@ +name: neuralhydrology +channels: + - pytorch + - defaults + - anaconda +dependencies: + - bokeh + - cudatoolkit=10.2 + - h5py + - hdf5 + - jupyter + - matplotlib + - netcdf4 + - numba + - pandas + - pip + - pytest + - pytest-cov + - python=3.7 + - pytorch + - ruamel.yaml + - scipy + - sphinx + - tqdm + - xarray + - yapf + - pip: + - tensorboard + - sphinx-rtd-theme + diff --git a/environments/environment_cuda9_2.yml b/environments/environment_cuda9_2.yml new file mode 100644 index 00000000..5e06c5ff --- /dev/null +++ b/environments/environment_cuda9_2.yml @@ -0,0 +1,30 @@ +name: neuralhydrology +channels: + - pytorch + - defaults + - anaconda +dependencies: + - bokeh + - cudatoolkit=9.2 + - h5py + - hdf5 + - jupyter + - matplotlib + - netcdf4 + - numba + - pandas + - pip + - pytest + - pytest-cov + - python=3.7 + - pytorch + - ruamel.yaml + - scipy + - sphinx + - tqdm + - xarray + - yapf + - pip: + - tensorboard + - sphinx-rtd-theme + diff --git a/examples/config.yml.example b/examples/config.yml.example new file mode 100644 index 00000000..b7b3e770 --- /dev/null +++ b/examples/config.yml.example @@ -0,0 +1,275 @@ +# --- Experiment configurations -------------------------------------------------------------------- + +# experiment name, used as folder name +experiment_name: development_run + +# place to store run directory (if empty runs are stored in code_dir/runs/) +run_dir: + +# files to specify training, validation and test basins (relative to code root or absolute path) +train_basin_file: ./data/8_basins_dev_set.txt +validation_basin_file: ./data/8_basins_dev_set.txt +test_basin_file: ./data/8_basins_dev_set.txt + +# training, validation and test time periods (format = 'dd/mm/yyyy') +train_start_date: '01/10/1999' +train_end_date: '30/09/2008' +validation_start_date: '01/10/1980' +validation_end_date: '30/09/1989' +test_start_date: '01/10/1989' +test_end_date: '30/09/1999' + +# if you want to use different (continuous or split) periods per basin (and period) define path to pickle files here. +per_basin_train_periods_file: +per_basin_validation_periods_file: +per_basin_test_periods_file: + +# fixed seed, leave empty to use a random seed +seed: + +# which GPU (id) to use [in format of cuda:0, cuda:1 etc, or cpu or None] +device: cuda:0 + +# --- Validation configuration --------------------------------------------------------------------- + +# specify after how many epochs to perform validation +validate_every: 1 + +# specify how many random basins to use for validation +validate_n_random_basins: 4 + +# By default, validation is cached (even is this argument is empty). Set to False, if you do not want to use it. +cache_validation_data: True + +# specify which metrics to calculate during validation (see neuralhydrology.evaluation.metrics) +# this can either be a list or a dictionary. If a dictionary is used, the inner keys must match the name of the +# target_variable specified below. Using dicts allows for different metrics per target variable. +metrics: +- NSE +- KGE +- Alpha-NSE +- Beta-NSE + +# --- Model configuration -------------------------------------------------------------------------- + +# base model type [lstm, ealstm, cudalstm, embcudalstm, multifreqlstm] +# (has to match the if statement in modelzoo/__init__.py) +model: cudalstm + +# path to weight file that should be used as initial weights. Leave empty to start from random weights +checkpoint_path: + +# prediction head [regression]. Define the head specific parameters below +head: regression + +# ----> Regression settings <---- +output_activation: linear + +# ----> Embedding network settings <---- + +# define number of neurons per layer in the FC network used as embedding/shortcut network +embedding_hiddens: +- 30 +- 20 +- 64 + +# activation function of embedding network (currently only tanh supported) +embedding_activation: tanh + +# dropout applied to embedding network +embedding_dropout: 0.0 + +# ----> MultiFreqLSTM settings <---- + +# Use an individual LSTM per frequencies (True) vs. use a single shared LSTM for all frequencies (False) +per_frequency_lstm: True + +# how to transfer states from lower to higher frequencies. One of [identity, linear, None]. +transfer_multifreq_states: + h: identity + c: identity + +# ----> ODE-LSTM settings <---- +# method to use to solve the ODE. One of [euler, rk4, heun] +ode_method: euler + +# number of iterations to break each ODE solving step into. +ode_num_unfolds: 4 + +# lowest frequency that will be used to randomly aggregate the first slice of the input sequence. +# See ODELSTM for more details on the frequency randomization. +ode_random_freq_lower_bound: 6D + +# ----> General settings <---- + +# Number of cell states of the LSTM +hidden_size: 64 + +# Initial bias value of the forget gate +initial_forget_bias: 3 + +# Dropout applied to the output of the LSTM +output_dropout: 0.4 + +# --- Training configuration ----------------------------------------------------------------------- + +# specify optimizer [Adam] +optimizer: Adam + +# specify loss [MSE, NSE, RMSE] +loss: MSE + +# add regularization terms. +# Options: tie_frequencies (couples the different frequencies' predictions in an MSE error term) +regularization: +#- tie_frequencies + +# specify learning rates to use starting at specific epochs (0 is the initial learning rate) +learning_rate: + 0: 1e-3 + 10: 5e-4 + 20: 1e-4 + +# Mini-batch size +batch_size: 256 + +# Number of training epochs +epochs: 30 + +# adds noise with given std to the labels during training. Leave empty or set to 0 if not used. +target_noise_std: 0.005 + +# If a value, clips the gradients during training to that norm. +clip_gradient_norm: 1 + +# Defines the time step frequencies to use (daily, hourly, ...). If used, predict_last_n and seq_length must be dicts. +# Use pandas frequency strings to define frequencies. Note: the strings need to include values, e.g. '1D' instead of 'D' +# https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html?highlight=frequency#timeseries-offset-aliases +#use_frequencies: +#- 1D +#- 1H + +# Subset of frequencies from use_frequencies that are "evaluation-only", i.e., the model will get input and produce +# output in the frequencies listed here, but they will not be considered in the calculation of loss and regularization +# terms. +#no_loss_frequencies: +#- 1H + +# Defines which time steps are used to calculate the loss. Can't be larger than seq_length. +# If use_frequencies is used, this needs to be a dict mapping each frequency to a predict_last_n-value, else an int. +predict_last_n: 1 + +# Length of the input sequence +# If use_frequencies is used, this needs to be a dict mapping each frequency to a seq_length, else an int. +seq_length: 365 + +# Number of parallel workers used in the data pipeline +num_workers: 16 + +# Log the training loss every n steps +log_interval: 5 + +# If true, writes logging results into tensorboard file +log_tensorboard: True + +# If a value and greater than 0, logs n random basins as figures during validation +log_n_figures: 2 + +# Save model weights every n epochs +save_weights_every: 1 + +# Store the results of the validation to disk +save_validation_results: False + + +# --- Data configurations -------------------------------------------------------------------------- + +# which data set to use [camels_us, camels_gb, global, hourly_camels_us] +dataset: camels_us + +# Path to data set root +data_dir: /datadisk/data/CAMELS + +# Set to True, if train data file should be save to disk. If empty or False, train data is not saved. +save_train_data: False + +# If existing train data file exist, specify path to the pickle file here +train_data_file: + +# Forcing product [daymet, maurer, maurer_extended, nldas, nldas_extended, nldas_hourly] +# can be either a list of forcings or a single forcing product +forcings: maurer_extended + +# variables to use as time series input (names match the data file column headers) +# Note: In case of multiple input forcing products, you have to append the forcing product behind +# each variable. E.g., 'prcp(mm/day)' of the daymet product is 'prcp(mm/day)_daymet' +# To use different dynamic inputs per frequency, this variable must contain a dict mapping each frequency to its +# list of variables. E.g., to use precipitation from daymet for daily and from nldas_hourly for hourly predictions: +# 1D: +# - prcp(mm/day)_daymet +# 1H: +# - total_precipitation_nldas_hourly +dynamic_inputs: +- prcp(mm/day) +- srad(W/m2) +- tmax(C) +- tmin(C) +- vp(Pa) + +# which columns to use as target +target_variables: +- QObs(mm/d) + +# clip negative predictions to zero for all variables listed below. Should be a list, even for single variables. +clip_target_to_zero: +- QObs(mm/d) + +zero_center_target: True + +# Which CAMELS attributes to use. Leave empty if none should be used +camels_attributes: +- elev_mean +- slope_mean +- area_gages2 +- frac_forest +- lai_max +- lai_diff +- gvf_max +- gvf_diff +- soil_depth_pelletier +- soil_depth_statsgo +- soil_porosity +- soil_conductivity +- max_water_content +- sand_frac +- silt_frac +- clay_frac +- carbonate_rocks_frac +- geol_permeability +- p_mean +- pet_mean +- aridity +- frac_snow +- high_prec_freq +- high_prec_dur +- low_prec_freq +- low_prec_dur + +# Path to pickle file(s) containing additional data. Each pickle file must contain a dictionary +# with one key for each basin and the value is a time indexed data frame, where each column is a +# feature. +# Convention: If a column is used as static input, the value to use for specific sample should be in +# same row (datetime) as the target discharge value. +additional_feature_files: + +# columns of the data frame to use as (additional) static inputs for each sample. Must be present in +# the above linked additional feature files. Leave empty to not use any +static_inputs: + +# whether to use basin id one hot encoding as (additional) static input +use_basin_id_encoding: False + + + + + diff --git a/neuralhydrology/__about__.py b/neuralhydrology/__about__.py new file mode 100644 index 00000000..ea68199a --- /dev/null +++ b/neuralhydrology/__about__.py @@ -0,0 +1 @@ +__version__ = "0.9.0-beta" diff --git a/neuralhydrology/__init__.py b/neuralhydrology/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/neuralhydrology/data/__init__.py b/neuralhydrology/data/__init__.py new file mode 100644 index 00000000..15f0d181 --- /dev/null +++ b/neuralhydrology/data/__init__.py @@ -0,0 +1,70 @@ +from neuralhydrology.data.basedataset import BaseDataset +from neuralhydrology.data.camelsus import CamelsUS +from neuralhydrology.data.camelsgb import CamelsGB +from neuralhydrology.data.hourlycamelsus import HourlyCamelsUS +from neuralhydrology.utils.config import Config + + +def get_dataset(cfg: Config, + is_train: bool, + period: str, + basin: str = None, + additional_features: list = [], + id_to_int: dict = {}, + scaler: dict = {}) -> BaseDataset: + """Get data set instance, depending on the run configuration. + + Currently implemented datasets are 'camels_gb', 'camels_us' and 'hourly_camels_us' + + Parameters + ---------- + cfg : Config + The run configuration. + is_train : bool + Defines if the dataset is used for training or evaluating. If True (training), means/stds for each feature + are computed and stored to the run directory. If one-hot encoding is used, the mapping for the one-hot encoding + is created and also stored to disk. If False, a `scaler` input is expected and similarly the `id_to_int` input + if one-hot encoding is used. + period : {'train', 'validation', 'test'} + Defines the period for which the data will be loaded + basin : str, optional + If passed, the data for only this basin will be loaded. Otherwise the basin(s) is(are) read from the appropriate + basin file, corresponding to the `period`. + additional_features : List[Dict[str, pd.DataFrame]], optional + List of dictionaries, mapping from a basin id to a pandas DataFrame. This DataFrame will be added to the data + loaded from the dataset and all columns are available as 'dynamic_inputs', 'static_inputs' and + 'target_variables' + id_to_int : Dict[str, int], optional + If the config argument 'use_basin_id_encoding' is True in the config and period is either 'validation' or + 'test', this input is required. It is a dictionary, mapping from basin id to an integer (the one-hot encoding). + scaler : Dict[str, Union[pd.Series, xarray.DataArray]], optional + If period is either 'validation' or 'test', this input is required. It contains the means and standard + deviations for each feature and is stored to the run directory during training (train_data/train_data_scaler.p) + + Returns + ------- + BaseDataset + A new data set instance, depending on the run configuration. + + Raises + ------ + NotImplementedError + If no data set class is implemented for the 'dataset' argument in the config. + """ + if cfg.dataset == "camels_us": + Dataset = CamelsUS + elif cfg.dataset == "camels_gb": + Dataset = CamelsGB + elif cfg.dataset == "hourly_camels_us": + Dataset = HourlyCamelsUS + else: + raise NotImplementedError(f"No dataset class implemented for dataset {cfg.dataset}") + + ds = Dataset(cfg=cfg, + is_train=is_train, + period=period, + basin=basin, + additional_features=additional_features, + id_to_int=id_to_int, + scaler=scaler) + return ds diff --git a/neuralhydrology/data/basedataset.py b/neuralhydrology/data/basedataset.py new file mode 100644 index 00000000..651c7ea9 --- /dev/null +++ b/neuralhydrology/data/basedataset.py @@ -0,0 +1,562 @@ +import logging +import pickle +import sys +import warnings +from typing import List, Dict, Union + +import numpy as np +import pandas as pd +import torch +import xarray +from numba import NumbaPendingDeprecationWarning +from numba import njit, prange +from torch.utils.data import Dataset +from tqdm import tqdm + +from neuralhydrology.data import utils +from neuralhydrology.utils.config import Config + +LOGGER = logging.getLogger(__name__) + + +class BaseDataset(Dataset): + """Base data set class to load and preprocess data. + + Use subclasses of this class for training/evaluating a model on a specific data set. E.g. use `CamelsUS` for the US + CAMELS data set and `CamelsGB` for the CAMELS GB data set. + + Parameters + ---------- + cfg : Config + The run configuration. + is_train : bool + Defines if the dataset is used for training or evaluating. If True (training), means/stds for each feature + are computed and stored to the run directory. If one-hot encoding is used, the mapping for the one-hot encoding + is created and also stored to disk. If False, a `scaler` input is expected and similarly the `id_to_int` input + if one-hot encoding is used. + period : {'train', 'validation', 'test'} + Defines the period for which the data will be loaded + basin : str, optional + If passed, the data for only this basin will be loaded. Otherwise, the basin(s) is(are) read from the + appropriate basin file, corresponding to the `period`. + additional_features : List[Dict[str, pd.DataFrame]], optional + List of dictionaries, mapping from a basin id to a pandas DataFrame. This DataFrame will be added to the data + loaded from the dataset and all columns are available as 'dynamic_inputs', 'static_inputs' and + 'target_variables' + id_to_int : Dict[str, int], optional + If the config argument 'use_basin_id_encoding' is True in the config and period is either 'validation' or + 'test', this input is required. It is a dictionary, mapping from basin id to an integer (the one-hot encoding). + scaler : Dict[str, Union[pd.Series, xarray.DataArray]], optional + If period is either 'validation' or 'test', this input is required. It contains the means and standard + deviations for each feature and is stored to the run directory during training (train_data/train_data_scaler.p) + """ + + def __init__(self, + cfg: Config, + is_train: bool, + period: str, + basin: str = None, + additional_features: List[Dict[str, pd.DataFrame]] = [], + id_to_int: Dict[str, int] = {}, + scaler: Dict[str, Union[pd.Series, xarray.DataArray]] = {}): + super(BaseDataset, self).__init__() + self.cfg = cfg + self.is_train = is_train + + if period not in ["train", "validation", "test"]: + raise ValueError("'period' must be one of 'train', 'validation' or 'test' ") + else: + self.period = period + + if period in ["validation", "test"]: + if not scaler: + raise ValueError("During evaluation of validation or test period, scaler dictionary has to be passed") + + if cfg.use_basin_id_encoding and not id_to_int: + raise ValueError("For basin id embedding, the id_to_int dictionary has to be passed anything but train") + + if basin is None: + self.basins = utils.load_basin_file(getattr(cfg, f"{period}_basin_file")) + else: + self.basins = [basin] + self.additional_features = additional_features + self.id_to_int = id_to_int + self.scaler = scaler + + # check and extract frequency information from config + self.frequencies = [] + self.seq_len = None + self._predict_last_n = None + self._initialize_frequency_configuration() + + # during training we log data processing with progress bars, but not during validation/testing + self._disable_pbar = cfg.verbose == 0 or not self.is_train + + # initialize class attributes that are filled in the data loading functions + self.x_d = {} + self.x_s = {} + self.attributes = {} + self.y = {} + self.per_basin_target_stds = {} + self.dates = {} + self.num_samples = 0 + self.one_hot = None + self.period_starts = {} # needed for restoring date index during evaluation + + # get the start and end date periods for each basin + self._get_start_and_end_dates() + + # if additional features files are passed in the config, load those files + if (not additional_features) and cfg.additional_feature_files: + self._load_additional_features() + + if cfg.use_basin_id_encoding: + if self.is_train: + # creates lookup table for the number of basins in the training set + self._create_id_to_int() + + # create empty tensor of the same length as basins in id to int lookup table + self.one_hot = torch.zeros(len(self.id_to_int), dtype=torch.float32) + + # load and preprocess data + self._load_data() + + if self.is_train: + self._dump_scaler() + + def __len__(self): + return self.num_samples + + def __getitem__(self, item: int) -> Dict[str, torch.Tensor]: + basin, indices = self.lookup_table[item] + + # for catchment attributes and one-hot-encoding we need the raw basin_id. + basin_id = basin.split('.')[0] + + sample = {} + for freq, seq_len, idx in zip(self.frequencies, self.seq_len, indices): + # if there's just one frequency, don't use suffixes. + freq_suffix = '' if len(self.frequencies) == 1 else f'_{freq}' + # slice until idx + 1 because slice-end is excluding + sample[f'x_d{freq_suffix}'] = self.x_d[basin][freq][idx - seq_len + 1:idx + 1] + sample[f'y{freq_suffix}'] = self.y[basin][freq][idx - seq_len + 1:idx + 1] + + # check for static inputs + static_inputs = [] + if self.attributes: + static_inputs.append(self.attributes[basin_id]) + if self.x_s: + static_inputs.append(self.x_s[basin][freq][idx]) + if static_inputs: + sample[f'x_s{freq_suffix}'] = torch.cat(static_inputs, dim=-1) + + if self.per_basin_target_stds: + sample['per_basin_target_stds'] = self.per_basin_target_stds[basin] + if self.one_hot is not None: + x_one_hot = self.one_hot.zero_() + x_one_hot[self.id_to_int[basin_id]] = 1 + sample['x_one_hot'] = x_one_hot + + return sample + + def _load_basin_data(self, basin: str) -> pd.DataFrame: + """This function has to return the data for the specified basin as a time-indexed pandas DataFrame""" + raise NotImplementedError + + def _load_attributes(self) -> pd.DataFrame: + """This function has to return the attributes in a basin-indexed DataFrame.""" + raise NotImplementedError + + def _create_id_to_int(self): + self.id_to_int = {b: i for i, b in enumerate(np.random.permutation(self.basins))} + + # dump id_to_int dictionary into run directory for validation + file_path = self.cfg.train_dir / "id_to_int.p" + file_path.parent.mkdir(parents=True, exist_ok=True) + with file_path.open("wb") as fp: + pickle.dump(self.id_to_int, fp) + + def _dump_scaler(self): + # dump scaler dictionary into run directory for validation + file_path = self.cfg.train_dir / "train_data_scaler.p" + file_path.parent.mkdir(parents=True, exist_ok=True) + with file_path.open("wb") as fp: + pickle.dump(self.scaler, fp) + + def _get_start_and_end_dates(self): + + # if no per-basin periods file exist, same periods are taken for all basins from the config + if getattr(self.cfg, f"per_basin_{self.period}_periods_file") is None: + + # even if single dates, everything is mapped to lists, so we can iterate over them + if isinstance(getattr(self.cfg, f'{self.period}_start_date'), list): + if self.period != "train": + raise ValueError("Evaluation on split periods currently not supported") + start_dates = getattr(self.cfg, f'{self.period}_start_date') + else: + start_dates = [getattr(self.cfg, f'{self.period}_start_date')] + if isinstance(getattr(self.cfg, f'{self.period}_end_date'), list): + end_dates = getattr(self.cfg, f'{self.period}_end_date') + else: + end_dates = [getattr(self.cfg, f'{self.period}_end_date')] + + self.dates = {b: {'start_dates': start_dates, 'end_dates': end_dates} for b in self.basins} + + # read periods from file + else: + with open(getattr(self.cfg, f"per_basin_{self.period}_periods_file"), 'rb') as fp: + self.dates = pickle.load(fp) + + def _load_additional_features(self): + for file in self.cfg.additional_feature_files: + with open(file, "rb") as fp: + self.additional_features.append(pickle.load(fp)) + + def _load_or_create_xarray_dataset(self) -> xarray.Dataset: + # if no netCDF file is passed, data set is created from raw basin files + if (self.cfg.train_data_file is None) or (not self.is_train): + data_list = [] + + # list of columns to keep, everything else will be removed to reduce memory footprint + keep_cols = self.cfg.target_variables + self.cfg.static_inputs + if isinstance(self.cfg.dynamic_inputs, list): + keep_cols += self.cfg.dynamic_inputs + else: + # keep all frequencies' dynamic inputs + keep_cols += [i for inputs in self.cfg.dynamic_inputs.values() for i in inputs] + # make sure that even inputs that are used in multiple frequencies occur only once in the df + keep_cols = list(sorted(set(keep_cols))) + + if not self._disable_pbar: + LOGGER.info("Loading basin data into xarray data set.") + for basin in tqdm(self.basins, disable=self._disable_pbar, file=sys.stdout): + df = self._load_basin_data(basin) + + # add columns from dataframes passed as additional data files + df = pd.concat([df, *[d[basin] for d in self.additional_features]], axis=1) + + # remove unnecessary columns + df = df[keep_cols] + + # make end_date the last second of the specified day, such that the + # dataset will include all hours of the last day, not just 00:00. + start_dates = self.dates[basin]["start_dates"] + end_dates = [date + pd.Timedelta(days=1, seconds=-1) for date in self.dates[basin]["end_dates"]] + + native_frequency = utils.infer_frequency(df.index) + if not self.frequencies: + self.frequencies = [native_frequency] # use df's native resolution by default + if any([pd.to_timedelta(freq) < pd.to_timedelta(native_frequency) for freq in self.frequencies]): + raise ValueError(f'Frequency is higher than native data frequency {native_frequency}.') + + # get maximum warmup-offset across all frequencies + offset = max([(self.seq_len[i] - self._predict_last_n[i]) * pd.to_timedelta(freq) + for i, freq in enumerate(self.frequencies)]) + + # create xarray data set for each period slice of the specific basin + for i, (start_date, end_date) in enumerate(zip(start_dates, end_dates)): + # add warmup period, so that we can make prediction at the first time step specified by period + warmup_start_date = start_date - offset + df_sub = df[warmup_start_date:end_date] + + # make sure the df covers the full date range from warmup_start_date to end_date, filling any gaps + # with NaNs. This may increase runtime, but is a very robust way to make sure dates and predictions + # keep in sync. In training, the introduced NaNs will be discarded, so this only affects evaluation. + full_range = pd.date_range(start=warmup_start_date, end=end_date, freq=native_frequency) + df_sub = df_sub.reindex(pd.DatetimeIndex(full_range, name=df_sub.index.name)) + + # as double check, set all targets before period start to NaN + df_sub.loc[df_sub.index < start_date, self.cfg.target_variables] = np.nan + + # For multiple slices per basin, a number is added to the basin string starting from the 2nd slice + xr = xarray.Dataset.from_dataframe(df_sub) + basin_str = basin if i == 0 else f"{basin}.{i}" + xr = xr.assign_coords({'basin': basin_str}) + data_list.append(xr.astype(np.float32)) + + # create one large dataset that has two coordinates: datetime and basin + xr = xarray.concat(data_list, dim="basin") + + if self.is_train and self.cfg.save_train_data: + self._save_xarray_dataset(xr) + + else: + with self.cfg.train_data_file.open("rb") as fp: + d = pickle.load(fp) + xr = xarray.Dataset.from_dict(d) + if not self.frequencies: + native_frequency = utils.infer_frequency(xr["date"].values) + self.frequencies = [native_frequency] + + return xr + + def _save_xarray_dataset(self, xr: xarray.Dataset): + """Store newly created train data set to disk""" + file_path = self.cfg.train_dir / "train_data.p" + + file_path.parent.mkdir(parents=True, exist_ok=True) + + # netCDF has issues with storing variables with '/' in the var names. Solution: convert to dict, then pickle + with file_path.open("wb") as fp: + pickle.dump(xr.to_dict(), fp) + + def _calculate_per_basin_std(self, xr: xarray.Dataset): + basin_coordinates = xr["basin"].values.tolist() + if not self._disable_pbar: + LOGGER.info("Calculating target variable stds per basin") + for basin in tqdm(self.basins, file=sys.stdout, disable=self._disable_pbar): + coords = [b for b in basin_coordinates if b.startswith(basin)] + if len(coords) > 0: + obs = np.concatenate([xr.sel(basin=coord)[self.cfg.target_variables].to_array() for coord in coords]) + if np.sum(~np.isnan(obs)) > 2: + # calculate std for each target + per_basin_target_stds = torch.tensor([np.nanstd(obs, axis=1)], dtype=torch.float32) + # we store duplicates of the std for each coordinate of the same basin, so we are faster in getitem + for coord in coords: + self.per_basin_target_stds[coord] = per_basin_target_stds + + def _create_lookup_table(self, xr: xarray.Dataset): + lookup = [] + if not self._disable_pbar: + LOGGER.info("Create lookup table and convert to pytorch tensor") + for basin in tqdm(self.basins, file=sys.stdout, disable=self._disable_pbar): + + # store data of each frequency as numpy array of shape [time steps, features] + x_d, x_s, y = {}, {}, {} + + # keys: frequencies, values: array mapping each lowest-frequency + # sample to its corresponding sample in this frequency + frequency_maps = {} + lowest_freq = utils.sort_frequencies(self.frequencies)[0] + + # converting from xarray to pandas DataFrame because resampling is much faster in pandas. + df_native = xr.sel(basin=basin).to_dataframe() + for freq in self.frequencies: + if isinstance(self.cfg.dynamic_inputs, list): + dynamic_cols = self.cfg.dynamic_inputs + else: + dynamic_cols = self.cfg.dynamic_inputs[freq] + + df_resampled = df_native[dynamic_cols + self.cfg.target_variables + + self.cfg.static_inputs].resample(freq).mean() + x_d[freq] = df_resampled[dynamic_cols].values + y[freq] = df_resampled[self.cfg.target_variables].values + if self.cfg.static_inputs: + x_s[freq] = df_resampled[self.cfg.static_inputs].values + + # number of frequency steps in one lowest-frequency step + frequency_factor = pd.to_timedelta(lowest_freq) // pd.to_timedelta(freq) + # array position i is the last entry of this frequency that belongs to the lowest-frequency sample i. + frequency_maps[freq] = np.arange(len(df_resampled) // frequency_factor) \ + * frequency_factor + (frequency_factor - 1) + + # store first date of sequence to be able to restore dates during inference + if not self.is_train: + self.period_starts[basin] = pd.to_datetime(xr.sel(basin=basin)["date"].values[0]) + + # we can ignore the deprecation warning about lists because we don't use the passed lists + # after the validate_samples call. The alternative numba.typed.Lists is still experimental. + with warnings.catch_warnings(): + warnings.simplefilter('ignore', category=NumbaPendingDeprecationWarning) + + # checks inputs and outputs for each sequence. valid: flag = 1, invalid: flag = 0 + # manually unroll the dicts into lists to make sure the order of frequencies is consistent. + # during inference, we want all samples with sufficient history (even if input is NaN), so + # we pass x_d, x_s, y as None. + flag = validate_samples(x_d=[x_d[freq] for freq in self.frequencies] if self.is_train else None, + x_s=[x_s[freq] for freq in self.frequencies] if self.is_train and x_s else None, + y=[y[freq] for freq in self.frequencies] if self.is_train else None, + frequency_maps=[frequency_maps[freq] for freq in self.frequencies], + seq_length=self.seq_len, + predict_last_n=self._predict_last_n) + valid_samples = np.argwhere(flag == 1) + for f in valid_samples: + # store pointer to basin and the sample's index in each frequency + lookup.append((basin, [frequency_maps[freq][int(f)] for freq in self.frequencies])) + + self.x_d[basin] = {freq: torch.from_numpy(_x_d.astype(np.float32)) for freq, _x_d in x_d.items()} + self.y[basin] = {freq: torch.from_numpy(_y.astype(np.float32)) for freq, _y in y.items()} + if x_s: + self.x_s[basin] = {freq: torch.from_numpy(_x_s.astype(np.float32)) for freq, _x_s in x_s.items()} + + self.lookup_table = {i: elem for i, elem in enumerate(lookup)} + self.num_samples = len(self.lookup_table) + + def _load_hydroatlas_attributes(self): + if self.is_train: + # sanity check attributes for NaN in per-feature standard deviation + utils.attributes_sanity_check(data_dir=self.cfg.data_dir, + attribute_set="hydroatlas", + basins=self.basins, + attribute_list=self.cfg.hydroatlas_attributes) + + df = utils.load_hydroatlas_attributes(self.cfg.data_dir, basins=self.basins) + + # remove all attributes not defined in the config + drop_cols = [c for c in df.columns if c not in self.cfg.hydroatlas_attributes] + df = df.drop(drop_cols, axis=1) + return df + + def _load_combined_attributes(self): + """This function loads data set specific attributes and combines them with hydroatlas attributes""" + dfs = [] + + # load dataset specific attributes from the subclass + df = self._load_attributes() + if df is not None: + dfs.append(df) + + # Hydroatlas attributes can be used everywhere + if self.cfg.hydroatlas_attributes: + dfs.append(self._load_hydroatlas_attributes()) + + if dfs: + # combine all attributes into a single dataframe + df = pd.concat(dfs, axis=1) + + # fix the order of the columns to be alphabetically + df = df.sort_index(axis=1) + + # calculate statistics and normalize features + if self.is_train: + self.scaler["attribute_means"] = df.mean() + self.scaler["attribute_stds"] = df.std() + + if any([k.startswith("camels_attr") for k in self.scaler.keys()]): + LOGGER.warning( + "Deprecation warning: Using old scaler files won't be supported in the upcoming release.") + + # Here we assume that only camels attributes are used + df = (df - self.scaler['camels_attr_means']) / self.scaler["camels_attr_stds"] + else: + df = (df - self.scaler['attribute_means']) / self.scaler["attribute_stds"] + + # preprocess each basin feature vector as pytorch tensor + for basin in self.basins: + attributes = df.loc[df.index == basin].values.flatten() + self.attributes[basin] = torch.from_numpy(attributes.astype(np.float32)) + + def _load_data(self): + # load attributes first to sanity-check those features before doing the compute expensive time series loading + self._load_combined_attributes() + + xr = self._load_or_create_xarray_dataset() + + if "NSE" in self.cfg.loss: + # get the std of the discharge for each basin, which is needed for the NSE loss. + self._calculate_per_basin_std(xr) + + if self.is_train: + # calculate feature means and stds for normalization + self.scaler["xarray_stds"] = xr.std(skipna=True) + self.scaler["xarray_means"] = xr.mean(skipna=True) + + if not self.cfg.zero_center_target: + # make centering a no-op by setting the target mean to zero + self.scaler["xarray_means"] = self.scaler["xarray_means"].assign( + {var: 0.0 for var in self.cfg.target_variables}) + + # performs normalization + xr = (xr - self.scaler["xarray_means"]) / self.scaler["xarray_stds"] + + self._create_lookup_table(xr) + + def get_period_start(self, basin: str) -> pd.Timestamp: + """Return the first date in the period for a given basin + + Parameters + ---------- + basin : str + The basin id + + Returns + ------- + pd.Timestamp + First date in the period for the specific basin. Necessary during evaluation to restore the dates. + """ + return self.period_starts[basin] + + def _initialize_frequency_configuration(self): + """Checks and extracts configuration values for 'use_frequency', 'seq_length', and 'predict_last_n'""" + + # If use_frequencies is not supplied, we'll fill it with the native frequency while loading the df. + self.frequencies = self.cfg.use_frequencies + + self.seq_len = self.cfg.seq_length + self._predict_last_n = self.cfg.predict_last_n + if not self.frequencies: + if not isinstance(self.seq_len, int) or not isinstance(self._predict_last_n, int): + raise ValueError('seq_length and predict_last_n must be integers if use_frequencies is not provided.') + self.seq_len = [self.seq_len] + self._predict_last_n = [self._predict_last_n] + else: + # flatten per-frequency dictionaries into lists that are ordered as use_frequencies + if not isinstance(self.seq_len, dict) \ + or not isinstance(self._predict_last_n, dict) \ + or any([freq not in self.seq_len for freq in self.frequencies]) \ + or any([freq not in self._predict_last_n for freq in self.frequencies]): + raise ValueError('seq_length and predict_last_n must be dictionaries with one key per frequency.') + self.seq_len = [self.seq_len[freq] for freq in self.frequencies] + self._predict_last_n = [self._predict_last_n[freq] for freq in self.frequencies] + + +@njit() +def validate_samples(x_d: List[np.ndarray], x_s: List[np.ndarray], y: List[np.ndarray], seq_length: List[int], + predict_last_n: List[int], frequency_maps: List[np.ndarray]) -> np.ndarray: + """Checks for invalid samples due to NaN or insufficient sequence length. + + Parameters + ---------- + x_d : List[np.ndarray] + List of dynamic input data; one entry per frequency + x_s : List[np.ndarray] + List of additional static input data; one entry per frequency + y : List[np.ndarray] + List of target values; one entry per frequency + seq_length : List[int] + List of sequence lengths; one entry per frequency + predict_last_n: List[int] + List of predict_last_n; one entry per frequency + frequency_maps : List[np.ndarray] + List of arrays mapping lowest-frequency samples to their corresponding last sample in each frequency; + one list entry per frequency. + + Returns + ------- + np.ndarray + Array has a value of 1 for valid samples and a value of 0 for invalid samples. + """ + # number of samples is number of lowest-frequency samples (all maps have this length) + n_samples = len(frequency_maps[0]) + + # 1 denote valid sample, 0 denote invalid sample + flag = np.ones(n_samples) + for i in range(len(frequency_maps)): # iterate through frequencies + for j in prange(n_samples): # iterate through lowest-frequency samples + # find the last sample in this frequency that belongs to the lowest-frequency step j + last_sample_of_freq = frequency_maps[i][j] + if last_sample_of_freq < seq_length[i] - 1: + flag[j] = 0 # too early for this frequency's seq_length (not enough history) + continue + + # any NaN in the dynamic inputs makes the sample invalid + if x_d is not None: + _x_d = x_d[i][last_sample_of_freq - seq_length[i] + 1:last_sample_of_freq + 1] + if np.any(np.isnan(_x_d)): + flag[j] = 0 + continue + + # all-NaN in the targets makes the sample invalid + if y is not None: + _y = y[i][last_sample_of_freq - predict_last_n[i] + 1:last_sample_of_freq + 1] + if np.prod(np.array(_y.shape)) > 0 and np.all(np.isnan(_y)): + flag[j] = 0 + continue + + # any NaN in the static features makes the sample invalid + if x_s is not None: + _x_s = x_s[i][last_sample_of_freq] + if np.any(np.isnan(_x_s)): + flag[j] = 0 + + return flag diff --git a/neuralhydrology/data/camelsgb.py b/neuralhydrology/data/camelsgb.py new file mode 100644 index 00000000..613298d5 --- /dev/null +++ b/neuralhydrology/data/camelsgb.py @@ -0,0 +1,84 @@ +from typing import Dict, List, Union + +import pandas as pd +import xarray + +from neuralhydrology.data.basedataset import BaseDataset +from neuralhydrology.data import utils +from neuralhydrology.utils.config import Config + + +class CamelsGB(BaseDataset): + """Data set class for the CAMELS GB dataset by [#]_. + + Parameters + ---------- + cfg : Config + The run configuration. + is_train : bool + Defines if the dataset is used for training or evaluating. If True (training), means/stds for each feature + are computed and stored to the run directory. If one-hot encoding is used, the mapping for the one-hot encoding + is created and also stored to disk. If False, a `scaler` input is expected and similarly the `id_to_int` input + if one-hot encoding is used. + period : {'train', 'validation', 'test'} + Defines the period for which the data will be loaded + basin : str, optional + If passed, the data for only this basin will be loaded. Otherwise the basin(s) are read from the appropriate + basin file, corresponding to the `period`. + additional_features : List[Dict[str, pd.DataFrame]], optional + List of dictionaries, mapping from a basin id to a pandas DataFrame. This DataFrame will be added to the data + loaded from the dataset, and all columns are available as 'dynamic_inputs', 'static_inputs' and + 'target_variables' + id_to_int : Dict[str, int], optional + If the config argument 'use_basin_id_encoding' is True in the config and period is either 'validation' or + 'test', this input is required. It is a dictionary, mapping from basin id to an integer (the one-hot encoding). + scaler : Dict[str, Union[pd.Series, xarray.DataArray]], optional + If period is either 'validation' or 'test', this input is required. It contains the means and standard + deviations for each feature and is stored to the run directory during training (train_data/train_data_scaler.p) + + References + ---------- + .. [#] Coxon, G., Addor, N., Bloomfield, J. P., Freer, J., Fry, M., Hannaford, J., Howden, N. J. K., Lane, R., + Lewis, M., Robinson, E. L., Wagener, T., and Woods, R.: CAMELS-GB: Hydrometeorological time series and landscape + attributes for 671 catchments in Great Britain, Earth Syst. Sci. Data Discuss., + https://doi.org/10.5194/essd-2020-49, in review, 2020. + """ + + def __init__(self, + cfg: Config, + is_train: bool, + period: str, + basin: str = None, + additional_features: List[Dict[str, pd.DataFrame]] = [], + id_to_int: Dict[str, int] = {}, + scaler: Dict[str, Union[pd.Series, xarray.DataArray]] = {}): + super(CamelsGB, self).__init__(cfg=cfg, + is_train=is_train, + period=period, + basin=basin, + additional_features=additional_features, + id_to_int=id_to_int, + scaler=scaler) + + def _load_basin_data(self, basin: str) -> pd.DataFrame: + """Load input and output data from text files.""" + df = utils.load_camels_gb_timeseries(data_dir=self.cfg.data_dir, basin=basin) + + return df + + def _load_attributes(self) -> pd.DataFrame: + if self.cfg.camels_attributes: + if self.is_train: + # sanity check attributes for NaN in per-feature standard deviation + utils.attributes_sanity_check(data_dir=self.cfg.data_dir, + attribute_set=self.cfg.dataset, + basins=self.basins, + attribute_list=self.cfg.camels_attributes) + + df = utils.load_camels_gb_attributes(self.cfg.data_dir, basins=self.basins) + + # remove all attributes not defined in the config + drop_cols = [c for c in df.columns if c not in self.cfg.camels_attributes] + df = df.drop(drop_cols, axis=1) + + return df diff --git a/neuralhydrology/data/camelsus.py b/neuralhydrology/data/camelsus.py new file mode 100644 index 00000000..05a461a6 --- /dev/null +++ b/neuralhydrology/data/camelsus.py @@ -0,0 +1,106 @@ +from typing import Dict, List, Union + +import numpy as np +import pandas as pd +import xarray + +from neuralhydrology.data.basedataset import BaseDataset +from neuralhydrology.data import utils +from neuralhydrology.utils.config import Config + + +class CamelsUS(BaseDataset): + """Data set class for the CAMELS US data set by [#]_ and [#]_. + + Parameters + ---------- + cfg : Config + The run configuration. + is_train : bool + Defines if the dataset is used for training or evaluating. If True (training), means/stds for each feature + are computed and stored to the run directory. If one-hot encoding is used, the mapping for the one-hot encoding + is created and also stored to disk. If False, a `scaler` input is expected and similarly the `id_to_int` input + if one-hot encoding is used. + period : {'train', 'validation', 'test'} + Defines the period for which the data will be loaded + basin : str, optional + If passed, the data for only this basin will be loaded. Otherwise the basin(s) are read from the appropriate + basin file, corresponding to the `period`. + additional_features : List[Dict[str, pd.DataFrame]], optional + List of dictionaries, mapping from a basin id to a pandas DataFrame. This DataFrame will be added to the data + loaded from the dataset and all columns are available as 'dynamic_inputs', 'static_inputs' and + 'target_variables' + id_to_int : Dict[str, int], optional + If the config argument 'use_basin_id_encoding' is True in the config and period is either 'validation' or + 'test', this input is required. It is a dictionary, mapping from basin id to an integer (the one-hot encoding). + scaler : Dict[str, Union[pd.Series, xarray.DataArray]], optional + If period is either 'validation' or 'test', this input is required. It contains the means and standard + deviations for each feature and is stored to the run directory during training (train_data/train_data_scaler.p) + + References + ---------- + .. [#] A. J. Newman, M. P. Clark, K. Sampson, A. Wood, L. E. Hay, A. Bock, R. J. Viger, D. Blodgett, + L. Brekke, J. R. Arnold, T. Hopson, and Q. Duan: Development of a large-sample watershed-scale + hydrometeorological dataset for the contiguous USA: dataset characteristics and assessment of regional + variability in hydrologic model performance. Hydrol. Earth Syst. Sci., 19, 209-223, + doi:10.5194/hess-19-209-2015, 2015 + .. [#] Addor, N., Newman, A. J., Mizukami, N. and Clark, M. P.: The CAMELS data set: catchment attributes and + meteorology for large-sample studies, Hydrol. Earth Syst. Sci., 21, 5293-5313, doi:10.5194/hess-21-5293-2017, + 2017. + """ + + def __init__(self, + cfg: Config, + is_train: bool, + period: str, + basin: str = None, + additional_features: List[Dict[str, pd.DataFrame]] = [], + id_to_int: Dict[str, int] = {}, + scaler: Dict[str, Union[pd.Series, xarray.DataArray]] = {}): + super(CamelsUS, self).__init__(cfg=cfg, + is_train=is_train, + period=period, + basin=basin, + additional_features=additional_features, + id_to_int=id_to_int, + scaler=scaler) + + def _load_basin_data(self, basin: str) -> pd.DataFrame: + """Load input and output data from text files.""" + # get forcings + dfs = [] + for forcing in self.cfg.forcings: + df, area = utils.load_camels_us_forcings(self.cfg.data_dir, basin, forcing) + + # rename columns + if len(self.cfg.forcings) > 1: + df = df.rename(columns={col: f"{col}_{forcing}" for col in df.columns}) + dfs.append(df) + df = pd.concat(dfs, axis=1) + + # add discharge + df['QObs(mm/d)'] = utils.load_camels_us_discharge(self.cfg.data_dir, basin, area) + + # replace invalid discharge values by NaNs + qobs_cols = [col for col in df.columns if "qobs" in col.lower()] + for col in qobs_cols: + df.loc[df[col] < 0, col] = np.nan + + return df + + def _load_attributes(self) -> pd.DataFrame: + if self.cfg.camels_attributes: + if self.is_train: + # sanity check attributes for NaN in per-feature standard deviation + utils.attributes_sanity_check(data_dir=self.cfg.data_dir, + attribute_set=self.cfg.dataset, + basins=self.basins, + attribute_list=self.cfg.camels_attributes) + + df = utils.load_camels_us_attributes(self.cfg.data_dir, basins=self.basins) + + # remove all attributes not defined in the config + drop_cols = [c for c in df.columns if c not in self.cfg.camels_attributes] + df = df.drop(drop_cols, axis=1) + + return df diff --git a/neuralhydrology/data/climateindices.py b/neuralhydrology/data/climateindices.py new file mode 100644 index 00000000..6c6b9c32 --- /dev/null +++ b/neuralhydrology/data/climateindices.py @@ -0,0 +1,130 @@ +import logging +import pickle +import sys +from pathlib import Path +from typing import List + +import numpy as np +from numba import njit +from tqdm import tqdm + +from .pet import get_priestley_taylor_pet +from .utils import load_camels_us_attributes, load_camels_us_forcings, load_basin_file + +LOGGER = logging.getLogger(__name__) + + +def precalculate_dyn_climate_indices(data_dir: Path, basin_file: Path, window_length: int, forcings: str): + basins = load_basin_file(basin_file=basin_file) + camels_attributes = load_camels_us_attributes(data_dir=data_dir, basins=basins) + additional_features = {} + new_columns = [ + 'p_mean_dyn', 'pet_mean_dyn', 'aridity_dyn', 't_mean_dyn', 'frac_snow_dyn', 'high_prec_freq_dyn', + 'high_prec_dur_dyn', 'low_prec_freq_dyn', 'low_prec_dur_dyn' + ] + for basin in tqdm(basins, file=sys.stdout): + df, _ = load_camels_us_forcings(data_dir=data_dir, basin=basin, forcings=forcings) + lat = camels_attributes.loc[camels_attributes.index == basin, 'gauge_lat'].values + elev = camels_attributes.loc[camels_attributes.index == basin, 'elev_mean'].values + df["PET(mm/d)"] = get_priestley_taylor_pet(t_min=df["tmin(C)"].values, + t_max=df["tmax(C)"].values, + s_rad=df["srad(W/m2)"].values, + lat=lat, + elev=elev, + doy=df.index.dayofyear.values) + + for col in new_columns: + df[col] = np.nan + + x = np.array([ + df['prcp(mm/day)'].values, df['srad(W/m2)'].values, df['tmax(C)'].values, df['tmin(C)'].values, + df['vp(Pa)'].values, df['PET(mm/d)'].values + ]).T + + new_features = numba_climate_indexes(x, window_length=window_length) + + if np.sum(np.isnan(new_features)) > 0: + raise ValueError(f"NaN in new features of basin {basin}") + + df.loc[df.index[window_length - 1]:, 'p_mean_dyn'] = new_features[:, 0] + df.loc[df.index[window_length - 1]:, 'pet_mean_dyn'] = new_features[:, 1] + df.loc[df.index[window_length - 1]:, 'aridity_dyn'] = new_features[:, 2] + df.loc[df.index[window_length - 1]:, 't_mean_dyn'] = new_features[:, 3] + df.loc[df.index[window_length - 1]:, 'frac_snow_dyn'] = new_features[:, 4] + df.loc[df.index[window_length - 1]:, 'high_prec_freq_dyn'] = new_features[:, 5] + df.loc[df.index[window_length - 1]:, 'high_prec_dur_dyn'] = new_features[:, 6] + df.loc[df.index[window_length - 1]:, 'low_prec_freq_dyn'] = new_features[:, 7] + df.loc[df.index[window_length - 1]:, 'low_prec_dur_dyn'] = new_features[:, 8] + + drop_cols = [c for c in df.columns if c not in new_columns] + + df = df.drop(drop_cols, axis=1) + + additional_features[basin] = df + + filename = f"dyn_climate_indices_{forcings}_{len(basins)}basins_{window_length}lookback.p" + + output_file = Path(__file__).parent.parent.parent / 'data' / filename + + with output_file.open("wb") as fp: + pickle.dump(additional_features, fp) + + LOGGER.info(f"Precalculated features successfully stored at {output_file}") + + return additional_features + + +@njit +def numba_climate_indexes(features: np.ndarray, window_length: int) -> np.ndarray: + n_samples = features.shape[0] + new_features = np.zeros((n_samples - 365 + 1, 9)) + + for i in range(new_features.shape[0]): + x = features[i:i + window_length] + + p_mean = np.mean(x[:, 0]) + pet_mean = np.mean(x[:, -1]) + aridity = pet_mean / p_mean + t_mean = (np.mean(x[:, 1]) + np.mean(x[:, 2])) / 2 + + precip_days = x[x[:, 0] > 0] + frac_snow = precip_days[precip_days[:, 2] < 0, :].shape[0] / precip_days.shape[0] + + high_prec_freq = precip_days[precip_days[:, 0] > 5 * p_mean].shape[0] / precip_days.shape[0] + low_prec_freq = precip_days[precip_days[:, 0] < 1].shape[0] / precip_days.shape[0] + + idx = np.where(x[:, 0] < 1)[0] + groups = split_list(idx) + low_prec_dur = np.mean(np.array([len(p) for p in groups])) + + idx = np.where(x[:, 0] >= 5 * p_mean)[0] + groups = split_list(idx) + high_prec_dur = np.mean(np.array([len(p) for p in groups])) + + new_features[i, 0] = p_mean + new_features[i, 1] = pet_mean + new_features[i, 2] = aridity + new_features[i, 3] = t_mean + new_features[i, 4] = frac_snow + new_features[i, 5] = high_prec_freq + new_features[i, 6] = high_prec_dur + new_features[i, 7] = low_prec_freq + new_features[i, 8] = low_prec_dur + + return new_features + + +@njit +def split_list(alist: List) -> List: + newlist = [] + start = 0 + end = 0 + for index, value in enumerate(alist): + if index < len(alist) - 1: + if alist[index + 1] > value + 1: + end = index + 1 + newlist.append(alist[start:end]) + start = end + else: + newlist.append(alist[start:len(alist)]) + return newlist diff --git a/neuralhydrology/data/dischargeinput.py b/neuralhydrology/data/dischargeinput.py new file mode 100644 index 00000000..b198a5fa --- /dev/null +++ b/neuralhydrology/data/dischargeinput.py @@ -0,0 +1,37 @@ +import logging +import pickle +import sys +from pathlib import Path + +from tqdm import tqdm + +from neuralhydrology.data.utils import load_basin_file, load_camels_us_forcings, load_camels_us_discharge + +LOGGER = logging.getLogger(__name__) + + +def create_discharge_files(data_dir: Path, basin_file: Path, out_dir: Path, shift: int = 1): + + out_file = out_dir / f"discharge_input_shift{shift}.p" + if out_file.is_file(): + raise FileExistsError + + basins = load_basin_file(basin_file) + + data = {} + + for basin in tqdm(basins, file=sys.stdout): + + df, area = load_camels_us_forcings(data_dir=data_dir, basin=basin, forcings="daymet") + df["QObs(mm/d)"] = load_camels_us_discharge(data_dir=data_dir, basin=basin, area=area) + + df[f"QObs(t-{shift})"] = df["QObs(mm/d)"].shift(shift) + + drop_columns = [col for col in df.columns if col != f"QObs(t-{shift})"] + + data[basin] = df.drop(labels=drop_columns, axis=1) + + with out_file.open("wb") as fp: + pickle.dump(data, fp) + + LOGGER.info(f"Data successfully stored at {out_file}") diff --git a/neuralhydrology/data/hourlycamelsus.py b/neuralhydrology/data/hourlycamelsus.py new file mode 100644 index 00000000..c02dcfa8 --- /dev/null +++ b/neuralhydrology/data/hourlycamelsus.py @@ -0,0 +1,138 @@ +import logging +import pickle + +import numpy as np +import pandas as pd + +from neuralhydrology.data import utils, CamelsUS +from neuralhydrology.utils.config import Config + +LOGGER = logging.getLogger(__name__) + + +class HourlyCamelsUS(CamelsUS): + """Data set class providing hourly data for CAMELS US basins. + + This class extends the `CamelsUS` dataset class by hourly in- and output data. Currently, only NLDAS forcings are + available at an hourly resolution. + + Parameters + ---------- + cfg : Config + The run configuration. + is_train : bool + Defines if the dataset is used for training or evaluating. If True (training), means/stds for each feature + are computed and stored to the run directory. If one-hot encoding is used, the mapping for the one-hot encoding + is created and also stored to disk. If False, a `scaler` input is expected and similarly the `id_to_int` input + if one-hot encoding is used. + period : {'train', 'validation', 'test'} + Defines the period for which the data will be loaded + basin : str, optional + If passed, the data for only this basin will be loaded. Otherwise the basin(s) are read from the appropriate + basin file, corresponding to the `period`. + additional_features : List[Dict[str, pd.DataFrame]], optional + List of dictionaries, mapping from a basin id to a pandas DataFrame. This DataFrame will be added to the data + loaded from the dataset and all columns are available as 'dynamic_inputs', 'static_inputs' and + 'target_variables' + id_to_int : Dict[str, int], optional + If the config argument 'use_basin_id_encoding' is True in the config and period is either 'validation' or + 'test', this input is required. It is a dictionary, mapping from basin id to an integer (the one-hot encoding). + scaler : Dict[str, Union[pd.Series, xarray.DataArray]], optional + If period is either 'validation' or 'test', this input is required. It contains the means and standard + deviations for each feature and is stored to the run directory during training (train_data/train_data_scaler.p) + """ + + def __init__(self, + cfg: Config, + is_train: bool, + period: str, + basin: str = None, + additional_features: list = [], + id_to_int: dict = {}, + scaler: dict = {}): + self._netcdf_dataset = None # if available, we remember the dataset to load faster + self._warn_slow_loading = True + super(HourlyCamelsUS, self).__init__(cfg=cfg, + is_train=is_train, + period=period, + basin=basin, + additional_features=additional_features, + id_to_int=id_to_int, + scaler=scaler) + + def _load_basin_data(self, basin: str) -> pd.DataFrame: + """Load input and output data from text files.""" + # get forcings + dfs = [] + if not any(f.endswith('_hourly') for f in self.cfg.forcings): + raise ValueError('Forcings include no hourly forcings set.') + for forcing in self.cfg.forcings: + if forcing[-7:] == '_hourly': + df = self.load_hourly_data(basin, forcing) + else: + # load daily CAMELS forcings and upsample to hourly + df, _ = utils.load_camels_us_forcings(self.cfg.data_dir, basin, forcing) + df = df.resample('1H').ffill() + if len(self.cfg.forcings) > 1: + # rename columns + df = df.rename(columns={col: f"{col}_{forcing}" for col in df.columns if 'qobs' not in col.lower()}) + dfs.append(df) + df = pd.concat(dfs, axis=1) + + # replace invalid discharge values by NaNs + qobs_cols = [col for col in df.columns if 'qobs' in col.lower()] + for col in qobs_cols: + df.loc[df[col] < 0, col] = np.nan + + # add stage, if requested + if 'gauge_height_m' in self.cfg.target_variables: + df = df.join(utils.load_hourly_us_stage(self.cfg.data_dir, basin)) + df.loc[df['gauge_height_m'] < 0, 'gauge_height_m'] = np.nan + + # convert discharge to 'synthetic' stage, if requested + if 'synthetic_qobs_stage_meters' in self.cfg.target_variables: + attributes = utils.load_camels_us_attributes(data_dir=self.cfg.data_dir, basins=[basin]) + with open(self.cfg.rating_curve_file, 'rb') as f: + rating_curves = pickle.load(f) + df['synthetic_qobs_stage_meters'] = np.nan + if basin in rating_curves.keys(): + discharge_m3s = df['qobs_mm_per_hour'].values / 1000 * attributes.area_gages2[basin] * 1e6 / 60**2 + df['synthetic_qobs_stage_meters'] = rating_curves[basin].discharge_to_stage(discharge_m3s) + + return df + + def load_hourly_data(self, basin: str, forcings: str) -> pd.DataFrame: + """Load a single set of hourly forcings and discharge. If available, loads from NetCDF, else from csv. + + Parameters + ---------- + basin : str + Identifier of the basin for which to load data. + forcings : str + Name of the forcings set to load. + + Returns + ------- + pd.DataFrame + Time-indexed DataFrame with forcings and discharge values for the specified basin. + """ + fallback_csv = False + try: + if self._netcdf_dataset is None: + self._netcdf_dataset = utils.load_hourly_us_netcdf(self.cfg.data_dir, forcings) + df = self._netcdf_dataset.sel(basin=basin).to_dataframe() + except FileNotFoundError: + fallback_csv = True + if self._warn_slow_loading: + LOGGER.warning('## Warning: Hourly NetCDF file not found. Falling back to slower csv files.') + self._warn_slow_loading = False # only warn once + except KeyError: + fallback_csv = True + LOGGER.warning(f'## Warning: NetCDF file does not contain data for {basin}. Trying slower csv files.') + if fallback_csv: + df = utils.load_hourly_us_forcings(self.cfg.data_dir, basin, forcings) + + # add discharge + df = df.join(utils.load_hourly_us_discharge(self.cfg.data_dir, basin)) + + return df diff --git a/neuralhydrology/data/pet.py b/neuralhydrology/data/pet.py new file mode 100644 index 00000000..818b615f --- /dev/null +++ b/neuralhydrology/data/pet.py @@ -0,0 +1,354 @@ +import numpy as np +from numba import njit + +LAMBDA = 2.45 # Kept constant, MJkg-1 +ALPHA = 1.26 # Calibrated in CAMELS, here static +STEFAN_BOLTZMAN = 4.903e-09 +PI = np.pi + + +@njit +def get_priestley_taylor_pet(t_min: np.ndarray, t_max: np.ndarray, s_rad: np.ndarray, lat: float, + elev: float, doy: np.ndarray) -> np.ndarray: + """Calculate potential evapotranspiration (PET) as an approximation following the Priestley-Taylor equation. + + The ground head flux G is assumed to be 0 at daily time steps (see Newman et al. 2015). The + equation follow FAO-56 (Allen et al. (1998)) + + Parameters + ---------- + t_min : np.ndarray + Daily min temperature (degree C) + t_max : np.ndarray + Daily max temperature (degree C) + s_rad : np.ndarray + Solar radiation (Wm-2) + lat : float + Latitude in degree + elev : float + Elevation in m + doy : np.ndarray + Day of the year + + Returns + ------- + np.ndarray + Array containing PET estimates in mm/day + """ + lat = lat * (PI / 180) # degree to rad + + # Slope of saturation vapour pressure curve + t_mean = 0.5 * (t_min + t_max) + slope_svp = get_slope_svp_curve(t_mean) + + # incoming netto short-wave radiation + s_rad = s_rad * 0.0864 # conversion Wm-2 -> MJm-2day-1 + in_sw_rad = get_net_sw_srad(s_rad) + + # outgoginng netto long-wave radiation + sol_dec = get_sol_decl(doy) + sha = get_sunset_hour_angle(lat, sol_dec) + ird = get_ird_earth_sun(doy) + et_rad = get_extraterra_rad(lat, sol_dec, sha, ird) + cs_rad = get_clear_sky_rad(elev, et_rad) + a_vp = get_avp_tmin(t_min) + out_lw_rad = get_net_outgoing_lw_rad(t_min, t_max, s_rad, cs_rad, a_vp) + + # net radiation + net_rad = get_net_rad(in_sw_rad, out_lw_rad) + + # gamma + atm_pressure = get_atmos_pressure(elev) + gamma = get_psy_const(atm_pressure) + + # PET MJm-2day-1 + pet = (ALPHA / LAMBDA) * (slope_svp * net_rad) / (slope_svp + gamma) + + # convert energy to evap + pet = pet * 0.408 + + return pet + + +@njit +def get_slope_svp_curve(t_mean: np.ndarray) -> np.ndarray: + """Slope of saturation vapour pressure curve + + Equation 13 FAO-56 Allen et al. (1998) + + Parameters + ---------- + t_mean : np.ndarray + Mean temperature (degree C) + + Returns + ------- + np.ndarray + Slope of the saturation vapor pressure curve in kPa/(degree C) + """ + delta = 4098 * (0.6108 * np.exp((17.27 * t_mean) / (t_mean + 237.3))) / ((t_mean + 237.3)**2) + return delta + + +@njit +def get_net_sw_srad(s_rad: np.ndarray, albedo: float = 0.23) -> np.ndarray: + """Calculate net shortwave radiation + + Equation 38 FAO-56 Allen et al. (1998) + + Parameters + ---------- + s_rad : np.ndarray + Incoming solar radiation (MJm-2day-1) + albedo : float, optional + Albedo, by default 0.23 + + Returns + ------- + np.ndarray + Net shortwave radiation (MJm-2day-1) + """ + net_srad = (1 - albedo) * s_rad + return net_srad + + +@njit +def get_sol_decl(doy: np.ndarray) -> np.ndarray: + """Get solar declination + + Equation 24 FAO-56 Allen et al. (1998) + + Parameters + ---------- + doy : np.ndarray + Day of the year + + Returns + ------- + np.ndarray + Solar declination in rad + """ + # equation 24 FAO Allen + sol_dec = 0.409 * np.sin((2 * np.pi) / 365 * doy - 1.39) + return sol_dec + + +@njit +def get_sunset_hour_angle(lat: float, sol_dec: np.ndarray) -> np.ndarray: + """Sunset hour angle + + + + Parameters + ---------- + lat : float + Latitude in rad + sol_dec : np.ndarray + Solar declination in rad + + Returns + ------- + np.ndarray + Sunset hour angle in rad + """ + term = -np.tan(lat) * np.tan(sol_dec) + term[term < -1] = -1 + term[term > 1] = 1 + sha = np.arccos(term) + return sha + + +@njit +def get_ird_earth_sun(doy: np.ndarray) -> np.ndarray: + """Inverse relative distance between Earth and Sun + + Equation 23 FAO-56 Allen et al. (1998) + + Parameters + ---------- + doy : np.ndarray + Day of the year + + Returns + ------- + np.ndarray + Inverse relative distance between Earth and Sun + """ + ird = 1 + 0.033 * np.cos((2 * PI) / 365 * doy) + return ird + + +@njit +def get_extraterra_rad(lat: float, sol_dec: np.ndarray, sha: np.ndarray, + ird: np.ndarray) -> np.ndarray: + """Extraterrestrial Radiation + + Equation 21 FAO-56 Allen et al. (1998) + + Parameters + ---------- + lat : float + Lat in rad (pos for northern hemisphere) + sol_dec : np.ndarray + Solar declination in rad + sha : np.ndarray + Sunset hour angle in rad + ird : np.ndarray + Inverse relative distance of Earth and Sun + + Returns + ------- + np.ndarray + Extraterrestrial radiation MJm-2day-1 + """ + term1 = (24 * 60) / PI * 0.082 * ird + term2 = sha * np.sin(lat) * np.sin(sol_dec) + np.cos(lat) * np.cos(sol_dec) * np.sin(sha) + et_rad = term1 * term2 + return et_rad + + +@njit +def get_clear_sky_rad(elev: float, et_rad: np.ndarray) -> np.ndarray: + """Clear sky radiation + + Equation 37 FAO-56 Allen et al. (1998) + + Parameters + ---------- + elev : float + Elevation in m + et_rad : np.ndarray + Extraterrestrial radiation in MJm-2day-1 + + Returns + ------- + np.ndarray + Clear sky radiation MJm-2day-1 + """ + cs_rad = (0.75 + 2 * 10e-5 * elev) * et_rad + return cs_rad + + +@njit +def get_avp_tmin(t_min: np.ndarray) -> np.ndarray: + """Actual vapor pressure estimated using min temperature + + Equation 48 FAO-56 Allen et al. (1998) + + Parameters + ---------- + t_min : np.ndarray + Minimum temperature in degree C + + Returns + ------- + np.ndarray + Actual vapor pressure kPa + """ + avp = 0.611 * np.exp((17.27 * t_min) / (t_min + 237.3)) + return avp + + +@njit +def get_net_outgoing_lw_rad(t_min: np.ndarray, t_max: np.ndarray, s_rad: np.ndarray, + cs_rad: np.ndarray, a_vp: np.ndarray) -> np.ndarray: + """Net outgoing longwave radiation + + Expects temperatures in degree and does the conversion in kelvin in the function. + + Equation 49 FAO-56 Allen et al. (1998) + + Parameters + ---------- + t_min : np.ndarray + Min temperature in degree C + t_max : np.ndarray + Max temperature in degree C + s_rad : np.ndarray + Measured or modeled solar radiation MJm-2day-1 + cs_rad : np.ndarray + Clear sky radiation MJm-2day-1 + a_vp : np.ndarray + Actuatal vapor pressure kPa + + Returns + ------- + np.ndarray + Net outgoing longwave radiation MJm-2day-1 + """ + term1 = ((t_max + 273.16)**4 + (t_min + 273.16)**4) / 2 # conversion in K in equation + term2 = 0.34 - 0.14 * np.sqrt(a_vp) + term3 = 1.35 * s_rad / cs_rad - 0.35 + net_lw = STEFAN_BOLTZMAN * term1 * term2 * term3 + return net_lw + + +@njit +def get_net_rad(sw_rad: np.ndarray, lw_rad: np.ndarray) -> np.ndarray: + """Net radiation + + Equation 40 FAO-56 Allen et al. (1998) + + Parameters + ---------- + sw_rad : np.ndarray + Net incoming shortwave radiation MJm-2day-1 + lw_rad : np.ndarray + Net outgoing longwave radiation MJm-2day-1 + + Returns + ------- + np.ndarray + [description] + """ + return sw_rad - lw_rad + + +@njit +def get_atmos_pressure(elev: float) -> float: + """Atmospheric pressure + + Equation 7 FAO-56 Allen et al. (1998) + + Parameters + ---------- + elev : float + Elevation in m + + Returns + ------- + float + Atmospheric pressure in kPa + """ + temp = (293.0 - 0.0065 * elev) / 293.0 + return np.power(temp, 5.26) * 101.3 + + +@njit +def get_psy_const(atm_pressure: float) -> float: + """Psychometric constant + + Parameters + ---------- + atm_pressure : float + Atmospheric pressure in kPa + + Returns + ------- + float + Psychometric constant in kPa/(degree C) + """ + return 0.000665 * atm_pressure + + +@njit +def srad_from_t(et_rad, cs_rad, t_min, t_max, coastal=False): + # equation 50 + if coastal: + adj = 0.19 + else: + adj = 0.16 + + sol_rad = adj * np.sqrt(t_max - t_min) * et_rad + + return np.minimum(sol_rad, cs_rad) diff --git a/neuralhydrology/data/utils.py b/neuralhydrology/data/utils.py new file mode 100644 index 00000000..b0e3b398 --- /dev/null +++ b/neuralhydrology/data/utils.py @@ -0,0 +1,514 @@ +from pathlib import Path +from typing import List, Tuple, Union + +import numpy as np +import pandas as pd +import xarray + +######################################################################################################################## +# CAMELS US utility functions # +######################################################################################################################## + + +def load_camels_us_attributes(data_dir: Path, basins: List[str] = []) -> pd.DataFrame: + """Load CAMELS US attributes from the dataset provided by [#]_ + + Parameters + ---------- + data_dir : Path + Path to the CAMELS US directory. This folder must contain a 'camels_attributes_v2.0' folder (the original + data set) containing the corresponding txt files for each attribute group. + basins : List[str], optional + If passed, return only attributes for the basins specified in this list. Otherwise, the attributes of all basins + are returned. + + Returns + ------- + pandas.DataFrame + Basin-indexed DataFrame, containing the attributes as columns. + + References + ---------- + .. [#] Addor, N., Newman, A. J., Mizukami, N. and Clark, M. P.: The CAMELS data set: catchment attributes and + meteorology for large-sample studies, Hydrol. Earth Syst. Sci., 21, 5293-5313, doi:10.5194/hess-21-5293-2017, + 2017. + """ + attributes_path = Path(data_dir) / 'camels_attributes_v2.0' + + if not attributes_path.exists(): + raise RuntimeError(f"Attribute folder not found at {attributes_path}") + + txt_files = attributes_path.glob('camels_*.txt') + + # Read-in attributes into one big dataframe + dfs = [] + for txt_file in txt_files: + df_temp = pd.read_csv(txt_file, sep=';', header=0, dtype={'gauge_id': str}) + df_temp = df_temp.set_index('gauge_id') + + dfs.append(df_temp) + + df = pd.concat(dfs, axis=1) + # convert huc column to double digit strings + df['huc'] = df['huc_02'].apply(lambda x: str(x).zfill(2)) + df = df.drop('huc_02', axis=1) + + if basins: + # drop rows of basins not contained in the passed list + drop_basins = [b for b in df.index if b not in basins] + df = df.drop(drop_basins, axis=0) + + return df + + +def load_camels_us_forcings(data_dir: Path, basin: str, forcings: str) -> Tuple[pd.DataFrame, int]: + """Load the forcing data for a basin of the CAMELS US data set. + + Parameters + ---------- + data_dir : Path + Path to the CAMELS US directory. This folder must contain a 'basin_mean_forcing' folder containing one + subdirectory for each forcing. The forcing directories have to contain 18 subdirectories (for the 18 HUCS) as in + the original CAMELS data set. In each HUC folder are the forcing files (.txt), starting with the 8-digit basin + id. + basin : str + 8-digit USGS identifier of the basin. + forcings : str + Can be e.g. 'daymet' or 'nldas', etc. Must match the folder names in the 'basin_mean_forcing' directory. + + Returns + ------- + pd.DataFrame + Time-indexed DataFrame, containing the forcing data. + int + Catchment area (m2), specified in the header of the forcing file. + """ + forcing_path = data_dir / 'basin_mean_forcing' / forcings + if not forcing_path.is_dir(): + raise OSError(f"{forcing_path} does not exist") + + files = list(forcing_path.glob('**/*_forcing_leap.txt')) + file_path = [f for f in files if f.name[:8] == basin] + if file_path: + file_path = file_path[0] + else: + raise FileNotFoundError(f'No file for Basin {basin} at {file_path}') + + df = pd.read_csv(file_path, sep='\s+', header=3) + df["date"] = pd.to_datetime(df.Year.map(str) + "/" + df.Mnth.map(str) + "/" + df.Day.map(str), format="%Y/%m/%d") + df = df.set_index("date") + + # load area from header + with open(file_path, 'r') as fp: + content = fp.readlines() + area = int(content[2]) + + return df, area + + +def load_camels_us_discharge(data_dir: Path, basin: str, area: int) -> pd.Series: + """Load the discharge data for a basin of the CAMELS US data set. + + Parameters + ---------- + data_dir : Path + Path to the CAMELS US directory. This folder must contain a 'usgs_streamflow' folder with 18 + subdirectories (for the 18 HUCS) as in the original CAMELS data set. In each HUC folder are the discharge files + (.txt), starting with the 8-digit basin id. + basin : str + 8-digit USGS identifier of the basin. + area : int + Catchment area (m2), used to normalize the discharge. + + Returns + ------- + pd.Series + Time-index pandas.Series of the discharge values (mm/day) + """ + + discharge_path = data_dir / 'usgs_streamflow' + files = list(discharge_path.glob('**/*_streamflow_qc.txt')) + file_path = [f for f in files if f.name[:8] == basin] + if file_path: + file_path = file_path[0] + else: + raise FileNotFoundError(f'No file for Basin {basin} at {file_path}') + + col_names = ['basin', 'Year', 'Mnth', 'Day', 'QObs', 'flag'] + df = pd.read_csv(file_path, sep='\s+', header=None, names=col_names) + df["date"] = pd.to_datetime(df.Year.map(str) + "/" + df.Mnth.map(str) + "/" + df.Day.map(str), format="%Y/%m/%d") + df = df.set_index("date") + + # normalize discharge from cubic feed per second to mm per day + df.QObs = 28316846.592 * df.QObs * 86400 / (area * 10**6) + + return df.QObs + + +######################################################################################################################## +# HOURLY CAMELS US utility functions # +######################################################################################################################## + + +def load_hourly_us_forcings(data_dir: Path, basin: str, forcings: str) -> pd.DataFrame: + """Load the hourly forcing data for a basin of the CAMELS US data set. + + The hourly forcings are not included in the original data set by Newman et al. (2017). + + Parameters + ---------- + data_dir : Path + Path to the CAMELS US directory. This folder must contain an 'hourly' folder containing one subdirectory + for each forcing, which contains the forcing files (.csv) for each basin. Files have to contain the 8-digit + basin id. + basin : str + 8-digit USGS identifier of the basin. + forcings : str + Must match the folder names in the 'hourly' directory. E.g. 'nldas_hourly' + + Returns + ------- + pd.DataFrame + Time-indexed DataFrame, containing the forcing data. + """ + forcing_path = data_dir / 'hourly' / forcings + if not forcing_path.is_dir(): + raise OSError(f"{forcing_path} does not exist") + + files = list(forcing_path.glob('*.csv')) + file_path = [f for f in files if basin in f.stem] + if file_path: + file_path = file_path[0] + else: + raise FileNotFoundError(f'No file for Basin {basin} at {forcing_path}') + + return pd.read_csv(file_path, index_col=['date'], parse_dates=['date']) + + +def load_hourly_us_discharge(data_dir: Path, basin: str) -> pd.DataFrame: + """Load the hourly discharge data for a basin of the CAMELS US data set. + + Parameters + ---------- + data_dir : Path + Path to the CAMELS US directory. This folder must contain a folder called 'hourly' with a subdirectory + 'usgs_streamflow' which contains the discharge files (.csv) for each basin. File names must contain the 8-digit + basin id. + basin : str + 8-digit USGS identifier of the basin. + + Returns + ------- + pd.Series + Time-index Series of the discharge values (mm/hour) + """ + discharge_path = data_dir / 'hourly' / 'usgs_streamflow' + files = list(discharge_path.glob('**/*usgs-hourly.csv')) + file_path = [f for f in files if basin in f.stem] + if file_path: + file_path = file_path[0] + else: + raise FileNotFoundError(f'No file for Basin {basin} at {discharge_path}') + + return pd.read_csv(file_path, index_col=['date'], parse_dates=['date']) + + +def load_hourly_us_stage(data_dir: Path, basin: str) -> pd.Series: + """Load the hourly stage data for a basin of the CAMELS US data set. + + Parameters + ---------- + data_dir : Path + Path to the CAMELS US directory. This folder must contain a folder called 'hourly' with a subdirectory + 'usgs_stage' which contains the stage files (.csv) for each basin. File names must contain the 8-digit basin id. + basin : str + 8-digit USGS identifier of the basin. + + Returns + ------- + pd.Series + Time-index Series of the stage values (m) + """ + stage_path = data_dir / 'hourly' / 'usgs_stage' + files = list(stage_path.glob('**/*_utc.csv')) + file_path = [f for f in files if basin in f.stem] + if file_path: + file_path = file_path[0] + else: + raise FileNotFoundError(f'No file for Basin {basin} at {stage_path}') + + df = pd.read_csv(file_path, + sep=',', + index_col=['datetime'], + parse_dates=['datetime'], + usecols=['datetime', 'gauge_height_ft']) + df = df.resample('H').mean() + df["gauge_height_m"] = df["gauge_height_ft"] * 0.3048 + + return df["gauge_height_m"] + + +def load_hourly_us_netcdf(data_dir: Path, forcings: str) -> xarray.Dataset: + """Load hourly forcing and discharge data from preprocessed netCDF file. + + Parameters + ---------- + data_dir : Path + Path to the CAMELS US directory. This folder must contain a folder called 'hourly', containing the netCDF file. + forcings : str + Name of the forcing product. Must match the ending of the netCDF file. E.g. 'nldas_hourly' for + 'usgs-streamflow-nldas_hourly.nc' + + Returns + ------- + xarray.Dataset + Dataset containing the combined discharge and forcing data of all basins (as stored in the netCDF) + """ + netcdf_path = data_dir / 'hourly' / f'usgs-streamflow-{forcings}.nc' + if not netcdf_path.is_file(): + raise FileNotFoundError(f'No NetCDF file for hourly streamflow and {forcings} at {netcdf_path}.') + + return xarray.open_dataset(netcdf_path) + + +######################################################################################################################## +# CAMELS GB utility functions # +######################################################################################################################## + + +def load_camels_gb_attributes(data_dir: Path, basins: List[str] = []) -> pd.DataFrame: + """Load CAMELS GB attributes from the dataset provided by [#]_ + + Parameters + ---------- + data_dir : Path + Path to the CAMELS GB directory. This folder must contain an 'attributes' folder containing the corresponding + csv files for each attribute group (ending with _attributes.csv). + basins : List[str], optional + If passed, return only attributes for the basins specified in this list. Otherwise, the attributes of all basins + are returned. + + Returns + ------- + pd.DataFrame + Basin-indexed DataFrame, containing the attributes as columns. + + References + ---------- + .. [#] Coxon, G., Addor, N., Bloomfield, J. P., Freer, J., Fry, M., Hannaford, J., Howden, N. J. K., Lane, R., + Lewis, M., Robinson, E. L., Wagener, T., and Woods, R.: CAMELS-GB: Hydrometeorological time series and landscape + attributes for 671 catchments in Great Britain, Earth Syst. Sci. Data Discuss., + https://doi.org/10.5194/essd-2020-49, in review, 2020. + """ + attributes_path = Path(data_dir) / 'attributes' + + if not attributes_path.exists(): + raise RuntimeError(f"Attribute folder not found at {attributes_path}") + + txt_files = attributes_path.glob('*_attributes.csv') + + # Read-in attributes into one big dataframe + dfs = [] + for txt_file in txt_files: + df_temp = pd.read_csv(txt_file, sep=',', header=0, dtype={'gauge_id': str}) + df_temp = df_temp.set_index('gauge_id') + + dfs.append(df_temp) + + df = pd.concat(dfs, axis=1) + + if basins: + # drop rows of basins not contained in the passed list + drop_basins = [b for b in df.index if b not in basins] + df = df.drop(drop_basins, axis=0) + + return df + + +def load_camels_gb_timeseries(data_dir: Path, basin: str) -> pd.DataFrame: + """Load the time series data for one basin of the CAMELS GB data set. + + Parameters + ---------- + data_dir : Path + Path to the CAMELS GB directory. This folder must contain a folder called 'timeseries' containing the forcing + files for each basin as .csv file. The file names have to start with 'CAMELS_GB_hydromet_timeseries'. + basin : str + Basin identifier number as string. + + Returns + ------- + pd.DataFrame + Time-indexed DataFrame, containing the time series data (forcings + discharge) data. + """ + forcing_path = data_dir / 'timeseries' + if not forcing_path.is_dir(): + raise OSError(f"{forcing_path} does not exist") + + files = list(forcing_path.glob('**/CAMELS_GB_hydromet_timeseries*.csv')) + file_path = [f for f in files if f"_{basin}_" in f.name] + if file_path: + file_path = file_path[0] + else: + raise FileNotFoundError(f'No file for Basin {basin} at {file_path}') + + df = pd.read_csv(file_path, sep=',', header=0, dtype={'date': str}) + df["date"] = pd.to_datetime(df["date"], format="%Y-%m-%d") + df = df.set_index("date") + + return df + + +######################################################################################################################## +# General utility functions # +######################################################################################################################## + + +def load_hydroatlas_attributes(data_dir: Path, basins: List[str] = []) -> pd.DataFrame: + """Load HydroATLAS attributes into a pandas DataFrame + + Parameters + ---------- + data_dir : Path + Path to the root directory of the dataset. Must contain a folder called 'hydroatlas_attributes' with a file + called `attributes.csv`. The attributes file is expected to have one column called `basin_id`. + basins : List[str], optional + If passed, return only attributes for the basins specified in this list. Otherwise, the attributes of all basins + are returned. + + Returns + ------- + pd.DataFrame + Basin-indexed DataFrame containing the HydroATLAS attributes. + """ + attribute_file = data_dir / "hydroatlas_attributes" / "attributes.csv" + if not attribute_file.is_file(): + raise FileNotFoundError(attribute_file) + + df = pd.read_csv(attribute_file, dtype={'basin_id': str}) + df = df.set_index('basin_id') + + if basins: + drop_basins = [b for b in df.index if b not in basins] + df = df.drop(drop_basins, axis=0) + + return df + + +def load_basin_file(basin_file: Path) -> List[str]: + """Load list of basins from text file. + + Parameters + ---------- + basin_file : Path + Path to a basin txt file. File has to contain one basin id per row. + + Returns + ------- + List[str] + List of basin ids as strings. + """ + with basin_file.open('r') as fp: + basins = fp.readlines() + basins = sorted(basin.strip() for basin in basins) + return basins + + +def attributes_sanity_check(data_dir: Path, attribute_set: str, basins: List[str], attribute_list: List[str]): + """Utility function to check if the standard deviation of one (or more) attributes is zero. + + This utility function can be used to check if any attribute has a standard deviation of zero. This would lead to + NaN's, when normalizing the features and thus would lead to NaN's when training the model. The function will raise + a `RuntimeError` if one or more zeros have been detected and will print the list of corresponding attribute names + to the console. + + Parameters + ---------- + data_dir : Path + Path to the root directory of the data set + attribute_set : {'hydroatlas', 'camels_us', 'hourly_camels_us', 'camels_gb'} + Name of the attribute set to check. + basins : + List of basins to consider in the check. + attribute_list : + List of attribute names to consider in the check. + + Raises + ------ + ValueError + For an unknown 'attribute_set' + RuntimeError + If one or more attributes have a standard deviation of zero. + """ + if attribute_set == "hydroatlas": + df = load_hydroatlas_attributes(data_dir, basins) + elif attribute_set in ["camels_us", "hourly_camels_us"]: + df = load_camels_us_attributes(data_dir, basins) + elif attribute_set == "camels_gb": + df = load_camels_gb_attributes(data_dir, basins) + else: + raise ValueError(f"Unknown 'attribute_set' {attribute_set}") + drop_cols = [c for c in df.columns if c not in attribute_list] + df = df.drop(drop_cols, axis=1) + attributes = [] + if any(df.std() == 0.0) or any(df.std().isnull()): + for k, v in df.std().iteritems(): + if (v == 0) or (np.isnan(v)): + attributes.append(k) + if attributes: + msg = [ + "The following attributes have a std of zero or NaN, which results in NaN's ", + "when normalizing the features. Remove the attributes from the attribute feature list ", + "and restart the run. \n", f"Attributes: {attributes}" + ] + raise RuntimeError("".join(msg)) + + +def sort_frequencies(frequencies: List[str]) -> List[str]: + """Sort the passed frequencies from low to high frequencies. + + Use `pandas frequency strings + `_ + to define frequencies. Note: The strings need to include values, e.g., '1D' instead of 'D'. + + Parameters + ---------- + frequencies : List[str] + List of pandas frequency identifiers to be sorted. + + Returns + ------- + List[str] + Sorted list of pandas frequency identifiers. + """ + deltas = {freq: pd.to_timedelta(freq) for freq in frequencies} + return sorted(deltas, key=deltas.get)[::-1] + + +def infer_frequency(index: Union[pd.DatetimeIndex, np.ndarray]) -> str: + """Infer the frequency of an index of a pandas DataFrame/Series or xarray DataArray. + + Parameters + ---------- + index : Union[pd.DatetimeIndex, np.ndarray] + DatetimeIndex of a DataFrame/Series or array of datetime values. + + Returns + ------- + str + Frequency of the index as a `pandas frequency string + `_ + + Raises + ------ + ValueError + If the frequency cannot be inferred from the index or is zero. + """ + native_frequency = pd.infer_freq(index) + if native_frequency is None: + raise ValueError(f'Cannot infer a legal frequency from dataset: {native_frequency}.') + if native_frequency[0] not in '0123456789': # add a value to the unit so to_timedelta works + native_frequency = f'1{native_frequency}' + if pd.to_timedelta(native_frequency) == pd.to_timedelta(0): + raise ValueError('Inferred dataset frequency is zero.') + return native_frequency diff --git a/neuralhydrology/evaluation/__init__.py b/neuralhydrology/evaluation/__init__.py new file mode 100644 index 00000000..c0aed7ba --- /dev/null +++ b/neuralhydrology/evaluation/__init__.py @@ -0,0 +1,35 @@ +from pathlib import Path + +from neuralhydrology.evaluation.tester import BaseTester, RegressionTester, UncertaintyTester +from neuralhydrology.utils.config import Config + + +def get_tester(cfg: Config, run_dir: Path, period: str, init_model: bool) -> BaseTester: + """Get specific tester class objects depending on the model (head) type. + + Parameters + ---------- + cfg : Config + The run configuration. + run_dir : Path + Path to the run directory. + period : {'train', 'validation', 'test'} + The period to evaluate. + init_model : bool + If True, the model weights will be initialized with the checkpoint from the last available epoch in `run_dir`. + + Returns + ------- + BaseTester + `RegressionTester` if the model head is 'regression'. `UncertaintyTester` if the evaluation is run in MC-Dropout + mode. + """ + if cfg.head.lower() == "regression": + if cfg.mc_dropout: + Tester = UncertaintyTester + else: + Tester = RegressionTester + else: + NotImplementedError(f"No evaluation method implemented for {cfg.head} head") + + return Tester(cfg=cfg, run_dir=run_dir, period=period, init_model=init_model) diff --git a/neuralhydrology/evaluation/evaluate.py b/neuralhydrology/evaluation/evaluate.py new file mode 100644 index 00000000..5d8c1b3a --- /dev/null +++ b/neuralhydrology/evaluation/evaluate.py @@ -0,0 +1,23 @@ +from pathlib import Path + +from neuralhydrology.evaluation import get_tester +from neuralhydrology.utils.config import Config + + +def start_evaluation(cfg: Config, run_dir: Path, epoch: int = None, period: str = "test"): + """Start evaluation of a trained network + + Parameters + ---------- + cfg : Config + The run configuration, read from the run directory. + run_dir : Path + Path to the run directory. + epoch : int, optional + Define a specific epoch to evaluate. By default, the weights of the last epoch are used. + period : {'train', 'validation', 'test'}, optional + The period to evaluate, by default 'test'. + + """ + tester = get_tester(cfg=cfg, run_dir=run_dir, period=period, init_model=True) + tester.evaluate(epoch=epoch, save_results=True, metrics=cfg.metrics) diff --git a/neuralhydrology/evaluation/metrics.py b/neuralhydrology/evaluation/metrics.py new file mode 100644 index 00000000..833a83cf --- /dev/null +++ b/neuralhydrology/evaluation/metrics.py @@ -0,0 +1,680 @@ +from typing import List, Dict + +import numpy as np +import pandas as pd +from scipy import stats, signal +from xarray.core.dataarray import DataArray + + +def get_available_metrics() -> List[str]: + """Get list of available metrics. + + Returns + ------- + List[str] + List of implemented metric names. + """ + metrics = ["NSE", "MSE", "RMSE", "KGE", "Alpha-NSE", "Pearson-r", "Beta-NSE", "FHV", "FMS", "FLV", "Peak-Timing"] + return metrics + + +def _validate_inputs(obs: DataArray, sim: DataArray): + if obs.shape != sim.shape: + raise RuntimeError("Shapes of observations and simulations must match") + + if (len(obs.shape) > 1) and (obs.shape[1] > 1): + raise RuntimeError("Metrics only defined for time series (1d or 2d with second dimension 1)") + + +def _mask_valid(obs: DataArray, sim: DataArray) -> (DataArray, DataArray): + # mask of invalid entries. NaNs in simulations can happen during validation/testing + idx = (~sim.isnull()) & (~obs.isnull()) + + obs = obs[idx] + sim = sim[idx] + + return obs, sim + + +def _get_fdc(da: DataArray) -> np.ndarray: + return da.sortby(da, ascending=False).values + + +def nse(obs: DataArray, sim: DataArray) -> float: + r"""Calculate Nash-Sutcliffe Efficiency [#]_ + + Nash-Sutcliffe Efficiency is the R-square between observed and simulated discharge. + + .. math:: \text{NSE} = 1 - \frac{\sum_{t=1}^{T}(Q_m^t - Q_o^t)^2}{\sum_{t=1}^T(Q_o^t - \overline{Q}_o)^2}, + + where :math:`Q_m` are the simulations (here, `sim`) and :math:`Q_o` are observations (here, `obs`). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + + Returns + ------- + float + Nash-Sutcliffe Efficiency + + References + ---------- + .. [#] Nash, J. E.; Sutcliffe, J. V. (1970). "River flow forecasting through conceptual models part I - A + discussion of principles". Journal of Hydrology. 10 (3): 282-290. doi:10.1016/0022-1694(70)90255-6. + + """ + + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + denominator = ((obs - obs.mean())**2).sum() + numerator = ((sim - obs)**2).sum() + + value = 1 - numerator / denominator + + return float(value) + + +def mse(obs: DataArray, sim: DataArray) -> float: + r"""Calculate mean squared error. + + .. math:: \text{MSE} = \frac{1}{T}\sum_{t=1}^T (\widehat{y}_t - y_t)^2, + + where :math:`\widehat{y}` are the simulations (here, `sim`) and :math:`y` are observations + (here, `obs`). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + + Returns + ------- + float + Mean squared error. + + """ + + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + return float(((sim - obs)**2).mean()) + + +def rmse(obs: DataArray, sim: DataArray) -> float: + r"""Calculate root mean squared error. + + .. math:: \text{RMSE} = \sqrt{\frac{1}{T}\sum_{t=1}^T (\widehat{y}_t - y_t)^2}, + + where :math:`\widehat{y}` are the simulations (here, `sim`) and :math:`y` are observations + (here, `obs`). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + + Returns + ------- + float + Root mean sqaured error. + + """ + + return np.sqrt(mse(obs, sim)) + + +def alpha_nse(obs: DataArray, sim: DataArray) -> float: + r"""Calculate the alpha NSE decomposition [#]_ + + The alpha NSE decomposition is the fraction of the standard deviations of simulations and observations. + + .. math:: \alpha = \frac{\sigma_s}{\sigma_o}, + + where :math:`\sigma_s` is the standard deviation of the simulations (here, `sim`) and :math:`\sigma_o` is the + standard deviation of the observations (here, `obs`). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + + Returns + ------- + float + Alpha NSE decomposition. + + References + ---------- + .. [#] Gupta, H. V., Kling, H., Yilmaz, K. K., & Martinez, G. F. (2009). Decomposition of the mean squared error + and NSE performance criteria: Implications for improving hydrological modelling. Journal of hydrology, 377(1-2), + 80-91. + + """ + + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + return float(sim.std() / obs.std()) + + +def beta_nse(obs: DataArray, sim: DataArray) -> float: + r"""Calculate the beta NSE decomposition [#]_ + + The beta NSE decomposition is the difference of the mean simulation and mean observation divided by the standard + deviation of the observations. + + .. math:: \beta = \frac{\mu_s - \mu_o}{\sigma_o}, + + where :math:`\mu_s` is the mean of the simulations (here, `sim`), :math:`\mu_o` is the mean of the observations + (here, `obs`) and :math:`\sigma_o` the standard deviation of the observations. + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + + Returns + ------- + float + Beta NSE decomposition. + + References + ---------- + .. [#] Gupta, H. V., Kling, H., Yilmaz, K. K., & Martinez, G. F. (2009). Decomposition of the mean squared error + and NSE performance criteria: Implications for improving hydrological modelling. Journal of hydrology, 377(1-2), + 80-91. + + """ + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + return float((sim.mean() - obs.mean()) / obs.std()) + + +def beta_kge(obs: DataArray, sim: DataArray) -> float: + r"""Calculate the beta KGE term [#]_ + + The beta term of the Kling-Gupta Efficiency is defined as the fraction of the means. + + .. math:: \beta_{\text{KGE}} = \frac{\mu_s}{\mu_o}, + + where :math:`\mu_s` is the mean of the simulations (here, `sim`) and :math:`\mu_o` is the mean of the observations + (here, `obs`). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + + Returns + ------- + float + Beta NSE decomposition. + + References + ---------- + .. [#] Gupta, H. V., Kling, H., Yilmaz, K. K., & Martinez, G. F. (2009). Decomposition of the mean squared error + and NSE performance criteria: Implications for improving hydrological modelling. Journal of hydrology, 377(1-2), + 80-91. + + """ + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + return float(sim.mean() / obs.mean()) + + +def kge(obs: DataArray, sim: DataArray, weights: List[float] = [1., 1., 1.]) -> float: + r"""Calculate the Kling-Gupta Efficieny [#]_ + + .. math:: + \text{KGE} = 1 - \sqrt{[ s_r (r - 1)]^2 + [s_\alpha ( \alpha - 1)]^2 + + [s_\beta(\beta_{\text{KGE}} - 1)]^2}, + + where :math:`r` is the correlation coefficient, :math:`\alpha` the :math:`\alpha`-NSE decomposition, + :math:`\beta_{\text{KGE}}` the fraction of the means and :math:`s_r, s_\alpha, s_\beta` the corresponding weights + (here the three float values in the `weights` parameter). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + weights : List[float] + Weighting factors of the 3 KGE parts, by default each part has a weight of 1. + + Returns + ------- + float + Kling-Gupta Efficiency + + References + ---------- + .. [#] Gupta, H. V., Kling, H., Yilmaz, K. K., & Martinez, G. F. (2009). Decomposition of the mean squared error + and NSE performance criteria: Implications for improving hydrological modelling. Journal of hydrology, 377(1-2), + 80-91. + + """ + if len(weights) != 3: + raise ValueError("Weights of the KGE must be a list of three values") + + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + r, _ = stats.pearsonr(obs.values, sim.values) + + alpha = sim.std() / obs.std() + beta = sim.mean() / obs.mean() + + value = (weights[0] * (r - 1)**2 + weights[1] * (alpha - 1)**2 + weights[2] * (beta - 1)**2) + + return 1 - np.sqrt(float(value)) + + +def pearsonr(obs: DataArray, sim: DataArray) -> float: + """Calculate pearson correlation coefficient (using scipy.stats.pearsonr) + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + + Returns + ------- + float + Pearson correlation coefficient + + """ + + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + r, _ = stats.pearsonr(obs.values, sim.values) + + return float(r) + + +def fdc_fms(obs: DataArray, sim: DataArray, lower: float = 0.2, upper: float = 0.7) -> float: + r"""Calculate the slope of the middle section of the flow duration curve [#]_ + + .. math:: + \%\text{BiasFMS} = \frac{\left | \log(Q_{s,\text{lower}}) - \log(Q_{s,\text{upper}}) \right | - + \left | \log(Q_{o,\text{lower}}) - \log(Q_{o,\text{upper}}) \right |}{\left | + \log(Q_{s,\text{lower}}) - \log(Q_{s,\text{upper}}) \right |} \times 100, + + where :math:`Q_{s,\text{lower/upper}}` corresponds to the FDC of the simulations (here, `sim`) at the `lower` and + `upper` bound of the middle section and :math:`Q_{o,\text{lower/upper}}` similarly for the observations (here, + `obs`). + + + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + lower : float, optional + Lower bound of the middle section in range ]0,1[, by default 0.2 + upper : float, optional + Upper bound of the middle section in range ]0,1[, by default 0.7 + + Returns + ------- + float + Slope of the middle section of the flow duration curve. + + References + ---------- + .. [#] Yilmaz, K. K., Gupta, H. V., and Wagener, T. ( 2008), A process-based diagnostic approach to model + evaluation: Application to the NWS distributed hydrologic model, Water Resour. Res., 44, W09417, + doi:10.1029/2007WR006716. + """ + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + if any([(x <= 0) or (x >= 1) for x in [upper, lower]]): + raise ValueError("upper and lower have to be in range ]0,1[") + + if lower >= upper: + raise ValueError("The lower threshold has to be smaller than the upper.") + + # get arrays of sorted (descending) discharges + obs = _get_fdc(obs) + sim = _get_fdc(sim) + + # for numerical reasons change 0s to 1e-6. Simulations can still contain negatives, so also reset those. + sim[sim <= 0] = 1e-6 + obs[obs == 0] = 1e-6 + + # calculate fms part by part + qsm_lower = np.log(sim[np.round(lower * len(sim)).astype(int)]) + qsm_upper = np.log(sim[np.round(upper * len(sim)).astype(int)]) + qom_lower = np.log(obs[np.round(lower * len(obs)).astype(int)]) + qom_upper = np.log(obs[np.round(upper * len(obs)).astype(int)]) + + fms = ((qsm_lower - qsm_upper) - (qom_lower - qom_upper)) / (qom_lower - qom_upper + 1e-6) + + return fms * 100 + + +def fdc_fhv(obs: DataArray, sim: DataArray, h: float = 0.02) -> float: + r"""Calculate the peak flow bias of the flow duration curve [#]_ + + .. math:: \%\text{BiasFHV} = \frac{\sum_{h=1}^{H}(Q_{s,h} - Q_{o,h})}{\sum_{h=1}^{H}Q_{o,h}} \times 100, + + where :math:`Q_s` are the simulations (here, `sim`), :math:`Q_o` the observations (here, `obs`) and `H` is the upper + fraction of flows of the FDC (here, `h`). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + h : float, optional + Fraction of upper flows to consider as peak flows of range ]0,1[, be default 0.02. + + Returns + ------- + float + Peak flow bias. + + References + ---------- + .. [#] Yilmaz, K. K., Gupta, H. V., and Wagener, T. ( 2008), A process-based diagnostic approach to model + evaluation: Application to the NWS distributed hydrologic model, Water Resour. Res., 44, W09417, + doi:10.1029/2007WR006716. + """ + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + if (h <= 0) or (h >= 1): + raise ValueError("h has to be in range ]0,1[. Consider small values, e.g. 0.02 for 2% peak flows") + + # get arrays of sorted (descending) discharges + obs = _get_fdc(obs) + sim = _get_fdc(sim) + + # subset data to only top h flow values + obs = obs[:np.round(h * len(obs)).astype(int)] + sim = sim[:np.round(h * len(sim)).astype(int)] + + fhv = np.sum(sim - obs) / np.sum(obs) + + return fhv * 100 + + +def fdc_flv(obs: DataArray, sim: DataArray, l: float = 0.3) -> float: + r"""Calculate the low flow bias of the flow duration curve [#]_ + + .. math:: + \%\text{BiasFMS} = -1 \frac{\sum_{l=1}^{L}[\log(Q_{s,l}) - \log(Q_{s,L})] - \sum_{l=1}^{L}[\log(Q_{o,l}) + - \log(Q_{o,L})]}{\sum_{l=1}^{L}[\log(Q_{o,l}) - \log(Q_{o,L})]} \times 100, + + where :math:`Q_s` are the simulations (here, `sim`), :math:`Q_o` the observations (here, `obs`) and `L` is the lower + fraction of flows of the FDC (here, `l`). + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + l : float, optional + Fraction of lower flows to consider as low flows of range ]0,1[, be default 0.3. + + Returns + ------- + float + Low flow bias. + + References + ---------- + .. [#] Yilmaz, K. K., Gupta, H. V., and Wagener, T. ( 2008), A process-based diagnostic approach to model + evaluation: Application to the NWS distributed hydrologic model, Water Resour. Res., 44, W09417, + doi:10.1029/2007WR006716. + """ + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations + obs, sim = _mask_valid(obs, sim) + + if (l <= 0) or (l >= 1): + raise ValueError("l has to be in range ]0,1[. Consider small values, e.g. 0.3 for 30% low flows") + + # get arrays of sorted (descending) discharges + obs = _get_fdc(obs) + sim = _get_fdc(sim) + + # for numerical reasons change 0s to 1e-6. Simulations can still contain negatives, so also reset those. + sim[sim <= 0] = 1e-6 + obs[obs == 0] = 1e-6 + + obs = obs[-np.round(l * len(obs)).astype(int):] + sim = sim[-np.round(l * len(sim)).astype(int):] + + # transform values to log scale + obs = np.log(obs) + sim = np.log(sim) + + # calculate flv part by part + qsl = np.sum(sim - sim.min()) + qol = np.sum(obs - obs.min()) + + flv = -1 * (qsl - qol) / (qol + 1e-6) + + return flv * 100 + + +def mean_peak_timing(obs: DataArray, sim: DataArray, window: int = None, resolution: str = '1D') -> float: + """Mean difference in peak flow timing. + + Uses scipy.find_peaks to find peaks in the observed time series. Starting with all observed peaks, those with a + prominence of less than the standard deviation of the observed time series are discarded. Next, the lowest peaks + are subsequently discarded until all remaining peaks have a distance of at least 100 steps. Finally, the + corresponding peaks in the simulated time series are searched in a window of size `window` on either side of the + observed peaks and the absolute time differences between observed and simulated peaks is calculated. + The final metric is the mean absolute time difference across all peaks. For more details, see Appendix of [#]_ + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + window : int, optional + Size of window to consider on each side of the observed peak for finding the simulated peak. That is, the total + window length to find the peak in the simulations is :math:`2 * \\text{window} + 1` centered at the observed + peak. The default depends on the temporal resolution, e.g. for a resolution of '1D', a window of 3 is used and + for a resolution of '1H' the the window size is 12. + resolution : str, optional + Temporal resolution of the time series in pandas format, e.g. '1D' for daily and '1H' for hourly. + + + Returns + ------- + float + Mean peak time difference. + + References + ---------- + .. [#] Kratzert, F., Klotz, D., Hochreiter, S., and Nearing, G. S.: A note on leveraging synergy in multiple + meteorological datasets with deep learning for rainfall-runoff modeling, Hydrol. Earth Syst. Sci. Discuss., + https://doi.org/10.5194/hess-2020-221, in review, 2020. + """ + # verify inputs + _validate_inputs(obs, sim) + + # get time series with only valid observations (scipy's find_peaks doesn't guarantee correctness with NaNs) + obs, sim = _mask_valid(obs, sim) + + # heuristic to get indices of peaks and their corresponding height. + peaks, properties = signal.find_peaks(obs.values, distance=100, prominence=np.std(obs.values)) + + if window is None: + # infer a reasonable window size + window = max((0.5 * pd.to_timedelta('1D')) // pd.to_timedelta(resolution), 3) + + # evaluate timing + timing_errors = [] + for idx in peaks: + # skip peaks at the start and end of the sequence and peaks around missing observations + # (NaNs that were removed in obs & sim would result in windows that span too much time). + if (idx - window < 0) or (idx + window >= len(obs)) or (pd.date_range(obs[idx - window]['datetime'].values, + obs[idx + window]['datetime'].values, + freq=resolution).size != 2 * window + 1): + continue + + # check if the value at idx is a peak (both neighbors must be smaller) + if (sim[idx] > sim[idx - 1]) and (sim[idx] > sim[idx + 1]): + peak_sim = sim[idx] + else: + # define peak around idx as the max value inside of the window + values = sim[idx - window:idx + window + 1] + peak_sim = values[values.argmax()] + + # get xarray object of qobs peak, for getting the date and calculating the datetime offset + peak_obs = obs[idx] + + # calculate the time difference between the peaks + delta = peak_obs.coords['datetime'] - peak_sim.coords['datetime'] + + timing_error = np.abs(delta.values / pd.to_timedelta(resolution)) + + timing_errors.append(timing_error) + + return np.mean(timing_errors) if len(timing_errors) > 0 else np.nan + + +def calculate_all_metrics(obs: DataArray, sim: DataArray, resolution: str = "1D") -> Dict[str, float]: + """Calculate all metrics with default values. + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + resolution : str, optional + Temporal resolution of the time series in pandas format, e.g. '1D' for daily and '1H' for hourly. + + Returns + ------- + Dict[str, float] + Dictionary with keys corresponding to metric name and values corresponding to metric values. + """ + results = { + "NSE": nse(obs, sim), + "MSE": mse(obs, sim), + "RMSE": rmse(obs, sim), + "KGE": kge(obs, sim), + "Alpha-NSE": alpha_nse(obs, sim), + "Beta-NSE": beta_nse(obs, sim), + "Pearson-r": pearsonr(obs, sim), + "FHV": fdc_fhv(obs, sim), + "FMS": fdc_fms(obs, sim), + "FLV": fdc_flv(obs, sim), + "Peak-Timing": mean_peak_timing(obs, sim, resolution=resolution) + } + + return results + + +def calculate_metrics(obs: DataArray, sim: DataArray, metrics: List[str], resolution: str = "1D") -> Dict[str, float]: + """Calculate specific metrics with default values. + + Parameters + ---------- + obs : DataArray + Observed time series. + sim : DataArray + Simulated time series. + metrics : List[str] + List of metric names. + resolution : str, optional + Temporal resolution of the time series in pandas format, e.g. '1D' for daily and '1H' for hourly. + + Returns + ------- + Dict[str, float] + Dictionary with keys corresponding to metric name and values corresponding to metric values. + """ + values = {} + for metric in metrics: + if metric == 'all': + values = calculate_all_metrics(obs, sim, resolution=resolution) + break + else: + if metric.lower() == "nse": + values["NSE"] = nse(obs, sim) + elif metric.lower() == "mse": + values["MSE"] = mse(obs, sim) + elif metric.lower() == "rmse": + values["RMSE"] = rmse(obs, sim) + elif metric.lower() == "kge": + values["KGE"] = kge(obs, sim) + elif metric.lower() == "alpha-nse": + values["Alpha-NSE"] = alpha_nse(obs, sim) + elif metric.lower() == "beta-nse": + values["Beta-NSE"] = beta_nse(obs, sim) + elif metric.lower() == "pearson-r": + values["Pearson-r"] = pearsonr(obs, sim) + elif metric.lower() == "fhv": + values["FHV"] = fdc_fhv(obs, sim) + elif metric.lower() == "fms": + values["FMS"] = fdc_fms(obs, sim) + elif metric.lower() == "flv": + values["FLV"] = fdc_flv(obs, sim) + elif metric.lower() == "peak-timing": + values["Peak-Timing"] = mean_peak_timing(obs, sim, resolution=resolution) + else: + raise RuntimeError(f"Unknown metric {metric}") + + return values diff --git a/neuralhydrology/evaluation/plots.py b/neuralhydrology/evaluation/plots.py new file mode 100644 index 00000000..ea43df0e --- /dev/null +++ b/neuralhydrology/evaluation/plots.py @@ -0,0 +1,235 @@ +from typing import Tuple + +import matplotlib as mpl +import matplotlib.pyplot as plt +import numpy as np + + +def percentile_plot(y: np.ndarray, + y_hat: np.ndarray, + title: str = '') -> Tuple[mpl.figure.Figure, mpl.axes._subplots.Axes]: + """Plot the time series of simulated percentiles and observed values. + + Parameters + ---------- + y : np.ndarray + Array of observed values. + y_hat : np.ndarray + Array of simulated values, where the last dimension contains the samples for each time step. + title : str, optional + Title of the plot. + + Returns + ------- + Tuple[mpl.figure.Figure, mpl.axes.Axis] + The percentile plot. + """ + fig, ax = plt.subplots() + + y_median = np.median(y_hat, axis=-1).flatten() + y_25 = np.percentile(y_hat, 25, axis=-1).flatten() + y_75 = np.percentile(y_hat, 75, axis=-1).flatten() + y_10 = np.percentile(y_hat, 10, axis=-1).flatten() + y_90 = np.percentile(y_hat, 90, axis=-1).flatten() + y_05 = np.percentile(y_hat, 5, axis=-1).flatten() + y_95 = np.percentile(y_hat, 95, axis=-1).flatten() + + x = np.arange(len(y_05)) + ax.fill_between(x, y_05, y_95, color='#35B779', label='05-95 percentile') + ax.fill_between(x, y_10, y_90, color='#31688E', label='10-90 percentile') + ax.fill_between(x, y_25, y_75, color="#440154", label='25-75 percentile') + ax.plot(y_median, '-', color='red', label="median") + ax.plot(y.flatten(), '--', color='black', label="observed") + ax.legend() + ax.set_title(title) + + return fig, ax + + +def regression_plot(y: np.ndarray, + y_hat: np.ndarray, + title: str = '') -> Tuple[mpl.figure.Figure, mpl.axes._subplots.Axes]: + """Plot the time series of observed and simulated values. + + Parameters + ---------- + y : np.ndarray + Array of observed values. + y_hat : np.ndarray + Array of simulated values. + title : str, optional + Title of the plot. + + Returns + ------- + Tuple[mpl.figure.Figure, mpl.axes.Axis] + The regression plot. + """ + + fig, ax = plt.subplots() + + ax.plot(y.flatten(), label="observed", lw=1) + ax.plot(y_hat.flatten(), label="simulated", alpha=.8, lw=1) + + box = ax.get_position() + ax.set_position([box.x0, box.y0 + box.height * 0.1, box.width, box.height * 0.9]) + ax.legend(loc="upper center", bbox_to_anchor=(0.5, -0.08), ncol=2) + ax.set_title(title) + + return fig, ax + + +def uncertainty_plot(y: np.ndarray, y_hat: np.ndarray, title: str = '') -> Tuple[mpl.figure.Figure, np.ndarray]: + """Plots probability plot alongside a hydrograph with simulation percentiles. + + The probability plot itself is analogous to the calibration plot for classification tasks. The plot compares the + theoretical percentiles of the estimated conditional distributions (over time) with the respective relative + empirical counts. + The probability plot is often also referred to as probability integral transform diagram, Q-Q plot, or predictive + Q-Q plot. + + + Parameters + ---------- + y : np.ndarray + Array of observed values. + y_hat : np.ndarray + Array of simulated values. + title : str, optional + Title of the plot, by default empty. + + Returns + ------- + Tuple[mpl.figure.Figure, np.ndarray] + The uncertainty plot. + """ + + fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(7, 3), gridspec_kw={'width_ratios': [3, 5]}) + + # only take part of y to have a better zoom-in + y_flat = y.flatten() + x_bnd = np.arange(0, 400) + y_bnd_len = len(x_bnd) + + # hydrograph: + y_r = [0, 0, 0, 0, 0, 0] # used later for probability-plot + quantiles = [0.9, 0.80, 0.50, 0.20, 0.1] + labels_and_colors = { + 'labels': ['05-95 PI', '10-90 PI', '25-75 PI', '40-60 PI', '45-55 PI'], + 'colors': ['#FDE725', '#8FD744', '#21908C', '#31688E', '#443A83'] + } + for idx in range(len(quantiles)): + lb = round(50 - (quantiles[idx] * 100) / 2) + ub = round(50 + (quantiles[idx] * 100) / 2) + y_lb = np.percentile(y_hat[x_bnd, :, :], lb, axis=-1).flatten() + y_ub = np.percentile(y_hat[x_bnd, :, :], ub, axis=-1).flatten() + y_r[idx] = np.sum(((y_flat[x_bnd] > y_lb) * (y_flat[x_bnd] < y_ub))) / y_bnd_len + if idx <= 3: + axs[1].fill_between(x_bnd, + y_lb, + y_ub, + color=labels_and_colors['colors'][idx], + label=labels_and_colors['labels'][idx]) + + y_median = np.median(y_hat, axis=-1).flatten() + axs[1].plot(x_bnd, y_median[x_bnd], '-', color='red', label="median") + axs[1].plot(x_bnd, y_flat[x_bnd], '--', color='black', label="observed") + axs[1].legend(prop={'size': 5}) + axs[1].set_ylabel("runoff") + axs[1].set_xlabel("time index") + # probability-plot: + quantiles = np.arange(0, 101, 5) + y_r = quantiles * 0.0 + for idx in range(len(y_r)): + ub = quantiles[idx] + y_ub = np.percentile(y_hat[x_bnd, :, :], ub, axis=-1).flatten() + y_r[idx] = np.sum(y_flat[x_bnd] < y_ub) / y_bnd_len + + axs[0].plot([0, 1], [0, 1], 'k--') + axs[0].plot(quantiles / 100, y_r, 'ro', ms=3.0) + axs[0].set_axisbelow(True) + axs[0].yaxis.grid(color='#ECECEC', linestyle='dashed') + axs[0].xaxis.grid(color='#ECECEC', linestyle='dashed') + axs[0].xaxis.set_ticks(np.arange(0, 1, 0.2)) + axs[0].yaxis.set_ticks(np.arange(0, 1, 0.2)) + axs[0].set_xlabel("cumulative nominal quantiles") + axs[0].set_ylabel("cumulative empirical quantiles") + + axs[0].set_title(title) + + fig.tight_layout() + + return fig, axs + + +def prediction_intervall_plot(y: np.ndarray, + y_hat: np.ndarray, + title: str = '') -> Tuple[mpl.figure.Figure, np.ndarray]: + fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(7, 3), gridspec_kw={'width_ratios': [3, 5]}) + + y_flat = y.flatten() + + # only take part of y to have a better zoom-in + x_bnd = np.arange(0, 1400) + y_len = len(x_bnd) + + # hydrograph: + y_r = [0, 0, 0, 0, 0, 0] # used later for probability-plot + quantiles = [0.95, 0.9, 0.80, 0.50, 0.20, 0.1] + labels_and_colors = { + 'labels': [ + '2.5-97.5 percentile', '05-95 percentile', '10-90 percentile', '25-75 percentile', '40-60 percentile', + '45-55 percentile' + ], + 'colors': ['#FDE725', '#8FD744', '#35B779', '#21908C', '#31688E', '#443A83'] + } + for idx in range(len(quantiles)): + lb = round(50 - (quantiles[idx] * 100) / 2) + ub = round(50 + (quantiles[idx] * 100) / 2) + y_lb = np.percentile(y_hat[x_bnd, :, :], lb, axis=-1).flatten() + y_ub = np.percentile(y_hat[x_bnd, :, :], ub, axis=-1).flatten() + y_r[idx] = np.sum(((y_flat[x_bnd] > y_lb) * (y_flat[x_bnd] < y_ub))) / y_len + if idx <= 3: + axs[1].fill_between(x_bnd, + y_lb, + y_ub, + color=labels_and_colors['colors'][idx], + label=labels_and_colors['labels'][idx]) + + y_median = np.median(y_hat, axis=-1).flatten() + axs[1].plot(x_bnd, y_median[x_bnd], '-', color='red', label="median") + axs[1].plot(x_bnd, y_flat[x_bnd], '--', color='black', label="observed") + axs[1].legend(prop={'size': 5}) + + # probability-plot: + axs[0].plot([0, 1], [0, 1], 'k--') + for idx in range(1, len(quantiles) - 1): + # move description out of the way: + is_quantile_small = quantiles[idx] <= 0.5 + ha_argument = 'right' if is_quantile_small else 'left' + text_pos = 1 if is_quantile_small else 0 + l_coord = [text_pos, quantiles[idx]] if is_quantile_small else [quantiles[idx], text_pos] + + axs[0].plot(l_coord, [y_r[idx], y_r[idx]], ':', color='#ffb95a') + axs[0].text(text_pos, + y_r[idx], + f'{round(y_r[idx], 2)}', + fontsize=8, + va='center', + ha=ha_argument, + c='#ffb95a', + backgroundcolor='w') + + axs[0].plot(quantiles, y_r, 'ro-') + axs[0].set_axisbelow(True) + axs[0].yaxis.grid(color='#ECECEC', linestyle='dashed') + axs[0].xaxis.grid(color='#ECECEC', linestyle='dashed') + axs[0].xaxis.set_ticks(np.arange(0, 1, 0.2)) + axs[0].yaxis.set_ticks(np.arange(0, 1, 0.2)) + axs[0].set_xlabel("prediction intervals") + axs[0].set_ylabel("obs in quantiles") + axs[0].set_title(title) + + fig.tight_layout() + + return fig, axs diff --git a/neuralhydrology/evaluation/signatures.py b/neuralhydrology/evaluation/signatures.py new file mode 100644 index 00000000..603b0964 --- /dev/null +++ b/neuralhydrology/evaluation/signatures.py @@ -0,0 +1,697 @@ +import warnings +from datetime import datetime +from typing import Dict, List, Tuple + +from dateutil.relativedelta import relativedelta + +import numpy as np +from numba import njit +from xarray.core.dataarray import DataArray + +from neuralhydrology.data.utils import infer_frequency + + +def get_available_signatures() -> List[str]: + """Return a list of available signatures. + + Returns + ------- + List[str] + List of all available signatures. + """ + signatures = [ + "high_q_freq", "high_q_dur", "low_q_freq", "low_q_dur", "zero_q_freq", "q95", "q5", "q_mean", "hfd_mean", + "baseflow_index", "slope_fdc", "stream_elas", "runoff_ratio" + ] + return signatures + + +def calculate_all_signatures(da: DataArray, prcp: DataArray, datetime_coord: str = 'date') -> Dict[str, float]: + """Calculate all signatures with default values. + + Parameters + ---------- + da : DataArray + Array of discharge values for which the signatures will be calculated. + prcp : DataArray + Array of precipitation values. + datetime_coord : str, optional + Datetime coordinate in the passed DataArray. + + Returns + ------- + Dict[str, float] + Dictionary with signature names as keys and signature values as values. + """ + results = { + "high_q_freq": high_q_freq(da, coord=datetime_coord), + "high_q_dur": high_q_dur(da), + "low_q_freq": low_q_freq(da, coord=datetime_coord), + "low_q_dur": low_q_dur(da), + "zero_q_freq": zero_q_freq(da), + "q95": q95(da), + "q5": q5(da), + "q_mean": q_mean(da), + "hfd_mean": hfd_mean(da, coord=datetime_coord), + "baseflow_index": baseflow_index(da)[0], + "slope_fdc": slope_fdc(da), + "stream_elas": stream_elas(da, prcp, coord=datetime_coord), + "runoff_ratio": runoff_ratio(da, prcp, coord=datetime_coord) + } + return results + + +def calculate_signatures(da: DataArray, + signatures: List[str], + datetime_coord: str = 'date', + prcp: DataArray = None) -> Dict[str, float]: + """Calculate the specified signatures with default values. + + Parameters + ---------- + da : DataArray + Array of discharge values for which the signatures will be calculated. + signatures : List[str] + List of names of the signatures to calculate. + datetime_coord : str, optional + Datetime coordinate in the passed DataArray. + prcp : DataArray, optional + Array of precipitation values. Required for signatures 'runoff_ratio' and 'streamflow_elas'. + + Returns + ------- + Dict[str, float] + Dictionary with signature names as keys and signature values as values. + + Raises + ------ + ValueError + If a passed signature name does not exist. + """ + values = {} + for signature in signatures: + if signature == "high_q_freq": + values["high_q_freq"] = high_q_freq(da, coord=datetime_coord) + elif signature == "high_q_dur": + values["high_q_dur"] = high_q_dur(da) + elif signature == "low_q_freq": + values["low_q_freq"] = low_q_freq(da, coord=datetime_coord) + elif signature == "low_q_dur": + values["low_q_dur"] = low_q_dur(da) + elif signature == "zero_q_freq": + values["zero_q_freq"] = zero_q_freq(da) + elif signature == "q95": + values["q95"] = q95(da) + elif signature == "q5": + values["q5"] = q5(da) + elif signature == "q_mean": + values["q_mean"] = q_mean(da) + elif signature == "hfd_mean": + values["hfd_mean"] = hfd_mean(da, coord=datetime_coord) + elif signature == "baseflow_index": + values["baseflow_index"] = baseflow_index(da, coord=datetime_coord)[0] + elif signature == "slope_fdc": + values["slope_fdc"] = slope_fdc(da) + elif signature == "runoff_ratio": + values["runoff_ratio"] = runoff_ratio(da, prcp, coord=datetime_coord) + elif signature == "stream_elas": + values["stream_elas"] = stream_elas(da, prcp, coord=datetime_coord) + else: + ValueError(f"Unknown signatures {signature}") + return values + + +@njit +def _split_list(alist: list, min_length: int = 0) -> list: + """Split a list of indices into lists of consecutive indices of at least length `min_length`. """ + newlist = [] + start = 0 + for index, value in enumerate(alist): + if index < len(alist) - 1: + if alist[index + 1] > value + 1: + end = index + 1 + if end - start >= min_length: + newlist.append(alist[start:end]) + start = end + else: + if len(alist) - start >= min_length: + newlist.append(alist[start:len(alist)]) + return newlist + + +def high_q_dur(da: DataArray, threshold: float = 9.) -> float: + """Calculate high-flow duration. + + Average duration of high-flow events (number of consecutive steps >`threshold` times the median flow) [#]_, + [#]_ (Table 2). + + Parameters + ---------- + da : DataArray + Array of flow values. + threshold : float, optional + High-flow threshold. Values larger than ``threshold * median`` are considered high flows. + + Returns + ------- + float + High-flow duration + + References + ---------- + .. [#] Clausen, B. and Biggs, B. J. F.: Flow variables for ecological studies in temperate streams: groupings based + on covariance. Journal of Hydrology, 2000, 237, 184--197, doi:10.1016/S0022-1694(00)00306-1 + .. [#] Westerberg, I. K. and McMillan, H. K.: Uncertainty in hydrological signatures. + Hydrology and Earth System Sciences, 2015, 19, 3951--3968, doi:10.5194/hess-19-3951-2015 + """ + median_flow = float(da.median()) + idx = np.where(da.values > threshold * median_flow)[0] + if len(idx) > 0: + periods = _split_list(idx) + hqd = np.mean([len(p) for p in periods]) + else: + hqd = np.nan + return hqd + + +def low_q_dur(da: DataArray, threshold: float = 0.2) -> float: + """Calculate low-flow duration. + + Average duration of low-flow events (number of consecutive steps <`threshold` times the median flow) [#]_, + [#]_ (Table 2). + + Parameters + ---------- + da : DataArray + Array of flow values. + threshold : float, optional + Low-flow threshold. Values below ``threshold * median`` are considered low flows. + + Returns + ------- + float + Low-flow duration + + References + ---------- + .. [#] Olden, J. D. and Poff, N. L.: Redundancy and the choice of hydrologic indices for characterizing streamflow + regimes. River Research and Applications, 2003, 19, 101--121, doi:10.1002/rra.700 + .. [#] Westerberg, I. K. and McMillan, H. K.: Uncertainty in hydrological signatures. + Hydrology and Earth System Sciences, 2015, 19, 3951--3968, doi:10.5194/hess-19-3951-2015 + """ + + mean_flow = float(da.mean()) + idx = np.where(da.values < threshold * mean_flow)[0] + if len(idx) > 0: + periods = _split_list(idx) + lqd = np.mean([len(p) for p in periods]) + else: + lqd = np.nan + return lqd + + +def zero_q_freq(da: DataArray) -> float: + """Calculate zero-flow frequency. + + Frequency of steps with zero discharge. + + Parameters + ---------- + da : DataArray + Array of flow values. + + Returns + ------- + float + Zero-flow frequency. + """ + + # number of steps with zero flow + n_steps = (da == 0).sum() + + return float(n_steps / len(da)) + + +def high_q_freq(da: DataArray, coord: str = 'date', threshold: float = 9.) -> float: + """Calculate high-flow frequency. + + Frequency of high-flow events (>`threshold` times the median flow) [#]_, [#]_ (Table 2). + + Parameters + ---------- + da : DataArray + Array of flow values. + coord : str, optional + Datetime coordinate in `da`. + threshold : float, optional + High-flow threshold. Values larger than ``threshold * median`` are considered high flows. + + Returns + ------- + float + High-flow frequency + + References + ---------- + .. [#] Clausen, B. and Biggs, B. J. F.: Flow variables for ecological studies in temperate streams: groupings based + on covariance. Journal of Hydrology, 2000, 237, 184--197, doi:10.1016/S0022-1694(00)00306-1 + .. [#] Westerberg, I. K. and McMillan, H. K.: Uncertainty in hydrological signatures. + Hydrology and Earth System Sciences, 2015, 19, 3951--3968, doi:10.5194/hess-19-3951-2015 + """ + + # determine the date of the first January 1st in the data period + first_date = da.coords[coord][0].values.astype('datetime64[s]').astype(datetime) + last_date = da.coords[coord][-1].values.astype('datetime64[s]').astype(datetime) + + if first_date == datetime.strptime(f'{first_date.year}-01-01', '%Y-%m-%d'): + start_date = first_date + else: + start_date = datetime.strptime(f'{first_date.year + 1}-01-01', '%Y-%m-%d') + + # end date of the first full year period + end_date = start_date + relativedelta(years=1) - relativedelta(seconds=1) + + # determine the median flow over the entire period + median_flow = da.median(skipna=True) + + hqfs = [] + while end_date < last_date: + + data = da.sel({coord: slice(start_date, end_date)}) + + # number of steps with discharge higher than threshold * median in a one year period + n_steps = (data > (threshold * median_flow)).sum() + + hqfs.append(float(n_steps)) + + start_date += relativedelta(years=1) + end_date += relativedelta(years=1) + + return np.mean(hqfs) + + +def low_q_freq(da: DataArray, coord: str = 'date', threshold: float = 0.2) -> float: + """Calculate Low-flow frequency. + + Frequency of low-flow events (<`threshold` times the median flow) [#]_, [#]_ (Table 2). + + Parameters + ---------- + da : DataArray + Array of flow values. + coord : str, optional + Datetime coordinate in `da`. + threshold : float, optional + Low-flow threshold. Values below ``threshold * median`` are considered low flows. + + Returns + ------- + float + Low-flow frequency + + References + ---------- + .. [#] Olden, J. D. and Poff, N. L.: Redundancy and the choice of hydrologic indices for characterizing streamflow + regimes. River Research and Applications, 2003, 19, 101--121, doi:10.1002/rra.700 + .. [#] Westerberg, I. K. and McMillan, H. K.: Uncertainty in hydrological signatures. + Hydrology and Earth System Sciences, 2015, 19, 3951--3968, doi:10.5194/hess-19-3951-2015 + """ + + # determine the date of the first January 1st in the data period + first_date = da.coords[coord][0].values.astype('datetime64[s]').astype(datetime) + last_date = da.coords[coord][-1].values.astype('datetime64[s]').astype(datetime) + + if first_date == datetime.strptime(f'{first_date.year}-01-01', '%Y-%m-%d'): + start_date = first_date + else: + start_date = datetime.strptime(f'{first_date.year + 1}-01-01', '%Y-%m-%d') + + # end date of the first full year period + end_date = start_date + relativedelta(years=1) - relativedelta(seconds=1) + + # determine the mean flow over the entire period + mean_flow = da.mean(skipna=True) + + lqfs = [] + while end_date < last_date: + + data = da.sel({coord: slice(start_date, end_date)}) + + # number of steps with discharge lower than threshold * median in a one year period + n_steps = (data < (threshold * mean_flow)).sum() + + lqfs.append(float(n_steps)) + + start_date += relativedelta(years=1) + end_date += relativedelta(years=1) + + return np.mean(lqfs) + + +def hfd_mean(da: DataArray, coord: str = 'date') -> float: + """Calculate mean half-flow duration. + + Mean half-flow date (step on which the cumulative discharge since October 1st + reaches half of the annual discharge) [#]_. + + Parameters + ---------- + da : DataArray + Array of flow values. + coord : str, optional + Datetime coordinate name in `da`. + + Returns + ------- + float + Mean half-flow duration + + References + ---------- + .. [#] Court, A.: Measures of streamflow timing. Journal of Geophysical Research (1896-1977), 1962, 67, 4335--4339, + doi:10.1029/JZ067i011p04335 + """ + + # determine the date of the first October 1st in the data period + first_date = da.coords[coord][0].values.astype('datetime64[s]').astype(datetime) + last_date = da.coords[coord][-1].values.astype('datetime64[s]').astype(datetime) + + if first_date > datetime.strptime(f'{first_date.year}-10-01', '%Y-%m-%d'): + start_date = datetime.strptime(f'{first_date.year + 1}-10-01', '%Y-%m-%d') + else: + start_date = datetime.strptime(f'{first_date.year}-10-01', '%Y-%m-%d') + + end_date = start_date + relativedelta(years=1) - relativedelta(seconds=1) + + doys = [] + while end_date < last_date: + + # compute cumulative sum for the selected period + data = da.sel({coord: slice(start_date, end_date)}) + cs = data.cumsum(skipna=True) + + # find steps with more cumulative discharge than the half annual sum + hf_steps = np.where(~np.isnan(cs.where(cs > data.sum(skipna=True) / 2).values))[0] + + # ignore days without discharge + if len(hf_steps) > 0: + # store the first step in the result array + doys.append(hf_steps[0]) + + start_date += relativedelta(years=1) + end_date += relativedelta(years=1) + + return np.mean(doys) + + +def q5(da: DataArray) -> float: + """Calculate 5th flow quantile. + + Parameters + ---------- + da : DataArray + Array of flow values. + + Returns + ------- + float + 5th flow quantile. + """ + + return float(da.quantile(0.05)) + + +def q95(da: DataArray) -> float: + """Calculate 95th flow quantile. + + Parameters + ---------- + da : DataArray + Array of flow values. + + Returns + ------- + float + 95th flow quantile. + """ + return float(da.quantile(0.95)) + + +def q_mean(da: DataArray) -> float: + """Calculate mean discharge. + + Parameters + ---------- + da : DataArray + Array of flow values. + + Returns + ------- + float + Mean discharge. + """ + return float(da.mean()) + + +@njit +def _baseflow_index_jit(streamflow: np.ndarray, alpha: float, warmup: int, n_passes: int) -> Tuple[float, np.ndarray]: + non_nan_indices = np.where(~np.isnan(streamflow))[0] + non_nan_streamflow_runs = _split_list(non_nan_indices, min_length=warmup + 1) + if len(non_nan_streamflow_runs) == 0: + # no consecutive run of non-NaN values is long enough to calculate baseflow. + return np.nan, np.full_like(streamflow, np.nan) + + streamflow_sum = 0 + overall_baseflow = np.full_like(streamflow, np.nan) + for non_nan_run in non_nan_streamflow_runs: + streamflow_run = streamflow[non_nan_run] + + # mirror discharge of length 'window' at the start and end + padded_streamflow = np.zeros((len(streamflow_run) + 2 * warmup)) + padded_streamflow[warmup:-warmup] = streamflow_run + padded_streamflow[:warmup] = streamflow_run[1:warmup + 1][::-1] + padded_streamflow[-warmup:] = streamflow_run[-warmup - 1:-1][::-1] + + baseflow = padded_streamflow + for _ in range(n_passes): + new_baseflow = np.zeros_like(padded_streamflow) + quickflow = baseflow[0] + for i in range(1, len(padded_streamflow)): + quickflow = alpha * quickflow + (1 + alpha) * (baseflow[i] - baseflow[i - 1]) / 2 + if quickflow > 0: + new_baseflow[i] = baseflow[i] - quickflow + else: + new_baseflow[i] = baseflow[i] + + # switch between forward and backward passes. Next iteration's input is the baseflow generated in this iteration + baseflow = np.flip(new_baseflow) + + overall_baseflow[non_nan_run] = baseflow[warmup:-warmup] + streamflow_sum += np.sum(streamflow_run) + + bf_index = np.nansum(overall_baseflow) / streamflow_sum + + return bf_index, overall_baseflow + + +def baseflow_index(da: DataArray, + alpha: float = 0.98, + warmup: int = 30, + n_passes: int = None, + coord: str = 'date') -> Tuple[float, DataArray]: + """Calculate baseflow index. + + Ratio of mean baseflow to mean discharge [#]_. If `da` contains NaN values, the baseflow is calculated for each + consecutive segment of more than `warmup` non-NaN values. + + Parameters + ---------- + da : DataArray + Array of flow values. + alpha : float, optional + alpha filter parameter. + warmup : int, optional + Number of warmup steps. + n_passes : int, optional + Number of passes (alternating forward and backward) to perform. Should be an odd number. If None, will use + 3 for daily and 9 for hourly data and fail for all other input frequencies. + coord : str, optional + Datetime coordinate in `da`, used to infer the frequency if `n_passes` is None. + + Returns + ------- + Tuple[float, DataArray] + Baseflow index and baseflow array. The baseflow array contains NaNs wherever no baseflow was + calculated due to NaNs in `da`. + + Raises + ------ + ValueError + If `da` has a frequency other than daily or hourly and `n_passes` is None. + + References + ---------- + .. [#] Ladson, T. R., Brown, R., Neal, B., and Nathan, R.: A Standard Approach to Baseflow Separation Using The + Lyne and Hollick Filter. Australasian Journal of Water Resources, Taylor & Francis, 2013, 17, 25--34, + doi:10.7158/13241583.2013.11465417 + """ + + if n_passes is None: + freq = infer_frequency(da[coord].values) + if freq == '1D': + n_passes = 3 + elif freq == '1H': + n_passes = 9 + else: + raise ValueError(f'For frequencies other than daily or hourly, n_passes must be specified.') + if n_passes % 2 != 1: + warnings.warn('n_passes should be an even number. The returned baseflow will be reversed.') + + # call jit compiled function to calculate baseflow + bf_index, baseflow = _baseflow_index_jit(da.values, alpha, warmup, n_passes) + + # parse baseflow as a DataArray using the coordinates of the streamflow array + da_baseflow = da.copy() + da_baseflow.data = baseflow + + return bf_index, da_baseflow + + +def slope_fdc(da: DataArray, lower_quantile: float = 0.33, upper_quantile: float = 0.66) -> float: + """Calculates flow duration curve slope. + + Slope of the flow duration curve (between the log-transformed `lower_quantile` and `upper_quantile`) [#]_ (Eq. 3). + + Parameters + ---------- + da : DataArray + Array of flow values. + lower_quantile : float, optional + Lower quantile to use in slope calculation. + upper_quantile : float, optional + Upper quantile to use in slope calculation. + + Returns + ------- + float + Slope of the flow duration curve. + + References + ---------- + .. [#] Sawicz, K., Wagener, T., Sivapalan, M., Troch, P. A., and Carrillo, G.: Catchment classification: empirical + analysis of hydrologic similarity based on catchment function in the eastern USA. + Hydrology and Earth System Sciences, 2011, 15, 2895--2911, doi:10.5194/hess-15-2895-2011 + """ + # sort discharge by descending order + fdc = da.sortby(da, ascending=False) + + # get idx of lower and upper quantile + idx_lower = np.round(lower_quantile * len(fdc)).astype(int) + idx_upper = np.round(upper_quantile * len(fdc)).astype(int) + + value = (np.log(fdc[idx_lower].values + + 1e-8)) - np.log(fdc[idx_upper].values + 1e-8) / (upper_quantile - lower_quantile) + + return value + + +def runoff_ratio(da: DataArray, prcp: DataArray, coord: str = 'date') -> float: + """Calculate runoff ratio. + + Runoff ratio (ratio of mean discharge to mean precipitation) [#]_ (Eq. 2). + + Parameters + ---------- + da : DataArray + Array of flow values. + prcp : DataArray + Array of precipitation values. + coord : str, optional + Datetime dimension name in `da`. + + Returns + ------- + float + Runoff ratio. + + References + ---------- + .. [#] Sawicz, K., Wagener, T., Sivapalan, M., Troch, P. A., and Carrillo, G.: Catchment classification: empirical + analysis of hydrologic similarity based on catchment function in the eastern USA. + Hydrology and Earth System Sciences, 2011, 15, 2895--2911, doi:10.5194/hess-15-2895-2011 + """ + # rename precip coordinate name (to avoid problems with 'index' or 'date') + prcp = prcp.rename({list(prcp.coords.keys())[0]: coord}) + + # slice prcp to the same time window as the discharge + prcp = prcp.sel({coord: slice(da.coords[coord][0], da.coords[coord][-1])}) + + # calculate runoff ratio + value = da.mean() / prcp.mean() + + return float(value) + + +def stream_elas(da: DataArray, prcp: DataArray, coord: str = 'date') -> float: + """Calculate stream elasticity. + + Streamflow precipitation elasticity (sensitivity of streamflow to changes in precipitation at + the annual time scale) [#]_. + + Parameters + ---------- + da : DataArray + Array of flow values. + prcp : DataArray + Array of precipitation values. + coord : str, optional + Datetime dimension name in `da`. + + Returns + ------- + float + Stream elasticity. + + References + ---------- + .. [#] Sankarasubramanian, A., Vogel, R. M., and Limbrunner, J. F.: Climate elasticity of streamflow in the + United States. Water Resources Research, 2001, 37, 1771--1781, doi:10.1029/2000WR900330 + """ + # rename precip coordinate name (to avoid problems with 'index' or 'date') + prcp = prcp.rename({list(prcp.coords.keys())[0]: coord}) + + # slice prcp to the same time window as the discharge + prcp = prcp.sel({coord: slice(da.coords[coord][0], da.coords[coord][-1])}) + + # determine the date of the first October 1st in the data period + first_date = da.coords[coord][0].values.astype('datetime64[s]').astype(datetime) + last_date = da.coords[coord][-1].values.astype('datetime64[s]').astype(datetime) + + if first_date > datetime.strptime(f'{first_date.year}-10-01', '%Y-%m-%d'): + start_date = datetime.strptime(f'{first_date.year + 1}-10-01', '%Y-%m-%d') + else: + start_date = datetime.strptime(f'{first_date.year}-10-01', '%Y-%m-%d') + + end_date = start_date + relativedelta(years=1) - relativedelta(seconds=1) + + # mask only valid time steps (only discharge has missing values) + idx = (da >= 0) & (~da.isnull()) + da = da[idx] + prcp = prcp[idx] + + # calculate long-term means + q_mean_total = da.mean() + p_mean_total = prcp.mean() + + values = [] + while end_date < last_date: + q = da.sel({coord: slice(start_date, end_date)}) + p = prcp.sel({coord: slice(start_date, end_date)}) + + val = (q.mean() - q_mean_total) / (p.mean() - p_mean_total) * (p_mean_total / q_mean_total) + values.append(val) + + start_date += relativedelta(years=1) + end_date += relativedelta(years=1) + + return np.median([float(v) for v in values]) diff --git a/neuralhydrology/evaluation/tester.py b/neuralhydrology/evaluation/tester.py new file mode 100644 index 00000000..e001bc71 --- /dev/null +++ b/neuralhydrology/evaluation/tester.py @@ -0,0 +1,458 @@ +import logging +import pickle +import random +import re +import sys +from collections import defaultdict +from pathlib import Path +from typing import Dict, List, Union + +import numpy as np +import pandas as pd +import torch +import xarray +from torch.utils.data import DataLoader +from tqdm import tqdm + +from neuralhydrology.data import get_dataset +from neuralhydrology.data.basedataset import BaseDataset +from neuralhydrology.data.utils import load_basin_file, sort_frequencies +from neuralhydrology.evaluation import plots +from neuralhydrology.evaluation.metrics import calculate_metrics +from neuralhydrology.modelzoo import get_model +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.training.logger import Logger +from neuralhydrology.utils.config import Config +from neuralhydrology.utils.errors import NoTrainDataError + +LOGGER = logging.getLogger(__name__) + + +class BaseTester(object): + """Base class to run inference on a model. + + Use subclasses of this class to evaluate a trained model on its train, test, or validation period. + For regression settings, `RegressionTester` is used; for uncertainty prediction, `UncertaintyTester`. + + Parameters + ---------- + cfg : Config + The run configuration. + run_dir : Path + Path to the run directory. + period : {'train', 'validation', 'test'}, optional + The period to evaluate, by default 'test'. + init_model : bool, optional + If True, the model weights will be initialized with the checkpoint from the last available epoch in `run_dir`. + """ + + def __init__(self, cfg: Config, run_dir: Path, period: str = "test", init_model: bool = True): + self.cfg = cfg + self.run_dir = run_dir + self.init_model = init_model + if period in ["train", "validation", "test"]: + self.period = period + else: + raise ValueError(f'Invalid period {period}. Must be one of ["train", "validation", "test"]') + + # determine device + self._set_device() + + if self.init_model: + self.model = get_model(cfg).to(self.device) + + # pre-initialize variables, defined in class methods + self.basins = None + self.scaler = None + self.id_to_int = {} + self.additional_features = [] + + # placeholder to store cached validation data + self.cached_datasets = {} + + self._load_run_data() + + def _set_device(self): + if self.cfg.device is not None: + if "cuda" in self.cfg.device: + gpu_id = int(self.cfg.device.split(':')[-1]) + if gpu_id > torch.cuda.device_count(): + raise RuntimeError(f"This machine does not have GPU #{gpu_id} ") + else: + self.device = torch.device(self.cfg.device) + else: + self.device = torch.device("cpu") + else: + self.device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + def _load_run_data(self): + """Load run specific data from run directory""" + + # get list of basins + self.basins = load_basin_file(getattr(self.cfg, f"{self.period}_basin_file")) + + # load feature scaler + scaler_file = self.run_dir / "train_data" / "train_data_scaler.p" + with scaler_file.open('rb') as fp: + self.scaler = pickle.load(fp) + + # load basin_id to integer dictionary for one-hot-encoding + if self.cfg.use_basin_id_encoding: + file_path = self.run_dir / "train_data" / "id_to_int.p" + with file_path.open("rb") as fp: + self.id_to_int = pickle.load(fp) + + for file in self.cfg.additional_feature_files: + with open(file, "rb") as fp: + self.additional_features.append(pickle.load(fp)) + + def _get_weight_file(self, epoch: int): + """Get file path to weight file""" + if epoch is None: + weight_file = sorted(list(self.run_dir.glob('model_epoch*.pt')))[-1] + else: + weight_file = self.run_dir / f"model_epoch{str(epoch).zfill(3)}.pt" + + return weight_file + + def _load_weights(self, epoch: int = None): + """Load weights of a certain (or the last) epoch into the model.""" + weight_file = self._get_weight_file(epoch) + + LOGGER.info(f"Using the model weights from {weight_file}") + self.model.load_state_dict(torch.load(weight_file, map_location=self.device)) + + def _get_dataset(self, basin: str) -> BaseDataset: + """Get dataset for a single basin.""" + ds = get_dataset(cfg=self.cfg, + is_train=False, + period=self.period, + basin=basin, + additional_features=self.additional_features, + id_to_int=self.id_to_int, + scaler=self.scaler) + return ds + + def evaluate(self, + epoch: int = None, + save_results: bool = True, + metrics: Union[list, dict] = [], + model: torch.nn.Module = None, + experiment_logger: Logger = None) -> dict: + """Evaluate the model. + + Parameters + ---------- + epoch : int, optional + Define a specific epoch to evaluate. By default, the weights of the last epoch are used. + save_results : bool, optional + If True, stores the evaluation results in the run directory. By default, True. + metrics : Union[list, dict], optional + List of metrics to compute during evaluation. Can also be a dict that specifies per-target metrics + model : torch.nn.Module, optional + If a model is passed, this is used for validation. + experiment_logger : Logger, optional + Logger can be passed during training to log metrics + + Returns + ------- + dict + A dictionary containing one xarray per basin with the evaluation results. + """ + if model is None: + if self.init_model: + self._load_weights(epoch=epoch) + model = self.model + else: + raise RuntimeError("No model was initialized for the evaluation") + + # during validation, depending on settings, only evaluate on a random subset of basins + basins = self.basins + if self.period == "validation": + if len(basins) > self.cfg.validate_n_random_basins: + random.shuffle(basins) + basins = basins[:self.cfg.validate_n_random_basins] + + # force model to train-mode when doing mc-dropout evaluation + if self.cfg.mc_dropout: + model.train() + else: + model.eval() + + results = defaultdict(dict) + + pbar = tqdm(basins, file=sys.stdout) + pbar.set_description('# Validation' if self.period == "validation" else "# Evaluation") + + for basin in pbar: + + if self.cfg.cache_validation_data and basin in self.cached_datasets.keys(): + ds = self.cached_datasets[basin] + else: + try: + ds = self._get_dataset(basin) + except NoTrainDataError as error: + # skip basin + continue + if self.cfg.cache_validation_data and self.period == "validation": + self.cached_datasets[basin] = ds + + loader = DataLoader(ds, batch_size=self.cfg.batch_size, num_workers=0) + + y_hat, y = self._evaluate(model, loader, ds.frequencies) + + predict_last_n = self.cfg.predict_last_n + seq_length = self.cfg.seq_length + # if predict_last_n/seq_length are int, there's only one frequency + if isinstance(predict_last_n, int): + predict_last_n = {ds.frequencies[0]: predict_last_n} + if isinstance(seq_length, int): + seq_length = {ds.frequencies[0]: seq_length} + lowest_freq = sort_frequencies(ds.frequencies)[0] + for freq in ds.frequencies: + if predict_last_n[freq] == 0: + continue # this frequency is not being predicted + results[basin][freq] = {} + + # rescale predictions + y_hat_freq = y_hat[freq] * self.scaler["xarray_stds"][self.cfg.target_variables].to_array().values + y_freq = y[freq] * self.scaler["xarray_stds"][self.cfg.target_variables].to_array().values + if self.cfg.zero_center_target: + y_hat_freq = y_hat_freq + self.scaler["xarray_means"][self.cfg.target_variables].to_array().values + y_freq = y_freq + self.scaler["xarray_means"][self.cfg.target_variables].to_array().values + + # create xarray + data = self._create_xarray(y_hat_freq, y_freq) + + # get maximum warmup-offset across all frequencies + offsets = { + freq: (seq_length[freq] - predict_last_n[freq]) * pd.to_timedelta(freq) for freq in ds.frequencies + } + max_offset_freq = max(offsets, key=offsets.get) + start_date = ds.get_period_start(basin) + offsets[max_offset_freq] + + # determine the end of the first sequence (first target in sequence-to-one) + # we use the end_date stored in the dataset, which also covers issues with per-basin different periods + end_date = ds.dates[basin]["end_dates"][0] \ + + pd.Timedelta(days=1, seconds=-1) \ + - pd.to_timedelta(max_offset_freq) * (predict_last_n[max_offset_freq] - 1) + date_range = pd.date_range(start=start_date, end=end_date, freq=lowest_freq) + if len(date_range) != data[f"{self.cfg.target_variables[0]}_obs"][1].shape[0]: + raise ValueError("Evaluation date range does not match generated predictions.") + + frequency_factor = pd.to_timedelta(lowest_freq) // pd.to_timedelta(freq) + freq_range = pd.timedelta_range(end=(frequency_factor - 1) * pd.to_timedelta(freq), + periods=predict_last_n[freq], + freq=freq) + + xr = xarray.Dataset(data_vars=data, coords={'date': date_range, 'time_step': freq_range}) + results[basin][freq]['xr'] = xr + + # only warn once per freq + if frequency_factor < predict_last_n[freq] and basin == basins[0]: + tqdm.write(f'Metrics for {freq} are calculated over last {frequency_factor} elements only. ' + f'Ignoring {predict_last_n[freq] - frequency_factor} predictions per sequence.') + + if metrics: + for target_variable in self.cfg.target_variables: + # stack dates and time_steps so we don't just evaluate every 24H when use_frequencies=[1D, 1H] + obs = xr.isel(time_step=slice(-frequency_factor, None)) \ + .stack(datetime=['date', 'time_step'])[f"{target_variable}_obs"] + obs['datetime'] = [c[0] + c[1] for c in obs.coords['datetime'].values] + # check if not empty (in case no observations exist in this period + if not all(obs.isnull()): + sim = xr.isel(time_step=slice(-frequency_factor, None)) \ + .stack(datetime=['date', 'time_step'])[f"{target_variable}_sim"] + sim['datetime'] = [c[0] + c[1] for c in sim.coords['datetime'].values] + + # clip negative predictions to zero, if variable is listed in config 'clip_target_to_zero' + if target_variable in self.cfg.clip_targets_to_zero: + sim = xarray.where(sim < 0, 0, sim) + + if 'samples' in sim.dims: + sim = sim.mean(dim='samples') + values = calculate_metrics( + obs, + sim, + metrics=metrics if isinstance(metrics, list) else metrics[target_variable], + resolution=freq) + # add variable identifier to metrics if needed + if len(self.cfg.target_variables) > 1: + values = {f"{target_variable}_{key}": val for key, val in values.items()} + # add frequency identifier to metrics if needed + if len(ds.frequencies) > 1: + values = {f"{key}_{freq}": val for key, val in values.items()} + if experiment_logger is not None: + experiment_logger.log_step(**values) + for k, v in values.items(): + results[basin][freq][k] = v + + if (self.period == "validation") and (self.cfg.log_n_figures > 0): + self._create_and_log_figures(results, experiment_logger, epoch) + + if save_results: + self._save_results(results, epoch) + + return results + + def _create_and_log_figures(self, results: dict, experiment_logger: Logger, epoch: int): + basins = list(results.keys()) + random.shuffle(basins) + for target_var in self.cfg.target_variables: + max_figures = min(self.cfg.validate_n_random_basins, self.cfg.log_n_figures, len(basins)) + for freq in results[basins[0]].keys(): + figures = [] + for i in range(max_figures): + xr = results[basins[i]][freq]['xr'] + obs = xr[f"{target_var}_obs"].values + sim = xr[f"{target_var}_sim"].values + figures.append( + self._get_plots( + obs, sim, title=f"{target_var} - Basin {basins[i]} - Epoch {epoch} - Frequency {freq}")[0]) + # make sure the preamble is a valid file name + experiment_logger.log_figures(figures, freq, preamble=re.sub(r"[^A-Za-z0-9\._\-]+", "", target_var)) + + def _save_results(self, results: dict, epoch: int = None): + # use name of weight file as part of the result folder name + weight_file = self._get_weight_file(epoch=epoch) + + result_file = self.run_dir / self.period / weight_file.stem / f"{self.period}_results.p" + result_file.parent.mkdir(parents=True, exist_ok=True) + + with result_file.open("wb") as fp: + pickle.dump(results, fp) + + LOGGER.info(f"Stored results at {result_file}") + + def _evaluate(self, model: BaseModel, loader: DataLoader, frequencies: List[str]): + """Evaluate model""" + predict_last_n = self.cfg.predict_last_n + if isinstance(predict_last_n, int): + predict_last_n = {frequencies[0]: predict_last_n} # if predict_last_n is int, there's only one frequency + + preds, obs = {}, {} + with torch.no_grad(): + for data in loader: + + for key in data: + data[key] = data[key].to(self.device) + predictions = self._generate_predictions(model, data) + + for freq in frequencies: + if predict_last_n[freq] == 0: + continue # no predictions for this frequency + freq_key = '' if len(frequencies) == 1 else f'_{freq}' + y_hat_sub, y_sub = self._subset_targets(model, data, predictions, predict_last_n[freq], freq_key) + + if freq not in preds: + preds[freq] = y_hat_sub.detach().cpu() + obs[freq] = y_sub.cpu() + else: + preds[freq] = torch.cat((preds[freq], y_hat_sub.detach().cpu()), 0) + obs[freq] = torch.cat((obs[freq], y_sub.detach().cpu()), 0) + + for freq in preds.keys(): + preds[freq] = preds[freq].numpy() + obs[freq] = obs[freq].numpy() + + return preds, obs + + def _generate_predictions(self, model: BaseModel, data: Dict[str, torch.Tensor]): + raise NotImplementedError + + def _subset_targets(self, model: BaseModel, data: Dict[str, torch.Tensor], predictions: np.ndarray, + predict_last_n: int, freq: str): + raise NotImplementedError + + def _create_xarray(self, y_hat: np.ndarray, y: np.ndarray): + raise NotImplementedError + + def _get_plots(self, qobs: np.ndarray, qsim: np.ndarray, title: str): + raise NotImplementedError + + +class RegressionTester(BaseTester): + """Tester class to run inference on a regression model. + + Use the `evaluate` method of this class to evaluate a trained model on its train, test, or validation period. + + Parameters + ---------- + cfg : Config + The run configuration. + run_dir : Path + Path to the run directory. + period : {'train', 'validation', 'test'} + The period to evaluate. + init_model : bool, optional + If True, the model weights will be initialized with the checkpoint from the last available epoch in `run_dir`. + """ + + def __init__(self, cfg: Config, run_dir: Path, period: str = "test", init_model: bool = True): + super(RegressionTester, self).__init__(cfg, run_dir, period, init_model) + + def _generate_predictions(self, model: BaseModel, data: Dict[str, torch.Tensor]): + return model(data) + + def _subset_targets(self, model: BaseModel, data: Dict[str, torch.Tensor], predictions: np.ndarray, + predict_last_n: np.ndarray, freq: str): + y_hat_sub = predictions[f'y_hat{freq}'][:, -predict_last_n:, :] + y_sub = data[f'y{freq}'][:, -predict_last_n:, :] + return y_hat_sub, y_sub + + def _create_xarray(self, y_hat: np.ndarray, y: np.ndarray): + data = {} + for i, var in enumerate(self.cfg.target_variables): + data[f"{var}_obs"] = (('date', 'time_step'), y[:, :, i]) + data[f"{var}_sim"] = (('date', 'time_step'), y_hat[:, :, i]) + return data + + def _get_plots(self, qobs: np.ndarray, qsim: np.ndarray, title: str): + return plots.regression_plot(qobs, qsim, title) + + +class UncertaintyTester(BaseTester): + """Tester class to run inference on an uncertainty model. + + Use the `evaluate` method of this class to evaluate a trained model on its train, test, or validation period. + + Parameters + ---------- + cfg : Config + The run configuration. + run_dir : Path + Path to the run directory. + period : {'train', 'validation', 'test'} + The period to evaluate. + init_model : bool, optional + If True, the model weights will be initialized with the checkpoint from the last available epoch in `run_dir`. + """ + + def __init__(self, cfg: Config, run_dir: Path, period: str = "test", init_model: bool = True): + super(UncertaintyTester, self).__init__(cfg, run_dir, period, init_model) + + def _generate_predictions(self, model: BaseModel, data: Dict[str, torch.Tensor]): + if self.cfg.mc_dropout: + return model.sample(data, self.cfg.n_samples) + else: + raise ValueError(f"Unknown uncertainty head {self._head}") + + def _subset_targets(self, + model: BaseModel, + data: Dict[str, torch.Tensor], + predictions: np.ndarray, + predict_last_n: int, + freq: str = None): + y_hat_sub = predictions # predictions are already subset by the sample functions + y_sub = data['y'][:, -predict_last_n:, :] + return y_hat_sub, y_sub + + def _create_xarray(self, y_hat: np.ndarray, y: np.ndarray): + data = {} + var = self.cfg.target_variables[0] + data[f"{var}_obs"] = (('date', 'time_step'), y[:, :, 0]) + data[f"{var}_sim"] = (('date', 'time_step', 'samples'), y_hat[:, :, :]) + return data + + def _get_plots(self, qobs: np.ndarray, qsim: np.ndarray, title: str): + return plots.uncertainty_plot(qobs, qsim, title) diff --git a/neuralhydrology/modelzoo/__init__.py b/neuralhydrology/modelzoo/__init__.py new file mode 100644 index 00000000..0a30816e --- /dev/null +++ b/neuralhydrology/modelzoo/__init__.py @@ -0,0 +1,45 @@ +import torch.nn as nn + +from neuralhydrology.modelzoo.cudalstm import CudaLSTM +from neuralhydrology.modelzoo.ealstm import EALSTM +from neuralhydrology.modelzoo.embcudalstm import EmbCudaLSTM +from neuralhydrology.modelzoo.lstm import LSTM +from neuralhydrology.modelzoo.odelstm import ODELSTM +from neuralhydrology.modelzoo.multifreqlstm import MultiFreqLSTM +from neuralhydrology.utils.config import Config + +SINGLE_FREQ_MODELS = ["cudalstm", "ealstm", "lstm", "embcudalstm"] + + +def get_model(cfg: Config) -> nn.Module: + """Get model object, depending on the run configuration. + + Parameters + ---------- + cfg : Config + The run configuration. + + Returns + ------- + nn.Module + A new model instance of the type specified in the config. + """ + if cfg.model in SINGLE_FREQ_MODELS and len(cfg.use_frequencies) > 1: + raise ValueError(f"Model {cfg.model} does not support multiple frequencies.") + + if cfg.model == "cudalstm": + model = CudaLSTM(cfg=cfg) + elif cfg.model == "ealstm": + model = EALSTM(cfg=cfg) + elif cfg.model == "lstm": + model = LSTM(cfg=cfg) + elif cfg.model == "embcudalstm": + model = EmbCudaLSTM(cfg=cfg) + elif cfg.model == "multifreqlstm": + model = MultiFreqLSTM(cfg=cfg) + elif cfg.model == "odelstm": + model = ODELSTM(cfg=cfg) + else: + raise NotImplementedError(f"{cfg.model} not implemented or not linked in `get_model()`") + + return model diff --git a/neuralhydrology/modelzoo/basemodel.py b/neuralhydrology/modelzoo/basemodel.py new file mode 100644 index 00000000..212112d0 --- /dev/null +++ b/neuralhydrology/modelzoo/basemodel.py @@ -0,0 +1,27 @@ +from typing import Dict + +import torch +import torch.nn as nn + +from neuralhydrology.utils.config import Config + + +class BaseModel(nn.Module): + + def __init__(self, cfg: Config): + super(BaseModel, self).__init__() + self.cfg = cfg + + self.output_size = len(cfg.target_variables) + + def forward(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + raise NotImplementedError + + def sample(self, data: Dict[str, torch.Tensor], n_samples: int) -> torch.Tensor: + predict_last_n = self.cfg.predict_last_n + samples = torch.zeros(data['x_d'].shape[0], predict_last_n, n_samples) + for i in range(n_samples): + prediction = self.forward(data) + samples[:, -predict_last_n:, i] = prediction['y_hat'][:, -predict_last_n:, 0] + + return samples \ No newline at end of file diff --git a/neuralhydrology/modelzoo/cudalstm.py b/neuralhydrology/modelzoo/cudalstm.py new file mode 100644 index 00000000..47818f6e --- /dev/null +++ b/neuralhydrology/modelzoo/cudalstm.py @@ -0,0 +1,68 @@ +import logging +from typing import Dict + +import torch +import torch.nn as nn + +from neuralhydrology.modelzoo.head import get_head +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.utils.config import Config + +LOGGER = logging.getLogger(__name__) + + +class CudaLSTM(BaseModel): + + def __init__(self, cfg: Config): + super(CudaLSTM, self).__init__(cfg=cfg) + + if cfg.embedding_hiddens: + LOGGER.warning("## Warning: Embedding settings are ignored. Use EmbCudaLSTM for embeddings") + + input_size = len(cfg.dynamic_inputs + cfg.static_inputs + cfg.hydroatlas_attributes + cfg.camels_attributes) + if cfg.use_basin_id_encoding: + input_size += cfg.number_of_basins + + if cfg.head.lower() == "umal": + input_size += 1 + + self.lstm = nn.LSTM(input_size=input_size, hidden_size=cfg.hidden_size) + + self.dropout = nn.Dropout(p=cfg.output_dropout) + + self.head = get_head(cfg=cfg, n_in=cfg.hidden_size, n_out=self.output_size) + + self.reset_parameters() + + def reset_parameters(self): + if self.cfg.initial_forget_bias is not None: + self.lstm.bias_hh_l0.data[self.cfg.hidden_size:2 * self.cfg.hidden_size] = self.cfg.initial_forget_bias + + def forward(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + # transpose to [seq_length, batch_size, n_features] + x_d = data['x_d'].transpose(0, 1) + + # concat all inputs + if 'x_s' in data and 'x_one_hot' in data: + x_s = data['x_s'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s, x_one_hot], dim=-1) + elif 'x_s' in data: + x_s = data['x_s'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s], dim=-1) + elif 'x_one_hot' in data: + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_one_hot], dim=-1) + else: + pass + + lstm_output, (h_n, c_n) = self.lstm(input=x_d) + + # reshape to [batch_size, seq_length, n_hiddens] + h_n = h_n.transpose(0, 1) + c_n = c_n.transpose(0, 1) + + pred = {'h_n': h_n, 'c_n': c_n} + pred.update(self.head(self.dropout(lstm_output.transpose(0, 1)))) + + return pred diff --git a/neuralhydrology/modelzoo/ealstm.py b/neuralhydrology/modelzoo/ealstm.py new file mode 100644 index 00000000..64c0e4fc --- /dev/null +++ b/neuralhydrology/modelzoo/ealstm.py @@ -0,0 +1,108 @@ +from typing import Dict + +import torch +import torch.nn as nn + +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.modelzoo.fc import FC +from neuralhydrology.modelzoo.head import get_head +from neuralhydrology.utils.config import Config + + +class EALSTM(BaseModel): + + def __init__(self, cfg: Config): + super(EALSTM, self).__init__(cfg=cfg) + self._hidden_size = cfg.hidden_size + + input_size_dyn = len(cfg.dynamic_inputs) + input_size_stat = len(cfg.static_inputs + cfg.camels_attributes + cfg.hydroatlas_attributes) + if cfg.use_basin_id_encoding: + input_size_stat += cfg.number_of_basins + + # If hidden units for a embedding network are specified, create FC, otherwise single linear layer + if cfg.embedding_hiddens: + self.input_net = FC(cfg=cfg) + else: + self.input_net = nn.Linear(input_size_stat, cfg.hidden_size) + + # create tensors of learnable parameters + self.weight_ih = nn.Parameter(torch.FloatTensor(input_size_dyn, 3 * cfg.hidden_size)) + self.weight_hh = nn.Parameter(torch.FloatTensor(cfg.hidden_size, 3 * cfg.hidden_size)) + self.bias = nn.Parameter(torch.FloatTensor(3 * cfg.hidden_size)) + + self.dropout = nn.Dropout(p=cfg.output_dropout) + + self.head = get_head(cfg=cfg, n_in=cfg.hidden_size, n_out=self.output_size) + + # initialize parameters + self.reset_parameters() + + def reset_parameters(self): + nn.init.orthogonal_(self.weight_ih.data) + + weight_hh_data = torch.eye(self.cfg.hidden_size) + weight_hh_data = weight_hh_data.repeat(1, 3) + self.weight_hh.data = weight_hh_data + + nn.init.constant_(self.bias.data, val=0) + + if self.cfg.initial_forget_bias is not None: + self.bias.data[:self.cfg.hidden_size] = self.cfg.initial_forget_bias + + def forward(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + + if 'x_s' in data and 'x_one_hot' in data: + x_s = torch.cat([data['x_s'], data['x_one_hot']], dim=-1) + elif 'x_s' in data: + x_s = data['x_s'] + elif 'x_one_hot' in data: + x_s = data['x_one_hot'] + else: + raise ValueError('Need x_s or x_one_hot in forward pass.') + + x_d = data['x_d'].transpose(0, 1) + + seq_len, batch_size, _ = x_d.size() + + # TODO: move hidden and cell state initialization to init and only reset states in forward pass to zero. + h_0 = x_d.data.new(batch_size, self._hidden_size).zero_() + c_0 = x_d.data.new(batch_size, self._hidden_size).zero_() + h_x = (h_0, c_0) + + # empty lists to temporally store all intermediate hidden/cell states + h_n, c_n = [], [] + + # expand bias vectors to batch size + bias_batch = (self.bias.unsqueeze(0).expand(batch_size, *self.bias.size())) + + # calculate input gate only once because inputs are static + i = torch.sigmoid(self.input_net(x_s)) + + # perform forward steps over input sequence + for t in range(seq_len): + h_0, c_0 = h_x + + # calculate gates + gates = (torch.addmm(bias_batch, h_0, self.weight_hh) + torch.mm(x_d[t], self.weight_ih)) + f, o, g = gates.chunk(3, 1) + + c_1 = torch.sigmoid(f) * c_0 + i * torch.tanh(g) + h_1 = torch.sigmoid(o) * torch.tanh(c_1) + + # store intermediate hidden/cell state in list + h_n.append(h_1) + c_n.append(c_1) + + h_x = (h_1, c_1) + + h_n = torch.stack(h_n, 0) + c_n = torch.stack(c_n, 0) + + h_n = h_n.transpose(0, 1) + c_n = c_n.transpose(0, 1) + + pred = {'h_n': h_n, 'c_n': c_n} + pred.update(self.head(self.dropout(h_n))) + + return pred diff --git a/neuralhydrology/modelzoo/embcudalstm.py b/neuralhydrology/modelzoo/embcudalstm.py new file mode 100644 index 00000000..e098daf2 --- /dev/null +++ b/neuralhydrology/modelzoo/embcudalstm.py @@ -0,0 +1,63 @@ +from typing import Dict + +import torch +import torch.nn as nn + +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.modelzoo.fc import FC +from neuralhydrology.modelzoo.head import get_head +from neuralhydrology.utils.config import Config + + +class EmbCudaLSTM(BaseModel): + + def __init__(self, cfg: Config): + super(EmbCudaLSTM, self).__init__(cfg=cfg) + + # embedding net before LSTM + if not cfg.embedding_hiddens: + raise ValueError('EmbCudaLSTM requires config argument embedding_hiddens.') + + self.embedding_net = FC(cfg=cfg) + + input_size = len(cfg.dynamic_inputs) + cfg.embedding_hiddens[-1] + self.lstm = nn.LSTM(input_size=input_size, hidden_size=cfg.hidden_size) + + self.dropout = nn.Dropout(p=cfg.output_dropout) + + self.head = get_head(cfg=cfg, n_in=cfg.hidden_size, n_out=self.output_size) + + self.reset_parameters() + + def reset_parameters(self): + if self.cfg.initial_forget_bias is not None: + self.lstm.bias_hh_l0.data[self.cfg.hidden_size:2 * self.cfg.hidden_size] = self.cfg.initial_forget_bias + + def forward(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + + x_d = data['x_d'].transpose(0, 1) + + if 'x_s' in data and 'x_one_hot' in data: + x_s = torch.cat([data['x_s'], data['x_one_hot']], dim=-1) + elif 'x_s' in data: + x_s = data['x_s'] + elif 'x_one_hot' in data: + x_s = data['x_one_hot'] + else: + raise ValueError('Need x_s or x_one_hot in forward pass.') + + embedding = self.embedding_net(x_s) + + embedding = embedding.unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, embedding], dim=-1) + + lstm_output, (h_n, c_n) = self.lstm(input=x_d) + + # reshape to [batch_size, seq_length, n_hiddens] + h_n = h_n.transpose(0, 1) + c_n = c_n.transpose(0, 1) + + pred = {'h_n': h_n, 'c_n': c_n} + pred.update(self.head(self.dropout(lstm_output.transpose(0, 1)))) + + return pred diff --git a/neuralhydrology/modelzoo/fc.py b/neuralhydrology/modelzoo/fc.py new file mode 100644 index 00000000..d024b0e4 --- /dev/null +++ b/neuralhydrology/modelzoo/fc.py @@ -0,0 +1,67 @@ +import numpy as np +import torch +import torch.nn as nn + +from neuralhydrology.utils.config import Config + + +class FC(nn.Module): + + def __init__(self, cfg: Config, input_size: int = None): + super(FC, self).__init__() + + # If input size is not passed, will use number of all static features as input + if input_size is None: + input_size = len(cfg.camels_attributes + cfg.hydroatlas_attributes + cfg.static_inputs) + if cfg.use_basin_id_encoding: + input_size += cfg.number_of_basins + + if len(cfg.embedding_hiddens) > 1: + hidden_sizes = cfg.embedding_hiddens[:-1] + else: + hidden_sizes = [] + + output_size = cfg.embedding_hiddens[-1] + + # by default tanh + activation = self._get_activation(cfg.embedding_activation) + + # create network + layers = [] + if hidden_sizes: + for i, hidden_size in enumerate(hidden_sizes): + if i == 0: + layers.append(nn.Linear(input_size, hidden_size)) + else: + layers.append(nn.Linear(hidden_sizes[i - 1], hidden_size)) + + layers.append(activation) + # by default 0.0 + layers.append(nn.Dropout(p=cfg.embedding_dropout)) + + layers.append(nn.Linear(hidden_size, output_size)) + else: + layers.append(nn.Linear(input_size, output_size)) + + self.net = nn.Sequential(*layers) + self.reset_parameters() + + def _get_activation(self, name: str) -> nn.Module: + if name.lower() == "tanh": + activation = nn.Tanh() + elif name.lower() == "sigmoid": + activation = nn.Sigmoid() + else: + raise NotImplementedError(f"{name} currently not supported as activation in this class") + return activation + + def reset_parameters(self): + for layer in self.net: + if isinstance(layer, nn.modules.linear.Linear): + n_in = layer.weight.shape[1] + gain = np.sqrt(3 / n_in) + nn.init.uniform_(layer.weight, -gain, gain) + nn.init.constant_(layer.bias, val=0) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.net(x) diff --git a/neuralhydrology/modelzoo/head.py b/neuralhydrology/modelzoo/head.py new file mode 100644 index 00000000..cc112de4 --- /dev/null +++ b/neuralhydrology/modelzoo/head.py @@ -0,0 +1,55 @@ +import logging + +import torch +import torch.nn as nn + +from neuralhydrology.utils.config import Config + +LOGGER = logging.getLogger(__name__) + + +def get_head(cfg: Config, n_in: int, n_out: int) -> nn.Module: + """Get specific head module, depending on the run configuration. + + Parameters + ---------- + cfg : Config + The run configuration. + n_in : int + Number of input features. + n_out : int + Number of output features. + + Returns + ------- + nn.Module + The model head, as specified in the run configuration. + """ + if cfg.head.lower() == "regression": + head = Regression(n_in=n_in, n_out=n_out, activation=cfg.output_activation) + else: + raise NotImplementedError(f"{cfg.head} not implemented or not linked in `get_head()`") + + return head + + +class Regression(nn.Module): + """ + Regression head with different output activations. + """ + + def __init__(self, n_in: int, n_out: int, activation: str = "linear"): + super(Regression, self).__init__() + + layers = [nn.Linear(n_in, n_out)] + if activation != "linear": + if activation.lower() == "relu": + layers.append(nn.ReLU()) + elif activation.lower() == "softplus": + layers.append(nn.Softplus()) + else: + LOGGER.warning(f"## WARNING: Ignored output activation {activation} and used 'linear' instead.") + self.net = nn.Sequential(*layers) + + def forward(self, x: torch.Tensor): + return {'y_hat': self.net(x)} \ No newline at end of file diff --git a/neuralhydrology/modelzoo/lstm.py b/neuralhydrology/modelzoo/lstm.py new file mode 100644 index 00000000..edc91d7a --- /dev/null +++ b/neuralhydrology/modelzoo/lstm.py @@ -0,0 +1,174 @@ +import math +from collections import defaultdict + +from typing import Dict + +import torch +import torch.nn as nn + +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.modelzoo.head import get_head +from neuralhydrology.utils.config import Config + + +class LSTM(BaseModel): + """Replication of the CuDNN LSTM + + The idea of this model is to be able to train an LSTM using the nn.LSTM layer, which uses the + optimized CuDNN implementation, and later to copy the weights into this model for a more + in-depth network analysis. + + Note: Currently only supports one-layer CuDNN LSTMs + + Parameters + ---------- + cfg : Config + The run configuration. + + Example + ------- + >>> # copy weights from PyTorch LSTM to this LSTM implementation + >>> cudnn_lstm = nn.LSTM(input_size=15, hidden_size=128, num_layers=1) + >>> lstm = LSTM(cfg=cfg) + >>> lstm.copy_weights(cudnn_lstm) + """ + + def __init__(self, cfg: Config): + super(LSTM, self).__init__(cfg=cfg) + + input_size = len(cfg.dynamic_inputs + cfg.static_inputs + cfg.camels_attributes + cfg.hydroatlas_attributes) + if cfg.use_basin_id_encoding: + input_size += cfg.number_of_basins + + self._hidden_size = cfg.hidden_size + + self.cell = _LSTMCell(input_size=input_size, + hidden_size=self._hidden_size, + initial_forget_bias=cfg.initial_forget_bias) + + self.dropout = nn.Dropout(p=cfg.output_dropout) + + self.head = get_head(cfg=cfg, n_in=self._hidden_size, n_out=self.output_size) + + def forward(self, + data: Dict[str, torch.Tensor], + h_0: torch.Tensor = None, + c_0: torch.Tensor = None) -> Dict[str, torch.Tensor]: + """Forward pass through the LSTM network + + Parameters + ---------- + data : Dict[str, torch.Tensor] + Dictionary, containing input features as key-value pair. + h_0 : torch.Tensor, optional + Initial hidden state, by default 0. + c_0 : torch.Tensor, optional + Initial cell state, by default 0. + + Returns + ------- + Dict[str, torch.Tensor] + Model output and all intermediate states and gate activations as a dictionary. + """ + + x_d = data['x_d'].transpose(0, 1) + + # concat all inputs + if 'x_s' in data and 'x_one_hot' in data: + x_s = data['x_s'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s, x_one_hot], dim=-1) + elif 'x_s' in data: + x_s = data['x_s'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s], dim=-1) + elif 'x_one_hot' in data: + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_one_hot], dim=-1) + else: + pass + + seq_len, batch_size, _ = x_d.size() + + # TODO: move hidden and cell state initialization to init and only reset states in forward pass to zero. + if h_0 is None: + h_0 = x_d.data.new(batch_size, self._hidden_size).zero_() + if c_0 is None: + c_0 = x_d.data.new(batch_size, self._hidden_size).zero_() + h_x = (h_0, c_0) + + output = defaultdict(list) + for x_t in x_d: + h_0, c_0 = h_x + cell_output = self.cell(x_t=x_t, h_0=h_0, c_0=c_0) + + h_x = (cell_output['h_n'], cell_output['c_n']) + + for key, cell_out in cell_output.items(): + output[key].append(cell_out.detach()) + + # stack to [batch size, sequence length, hidden size] + pred = {key: torch.stack(val, 1) for key, val in output.items()} + pred.update(self.head(self.dropout(pred['h_n']))) + return pred + + def copy_weights(self, cudnnlstm: nn.Module): + """Copy weights from a PyTorch nn.LSTM into this model class + + Parameters + ---------- + cudnnlstm : nn.Module + Model instance of a Pytorch nn.LSTM + """ + + assert isinstance(cudnnlstm, nn.modules.rnn.LSTM) + assert cudnnlstm.num_layers == 1 + + self.cell.copy_weights(cudnnlstm, layer=0) + + +class _LSTMCell(nn.Module): + + def __init__(self, input_size: int, hidden_size: int, initial_forget_bias: float = 0.0): + super(_LSTMCell, self).__init__() + + self.input_size = input_size + self.hidden_size = hidden_size + self.initial_forget_bias = initial_forget_bias + + self.w_hh = nn.Parameter(torch.FloatTensor(4 * hidden_size, hidden_size)) + self.w_ih = nn.Parameter(torch.FloatTensor(4 * hidden_size, input_size)) + + self.b_hh = nn.Parameter(torch.FloatTensor(4 * hidden_size)) + self.b_ih = nn.Parameter(torch.FloatTensor(4 * hidden_size)) + + self.reset_parameters() + + def reset_parameters(self): + stdv = math.sqrt(3 / self.hidden_size) + for weight in self.parameters(): + if len(weight.shape) > 1: + weight.data.uniform_(-stdv, stdv) + else: + nn.init.zeros_(weight) + + if self.initial_forget_bias != 0: + self.b_hh.data[self.hidden_size:2 * self.hidden_size] = self.initial_forget_bias + + def forward(self, x_t: torch.Tensor, h_0: torch.Tensor, c_0: torch.Tensor) -> Dict[str, torch.Tensor]: + gates = h_0 @ self.w_hh.T + self.b_hh + x_t @ self.w_ih.T + self.b_ih + i, f, g, o = gates.chunk(4, 1) + + c_1 = c_0 * torch.sigmoid(f) + torch.sigmoid(i) * torch.tanh(g) + h_1 = torch.sigmoid(o) * torch.tanh(c_1) + + return {'h_n': h_1, 'c_n': c_1, 'i': i, 'f': f, 'g': g, 'o': o} + + def copy_weights(self, cudnnlstm: nn.Module, layer: int): + + assert self.hidden_size == cudnnlstm.hidden_size + assert self.input_size == cudnnlstm.input_size + + self.w_hh.data = getattr(cudnnlstm, f"weight_hh_l{layer}").data + self.w_ih.data = getattr(cudnnlstm, f"weight_ih_l{layer}").data + self.b_hh.data = getattr(cudnnlstm, f"bias_hh_l{layer}").data + self.b_ih.data = getattr(cudnnlstm, f"bias_ih_l{layer}").data diff --git a/neuralhydrology/modelzoo/multifreqlstm.py b/neuralhydrology/modelzoo/multifreqlstm.py new file mode 100644 index 00000000..fba41871 --- /dev/null +++ b/neuralhydrology/modelzoo/multifreqlstm.py @@ -0,0 +1,183 @@ +import logging +from typing import Dict + +import pandas as pd +import torch +import torch.nn as nn + +from neuralhydrology.data.utils import sort_frequencies +from neuralhydrology.modelzoo.head import get_head +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.utils.config import Config + +LOGGER = logging.getLogger(__name__) + + +class MultiFreqLSTM(BaseModel): + + def __init__(self, cfg: Config): + super(MultiFreqLSTM, self).__init__(cfg=cfg) + self.lstms = None + self.transfer_fcs = None + self.heads = None + self.dropout = None + + self._slice_timestep = {} + self._frequency_factors = [] + + self._seq_lengths = cfg.seq_length + self._per_frequency_lstm = self.cfg.per_frequency_lstm # default: a distinct LSTM per frequency + self._transfer_multifreq_states = self.cfg.transfer_multifreq_states # default: linear transfer layer + transfer_modes = [None, "None", "identity", "linear"] + if self._transfer_multifreq_states["h"] not in transfer_modes \ + or self._transfer_multifreq_states["c"] not in transfer_modes: + raise ValueError(f"MultiFreqLSTM supports state transfer modes {transfer_modes}") + + if len(cfg.use_frequencies) < 2: + raise ValueError("MultiFreqLSTM expects more than one input frequency") + self._frequencies = sort_frequencies(cfg.use_frequencies) + + # start to count the number of inputs + input_sizes = len(cfg.camels_attributes + cfg.hydroatlas_attributes + cfg.static_inputs) + + # if not per_frequency_lstm, the LSTM gets an additional frequency flag as input. + if not self._per_frequency_lstm: + input_sizes += len(self._frequencies) + + if cfg.use_basin_id_encoding: + input_sizes += cfg.number_of_basins + if cfg.head.lower() == "umal": + input_sizes += 1 + + if isinstance(cfg.dynamic_inputs, list): + input_sizes = {freq: input_sizes + len(cfg.dynamic_inputs) for freq in self._frequencies} + else: + if not self._per_frequency_lstm: + raise ValueError(f'Different inputs not allowed if per_frequency_lstm is False.') + input_sizes = {freq: input_sizes + len(cfg.dynamic_inputs[freq]) for freq in self._frequencies} + + if not isinstance(cfg.hidden_size, dict): + LOGGER.info("No specific hidden size for frequencies are specified. Same hidden size is used for all.") + self._hidden_size = {freq: cfg.hidden_size for freq in self._frequencies} + else: + self._hidden_size = cfg.hidden_size + + if (not self._per_frequency_lstm + or self._transfer_multifreq_states["h"] == "identity" + or self._transfer_multifreq_states["c"] == "identity") \ + and any(size != self._hidden_size[self._frequencies[0]] for size in self._hidden_size.values()): + raise ValueError("All hidden sizes must be equal if per_frequency_lstm=False or state transfer=identity.") + + # create layer depending on selected frequencies + self._init_modules(input_sizes) + self.reset_parameters() + + # frequency factors are needed to determine the time step of information transfer + self._init_frequency_factors_and_slice_timesteps() + + def _init_modules(self, input_sizes: Dict[str, int]): + self.lstms = nn.ModuleDict() + self.transfer_fcs = nn.ModuleDict() + self.heads = nn.ModuleDict() + self.dropout = nn.Dropout(p=self.cfg.output_dropout) + for idx, freq in enumerate(self._frequencies): + freq_input_size = input_sizes[freq] + + if not self._per_frequency_lstm and idx > 0: + self.lstms[freq] = self.lstms[self._frequencies[idx - 1]] # same LSTM for all frequencies. + self.heads[freq] = self.heads[self._frequencies[idx - 1]] # same head for all frequencies. + else: + self.lstms[freq] = nn.LSTM(input_size=freq_input_size, hidden_size=self._hidden_size[freq]) + self.heads[freq] = get_head(self.cfg, n_in=self._hidden_size[freq], n_out=self.output_size) + + if idx < len(self._frequencies) - 1: + for state in ["c", "h"]: + if self._transfer_multifreq_states[state] == "linear": + self.transfer_fcs[f"{state}_{freq}"] = nn.Linear(self._hidden_size[freq], + self._hidden_size[self._frequencies[idx + 1]]) + elif self._transfer_multifreq_states[state] == "identity": + self.transfer_fcs[f"{state}_{freq}"] = nn.Identity() + else: + pass + + def _init_frequency_factors_and_slice_timesteps(self): + for idx, freq in enumerate(self._frequencies): + if idx < len(self._frequencies) - 1: + frequency_factor = pd.to_timedelta(freq) / pd.to_timedelta(self._frequencies[idx + 1]) + if frequency_factor != int(frequency_factor): + raise ValueError('Adjacent frequencies must be multiples of each other.') + self._frequency_factors.append(int(frequency_factor)) + # we want to pass the state of the day _before_ the next higher frequency starts, + # because e.g. the mean of a day is stored at the same date at 00:00 in the morning. + slice_timestep = int(self._seq_lengths[self._frequencies[idx + 1]] / self._frequency_factors[idx]) + self._slice_timestep[freq] = slice_timestep + + def reset_parameters(self): + if self.cfg.initial_forget_bias is not None: + for freq in self._frequencies: + hidden_size = self._hidden_size[freq] + self.lstms[freq].bias_hh_l0.data[hidden_size:2 * hidden_size] = self.cfg.initial_forget_bias + + def _prepare_inputs(self, data: Dict[str, torch.Tensor], freq: str) -> torch.Tensor: + """Concat all different inputs to the time series input""" + suffix = f"_{freq}" + # transpose to [seq_length, batch_size, n_features] + x_d = data[f'x_d{suffix}'].transpose(0, 1) + + # concat all inputs + if f'x_s{suffix}' in data and 'x_one_hot' in data: + x_s = data[f'x_s{suffix}'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s, x_one_hot], dim=-1) + elif f'x_s{suffix}' in data: + x_s = data[f'x_s{suffix}'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s], dim=-1) + elif 'x_one_hot' in data: + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_one_hot], dim=-1) + else: + pass + + if not self._per_frequency_lstm: + # add frequency one-hot encoding + idx = self._frequencies.index(freq) + one_hot_freq = torch.zeros(x_d.shape[0], x_d.shape[1], len(self._frequencies)).to(x_d) + one_hot_freq[:, :, idx] = 1 + x_d = torch.cat([x_d, one_hot_freq], dim=2) + + return x_d + + def forward(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + x_d = {freq: self._prepare_inputs(data, freq) for freq in self._frequencies} + + # initial states for lowest frequencies are set to zeros + batch_size = x_d[self._frequencies[0]].shape[1] + lowest_freq_hidden_size = self._hidden_size[self._frequencies[0]] + h_0_transfer = x_d[self._frequencies[0]].new_zeros((1, batch_size, lowest_freq_hidden_size)) + c_0_transfer = torch.zeros_like(h_0_transfer) + + outputs = {} + for idx, freq in enumerate(self._frequencies): + if idx < len(self._frequencies) - 1: + # get predictions and state up to the time step of information transfer + slice_timestep = self._slice_timestep[freq] + lstm_output_slice1, (h_n_slice1, c_n_slice1) = self.lstms[freq](x_d[freq][:-slice_timestep], + (h_0_transfer, c_0_transfer)) + + # project the states through a hidden layer to the dimensions of the next LSTM + if self._transfer_multifreq_states["h"] is not None: + h_0_transfer = self.transfer_fcs[f"h_{freq}"](h_n_slice1) + if self._transfer_multifreq_states["c"] is not None: + c_0_transfer = self.transfer_fcs[f"c_{freq}"](c_n_slice1) + + # get predictions of remaining part and concat results + lstm_output_slice2, _ = self.lstms[freq](x_d[freq][-slice_timestep:], (h_n_slice1, c_n_slice1)) + lstm_output = torch.cat([lstm_output_slice1, lstm_output_slice2], dim=0) + + else: + # for highest frequency, we can pass the entire sequence at once + lstm_output, _ = self.lstms[freq](x_d[freq], (h_0_transfer, c_0_transfer)) + + outputs[f'y_hat_{freq}'] = self.heads[freq](self.dropout(lstm_output.transpose(0, 1)))['y_hat'] + + return outputs diff --git a/neuralhydrology/modelzoo/odelstm.py b/neuralhydrology/modelzoo/odelstm.py new file mode 100644 index 00000000..afa31999 --- /dev/null +++ b/neuralhydrology/modelzoo/odelstm.py @@ -0,0 +1,308 @@ +import logging +from typing import Dict, Tuple, Union + +import numpy as np +import pandas as pd +import torch +import torch.nn as nn + +from neuralhydrology.data.utils import sort_frequencies +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.modelzoo.head import get_head +from neuralhydrology.modelzoo.lstm import _LSTMCell +from neuralhydrology.utils.config import Config + +LOGGER = logging.getLogger(__name__) + + +class ODELSTM(BaseModel): + """ODE-LSTM from [#]_. + + An ODE-RNN post-processes the hidden state of a normal LSTM. + Parts of this code are derived from https://github.com/mlech26l/learning-long-term-irregular-ts. + + The forward pass in this model works somewhat differently than the other models, because ODE-LSTM relies on + irregularly timed samples. To simulate such irregularity, we aggregate parts of the input sequence to random + frequencies. While doing so, we try to take care that we don't aggregate too coarsely right before the model + should create a high-frequency prediction. + + Since this aggregation means that parts of the input sequence are at random frequencies, we cannot easily + return predictions for the full input sequence at each frequency. Instead, we only return sequences of length + predict_last_n for each frequency (we do not apply the random aggregation to these last time steps). + + The following describes the aggregation strategy implemented in the forward method: + + 1. slice one: random-frequency steps (cfg.ode_random_freq_lower_bound <= freq <= lowest-freq) until beginning + of the second-lowest frequency input sequence. + 2. slice two: random-frequency steps (lowest-freq <= freq <= self._frequencies[1]) until beginning of + next-higher frequency input sequence. + 3. repeat step two until beginning of highest-frequency input sequence. + 4. slice three: random-frequency steps (self._frequencies[-2] <= freq <= highest-freq) until predict_last_n + of the lowest frequency. + 5. lowest-frequency steps to generate predict_last_n lowest-frequency predictions. + 6. repeat steps four and five for the next-higher frequency (using the same random-frequency bounds but + generating predictions for the next-higher frequency). + + References + ---------- + .. [#] Lechner, M.; Hasani, R.: Learning Long-Term Dependencies in Irregularly-Sampled Time Series. arXiv, 2020, + https://arxiv.org/abs/2006.04418. + """ + + def __init__(self, cfg: Config): + super(ODELSTM, self).__init__(cfg=cfg) + if len(cfg.use_frequencies) < 2: + raise ValueError('ODELSTM needs at least two frequencies.') + if isinstance(cfg.dynamic_inputs, dict) or isinstance(cfg.hidden_size, dict): + raise ValueError('ODELSTM does not support per-frequency input variables or hidden sizes.') + + # Note: be aware that frequency_factors and slice_timesteps have a slightly different meaning here vs. in + # multifreqlstm. Here, the frequency_factor is relative to the _lowest_ (not the next-lower) frequency. + # slice_timesteps[freq] is the input step (counting backwards) in the next-*lower* frequency from where on input + # data at frequency freq is available. + self._frequency_factors = {} + self._slice_timesteps = {} + self._frequencies = sort_frequencies(cfg.use_frequencies) + self._init_frequency_factors_and_slice_timesteps() + + # start to count the number of inputs + self.input_size = len(cfg.dynamic_inputs + cfg.camels_attributes + cfg.hydroatlas_attributes + + cfg.static_inputs) + + if cfg.use_basin_id_encoding: + self.input_size += cfg.number_of_basins + if cfg.head.lower() == 'umal': + self.input_size += 1 + + self.lstm_cell = _LSTMCell(self.input_size, self.cfg.hidden_size, cfg.initial_forget_bias) + self.ode_cell = _ODERNNCell(self.cfg.hidden_size, + self.cfg.hidden_size, + num_unfolds=self.cfg.ode_num_unfolds, + method=self.cfg.ode_method) + self.dropout = nn.Dropout(p=cfg.output_dropout) + self.head = get_head(cfg=cfg, n_in=self.cfg.hidden_size, n_out=self.output_size) + + def _init_frequency_factors_and_slice_timesteps(self): + for i, freq in enumerate(self._frequencies): + frequency_factor = pd.to_timedelta(self._frequencies[0]) / pd.to_timedelta(freq) + if frequency_factor != int(frequency_factor): + raise ValueError('Frequencies must be multiples of the lowest frequency.') + self._frequency_factors[freq] = int(frequency_factor) + + if i > 0: + prev_frequency_factor = pd.to_timedelta(self._frequencies[i - 1]) / pd.to_timedelta(freq) + if self.cfg.predict_last_n[freq] % prev_frequency_factor != 0: + raise ValueError( + 'At all frequencies, predict_last_n must align with the steps of the next-lower frequency.') + + if self.cfg.seq_length[freq] > self.cfg.seq_length[self._frequencies[i - 1]] * prev_frequency_factor: + raise ValueError('Higher frequencies must have shorter input sequences than lower frequencies.') + + # we want to pass the state of the day _before_ the next higher frequency starts, + # because e.g. the mean of a day is stored at the same date at 00:00 in the morning. + slice_timestep = self.cfg.seq_length[freq] / prev_frequency_factor + if slice_timestep != int(slice_timestep): + raise ValueError('At all frequencies, seq_length must align with the next-lower frequency steps.') + self._slice_timesteps[freq] = int(slice_timestep) + + # in theory, the following conditions would be possible, but they would make the implementation + # quite complex and are probably hardly ever useful. + if self.cfg.predict_last_n[self._frequencies[ + i - 1]] < self.cfg.predict_last_n[freq] / prev_frequency_factor: + raise NotImplementedError( + 'Lower frequencies cannot have smaller predict_last_n values than higher ones.') + + if any(self.cfg.predict_last_n[f] / self._frequency_factors[f] > self._slice_timesteps[self._frequencies[-1]] / + self._frequency_factors[self._frequencies[-2]] for f in self._frequencies): + raise NotImplementedError('predict_last_n cannot be larger than sequence length of highest frequency.') + + def _prepare_inputs(self, data: Dict[str, torch.Tensor], + freq: str) -> Union[torch.Tensor, Tuple[torch.Tensor, torch.Tensor]]: + """Concat all different inputs to the time series input. """ + suffix = f"_{freq}" + # transpose to [seq_length, batch_size, n_features] + x_d = data[f'x_d{suffix}'].transpose(0, 1) + + # concat all inputs + if f'x_s{suffix}' in data and 'x_one_hot' in data: + x_s = data[f'x_s{suffix}'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s, x_one_hot], dim=-1) + elif f'x_s{suffix}' in data: + x_s = data[f'x_s{suffix}'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_s], dim=-1) + elif 'x_one_hot' in data: + x_one_hot = data['x_one_hot'].unsqueeze(0).repeat(x_d.shape[0], 1, 1) + x_d = torch.cat([x_d, x_one_hot], dim=-1) + else: + pass + + # add frequency indicator. This will not be used as normal input, but the ODE-RNN uses it to determine the + # elapsed time since the last sample. + frequency_factor = 1 / self._frequency_factors[freq] + frequency_encoding = torch.ones(x_d.shape[0], x_d.shape[1], 1).to(x_d) * frequency_factor + return torch.cat([x_d, frequency_encoding], dim=-1) + + def _randomize_freq(self, x_d: torch.Tensor, low_frequency: str, high_frequency: str) -> torch.Tensor: + """Randomize the frequency of the input sequence. """ + frequency_factor = pd.to_timedelta(low_frequency) // pd.to_timedelta(high_frequency) + possible_aggregate_steps = list(filter(lambda n: frequency_factor % n == 0, range(1, frequency_factor + 1))) + + t = 0 + max_t = x_d.shape[0] / frequency_factor + x_d_randomized = [] + while t < max_t: + highfreq_slice = x_d[t * frequency_factor:(t + 1) * frequency_factor] + + # aggregate to a random frequency between low and high + random_aggregate_steps = np.random.choice(possible_aggregate_steps) + if highfreq_slice.shape[0] % random_aggregate_steps == 0: + randfreq_slice = highfreq_slice.view(-1, random_aggregate_steps, highfreq_slice.shape[1], + highfreq_slice.shape[2]).mean(dim=1) + # update the frequency indicators. + randfreq_slice[:, :, -1] = random_aggregate_steps / self._frequency_factors[high_frequency] + else: + # do not randomize last slice if it doesn't align with aggregation steps + randfreq_slice = highfreq_slice + x_d_randomized.append(randfreq_slice) + + t += 1 + + return torch.cat(x_d_randomized, dim=0) + + def forward(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + + x_d = {freq: self._prepare_inputs(data, freq) for freq in self._frequencies} + + slice_one = self._randomize_freq(x_d[self._frequencies[0]][:-self._slice_timesteps[self._frequencies[1]]], + self.cfg.ode_random_freq_lower_bound, self._frequencies[0]) + + batch_size = slice_one.shape[1] + h_0 = slice_one.data.new(batch_size, self.cfg.hidden_size).zero_() + c_0 = slice_one.data.new(batch_size, self.cfg.hidden_size).zero_() + h_n, c_n = self._run_odelstm(slice_one, h_0, c_0) + + prev_freq = self._frequencies[0] + i = 1 + for freq in self._frequencies[1:-1]: + to_randomize = x_d[freq][:-self._slice_timesteps[self._frequencies[i + 1]]] + + # slice_timestep of this and the next frequency are identical, so we can move on to the next frequency + if len(to_randomize) == 0: + continue + # random-frequency steps until the beginning of the highest-frequency input sequence. + slice_two = self._randomize_freq(to_randomize, prev_freq, freq) + h_n, c_n = self._run_odelstm(slice_two, h_n[:, -1], c_n) + prev_freq = freq + i += 1 + + pred = {} + prev_freq_end_step = 0 + for freq in self._frequencies: + # run random-frequency steps until predict_last_n of this frequency + end_step = -int(self.cfg.predict_last_n[freq] * self._frequency_factors[self._frequencies[-1]] / + self._frequency_factors[freq]) + if end_step == 0: + continue # this means the current frequency should not be predicted, so we skip it. + + # check that the slice wouldn't be empty. If it wouldn't, this means that the previous frequency's + # predict_last_n is not aligned with this frequency's predict_last_n, so we can run random-frequency + # inputs until the beginning of this frequency's predict_last_n. + if end_step != prev_freq_end_step and end_step > -self.cfg.seq_length[self._frequencies[-1]]: + slice_three = self._randomize_freq(x_d[self._frequencies[-1]][prev_freq_end_step:end_step], prev_freq, + self._frequencies[-1]) + h_n, c_n = self._run_odelstm(slice_three, h_n[:, -1], c_n) + prev_freq_end_step = end_step + + # run predict_last_n steps at the target frequency + pred_slice = x_d[freq][-self.cfg.predict_last_n[freq]:] + h_n_out, _ = self._run_odelstm(pred_slice, h_n[:, -1], c_n) + pred[f'y_hat_{freq}'] = self.head(self.dropout(h_n_out))['y_hat'] + + return pred + + def _run_odelstm(self, input_slice: torch.Tensor, h_0: torch.Tensor, + c_0: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]: + """Ingest `input_slice` into the ODE-LSTM and return hidden states and last cell state. """ + h_x = (h_0, c_0) + + h_n = [] + for x_t in input_slice: + h_0, c_0 = h_x + + # separate frequency indicator from input variables + t_input = x_t[:, :-1] + t_elapsed = x_t[0, -1] + + lstm_out = self.lstm_cell(x_t=t_input, h_0=h_0, c_0=c_0) + ode_out = self.ode_cell(lstm_out['h_n'], h_0, t_elapsed) + + h_x = (ode_out, lstm_out['c_n']) + h_n.append(ode_out) + + # stack h to [batch size, sequence length, hidden size] + return torch.stack(h_n, 1), h_x[1] + + +class _ODERNNCell(nn.Module): + """An ODE-RNN cell (Adapted from https://github.com/mlech26l/learning-long-term-irregular-ts). """ + + def __init__(self, input_size: int, hidden_size: int, num_unfolds: int, method: str, tau=1): + super(_ODERNNCell, self).__init__() + self.method = { + 'euler': self.euler, + 'heun': self.heun, + 'rk4': self.rk4, + }[method] + self.input_size = input_size + self.hidden_size = hidden_size + self.num_unfolds = num_unfolds + self.tau = tau + + self.w_ih = nn.Parameter(torch.FloatTensor(hidden_size, input_size)) + self.w_hh = nn.Parameter(torch.FloatTensor(hidden_size, hidden_size)) + self.bias = nn.Parameter(torch.FloatTensor(hidden_size)) + self.scale = nn.Parameter(torch.FloatTensor(hidden_size)) + + self.reset_parameters() + + def reset_parameters(self): + nn.init.orthogonal_(self.w_hh) + nn.init.xavier_uniform_(self.w_ih) + nn.init.zeros_(self.bias) + nn.init.constant_(self.scale, 1.0) + + def forward(self, new_hidden_state: torch.Tensor, old_hidden_state: torch.Tensor, elapsed: float) -> torch.Tensor: + delta_t = elapsed / self.num_unfolds + + hidden_state = old_hidden_state + for i in range(self.num_unfolds): + hidden_state = self.method(new_hidden_state, hidden_state, delta_t) + return hidden_state + + def dfdt(self, inputs: torch.Tensor, hidden_state: torch.Tensor) -> torch.Tensor: + h_in = torch.matmul(inputs, self.w_ih) + h_rec = torch.matmul(hidden_state, self.w_hh) + dh_in = self.scale * torch.tanh(h_in + h_rec + self.bias) + if self.tau > 0: + dh = dh_in - hidden_state * self.tau + else: + dh = dh_in + return dh + + def euler(self, inputs: torch.Tensor, hidden_state: torch.Tensor, delta_t: float) -> torch.Tensor: + dy = self.dfdt(inputs, hidden_state) + return hidden_state + delta_t * dy + + def heun(self, inputs: torch.Tensor, hidden_state: torch.Tensor, delta_t: float) -> torch.Tensor: + k1 = self.dfdt(inputs, hidden_state) + k2 = self.dfdt(inputs, hidden_state + delta_t * k1) + return hidden_state + delta_t * 0.5 * (k1 + k2) + + def rk4(self, inputs: torch.Tensor, hidden_state: torch.Tensor, delta_t: float) -> torch.Tensor: + k1 = self.dfdt(inputs, hidden_state) + k2 = self.dfdt(inputs, hidden_state + k1 * delta_t * 0.5) + k3 = self.dfdt(inputs, hidden_state + k2 * delta_t * 0.5) + k4 = self.dfdt(inputs, hidden_state + k3 * delta_t) + + return hidden_state + delta_t * (k1 + 2 * k2 + 2 * k3 + k4) / 6.0 diff --git a/neuralhydrology/modelzoo/template.py b/neuralhydrology/modelzoo/template.py new file mode 100644 index 00000000..b3db8dbe --- /dev/null +++ b/neuralhydrology/modelzoo/template.py @@ -0,0 +1,73 @@ +from typing import Dict + +import torch + +from neuralhydrology.modelzoo.basemodel import BaseModel +from neuralhydrology.utils.config import Config + + +class TemplateModel(BaseModel): + + def __init__(self, cfg: Config): + """Initialize the model + + Each model receives as only input the config dictionary. From this, the entire model has to be implemented in + this class (with potential use of other modules, such as FC from fc.py). So this class will get the model inputs + and has to return the predictions. + + Each Model inherits from the BaseModel, which implements some universal functionality. The basemodel also + defines the output_size, which can be used here as a given attribute (self.output_size). + + To be generally useable within this codebase, the output layer should not be implemented in this Module, + but rather using the get_head() function from neuralhydrology.modelzoo.head. + + Parameters + ---------- + cfg : Config + Configuration of the run, read from the config file with some additional keys (such as number of basins). + """ + super(TemplateModel, self).__init__(cfg=cfg) + + ########################### + # Create model parts here # + ########################### + + def forward(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + """Forward pass through the model + + By convention, each forward pass has to accept a dict of input tensors. Usually, this dict contains + 'x_d' and, possibly, x_s and x_one_hot. If x_d and x_s are available at multiple frequencies, + the keys 'x_d' and 'x_s' have frequency suffixes such as 'x_d_1H' for hourly data. + Furthermore, by definition, each model has to return a dict containing the network predictions in + 'y_hat', potentially in addition to other dictionary keys. LSTM-based models should stick to the + convention to return (at least) the following three tensors: y_hat, h_n, c_n (or, in the multi- + frequency case, y_hat_1H, y_hat_1D, etc.). + + Parameters + ---------- + data : Dict[str, torch.Tensor] + Dictionary with tensors + - x_d of shape [batch size, sequence length, features] containing the dynamic input data. + - x_s of shape [batch size, features] containing static input features. These are the + concatenation of what is defined in the config under camels_attributes and static_inputs. + In case not a single camels attribute or static input feature is defined in the config, + x_s will not be present. + - x_one_hot of shape [batch size, number of basins] containing the one hot encoding of the + basins. In case 'use_basin_id_encoding' is set to False in the config, x_one_hot will + not be present. + + Note: If the input data are available at multiple frequencies (via use_frequencies), each input + tensor will have a suffix "_{freq}" indicating the tensor's frequency. + + Returns + ------- + The network prediction has to be returned under the dictionary key 'y_hat' (or, if multiple frequencies + are predicted, 'y_hat_{freq}'. Furthermore, make sure to return predictions for each time step, even if + you want to train sequence-to-one. Which predictions are used for training the network is controlled in + the train_epoch() function in neuralhydrology/training/basetrainer.py. Other return values should be the + hidden states as 'h_n' and cell states 'c_n'. Further return values are possible. + """ + ############################### + # Implement forward pass here # + ############################### + pass diff --git a/neuralhydrology/nh_run.py b/neuralhydrology/nh_run.py new file mode 100644 index 00000000..c9c4efc8 --- /dev/null +++ b/neuralhydrology/nh_run.py @@ -0,0 +1,127 @@ +#!/usr/bin/env python +import argparse +import sys +from pathlib import Path + +# make sure code directory is in path, even if the package is not installed using the setup.py +sys.path.append(str(Path(__file__).parent.parent)) +from neuralhydrology.evaluation.evaluate import start_evaluation +from neuralhydrology.training.train import start_training +from neuralhydrology.utils.config import Config +from neuralhydrology.utils.logging_utils import setup_logging + + +def _get_args() -> dict: + parser = argparse.ArgumentParser() + parser.add_argument('mode', choices=["train", "continue_training", "evaluate"]) + parser.add_argument('--config-file', type=str) + parser.add_argument('--run-dir', type=str) + parser.add_argument('--epoch', type=int, help="Epoch, of which the model should be evaluated") + parser.add_argument('--period', type=str, choices=["train", "validation", "test"], default="test") + parser.add_argument('--gpu', type=int, help="GPU id to use (see nvidia-smi). Does override config argument.") + args = vars(parser.parse_args()) + + if (args["mode"] == "train") and (args["config_file"] is None): + raise ValueError("Missing path to config file") + + if (args["mode"] == "continue_training") and (args["run_dir"] is None): + raise ValueError("Missing path to run directory file") + + if (args["mode"] == "evaluate") and (args["run_dir"] is None): + raise ValueError("Missing path to run directory") + + return args + + +def _main(): + args = _get_args() + if (args["run_dir"] is not None) and (args["mode"] == "evaluate"): + setup_logging(str(Path(args["run_dir"]) / "output.log")) + + if args["mode"] == "train": + start_run(config_file=Path(args["config_file"]), gpu=args["gpu"]) + elif args["mode"] == "continue_training": + continue_run(run_dir=Path(args["run_dir"]), + config_file=Path(args["config_file"]) if args["config_file"] is not None else None, + gpu=args["gpu"]) + elif args["mode"] == "evaluate": + eval_run(run_dir=Path(args["run_dir"]), period=args["period"], epoch=args["epoch"], gpu=args["gpu"]) + else: + raise RuntimeError(f"Unknown mode {args['mode']}") + + +def start_run(config_file: Path, gpu: int = None): + """Start training a model. + + Parameters + ---------- + config_file : Path + Path to a configuration file (.yml), defining the settings for the specific run. + gpu : int, optional + GPU id to use. Will override config argument 'device'. + + """ + + config = Config(config_file) + + # check if a GPU has been specified as command line argument. If yes, overwrite config + if gpu is not None: + config.device = f"cuda:{gpu}" + + start_training(config) + + +def continue_run(run_dir: Path, config_file: Path = None, gpu: int = None): + """Continue model training. + + Parameters + ---------- + run_dir : Path + Path to the run directory. + config_file : Path, optional + Path to an additional config file. Each config argument in this file will overwrite the original run config. + gpu : int, optional + GPU id to use. Will override config argument 'device'. + + """ + # load config from base run and overwrite all elements with an optional new config + base_config = Config(run_dir / "config.yml") + + if config_file is not None: + base_config.update_config(config_file) + + base_config.is_continue_training = True + + # check if a GPU has been specified as command line argument. If yes, overwrite config + if gpu is not None: + base_config.device = f"cuda:{gpu}" + + start_training(base_config) + + +def eval_run(run_dir: Path, period: str, epoch: int, gpu: int = None): + """Start evaluating a trained model. + + Parameters + ---------- + run_dir : Path + Path to the run directory. + period : {'train', 'validation', 'test'} + The period to evaluate. + epoch : int, optional + Define a specific epoch to use. By default, the weights of the last epoch are used. + gpu : int, optional + GPU id to use. Will override config argument 'device'. + + """ + config = Config(run_dir / "config.yml") + + # check if a GPU has been specified as command line argument. If yes, overwrite config + if gpu is not None: + config.device = f"cuda:{gpu}" + + start_evaluation(cfg=config, run_dir=run_dir, epoch=epoch, period=period) + + +if __name__ == "__main__": + _main() diff --git a/neuralhydrology/nh_run_scheduler.py b/neuralhydrology/nh_run_scheduler.py new file mode 100644 index 00000000..03678f34 --- /dev/null +++ b/neuralhydrology/nh_run_scheduler.py @@ -0,0 +1,129 @@ +#!/usr/bin/env python +import argparse +import random +import subprocess +import sys +import time +from pathlib import Path +from typing import List + +import numpy as np + + +def _get_args() -> dict: + + parser = argparse.ArgumentParser() + parser.add_argument('mode', choices=["train", "evaluate"]) + parser.add_argument('--directory', type=str, required=True) + parser.add_argument('--gpu-ids', type=int, nargs='+', required=True) + parser.add_argument('--runs-per-gpu', type=int, required=True) + + args = vars(parser.parse_args()) + + args["directory"] = Path(args["directory"]) + if not args["directory"].is_dir(): + raise ValueError(f"No folder at {args['directory']}") + + return args + + +def _main(): + args = _get_args() + schedule_runs(**args) + + +def schedule_runs(mode: str, directory: Path, gpu_ids: List[int], runs_per_gpu: int): + """Schedule multiple runs across one or multiple GPUs. + + Parameters + ---------- + mode : {'train', 'evaluate'} + Use 'train' if you want to schedule training of multiple models and 'evaluate' if you want to schedule + evaluation of multiple trained models. + directory : Path + If mode is 'train', this path should point to a folder containing the config files (.yml) to use for model + training. For each config file, one run is started. If mode is 'evaluate', this path should point to the folder + containing the different model run directories. + gpu_ids : List[int] + List of GPU ids to use for training/evaluating. + runs_per_gpu : int + Number of runs to start on a single GPU. + + """ + + if mode == "train": + processes = list(directory.glob('**/*.yml')) + elif mode == "evaluate": + processes = list(directory.glob('*')) + else: + raise ValueError("'mode' must be either 'train' or 'evaluate'") + + # if used as command line tool, we need full path's to the fils/directories + processes = [str(p.absolute()) for p in processes] + + # for approximately equal memory usage during hyperparam tuning, randomly shuffle list of processes + random.shuffle(processes) + + # array to keep track on how many runs are currently running per GPU + n_parallel_runs = len(gpu_ids) * runs_per_gpu + gpu_counter = np.zeros((len(gpu_ids)), dtype=np.int) + + # for command line tool, we need full path to the main.py script + script_path = str(Path(__file__).absolute().parent / "nh_run.py") + + running_processes = {} + counter = 0 + while True: + + # start new runs + for _ in range(n_parallel_runs - len(running_processes)): + + if counter >= len(processes): + break + + # determine which GPU to use + node_id = np.argmin(gpu_counter) + gpu_counter[node_id] += 1 + gpu_id = gpu_ids[node_id] + process = processes[counter] + + # start run via subprocess call + if mode == "train": + run_command = f"python {script_path} train --config-file {process} --gpu {gpu_id}" + else: + run_command = f"python {script_path} evaluate --run-dir {process} --gpu {gpu_id}" + print(f"Starting run {counter+1}/{len(processes)}: {run_command}") + running_processes[(run_command, node_id)] = subprocess.Popen(run_command, + stdout=subprocess.DEVNULL, + shell=True) + + counter += 1 + time.sleep(2) + + # check for completed runs + for key, process in running_processes.items(): + if process.poll() is not None: + print(f"Finished run {key[0]}") + gpu_counter[key[1]] -= 1 + print("Cleaning up...\n\n") + try: + _ = process.communicate(timeout=5) + except TimeoutError: + print('') + print("WARNING: PROCESS {} COULD NOT BE REAPED!".format(key)) + print('') + running_processes[key] = None + + # delete possibly finished runs + running_processes = {key: val for key, val in running_processes.items() if val is not None} + time.sleep(2) + + if (len(running_processes) == 0) and (counter >= len(processes)): + break + + print("Done") + sys.stdout.flush() + + +if __name__ == "__main__": + _main() diff --git a/neuralhydrology/training/__init__.py b/neuralhydrology/training/__init__.py new file mode 100644 index 00000000..ec42e0e7 --- /dev/null +++ b/neuralhydrology/training/__init__.py @@ -0,0 +1,92 @@ +import logging +from typing import List + +import torch + +import neuralhydrology.training.loss as loss +from neuralhydrology.training import regularization +from neuralhydrology.utils.config import Config + +LOGGER = logging.getLogger(__name__) + + +def get_optimizer(model: torch.nn.Module, cfg: Config) -> torch.optim.Optimizer: + """Get specific optimizer object, depending on the run configuration. + + Currently only 'Adam' is supported. + + Parameters + ---------- + model : torch.nn.Module + The model to be optimized. + cfg : Config + The run configuration. + + Returns + ------- + torch.optim.Optimizer + Optimizer object that can be used for model training. + """ + if cfg.optimizer == "Adam": + optimizer = torch.optim.Adam(model.parameters(), lr=cfg.learning_rate[0]) + else: + raise NotImplementedError(f"{cfg.optimizer} not implemented or not linked in `get_optimizer()`") + + return optimizer + + +def get_loss_obj(cfg: Config) -> loss.BaseLoss: + """Get loss object, depending on the run configuration. + + Currently supported are 'MSE', 'NSE', 'RMSE', 'WeightedNSE'. + + Parameters + ---------- + cfg : Config + The run configuration. + + Returns + ------- + loss.BaseLoss + A new loss instance that implements the loss specified in the config or, if different, the loss required by the + head. + """ + if cfg.loss == "MSE": + loss_obj = loss.MaskedMSELoss(cfg) + elif cfg.loss == "NSE": + loss_obj = loss.MaskedNSELoss(cfg) + elif cfg.loss == "WeightedNSE": + loss_obj = loss.MaskedWeightedNSELoss(cfg) + elif cfg.loss == "RMSE": + loss_obj = loss.MaskedRMSELoss(cfg) + + else: + raise NotImplementedError(f"{cfg.loss} not implemented or not linked in `get_loss()`") + + return loss_obj + + +def get_regularization_obj(cfg: Config) -> List[regularization.BaseRegularization]: + """Get list of regularization objects. + + Currently, only the 'tie_frequencies' regularization is implemented. + + Parameters + ---------- + cfg : Config + The run configuration. + + Returns + ------- + List[regularization.BaseRegularization] + List of regularization objects that will be added to the loss during training. + + """ + regularization_modules = [] + for reg_name in cfg.regularization: + if reg_name == "tie_frequencies": + regularization_modules.append(regularization.TiedFrequencyMSERegularization(cfg)) + else: + raise NotImplementedError(f"{reg_name} not implemented or not linked in `get_regularization_obj()`.") + + return regularization_modules diff --git a/neuralhydrology/training/basetrainer.py b/neuralhydrology/training/basetrainer.py new file mode 100644 index 00000000..6cdb1ee6 --- /dev/null +++ b/neuralhydrology/training/basetrainer.py @@ -0,0 +1,329 @@ +import logging +import random +import sys +from datetime import datetime +from pathlib import Path +from typing import Dict + +import numpy as np +import torch +from torch.utils.data import DataLoader +from tqdm import tqdm + +import neuralhydrology.training.loss as loss +from neuralhydrology.data import get_dataset +from neuralhydrology.data.basedataset import BaseDataset +from neuralhydrology.data.utils import load_basin_file +from neuralhydrology.evaluation import get_tester +from neuralhydrology.evaluation.tester import BaseTester +from neuralhydrology.modelzoo import get_model +from neuralhydrology.training import get_loss_obj, get_optimizer, get_regularization_obj +from neuralhydrology.training.logger import Logger +from neuralhydrology.utils.config import Config +from neuralhydrology.utils.logging_utils import setup_logging + +LOGGER = logging.getLogger(__name__) + + +class BaseTrainer(object): + """Default class to train a model. + + Parameters + ---------- + cfg : Config + The run configuration. + """ + + def __init__(self, cfg: Config): + super(BaseTrainer, self).__init__() + self.cfg = cfg + self.model = None + self.optimizer = None + self.loss_obj = None + self.experiment_logger = None + self.loader = None + self.validator = None + self.noise_sampler_y = None + self._target_mean = None + self._target_std = None + self._allow_subsequent_nan_losses = cfg.allow_subsequent_nan_losses + + # load train basin list and add number of basins to the config + self.basins = load_basin_file(cfg.train_basin_file) + self.cfg.number_of_basins = len(self.basins) + + # check at which epoch the training starts + self._epoch = self._get_start_epoch_number() + + self._create_folder_structure() + setup_logging(str(self.cfg.run_dir / "output.log")) + LOGGER.info(f"### Folder structure created at {self.cfg.run_dir}") + + if self.cfg.is_continue_training: + LOGGER.info(f"### Continue training of run stored in {self.cfg.base_run_dir}") + + LOGGER.info(f"### Run configurations for {self.cfg.experiment_name}") + for key, val in self.cfg.as_dict().items(): + LOGGER.info(f"{key}: {val}") + + self._set_random_seeds() + self._set_device() + + def _get_dataset(self) -> BaseDataset: + return get_dataset(cfg=self.cfg, period="train", is_train=True) + + def _get_model(self) -> torch.nn.Module: + return get_model(cfg=self.cfg) + + def _get_optimizer(self) -> torch.optim.Optimizer: + return get_optimizer(model=self.model, cfg=self.cfg) + + def _get_loss_obj(self) -> loss.BaseLoss: + return get_loss_obj(cfg=self.cfg) + + def _set_regularization(self): + self.loss_obj.set_regularization_terms(get_regularization_obj(cfg=self.cfg)) + + def _get_tester(self) -> BaseTester: + return get_tester(cfg=self.cfg, run_dir=self.cfg.run_dir, period="validation", init_model=False) + + def _get_data_loader(self, ds: BaseDataset) -> torch.utils.data.DataLoader: + return DataLoader(ds, batch_size=self.cfg.batch_size, shuffle=True, num_workers=self.cfg.num_workers) + + def initialize_training(self): + """Initialize the training class. + + This method will load the model, initialize loss, regularization, optimizer, dataset and dataloader, + tensorboard logging, and Tester class. + If called in a ``continue_training`` context, this model will also restore the model and optimizer state. + """ + self.model = self._get_model().to(self.device) + if self.cfg.checkpoint_path is not None: + LOGGER.info(f"Starting training from Checkpoint {self.cfg.checkpoint_path}") + self.model.load_state_dict(torch.load(str(self.cfg.checkpoint_path), map_location=self.device)) + + self.optimizer = self._get_optimizer() + self.loss_obj = self._get_loss_obj() + + # Add possible regularization terms to the loss function. + self._set_regularization() + + # restore optimizer and model state if training is continued + if self.cfg.is_continue_training: + self._restore_training_state() + + ds = self._get_dataset() + if len(ds) == 0: + raise ValueError("Dataset contains no samples.") + self.loader = self._get_data_loader(ds=ds) + + self.experiment_logger = Logger(cfg=self.cfg) + if self.cfg.log_tensorboard: + self.experiment_logger.start_tb() + + if self.cfg.is_continue_training: + # set epoch and iteration step counter to continue from the selected checkpoint + self.experiment_logger.epoch = self._epoch + self.experiment_logger.update = len(self.loader) * self._epoch + + if self.cfg.validate_every is not None: + if self.cfg.validate_n_random_basins < 1: + warn_msg = [ + f"Validation set to validate every {self.cfg.validate_every} epoch(s), but ", + "'validate_n_random_basins' not set or set to zero. Will validate on the entire validation set." + ] + LOGGER.warning("".join(warn_msg)) + self.cfg.validate_n_random_basins = self.cfg.number_of_basins + self.validator = self._get_tester() + + if self.cfg.target_noise_std is not None: + self.noise_sampler_y = torch.distributions.Normal(loc=0, scale=self.cfg.target_noise_std) + self._target_mean = torch.from_numpy( + ds.scaler["xarray_means"][self.cfg.target_variables].to_array().values).to(self.device) + self._target_std = torch.from_numpy( + ds.scaler["xarray_stds"][self.cfg.target_variables].to_array().values).to(self.device) + + def train_and_validate(self): + """Train and validate the model. + + Train the model for the number of epochs specified in the run configuration, and perform validation after every + ``validate_every`` epochs. Model and optimizer state are saved after every ``save_weights_every`` epochs. + """ + for epoch in range(self._epoch + 1, self._epoch + self.cfg.epochs + 1): + # set new learning rate + if epoch in self.cfg.learning_rate.keys(): + LOGGER.info(f"Setting learning rate to {self.cfg.learning_rate[epoch]}") + for param_group in self.optimizer.param_groups: + param_group["lr"] = self.cfg.learning_rate[epoch] + + self._train_epoch(epoch=epoch) + avg_loss = self.experiment_logger.summarise() + LOGGER.info(f"Epoch {epoch} average loss: {avg_loss}") + + if epoch % self.cfg.save_weights_every == 0: + self._save_weights_and_optimizer(epoch) + + if (self.validator is not None) and (epoch % self.cfg.validate_every == 0): + self.validator.evaluate(epoch=epoch, + save_results=self.cfg.save_validation_results, + metrics=self.cfg.metrics, + model=self.model, + experiment_logger=self.experiment_logger.valid()) + + valid_metrics = self.experiment_logger.summarise() + if valid_metrics: + print_msg = f" -- Median validation metrics:" + print_msg += ", ".join(f"{key}: {val:.5f}" for key, val in valid_metrics.items()) + LOGGER.info(print_msg) + + # make sure to close tensorboard to avoid losing the last epoch + if self.cfg.log_tensorboard: + self.experiment_logger.stop_tb() + + def _get_start_epoch_number(self): + if self.cfg.is_continue_training: + if self.cfg.continue_from_epoch is not None: + epoch = self.cfg.continue_from_epoch + else: + weight_path = [x for x in sorted(list(self.cfg.run_dir.glob('model_epoch*.pt')))][-1] + epoch = weight_path.name[-6:-3] + else: + epoch = 0 + return int(epoch) + + def _restore_training_state(self): + if self.cfg.continue_from_epoch is not None: + epoch = f"{self.cfg.continue_from_epoch:03d}" + weight_path = self.cfg.base_run_dir / f"model_epoch{epoch}.pt" + else: + weight_path = [x for x in sorted(list(self.cfg.base_run_dir.glob('model_epoch*.pt')))][-1] + epoch = weight_path.name[-6:-3] + + optimizer_path = self.cfg.base_run_dir / f"optimizer_state_epoch{epoch}.pt" + + LOGGER.info(f"Continue training from epoch {int(epoch)}") + self.model.load_state_dict(torch.load(weight_path, map_location=self.device)) + self.optimizer.load_state_dict(torch.load(str(optimizer_path), map_location=self.device)) + + def _save_weights_and_optimizer(self, epoch: int): + weight_path = self.cfg.run_dir / f"model_epoch{epoch:03d}.pt" + torch.save(self.model.state_dict(), str(weight_path)) + + optimizer_path = self.cfg.run_dir / f"optimizer_state_epoch{epoch:03d}.pt" + torch.save(self.optimizer.state_dict(), str(optimizer_path)) + + def _train_epoch(self, epoch: int): + self.model.train() + self.experiment_logger.train() + + # process bar handle + pbar = tqdm(self.loader, file=sys.stdout) + pbar.set_description(f'# Epoch {epoch}') + + # Iterate in batches over training set + nan_count = 0 + for data in pbar: + + for key in data.keys(): + data[key] = data[key].to(self.device) + + # apply possible subclass pre-processing + data = self._pre_model_hook(data) + + # get predictions + predictions = self.model(data) + + if self.noise_sampler_y is not None: + for key in filter(lambda k: 'y' in k, data.keys()): + noise = self.noise_sampler_y.sample(data[key].shape) + # make sure we add near-zero noise to originally near-zero targets + data[key] += (data[key] + self._target_mean / self._target_std) * noise.to(self.device) + + loss = self.loss_obj(predictions, data) + + # early stop training if loss is NaN + if torch.isnan(loss): + nan_count += 1 + if nan_count > self._allow_subsequent_nan_losses: + raise RuntimeError(f"Loss was NaN for {nan_count} times in a row. Stopped training.") + LOGGER.warning(f"Loss is Nan; ignoring step. (#{nan_count}/{self._allow_subsequent_nan_losses})") + else: + nan_count = 0 + + # delete old gradients + self.optimizer.zero_grad() + + # get gradients + loss.backward() + + if self.cfg.clip_gradient_norm is not None: + torch.nn.utils.clip_grad_norm_(self.model.parameters(), self.cfg.clip_gradient_norm) + + # update weights + self.optimizer.step() + + pbar.set_postfix_str(f"Loss: {loss.item():.4f}") + + self.experiment_logger.log_step(loss=loss.item()) + + def _set_random_seeds(self): + if self.cfg.seed is None: + self.cfg.seed = int(np.random.uniform(low=0, high=1e6)) + + # fix random seeds for various packages + random.seed(self.cfg.seed) + np.random.seed(self.cfg.seed) + torch.cuda.manual_seed(self.cfg.seed) + torch.manual_seed(self.cfg.seed) + + def _set_device(self): + if self.cfg.device is not None: + if self.cfg.device.startswith("cuda"): + gpu_id = int(self.cfg.device.split(':')[-1]) + if gpu_id > torch.cuda.device_count(): + raise RuntimeError(f"This machine does not have GPU #{gpu_id} ") + else: + self.device = torch.device(self.cfg.device) + else: + self.device = torch.device("cpu") + else: + self.device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + LOGGER.info(f"### Device {self.device} will be used for training") + + def _create_folder_structure(self): + # create as subdirectory within run directory of base run + if self.cfg.is_continue_training: + folder_name = f"continue_training_from_epoch{self._epoch:03d}" + + # store dir of base run for easier access in weight loading + self.cfg.base_run_dir = self.cfg.run_dir + self.cfg.run_dir = self.cfg.run_dir / folder_name + + # create as new folder structure + else: + now = datetime.now() + day = f"{now.day}".zfill(2) + month = f"{now.month}".zfill(2) + hour = f"{now.hour}".zfill(2) + minute = f"{now.minute}".zfill(2) + second = f"{now.second}".zfill(2) + run_name = f'{self.cfg.experiment_name}_{day}{month}_{hour}{minute}{second}' + + # if no directory for the runs is specified, a 'runs' folder will be created in the current working dir + if self.cfg.run_dir is None: + self.cfg.run_dir = Path().cwd() / "runs" / run_name + else: + self.cfg.run_dir = self.cfg.run_dir / run_name + + # create folder + necessary subfolder + if not self.cfg.run_dir.is_dir(): + self.cfg.train_dir = self.cfg.run_dir / "train_data" + self.cfg.train_dir.mkdir(parents=True) + else: + raise RuntimeError(f"There is already a folder at {self.cfg.run_dir}") + if self.cfg.log_n_figures is not None: + self.cfg.img_log_dir = self.cfg.run_dir / "img_log" + self.cfg.img_log_dir.mkdir(parents=True) + + def _pre_model_hook(self, data: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: + return data diff --git a/neuralhydrology/training/logger.py b/neuralhydrology/training/logger.py new file mode 100644 index 00000000..6fe102bf --- /dev/null +++ b/neuralhydrology/training/logger.py @@ -0,0 +1,162 @@ +import subprocess +from collections import defaultdict +from pathlib import Path +from typing import Dict, Union, List + +import matplotlib as mpl +import numpy as np +from torch.utils.tensorboard import SummaryWriter + +from neuralhydrology.__about__ import __version__ +from neuralhydrology.utils.config import Config + + +class Logger(object): + """Class that logs runs to tensorboard and saves plots to disk. + + Parameters + ---------- + cfg : Config + The run configuration. + """ + + def __init__(self, cfg: Config): + self._train = True + self.log_interval = cfg.log_interval + self.log_dir = cfg.run_dir + self._img_log_dir = cfg.img_log_dir + + # get git commit hash if folder is a git repository + current_dir = str(Path(__file__).absolute().parent) + if subprocess.call(["git", "-C", current_dir, "branch"], stderr=subprocess.DEVNULL, + stdout=subprocess.DEVNULL) == 0: + git_output = subprocess.check_output(["git", "-C", current_dir, "describe", "--always"]) + cfg.log_only('commit_hash', git_output.strip().decode('ascii')) + + # Additionally, the package version is stored in the config + cfg.log_only("package_version", __version__) + + # store a copy of the config into the run folder + cfg.dump_config(folder=self.log_dir) + + self.epoch = 0 + self.update = 0 + self._metrics = defaultdict(list) + self.writer = None + + @property + def tag(self): + return "train" if self._train else "valid" + + def train(self) -> 'Logger': + """Set logging to training period. + + Returns + ------- + Logger + The Logger instance, set to training mode. + """ + self._train = True + return self + + def valid(self) -> 'Logger': + """Set logging to validation period. + + Returns + ------- + Logger + The Logger instance, set to validation mode. + """ + self._train = False + return self + + def start_tb(self): + """ Start tensorboard logging. """ + self.writer = SummaryWriter(log_dir=str(self.log_dir)) + + def stop_tb(self): + """ Stop tensorboard logging. """ + if self.writer is not None: + self.writer.flush() + self.writer.close() + self.writer = None + + def log_figures(self, figures: List[mpl.figure.Figure], freq: str, preamble: str = ""): + """Log matplotlib figures as to disk. + + Parameters + ---------- + figures : List[mpl.figure.Figure] + List of figures to save. + freq : str + Prediction frequency of the figures. + preamble : str, optional + Prefix to prepend to the figures' file names. + """ + if self.writer is not None: + self.writer.add_figure(f'validation/timeseries/{freq}', figures, global_step=self.epoch) + + for idx, figure in enumerate(figures): + figure.savefig(Path(self._img_log_dir, preamble + f'_freq{freq}_epoch{self.epoch}_{idx + 1}'), dpi=300) + + def log_step(self, **kwargs): + """Log the results of a single step within an epoch. + + Parameters + ---------- + **kwargs + Key-value pairs of metric names and values. + """ + for k, v in kwargs.items(): + self._metrics[k].append(v) + + if not self._train: + return + + self.update += 1 + + if self.log_interval <= 0 or self.writer is None: + return + + if self.update % self.log_interval == 0: + tag = self.tag + for k, v in kwargs.items(): + self.writer.add_scalar('/'.join([tag, k]), v, self.update) + + def summarise(self) -> Union[float, Dict[str, float]]: + """"Log the results of the entire training or validation epoch. + + Returns + ------- + Union[float, Dict[str, float]] + Average loss if training is summarized, else a dict mapping metric names to median metric values. + """ + # summarize statistics of training epoch + if self._train: + self.epoch += 1 + + # summarize training + avg_loss = np.nanmean(self._metrics["loss"]) if self._metrics["loss"] else np.nan + + if self.writer is not None: + self.writer.add_scalar('/'.join([self.tag, 'avg_loss']), avg_loss, self.epoch) + + # summarize validation + else: + if self.writer is not None: + for k, v in self._metrics.items(): + means = np.nanmean(v) if v else np.nan + medians = np.nanmedian(v) if v else np.nan + self.writer.add_scalar('/'.join([self.tag, f'mean_{k.lower()}']), means, self.epoch) + self.writer.add_scalar('/'.join([self.tag, f'median_{k.lower()}']), medians, self.epoch) + + # return value for print in console + if self._train: + value = avg_loss + else: + value = {key: np.median(val) for key, val in self._metrics.items()} + + # clear buffer + self._metrics = defaultdict(list) + + return value diff --git a/neuralhydrology/training/loss.py b/neuralhydrology/training/loss.py new file mode 100644 index 00000000..5af7b362 --- /dev/null +++ b/neuralhydrology/training/loss.py @@ -0,0 +1,252 @@ +from typing import Dict, List, Tuple + +import numpy as np +import torch + +from neuralhydrology.training.regularization import BaseRegularization +from neuralhydrology.utils.config import Config + +ONE_OVER_2PI_SQUARED = 1.0 / np.sqrt(2.0 * np.pi) + + +class BaseLoss(torch.nn.Module): + """Base loss class. + + All losses extend this class by implementing `_get_loss`. + + Parameters + ---------- + cfg : Config + The run configuration. + prediction_keys : List[str] + List of keys that will be predicted. During the forward pass, the passed `prediction` dict + must contain these keys. Note that the keys listed here should be without frequency identifier. + ground_truth_keys : List[str] + List of ground truth keys that will be needed to compute the loss. During the forward pass, the + passed `data` dict must contain these keys. Note that the keys listed here should be without + frequency identifier. + additional_data : List[str], optional + Additional list of keys that will be taken from `data` in the forward pass to compute the loss. + For instance, this parameter can be used to pass the variances that are needed to compute an NSE. + """ + + def __init__(self, + cfg: Config, + prediction_keys: List[str], + ground_truth_keys: List[str], + additional_data: List[str] = None): + super(BaseLoss, self).__init__() + self._predict_last_n = _get_predict_last_n(cfg) + self._frequencies = [f for f in self._predict_last_n.keys() if f not in cfg.no_loss_frequencies] + + self._regularization_terms = [] + + # names of ground truth and prediction keys to be unpacked and subset to predict_last_n items. + self._prediction_keys = prediction_keys + self._ground_truth_keys = ground_truth_keys + + # subclasses can use this list to register inputs to be unpacked during the forward call + # and passed as kwargs to _get_loss() without subsetting. + self._additional_data = [] + if additional_data is not None: + self._additional_data = additional_data + + def forward(self, prediction: Dict[str, torch.Tensor], data: Dict[str, torch.Tensor]) -> torch.Tensor: + """Calculate the loss. + + Parameters + ---------- + prediction : Dict[str, torch.Tensor] + Dictionary of predictions for each frequency. If more than one frequency is predicted, + the keys must have suffixes ``_{frequency}``. For the required keys, refer to the documentation + of the concrete loss. + data : Dict[str, torch.Tensor] + Dictionary of ground truth data for each frequency. If more than one frequency is predicted, + the keys must have suffixes ``_{frequency}``. For the required keys, refer to the documentation + of the concrete loss. + + Returns + ------- + torch.Tensor + The calculated loss. + """ + # unpack loss-specific additional arguments + kwargs = {key: data[key] for key in self._additional_data} + + losses = [] + prediction_sub, ground_truth_sub = {}, {} + for freq in self._frequencies: + if self._predict_last_n[freq] == 0: + continue # no predictions for this frequency + freq_suffix = '' if freq == '' else f'_{freq}' + + # apply predict_last_n and mask + freq_pred, freq_gt = self._subset({key: prediction[f'{key}{freq_suffix}'] for key in self._prediction_keys}, + {key: data[f'{key}{freq_suffix}'] for key in self._ground_truth_keys}, + self._predict_last_n[freq]) + # remember subsets for multi-frequency component + prediction_sub.update({f'{key}{freq_suffix}': freq_pred[key] for key in freq_pred.keys()}) + ground_truth_sub.update({f'{key}{freq_suffix}': freq_gt[key] for key in freq_gt.keys()}) + + losses.append(self._get_loss(freq_pred, freq_gt, **kwargs)) + + loss = torch.mean(torch.stack(losses)) + for regularization in self._regularization_terms: + loss = loss + regularization(prediction_sub, ground_truth_sub, + {k: v for k, v in prediction.items() if k not in self._prediction_keys}) + return loss + + def _subset(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], predict_last_n: int) \ + -> Tuple[Dict[str, torch.Tensor], Dict[str, torch.Tensor]]: + ground_truth_sub = {key: gt[:, -predict_last_n:, :] for key, gt in ground_truth.items()} + prediction_sub = {key: pred[:, -predict_last_n:, :] for key, pred in prediction.items()} + + return prediction_sub, ground_truth_sub + + def _get_loss(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], **kwargs): + raise NotImplementedError + + def set_regularization_terms(self, regularization_modules: List[BaseRegularization]): + """Register the passed regularization terms to be added to the loss function. + + Parameters + ---------- + regularization_modules : List[BaseRegularization] + List of regularization functions to be added to the loss during `forward`. + """ + self._regularization_terms = regularization_modules + + +class MaskedMSELoss(BaseLoss): + """Mean squared error loss. + + To use this loss in a forward pass, the passed `prediction` dict must contain + the key ``y_hat``, and the `data` dict must contain ``y``. + + Parameters + ---------- + cfg : Config + The run configuration. + """ + + def __init__(self, cfg: Config): + super(MaskedMSELoss, self).__init__(cfg, ['y_hat'], ['y']) + + def _get_loss(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], **kwargs): + mask = ~torch.isnan(ground_truth['y']) + loss = 0.5 * torch.mean((prediction['y_hat'][mask] - ground_truth['y'][mask])**2) + return loss + + +class MaskedRMSELoss(BaseLoss): + """Root mean squared error loss. + + To use this loss in a forward pass, the passed `prediction` dict must contain + the key ``y_hat``, and the `data` dict must contain ``y``. + + Parameters + ---------- + cfg : Config + The run configuration. + """ + + def __init__(self, cfg: Config): + super(MaskedRMSELoss, self).__init__(cfg, ['y_hat'], ['y']) + + def _get_loss(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], **kwargs): + mask = ~torch.isnan(ground_truth['y']) + loss = torch.sqrt(0.5 * torch.mean((prediction['y_hat'][mask] - ground_truth['y'][mask])**2)) + return loss + + +class MaskedNSELoss(BaseLoss): + """Basin-averaged Nash--Sutcliffe Model Efficiency Coefficient loss. + + To use this loss in a forward pass, the passed `prediction` dict must contain + the key ``y_hat``, and the `data` dict must contain ``y`` and ``per_basin_target_stds``. + + A description of the loss function is available in [#]_. + + Parameters + ---------- + cfg : Config + The run configuration. + eps: float, optional + Small constant for numeric stability. + + References + ---------- + .. [#] Kratzert, F., Klotz, D., Shalev, G., Klambauer, G., Hochreiter, S., and Nearing, G.: "Towards learning + universal, regional, and local hydrological behaviors via machine learning applied to large-sample datasets" + *Hydrology and Earth System Sciences*, 2019, 23, 5089-5110, doi:10.5194/hess-23-5089-2019 + """ + + def __init__(self, cfg: Config, eps: float = 0.1): + super(MaskedNSELoss, self).__init__(cfg, ['y_hat'], ['y'], additional_data=['per_basin_target_stds']) + self.eps = eps + + def _get_loss(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], **kwargs): + mask = ~torch.isnan(ground_truth['y']) + y_hat = prediction['y_hat'][mask] + y = ground_truth['y'][mask] + per_basin_target_stds = kwargs['per_basin_target_stds'] + # expand dimension 1 to predict_last_n + per_basin_target_stds = per_basin_target_stds.expand_as(prediction['y_hat'])[mask] + + squared_error = (y_hat - y)**2 + weights = 1 / (per_basin_target_stds + self.eps)**2 + scaled_loss = weights * squared_error + return torch.mean(scaled_loss) + + +class MaskedWeightedNSELoss(BaseLoss): + """Basin-averaged Nash--Sutcliffe Model Efficiency Coefficient loss. + + This loss function weights multiple outputs according to user-specified weights in the + config argument 'target_loss_weights'. To use this loss in a forward pass, the passed + `prediction` dict must contain the key ``y_hat``, and the `data` dict must contain + ``y`` and ``per_basin_target_stds``. + + Parameters + ---------- + cfg : Config + The run configuration. + eps: float, optional + Small constant for numeric stability. + """ + + def __init__(self, cfg: Config, eps: float = 0.1): + super(MaskedWeightedNSELoss, self).__init__(cfg, ['y_hat'], ['y'], additional_data=['per_basin_target_stds']) + + self.eps = eps + + if cfg.target_loss_weights is None: + raise ValueError('target_loss_weights must be specified for WeightedNSELoss') + elif len(cfg.target_loss_weights) != len(cfg.target_variables): + raise ValueError("Number of loss weights must be equal to the number of target_variables.") + else: + self._loss_weights = torch.tensor(cfg.target_loss_weights).to(cfg.device) + + def _get_loss(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], **kwargs): + + mask = ~torch.isnan(ground_truth['y']) + y_hat = prediction['y_hat'] * torch.sqrt(self._loss_weights) + y = ground_truth['y'] * torch.sqrt(self._loss_weights) + + per_basin_target_stds = kwargs['per_basin_target_stds'] + per_basin_target_stds = per_basin_target_stds.expand_as(prediction['y_hat']) + + squared_error = (y_hat[mask] - y[mask])**2 + norm_factor = 1 / (per_basin_target_stds[mask] + self.eps)**2 + scaled_loss = norm_factor * squared_error + + return torch.mean(scaled_loss) + + +def _get_predict_last_n(cfg: Config) -> dict: + predict_last_n = cfg.predict_last_n + if isinstance(predict_last_n, int): + predict_last_n = {'': predict_last_n} + if len(predict_last_n) == 1: + predict_last_n = {'': list(predict_last_n.values())[0]} # if there's only one frequency, we omit its identifier + return predict_last_n diff --git a/neuralhydrology/training/regularization.py b/neuralhydrology/training/regularization.py new file mode 100644 index 00000000..e39485a3 --- /dev/null +++ b/neuralhydrology/training/regularization.py @@ -0,0 +1,105 @@ +from typing import Dict + +import pandas as pd +import torch + +from neuralhydrology.data.utils import sort_frequencies +from neuralhydrology.utils.config import Config + + +class BaseRegularization(torch.nn.Module): + """Base class for regularization terms. + + Regularization terms subclass this class by implementing the `forward` method. + + Parameters + ---------- + cfg: Config + The run configuration. + """ + + def __init__(self, cfg: Config): + super(BaseRegularization, self).__init__() + self.cfg = cfg + + def forward(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], + other_model_data: Dict[str, torch.Tensor]) -> torch.Tensor: + """Calculate the regularization term. + + Parameters + ---------- + prediction : Dict[str, torch.Tensor] + Dictionary of predicted variables for each frequency. If more than one frequency is predicted, + the keys must have suffixes ``_{frequency}``. For the required keys, refer to the documentation + of the concrete loss. + ground_truth : Dict[str, torch.Tensor] + Dictionary of ground truth variables for each frequency. If more than one frequency is predicted, + the keys must have suffixes ``_{frequency}``. For the required keys, refer to the documentation + of the concrete loss. + other_model_data : Dict[str, torch.Tensor] + Dictionary of all remaining keys-value pairs in the prediction dictionary that are not directly linked to + the model predictions but can be useful for regularization purposes, e.g. network internals, weights etc. + + Returns + ------- + torch.Tensor + The regularization value. + """ + raise NotImplementedError + + +class TiedFrequencyMSERegularization(BaseRegularization): + """Regularization that penalizes inconsistent predictions across frequencies. + + This regularization can only be used if at least two frequencies are predicted. For each pair of adjacent + frequencies f and f', where f is a higher frequency than f', it aggregates the f-predictions to f' and calculates + the mean squared deviation between f' and aggregated f. + + Parameters + ---------- + cfg : Config + The run configuration. + + Raises + ------ + ValueError + If the run configuration only predicts one frequency. + """ + + def __init__(self, cfg: Config): + super(TiedFrequencyMSERegularization, self).__init__(cfg) + self._frequencies = sort_frequencies( + [f for f in cfg.use_frequencies if cfg.predict_last_n[f] > 0 and f not in cfg.no_loss_frequencies]) + + if len(self._frequencies) < 2: + raise ValueError("TiedFrequencyMSERegularization needs at least two frequencies.") + + def forward(self, prediction: Dict[str, torch.Tensor], ground_truth: Dict[str, torch.Tensor], + *args) -> torch.Tensor: + """Calculate the sum of mean squared deviations between adjacent predicted frequencies. + + Parameters + ---------- + prediction : Dict[str, torch.Tensor] + Dictionary containing ``y_hat_{frequency}`` for each frequency. + ground_truth : Dict[str, torch.Tensor] + Dictionary continaing ``y_{frequency}`` for each frequency. + + Returns + ------- + torch.Tensor + The sum of mean squared deviations for each pair of adjacent frequencies. + """ + + loss = 0 + for idx, freq in enumerate(self._frequencies): + if idx == 0: + continue + frequency_factor = pd.to_timedelta(self._frequencies[idx - 1]) // pd.to_timedelta(freq) + freq_pred = prediction[f'y_hat_{freq}'] + mean_freq_pred = freq_pred.view(freq_pred.shape[0], freq_pred.shape[1] // frequency_factor, + frequency_factor, -1).mean(dim=2) + lower_freq_pred = prediction[f'y_hat_{self._frequencies[idx - 1]}'][:, -mean_freq_pred.shape[1]:] + loss = loss + torch.mean((lower_freq_pred - mean_freq_pred)**2) + + return loss diff --git a/neuralhydrology/training/train.py b/neuralhydrology/training/train.py new file mode 100644 index 00000000..e98419a6 --- /dev/null +++ b/neuralhydrology/training/train.py @@ -0,0 +1,19 @@ +from neuralhydrology.training.basetrainer import BaseTrainer +from neuralhydrology.utils.config import Config + + +def start_training(cfg: Config): + """Start model training. + + Parameters + ---------- + cfg : Config + The run configuration. + + """ + if cfg.head.lower() in ['regression']: + trainer = BaseTrainer(cfg=cfg) + else: + raise ValueError(f"Unknown head {cfg.head}.") + trainer.initialize_training() + trainer.train_and_validate() diff --git a/neuralhydrology/utils/__init__.py b/neuralhydrology/utils/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/neuralhydrology/utils/config.py b/neuralhydrology/utils/config.py new file mode 100644 index 00000000..85abd525 --- /dev/null +++ b/neuralhydrology/utils/config.py @@ -0,0 +1,604 @@ +import warnings +from collections import OrderedDict +from pathlib import Path +from typing import Dict, List, Union, Any + +import pandas as pd +from ruamel.yaml import YAML + + +class Config(object): + + def __init__(self, cfg_path: Path): + """Read run configuration from the specified path and parse it into a dict. + + During parsing, config keys that contain 'dir', 'file', or 'path' will be converted to pathlib.Path instances. + Configuration keys ending with '_date' will be parsed to pd.Timestamps. The expected format is DD/MM/YYYY. + + Parameters + ---------- + cfg_path : Path + Path to the config file. + """ + self._cfg = self._read_config(cfg_path=cfg_path) + + def as_dict(self) -> dict: + """Return run configuration as dictionary. + + Returns + ------- + dict + The run configuration, as defined in the .yml file. + """ + return self._cfg + + def dump_config(self, folder: Path, filename: str = 'config.yml'): + """Save the run configuration as a .yml file to disk. + + Parameters + ---------- + folder : Path + Folder in which the configuration will be stored. + filename : str, optional + Name of the file that will be stored. Default: 'config.yml'. + + Raises + ------ + FileExistsError + If the specified folder already contains a file named `filename`. + """ + cfg_path = folder / filename + if not cfg_path.exists(): + with cfg_path.open('w') as fp: + temp_cfg = {} + for key, val in self._cfg.items(): + if any([key.endswith(x) for x in ['_dir', '_path', '_file', '_files']]): + if isinstance(val, list): + temp_list = [] + for elem in val: + temp_list.append(str(elem)) + temp_cfg[key] = temp_list + else: + temp_cfg[key] = str(val) + elif key.endswith('_date'): + if isinstance(val, list): + temp_list = [] + for elem in val: + temp_list.append(elem.strftime(format="%d/%m/%Y")) + temp_cfg[key] = temp_list + else: + # Ignore None's due to e.g. using a per_basin_period_file + if isinstance(val, pd.Timestamp): + temp_cfg[key] = val.strftime(format="%d/%m/%Y") + else: + temp_cfg[key] = val + + yaml = YAML() + yaml.dump(dict(OrderedDict(sorted(temp_cfg.items()))), fp) + else: + FileExistsError(cfg_path) + + def log_only(self, key: str, value: Any): + """Log any key-value pair into config. These are not accessible as properties and are set-only. + + This can be used to e.g. log git commit hash id or package version to the config, with the sole purpose to + document these values in the config that is saved to disk. + + Parameters + ---------- + key : str + The dictionary key + value : Any + The argument to store + """ + self._cfg[key] = value + + def update_config(self, cfg_path: Path): + """Update config arguments. + + Useful e.g. in the context of fine-tuning or when continuing to train from a checkpoint to adapt for example the + learning rate, train basin files or anything else. + + Parameters + ---------- + cfg_path : Path + Path to the new config file. Each argument specified in this file will overwrite the existing config + argument. + """ + new_config = self._read_config(cfg_path=cfg_path) + for key, val in new_config.items(): + self._cfg[key] = val + + def _as_default_list(self, value: Any) -> list: + if value is None: + return [] + elif isinstance(value, list): + return value + else: + return [value] + + def _get_value_verbose(self, key: str) -> Union[float, int, str, list, dict, Path, pd.Timestamp]: + """Use this function internally to return attributes of the config that are mandatory""" + if key not in self._cfg.keys(): + raise ValueError(f"{key} is not specified in the config (.yml).") + elif self._cfg[key] is None: + raise ValueError(f"{key} is mandatory but 'None' in the config.") + else: + return self._cfg[key] + + @staticmethod + def _parse_config(cfg: dict) -> dict: + for key, val in cfg.items(): + # convert all path strings to PosixPath objects + if any([key.endswith(x) for x in ['_dir', '_path', '_file', '_files']]): + if (val is not None) and (val != "None"): + if isinstance(val, list): + temp_list = [] + for element in val: + temp_list.append(Path(element)) + cfg[key] = temp_list + else: + cfg[key] = Path(val) + else: + cfg[key] = None + + # convert Dates to pandas Datetime indexs + elif key.endswith('_date'): + if isinstance(val, list): + temp_list = [] + for elem in val: + temp_list.append(pd.to_datetime(elem, format='%d/%m/%Y')) + cfg[key] = temp_list + else: + cfg[key] = pd.to_datetime(val, format='%d/%m/%Y') + + else: + pass + + # Add more config parsing if necessary + return cfg + + def _read_config(self, cfg_path: Path): + if cfg_path.exists(): + with cfg_path.open('r') as fp: + yaml = YAML(typ="safe") + cfg = yaml.load(fp) + else: + raise FileNotFoundError(cfg_path) + + cfg = self._parse_config(cfg) + + return cfg + + @property + def additional_feature_files(self) -> List[Path]: + return self._as_default_list(self._cfg.get("additional_feature_files", None)) + + @property + def allow_subsequent_nan_losses(self) -> int: + return self._cfg.get("allow_subsequent_nan_losses", 0) + + @property + def base_run_dir(self) -> Path: + return self._get_value_verbose("base_run_dir") + + @base_run_dir.setter + def base_run_dir(self, folder: Path): + self._cfg["base_run_dir"] = folder + + @property + def batch_size(self) -> int: + return self._get_value_verbose("batch_size") + + @property + def cache_validation_data(self) -> bool: + return self._cfg.get("cache_validation_data", True) + + @property + def camels_attributes(self) -> List[str]: + return self._as_default_list(self._cfg.get("camels_attributes", [])) + + @property + def checkpoint_path(self) -> Path: + return self._cfg.get("checkpoint_path", None) + + @property + def clip_gradient_norm(self) -> float: + return self._cfg.get("clip_gradient_norm", None) + + @property + def clip_targets_to_zero(self) -> List[str]: + return self._as_default_list(self._cfg.get("clip_targets_to_zero", [])) + + @property + def continue_from_epoch(self) -> int: + return self._cfg.get("continue_from_epoch", None) + + @property + def data_dir(self) -> Path: + return self._get_value_verbose("data_dir") + + @property + def dataset(self) -> str: + return self._get_value_verbose("dataset") + + @property + def device(self) -> str: + return self._cfg.get("device", None) + + @device.setter + def device(self, device: str): + if device == "cpu" or device.startswith("cuda:"): + self._cfg["device"] = device + else: + raise ValueError("'device' must be either 'cpu' or a 'cuda:X', with 'X' being the GPU ID.") + + @property + def dynamic_inputs(self) -> Union[List[str], Dict[str, List[str]]]: + return self._get_value_verbose("dynamic_inputs") + + @property + def embedding_activation(self) -> str: + return self._cfg.get("embedding_activation", "tanh") + + @property + def embedding_dropout(self) -> float: + return self._cfg.get("embedding_dropout", 0.0) + + @property + def embedding_hiddens(self) -> List[int]: + return self._as_default_list(self._cfg.get("embedding_hiddens", [])) + + @property + def epochs(self) -> int: + return self._get_value_verbose("epochs") + + @property + def experiment_name(self) -> str: + if self._cfg.get("experiment_name", None) is None: + return "run" + else: + return self._cfg["experiment_name"] + + @property + def forcings(self) -> List[str]: + return self._as_default_list(self._get_value_verbose("forcings")) + + @property + def head(self) -> str: + return self._get_value_verbose("head") + + @property + def hidden_size(self) -> Union[int, Dict[str, int]]: + return self._get_value_verbose("hidden_size") + + @property + def hydroatlas_attributes(self) -> List[str]: + return self._as_default_list(self._cfg.get("hydroatlas_attributes", [])) + + @property + def img_log_dir(self) -> Path: + return self._cfg.get("img_log_dir", None) + + @img_log_dir.setter + def img_log_dir(self, folder: Path): + self._cfg["img_log_dir"] = folder + + @property + def initial_forget_bias(self) -> float: + return self._cfg.get("initial_forget_bias", None) + + @property + def is_continue_training(self) -> bool: + return self._cfg.get("is_continue_training", False) + + @is_continue_training.setter + def is_continue_training(self, flag: bool): + self._cfg["is_continue_training"] = flag + + @property + def learning_rate(self) -> Dict[int, float]: + if ("learning_rate" in self._cfg.keys()) and (self._cfg["learning_rate"] is not None): + if isinstance(self._cfg["learning_rate"], float): + return {0: self._cfg["learning_rate"]} + elif isinstance(self._cfg["learning_rate"], dict): + return self._cfg["learning_rate"] + else: + raise ValueError("Unsupported data type for learning rate. Use either dict (epoch to float) or float.") + else: + raise ValueError("No learning rate specified in the config (.yml).") + + @property + def log_interval(self) -> int: + return self._cfg.get("log_interval", 10) + + @property + def log_n_figures(self) -> int: + if (self._cfg.get("log_n_figures", None) is None) or (self._cfg["log_n_figures"] < 1): + return 0 + else: + return self._cfg["log_n_figures"] + + @property + def log_tensorboard(self) -> bool: + return self._cfg.get("log_tensorboard", True) + + @property + def loss(self) -> str: + return self._get_value_verbose("loss") + + @loss.setter + def loss(self, loss: str): + self._cfg["loss"] = loss + + @property + def mc_dropout(self) -> bool: + return self._cfg.get("mc_dropout", False) + + @property + def metrics(self) -> Union[List[str], Dict[str, List[str]]]: + return self._cfg.get("metrics", []) + + @metrics.setter + def metrics(self, metrics: Union[str, List[str], Dict[str, List[str]]]): + self._cfg["metrics"] = metrics + + @property + def model(self) -> str: + return self._get_value_verbose("model") + + @property + def n_distributions(self) -> int: + return self._get_value_verbose("n_distributions") + + @property + def n_samples(self) -> int: + return self._get_value_verbose("n_samples") + + @property + def n_taus(self) -> int: + return self._get_value_verbose("n_taus") + + @property + def negative_sample_handling(self) -> str: + return self._cfg.get("negative_sample_handling", None) + + @property + def negative_sample_max_retries(self) -> int: + return self._get_value_verbose("negative_sample_max_retries") + + @property + def no_loss_frequencies(self) -> list: + return self._as_default_list(self._cfg.get("no_loss_frequencies", [])) + + @property + def num_workers(self) -> int: + return self._cfg.get("num_workers", 0) + + @property + def number_of_basins(self) -> int: + return self._get_value_verbose("number_of_basins") + + @number_of_basins.setter + def number_of_basins(self, num_basins: int): + self._cfg["number_of_basins"] = num_basins + + @property + def ode_method(self) -> str: + return self._cfg.get("ode_method", "euler") + + @property + def ode_num_unfolds(self) -> int: + return self._cfg.get("ode_num_unfolds", 4) + + @property + def ode_random_freq_lower_bound(self) -> str: + return self._get_value_verbose("ode_random_freq_lower_bound") + + @property + def optimizer(self) -> str: + return self._get_value_verbose("optimizer") + + @property + def output_activation(self) -> str: + return self._cfg.get("output_activation", "linear") + + @property + def output_dropout(self) -> float: + return self._cfg.get("output_dropout", 0.0) + + @property + def per_basin_test_periods_file(self) -> Path: + return self._cfg.get("per_basin_test_periods_file", None) + + @property + def per_basin_train_periods_file(self) -> Path: + return self._cfg.get("per_basin_train_periods_file", None) + + @property + def per_basin_validation_periods_file(self) -> Path: + return self._cfg.get("per_basin_validation_periods_file", None) + + @property + def per_frequency_lstm(self) -> bool: + return self._cfg.get("per_frequency_lstm", True) + + @property + def predict_last_n(self) -> Union[int, Dict[str, int]]: + return self._get_value_verbose("predict_last_n") + + @property + def rating_curve_file(self) -> Path: + return self._get_value_verbose("rating_curve_file") + + @property + def regularization(self) -> List[str]: + return self._as_default_list(self._cfg.get("regularization", [])) + + @property + def run_dir(self) -> Path: + return self._cfg.get("run_dir", None) + + @run_dir.setter + def run_dir(self, folder: Path): + self._cfg["run_dir"] = folder + + @property + def save_train_data(self) -> bool: + return self._cfg.get("save_train_data", False) + + @property + def save_validation_results(self) -> bool: + return self._cfg.get("save_validation_results", False) + + @property + def save_weights_every(self) -> int: + return self._cfg.get("save_weights_every", 1) + + @property + def seed(self) -> int: + return self._cfg.get("seed", None) + + @seed.setter + def seed(self, seed: int): + if self._cfg.get("seed", None) is None: + self._cfg["seed"] = seed + else: + raise RuntimeError("Seed was already specified and can't be replaced") + + @property + def seq_length(self) -> Union[int, Dict[str, int]]: + return self._get_value_verbose("seq_length") + + @property + def static_inputs(self) -> List[str]: + return self._as_default_list(self._cfg.get("static_inputs", [])) + + @property + def target_loss_weights(self) -> List[float]: + return self._cfg.get("target_loss_weights", None) + + @property + def target_noise_std(self) -> float: + if (self._cfg.get("target_noise_std", None) is None) or (self._cfg["target_noise_std"] == 0): + return None + else: + return self._cfg["target_noise_std"] + + @property + def target_variables(self) -> List[str]: + if "target_variables" in self._cfg.keys(): + return self._cfg["target_variables"] + elif "target_variable" in self._cfg.keys(): + warnings.warn("'target_variable' will be deprecated. Use 'target_variables' in the future", FutureWarning) + return self._cfg["target_variable"] + else: + raise ValueError("No target variables ('target_variables') defined in the config.") + + @property + def tau_down(self) -> float: + return self._get_value_verbose("tau_down") + + @property + def tau_up(self) -> float: + return self._get_value_verbose("tau_up") + + @property + def test_basin_file(self) -> Path: + return self._get_value_verbose("test_basin_file") + + @property + def test_end_date(self) -> pd.Timestamp: + return self._get_value_verbose("test_end_date") + + @property + def test_start_date(self) -> pd.Timestamp: + return self._get_value_verbose("test_start_date") + + @property + def train_basin_file(self) -> Path: + return self._get_value_verbose("train_basin_file") + + @property + def train_data_file(self) -> Path: + return self._cfg.get("train_data_file", None) + + @property + def train_dir(self) -> Path: + return self._cfg.get("train_dir", None) + + @train_dir.setter + def train_dir(self, folder: Path): + self._cfg["train_dir"] = folder + + @property + def train_end_date(self) -> pd.Timestamp: + return self._get_value_verbose("train_end_date") + + @property + def train_start_date(self) -> pd.Timestamp: + return self._get_value_verbose("train_start_date") + + @property + def transfer_multifreq_states(self) -> Dict[str, str]: + return self._cfg.get("transfer_multifreq_states", {'h': 'linear', 'c': 'linear'}) + + @property + def umal_extend_batch(self) -> bool: + return self._cfg.get("umal_extend_batch", False) + + @property + def use_basin_id_encoding(self) -> bool: + return self._cfg.get("use_basin_id_encoding", False) + + @property + def use_frequencies(self) -> List[str]: + return self._as_default_list(self._cfg.get("use_frequencies", [])) + + @property + def validate_every(self) -> int: + if (self._cfg.get("validate_every", None) is None) or (self._cfg["validate_every"] < 1): + return None + else: + return self._cfg["validate_every"] + + @property + def validate_n_random_basins(self) -> int: + if (self._cfg.get("validate_n_random_basins", None) is None) or (self._cfg["validate_n_random_basins"] < 1): + return 0 + else: + return self._cfg["validate_n_random_basins"] + + @validate_n_random_basins.setter + def validate_n_random_basins(self, n_basins: int): + self._cfg["validate_n_random_basins"] = n_basins + + @property + def validation_basin_file(self) -> Path: + return self._get_value_verbose("validation_basin_file") + + @property + def validation_end_date(self) -> pd.Timestamp: + return self._get_value_verbose("validation_end_date") + + @property + def validation_start_date(self) -> pd.Timestamp: + return self._get_value_verbose("validation_start_date") + + @property + def verbose(self) -> int: + """Defines level of verbosity. + + 0: Only log info messages, don't show progress bars + 1: Log info messages and show progress bars + + Returns + ------- + int + Level of verbosity. + """ + return self._cfg.get("verbose", 1) + + @property + def zero_center_target(self) -> bool: + return self._cfg.get("zero_center_target", True) diff --git a/neuralhydrology/utils/configutils.py b/neuralhydrology/utils/configutils.py new file mode 100644 index 00000000..4223fc24 --- /dev/null +++ b/neuralhydrology/utils/configutils.py @@ -0,0 +1,45 @@ +"""Utility script to generate config files from a base config and a defined set of variations""" +import itertools +from pathlib import Path +from typing import Dict + +from neuralhydrology.utils.config import Config + + +def create_config_files(base_config_path: Path, modify_dict: Dict[str, list], output_dir: Path): + """Create configs, given a base config and a dictionary of parameters to modify. + + This function will create one config file for each combination of parameters defined in the modify_dict. + + Parameters + ---------- + base_config_path : Path + Path to a base config file (.yml) + modify_dict : dict + Dictionary, mapping from parameter names to lists of possible parameter values. + output_dir : Path + Path to a folder where the generated configs will be stored + """ + if not output_dir.is_dir(): + output_dir.mkdir(parents=True) + + # load base config as dictionary + base_config = Config(base_config_path) + experiment_name = base_config.experiment_name + option_names = list(modify_dict.keys()) + + # iterate over each possible combination of hyper parameters + for i, options in enumerate(itertools.product(*[val for val in modify_dict.values()])): + + for key, val in zip(option_names, options): + base_config.log_only(key, val) + + # create a unique run name + name = experiment_name + for key, val in zip(option_names, options): + name += f"_{key}{val}" + base_config.log_only("experiment_name", name) + + base_config.dump_config(output_dir, f"config_{i+1}.yml") + + print(f"Finished. Configs are stored in {output_dir}") diff --git a/neuralhydrology/utils/errors.py b/neuralhydrology/utils/errors.py new file mode 100644 index 00000000..bd9b4a07 --- /dev/null +++ b/neuralhydrology/utils/errors.py @@ -0,0 +1,3 @@ +class NoTrainDataError(Exception): + """Raised, when basin contains no valid discharge in training period""" + pass diff --git a/neuralhydrology/utils/logging_utils.py b/neuralhydrology/utils/logging_utils.py new file mode 100644 index 00000000..c4e94c8d --- /dev/null +++ b/neuralhydrology/utils/logging_utils.py @@ -0,0 +1,26 @@ +import logging +import sys + +LOGGER = logging.getLogger(__name__) + + +def setup_logging(log_file: str): + """Initialize logging to `log_file` and stdout. + + Parameters + ---------- + log_file : str + Name of the file that will be logged to. + """ + file_handler = logging.FileHandler(filename=log_file) + stdout_handler = logging.StreamHandler(sys.stdout) + + logging.basicConfig(handlers=[file_handler, stdout_handler], level=logging.INFO, format="%(asctime)s: %(message)s") + + # Make sure we log uncaught exceptions + def exception_logging(type, value, tb): + LOGGER.exception(f"Uncaught exception", exc_info=(type, value, tb)) + + sys.excepthook = exception_logging + + LOGGER.info(f"Logging to {log_file} initialized.") diff --git a/neuralhydrology/utils/nh_results_ensemble.py b/neuralhydrology/utils/nh_results_ensemble.py new file mode 100644 index 00000000..255a0089 --- /dev/null +++ b/neuralhydrology/utils/nh_results_ensemble.py @@ -0,0 +1,210 @@ +"""Utility script to average the predictions of several runs. """ +import argparse +import pickle +import sys +from collections import defaultdict +from pathlib import Path +from typing import List + +import numpy as np +import pandas as pd +import xarray as xr +from tqdm import tqdm + +sys.path.append(str(Path(__file__).parent.parent.parent)) +from neuralhydrology.data.utils import sort_frequencies +from neuralhydrology.evaluation.metrics import calculate_metrics +from neuralhydrology.utils.config import Config + + +def create_results_ensemble(run_dirs: List[Path], + best_k: int = None, + metrics: List[str] = None, + period: str = 'test', + epoch: int = None) -> dict: + """Average the predictions of several runs for the specified period and calculate new metrics. + + If `best_k` is provided, only the k runs with the best validation NSE will be used in the generated ensemble. + + Parameters + ---------- + run_dirs : List[Path] + List of directories of the runs to be merged + best_k : int, optional + If provided, will only merge the k best runs based on validation NSE. + metrics : List[str], optional + Use this parameter to override the metrics from the config files in the run directories. + period : {'test', 'validation', 'train'}, optional + One of train, val, test. If best_k is used, only 'test' is allowed. + The run_directories must contain results files for the specified period. + epoch : int, optional + If provided, will ensemble the model predictions of this epoch otherwise of the last epoch + + Returns + ------- + dict + Dictionary of ensemble predictions and metrics per basin and frequency. + """ + if len(run_dirs) < 2: + raise ValueError('Need to provide at least two run directories to be merged.') + + if period not in ['train', 'validation', 'test']: + raise ValueError(f'Unknown period {period}.') + if best_k is not None: + if period != 'test': + raise ValueError('If best_k is specified, the period must be test.') + print('Searching for best validation runs.') + best_val_runs = _get_best_validation_runs(run_dirs, best_k, epoch) + best_runs = [_get_results_file(run_dir, period, epoch) for run_dir in best_val_runs] + else: + best_runs = [_get_results_file(run_dir, period, epoch) for run_dir in run_dirs] + + config = Config(run_dirs[0] / 'config.yml') + if metrics is not None: + # override metrics from config + config.metrics = metrics + + # get frequencies from a results file. + # (they might not be stored in the config if the native data frequency was used) + run_results = pickle.load(open(best_runs[0], 'rb')) + frequencies = list(run_results[list(run_results.keys())[0]].keys()) + + return _create_ensemble(best_runs, frequencies, config) + + +def _create_ensemble(results_files: List[Path], frequencies: List[str], config: Config) -> dict: + """Averages the predictions of the passed runs and re-calculates metrics. """ + lowest_freq = sort_frequencies(frequencies)[0] + ensemble_sum = defaultdict(dict) + target_vars = config.target_variables + + print('Loading results for each run.') + for run in tqdm(results_files): + run_results = pickle.load(open(run, 'rb')) + for basin, basin_results in run_results.items(): + for freq in frequencies: + freq_results = basin_results[freq]['xr'] + + # sum up the predictions of all basins + if freq not in ensemble_sum[basin]: + ensemble_sum[basin][freq] = freq_results + else: + for target_var in target_vars: + ensemble_sum[basin][freq][f'{target_var}_sim'] += freq_results[f'{target_var}_sim'] + + # divide the prediction sum by number of runs to get the mean prediction for each basin and frequency + print('Combining results and calculating metrics.') + ensemble = defaultdict(lambda: defaultdict(dict)) + for basin in tqdm(ensemble_sum.keys()): + for freq in frequencies: + ensemble[basin][freq]['xr'] = ensemble_sum[basin][freq] + + # combine date and time to a single index to calculate metrics + frequency_factor = pd.to_timedelta(lowest_freq) // pd.to_timedelta(freq) + ensemble[basin][freq]['xr'] = ensemble[basin][freq]['xr'].isel( + time_step=slice(-frequency_factor, None)).stack(datetime=['date', 'time_step']) + ensemble[basin][freq]['xr']['datetime'] = [ + c[0] + c[1] for c in ensemble[basin][freq]['xr'].coords['datetime'].values + ] + + for target_var in target_vars: + # average predictions + ensemble[basin][freq]['xr'][ + f'{target_var}_sim'] = ensemble[basin][freq]['xr'][f'{target_var}_sim'] / len(results_files) + + # clip predictions to zero + sim = ensemble[basin][freq]['xr'][f'{target_var}_sim'] + if target_var in config.clip_targets_to_zero: + sim = xr.where(sim < 0, 0, sim) + + # calculate metrics + ensemble_metrics = calculate_metrics( + ensemble[basin][freq]['xr'][f'{target_var}_obs'], + sim, + metrics=config.metrics if isinstance(config.metrics, list) else config.metrics[target_var], + resolution=freq) + # add variable identifier to metrics if needed + if len(target_vars) > 1: + ensemble_metrics = {f'{target_var}_{key}': val for key, val in ensemble_metrics.items()} + for metric, val in ensemble_metrics.items(): + ensemble[basin][freq][f'{metric}_{freq}'] = val + + return dict(ensemble) + + +def _get_medians(results: dict, metric='NSE') -> dict: + """Calculates median metric across all basins. """ + medians = {} + key = metric + frequencies = list(results[list(results.keys())[0]].keys()) + for freq in frequencies: + # if the one freq was resampled, there still is a freq suffix + if len(frequencies) > 1 or (len(frequencies) == 1 and + f'{metric}_{freq}' in results[list(results.keys())[0]][freq]): + key = f'{metric}_{freq}' + metric_values = [v[freq][key] for v in results.values() if freq in v.keys() and key in v[freq].keys()] + medians[freq] = np.median(metric_values) + + return medians + + +def _get_best_validation_runs(run_dirs: List[Path], k: int, epoch: int = None) -> List[Path]: + """Returns the k run directories with the best median validation metrics. """ + val_files = list(zip(run_dirs, [_get_results_file(run_dir, 'validation', epoch) for run_dir in run_dirs])) + + # get validation medians + median_sums = {} + for run_dir, val_file in val_files: + val_results = pickle.load(open(val_file, 'rb')) + val_medians = _get_medians(val_results) + print('validation', val_file, val_medians) + median_sums[run_dir] = sum(val_medians.values()) + + if k > len(run_dirs): + raise ValueError(f'best_k k is larger than number of runs {len(val_files)}.') + return sorted(median_sums, key=median_sums.get, reverse=True)[:k] + + +def _get_results_file(run_dir: Path, period: str = 'test', epoch: int = None) -> Path: + """Returns the path of the results file in the given run directory. """ + if epoch is not None: + dir_results_files = list(Path(run_dir).glob(f'{period}/model_epoch{str(epoch).zfill(3)}/{period}_results.p')) + else: + dir_results_files = list(Path(run_dir).glob(f'{period}/model_epoch*/{period}_results.p')) + if len(dir_results_files) == 0: + raise ValueError(f'{run_dir} is missing {period} results.') + return sorted(dir_results_files)[-1] + + +def _main(): + parser = argparse.ArgumentParser() + parser.add_argument('--run-dirs', type=str, nargs='+', help='Directories of the runs to be averaged.') + parser.add_argument('--period', type=str, choices=['train', 'validation', 'test'], default='test') + parser.add_argument('--save-file', type=str, help='Path to target pickle file for averaged results.') + parser.add_argument('--metrics', + type=str, + nargs='+', + required=False, + help='Option to override the metrics from the config.') + parser.add_argument('--best-k', + type=int, + required=False, + help='If provided, will only use the k results files with the best median validation NSEs.') + parser.add_argument('--epoch', + type=int, + required=False, + help='If provided, will return results of this specific epoch otherwise of the last epoch') + args = vars(parser.parse_args()) + + ensemble_results = create_results_ensemble([Path(f) for f in args['run_dirs']], + args['best_k'], + metrics=args['metrics'], + period=args['period'], + epoch=args['epoch']) + + pickle.dump(ensemble_results, open(args['save_file'], 'wb')) + print(f'Successfully written results to {args["save_file"]}.') + + +if __name__ == '__main__': + _main() diff --git a/neuralhydrology/utils/ratingcurve.py b/neuralhydrology/utils/ratingcurve.py new file mode 100644 index 00000000..a6bcf35e --- /dev/null +++ b/neuralhydrology/utils/ratingcurve.py @@ -0,0 +1,91 @@ +from typing import Sequence + +import numpy as np + + +class RatingCurve(object): + """Class to estimate rating curves from stage and discharge data and to convert stage to discharge and vice-versa. + + Parameters + ---------- + stages : Sequence + Stage data to estimate a rating curve + discharges : Sequence + Discharge data to estimate a rating curve + move_stages_to_zero : bool, optional + Option to account for any offset in the stage data. This will automatically set the minimum measured stage to + zero. + """ + + def __init__(self, stages: Sequence[float], discharges: Sequence[float], move_stages_to_zero: bool = True): + + # Validate input. + if len(stages) != len(discharges): + raise ValueError("The sequence 'stages' and 'discharges' must have the same length") + + self.stages = np.array(stages, dtype=np.float32) + self.discharges = np.array(discharges, dtype=np.float32) + + # In the interpolation, x-axis is stage and y-axis is discharge. + if move_stages_to_zero: + use_stages = self.stages - np.min(self.stages) + self.zero_stages = np.min(self.stages) + else: + use_stages = self.stages + self.zero_stages = False + + self.coeffs = np.polyfit(use_stages, self.discharges, deg=2) + + def stage_to_discharge(self, stage: np.ndarray) -> np.ndarray: + """Convert stage to discharge. + + Parameters + ---------- + stage : np.ndarray + Stage data to convert to discharge + + Returns + ------- + np.ndarray + Estimated discharge + """ + + if self.zero_stages: + stage -= self.zero_stages + + return self.coeffs[2] + stage * self.coeffs[1] + stage**2 * self.coeffs[0] + + def discharge_to_stage(self, discharge: np.ndarray) -> np.ndarray: + """Convert discharge to stage. + + Parameters + ---------- + discharge : np.ndarray + Discharge data to convert to stage + + Returns + ------- + np.ndarray + Estimated stage + """ + + # init storage + stage = np.full(discharge.shape, np.nan) + solutions = np.full([discharge.shape[0], 2], np.nan) + + centered_bias = self.coeffs[2] - discharge + radicand = self.coeffs[1]**2 - 4 * self.coeffs[0] * centered_bias + radicand[np.isnan(radicand)] = -9999 + mask = radicand >= 0 + + solutions[mask, 0] = (-self.coeffs[1] + np.sqrt(radicand[mask])) / (2 * self.coeffs[0]) + solutions[mask, 1] = (-self.coeffs[1] - np.sqrt(radicand[mask])) / (2 * self.coeffs[0]) + + best_idx = np.argmin(np.abs(solutions[mask] - np.expand_dims(discharge[mask], -1)), axis=1) + + stage[mask] = solutions[mask, best_idx] + + if self.zero_stages: + stage += self.zero_stages + + return stage diff --git a/setup.py b/setup.py new file mode 100644 index 00000000..2c89b207 --- /dev/null +++ b/setup.py @@ -0,0 +1,54 @@ +from pathlib import Path + +from setuptools import setup + +# read the description from the README.md +readme_file = Path(__file__).absolute().parent / "README.md" +with readme_file.open("r") as fp: + long_description = fp.read() + +about = {} +with open("neuralhydrology/__about__.py", "r") as fp: + exec(fp.read(), about) + +# TODO: Add Classifier, License and update Authors etc. + +setup(name='neuralhydrology', + version=about["__version__"], + packages=[ + 'neuralhydrology', 'neuralhydrology.data', 'neuralhydrology.utils', 'neuralhydrology.modelzoo', + 'neuralhydrology.training', 'neuralhydrology.evaluation' + ], + url='neuralhydrology.readthedocs.io', + license='', + author='Frederik Kratzert', + author_email='f.kratzert@gmail.com', + description='Library for training deep learning models with environmental focus', + long_description=long_description, + long_description_content_type='text/markdown', + entry_points={ + 'console_scripts': [ + 'nh-schedule-runs=neuralhydrology.nh_run_scheduler:_main', 'nh-run=neuralhydrology.nh_run:_main', + 'nh-results-ensemble=neuralhydrology.utils.nh_results_ensemble:_main' + ] + }, + python_requires='>=3.6', + install_requires=[ + 'matplotlib', + 'numba', + 'numpy', + 'pandas', + 'ruamel.yaml', + 'torch', + 'scipy', + 'tensorboard', + 'tqdm', + 'xarray', + ], + classifiers=[ + 'Programming Language :: Python :: 3', + 'Operating System :: OS Independent', + 'Topic :: Scientific/Engineering :: Artificial Intelligence', + 'Topic :: Scientific/Engineering :: Hydrology', + ], + keywords='deep learning hydrology lstm neural network streamflow discharge rainfall-runoff') diff --git a/test/__init__.py b/test/__init__.py new file mode 100644 index 00000000..b3ef946f --- /dev/null +++ b/test/__init__.py @@ -0,0 +1,4 @@ +from typing import Union + +# Type alias to allow explicit type annotations of fixtures that don't break an IDE's type inspections +Fixture = Union diff --git a/test/conftest.py b/test/conftest.py new file mode 100644 index 00000000..feb18906 --- /dev/null +++ b/test/conftest.py @@ -0,0 +1,101 @@ +from pathlib import Path +from typing import List, Union, Dict, Callable + +import pytest + +from neuralhydrology.utils.config import Config +from test import Fixture + + +def pytest_addoption(parser): + parser.addoption('--smoke-test', + action='store_true', + default=False, + help='Skips some tests for faster execution. Out of the single-frequency ' + 'models and forcings, only test cudalstm on forcings that include daymet.') + + +@pytest.fixture +def get_config(tmpdir: Fixture[str]) -> Fixture[Callable[[str], dict]]: + """Fixture that provides a function to fetch a run configuration specified by its name. + + The fetched run configuration will use a tmp folder as its run directory. + + Parameters + ---------- + tmpdir : Fixture[str] + Name of the tmp directory to use in the run configuration. + + Returns + ------- + Fixture[Callable[[str], dict]] + Function that returns a run configuration. + """ + + def _get_config(name): + config_file = Path(f'./test/test_configs/{name}.test.yml') + if not config_file.is_file(): + raise ValueError(f'Test config file not found at {config_file}.') + config = Config(config_file) + config.run_dir = Path(tmpdir) + return config + + return _get_config + + +@pytest.fixture(params=['lstm', 'ealstm', 'cudalstm', 'embcudalstm']) +def single_freq_model(request) -> str: + """Fixture that provides models that support predicting only a single frequency. + + Returns + ------- + str + Name of the single-frequency model. + """ + if request.config.getoption('--smoke-test') and request.param != 'cudalstm': + pytest.skip('--smoke-test skips this test.') + return request.param + + +@pytest.fixture(params=[('daymet', ['prcp(mm/day)', 'tmax(C)']), ('nldas', ['PRCP(mm/day)', 'Tmax(C)']), + ('maurer', ['PRCP(mm/day)', 'Tmax(C)']), ('maurer_extended', ['prcp(mm/day)', 'tmax(C)']), + (['daymet', + 'nldas'], ['prcp(mm/day)_daymet', 'tmax(C)_daymet', 'PRCP(mm/day)_nldas', 'Tmax(C)_nldas'])], + ids=lambda param: str(param[0])) +def single_freq_forcings(request) -> Dict[str, Union[str, List[str]]]: + """Fixture that provides daily forcings. + + Returns + ------- + Dict[str, Union[str, List[str]]] + Dictionary ``{'forcings': , 'variables': }``. + """ + if request.config.getoption('--smoke-test') and 'daymet' not in request.param[0]: + pytest.skip('--smoke-test skips this test.') + return {'forcings': request.param[0], 'variables': request.param[1]} + + +@pytest.fixture(params=['multifreqlstm', 'odelstm']) +def multi_freq_model(request) -> str: + """Fixture that provides multifrequency models. + + Returns + ------- + str + Name of the multifrequency model. + """ + return request.param + + +@pytest.fixture(params=[('camels_us', ['QObs(mm/d)'])], ids=lambda param: param[0]) +def daily_dataset(request) -> Dict[str, List[str]]: + """Fixture that provides daily datasets. + + Returns + ------- + Dict[str, List[str]] + Dictionary ``{'dataset: , 'target': }``. + """ + if request.config.getoption('--smoke-test') and request.param[0] != 'camels_us': + pytest.skip('--smoke-test skips this test.') + return {'dataset': request.param[0], 'target': request.param[1]} diff --git a/test/test_config_runs.py b/test/test_config_runs.py new file mode 100644 index 00000000..d2f9b600 --- /dev/null +++ b/test/test_config_runs.py @@ -0,0 +1,155 @@ +"""Integration tests that perform full runs. """ +import pickle +from datetime import datetime +from pathlib import Path +from typing import Dict, Tuple, Callable + +import pandas as pd +import pytest +from pytest import approx + +from neuralhydrology.data.utils import load_camels_us_forcings, load_camels_us_discharge, load_hourly_us_netcdf +from neuralhydrology.evaluation.evaluate import start_evaluation +from neuralhydrology.training.train import start_training +from neuralhydrology.utils.config import Config +from test import Fixture + + +def test_daily_regression(get_config: Fixture[Callable[[str], dict]], single_freq_model: Fixture[str], + daily_dataset: Fixture[str], single_freq_forcings: Fixture[str]): + """Test regression training and evaluation for daily predictions. + + Parameters + ---------- + get_config : Fixture[Callable[[str], dict] + Method that returns a run configuration to test. + single_freq_model : Fixture[str] + Model to test. + daily_dataset : Fixture[str] + Daily dataset to use. + single_freq_forcings : Fixture[str] + Daily forcings set to use. + """ + config = get_config('daily_regression') + config.log_only('model', single_freq_model) + config.log_only('dataset', daily_dataset['dataset']) + config.log_only('data_dir', config.data_dir / daily_dataset['dataset']) + config.log_only('target_variables', daily_dataset['target']) + config.log_only('forcings', single_freq_forcings['forcings']) + config.log_only('dynamic_inputs', single_freq_forcings['variables']) + + basin = '01022500' + test_start_date, test_end_date = _get_test_start_end_dates(config) + + start_training(config) + start_evaluation(cfg=config, run_dir=config.run_dir, epoch=1, period='test') + + results = _get_basin_results(config.run_dir, 1)[basin]['1D']['xr'].isel(time_step=-1) + + assert pd.to_datetime(results['date'].values[0]) == test_start_date.date() + assert pd.to_datetime(results['date'].values[-1]) == test_end_date.date() + + discharge = _get_discharge(config, basin) + + assert discharge.loc[test_start_date:test_end_date].values \ + == approx(results[f'{config.target_variables[0]}_obs'].values.reshape(-1), nan_ok=True) + + # CAMELS forcings have no NaNs, so there should be no NaN predictions + assert not pd.isna(results[f'{config.target_variables[0]}_sim']).any() + + +def test_daily_regression_additional_features(get_config: Fixture[Callable[[str], dict]]): + """Tests #38 (training and testing with additional_features). + + Parameters + ---------- + get_config : Fixture[Callable[[str], dict]] + Method that returns a run configuration + """ + config = get_config('daily_regression_additional_features') + + basin = '01022500' + test_start_date, test_end_date = _get_test_start_end_dates(config) + + start_training(config) + start_evaluation(cfg=config, run_dir=config.run_dir, epoch=1, period='test') + + results = _get_basin_results(config.run_dir, 1)[basin]['1D']['xr'].isel(time_step=-1) + + assert pd.to_datetime(results['date'].values[0]) == test_start_date.date() + assert pd.to_datetime(results['date'].values[-1]) == test_end_date.date() + + discharge = _get_discharge(config, basin) + + assert discharge.loc[test_start_date:test_end_date].values \ + == approx(results[f'{config.target_variables[0]}_obs'].values.reshape(-1), nan_ok=True) + + # CAMELS forcings have no NaNs, so there should be no NaN predictions + assert not pd.isna(results[f'{config.target_variables[0]}_sim']).any() + + +def test_multifreq_regression(get_config: Fixture[Callable[[str], dict]], multi_freq_model: Fixture[str]): + """Test regression training and evaluation for multifrequency predictions. + + Parameters + ---------- + get_config : Fixture[Callable[[str], dict] + Method that returns a run configuration to test. + multi_freq_model : Fixture[str] + Model to test. + multi_freq_forcings : Fixture[str] + Forcings set to use. + """ + config = get_config('multifreq_regression') + config.log_only('model', multi_freq_model) + + basin = '01022500' + test_start_date, test_end_date = _get_test_start_end_dates(config) + + start_training(config) + start_evaluation(cfg=config, run_dir=config.run_dir, epoch=1, period='test') + + results = _get_basin_results(config.run_dir, 1)[basin] + discharge = load_hourly_us_netcdf(config.data_dir, config.forcings[0]) \ + .sel(basin=basin, date=slice(test_start_date, test_end_date))['qobs_mm_per_hour'] + + hourly_results = results['1H']['xr'].to_dataframe().reset_index() + hourly_results.index = hourly_results['date'] + hourly_results['time_step'] + assert hourly_results.index[0] == test_start_date + assert hourly_results.index[-1] == test_end_date.floor('H') + + daily_results = results['1D']['xr'] + assert pd.to_datetime(daily_results['date'].values[0]) == test_start_date + assert pd.to_datetime(daily_results['date'].values[-1]) == test_end_date.date() + assert len(daily_results['qobs_mm_per_hour_obs']) == len(discharge) // 24 + + assert len(discharge) == len(hourly_results) + assert discharge.values \ + == approx(hourly_results['qobs_mm_per_hour_obs'].values, nan_ok=True) + + # Hourly CAMELS forcings have no NaNs, so there should be no NaN predictions + assert not pd.isna(hourly_results['qobs_mm_per_hour_sim']).any() + assert not pd.isna(daily_results['qobs_mm_per_hour_sim'].values).any() + + +def _get_test_start_end_dates(config: Config) -> Tuple[datetime, datetime]: + test_start_date = pd.to_datetime(config.test_start_date, format='%d/%m/%Y') + test_end_date = pd.to_datetime(config.test_end_date, format='%d/%m/%Y') + pd.Timedelta(days=1, seconds=-1) + + return test_start_date, test_end_date + + +def _get_basin_results(run_dir: Path, epoch: int) -> Dict: + results_file = list(run_dir.glob(f'test/model_epoch{str(epoch).zfill(3)}/test_results.p')) + if len(results_file) != 1: + pytest.fail(f'Results file not found.') + + return pickle.load(open(str(results_file[0]), 'rb')) + + +def _get_discharge(config: Config, basin: str) -> pd.Series: + if config.dataset == 'camels_us': + _, area = load_camels_us_forcings(config.data_dir, basin, 'daymet') + return load_camels_us_discharge(config.data_dir, basin, area) + else: + raise NotImplementedError diff --git a/test/test_configs/daily_regression.test.yml b/test/test_configs/daily_regression.test.yml new file mode 100644 index 00000000..8e9f0864 --- /dev/null +++ b/test/test_configs/daily_regression.test.yml @@ -0,0 +1,76 @@ +# --- Experiment configurations -------------------------------------------------------------------- +experiment_name: test_run + +run_dir: + +train_basin_file: ./test/test_data/4_basins_test_set.txt +validation_basin_file: ./test/test_data/4_basins_test_set.txt +test_basin_file: ./test/test_data/4_basins_test_set.txt + +train_start_date: '01/01/2000' +train_end_date: '31/12/2001' +validation_start_date: '01/01/2001' +validation_end_date: '31/12/2002' +test_start_date: '01/01/2001' +test_end_date: '31/12/2002' + +seed: 111 +device: cpu + +# --- Validation configuration --------------------------------------------------------------------- +validate_every: 1 +validate_n_random_basins: 4 +cache_validation_data: True +metrics: + - NSE + - KGE + - Alpha-NSE + - Beta-NSE + +# --- Model configuration -------------------------------------------------------------------------- +model: cudalstm +head: regression +output_activation: linear + +hidden_size: 64 +initial_forget_bias: 3 +output_dropout: 0.4 +embedding_hiddens: + - 30 + - 20 + - 64 +embedding_activation: tanh +embedding_dropout: 0.0 + +# --- Training configuration ----------------------------------------------------------------------- +optimizer: Adam +loss: MSE +learning_rate: + 0: 1e-3 + 10: 5e-4 + 20: 1e-4 +batch_size: 256 +epochs: 1 +clip_gradient_norm: 1 + +predict_last_n: 1 +seq_length: 30 + +num_workers: 0 +log_interval: 5 +log_tensorboard: True +log_n_figures: 2 +save_weights_every: 1 +save_validation_results: False + +# --- Data configurations -------------------------------------------------------------------------- +dataset: # will be filled by conftest +data_dir: ./test/test_data +forcings: # will be filled by conftest +dynamic_inputs: # will be filled by conftest +target_variables: + - QObs(mm/d) +zero_center_target: True +camels_attributes: + - elev_mean + - slope_mean diff --git a/test/test_configs/daily_regression_additional_features.test.yml b/test/test_configs/daily_regression_additional_features.test.yml new file mode 100644 index 00000000..97f1a4f0 --- /dev/null +++ b/test/test_configs/daily_regression_additional_features.test.yml @@ -0,0 +1,74 @@ +# --- Experiment configurations -------------------------------------------------------------------- +experiment_name: test_run + +run_dir: + +train_basin_file: ./test/test_data/4_basins_test_set.txt +validation_basin_file: ./test/test_data/4_basins_test_set.txt +test_basin_file: ./test/test_data/4_basins_test_set.txt + +train_start_date: '01/01/2000' +train_end_date: '31/12/2001' +validation_start_date: '01/01/2001' +validation_end_date: '31/12/2002' +test_start_date: '01/01/2001' +test_end_date: '31/12/2002' + +seed: 111 +device: cpu + +# --- Validation configuration --------------------------------------------------------------------- +validate_every: 1 +validate_n_random_basins: 4 +cache_validation_data: True +metrics: + - NSE + - KGE + - Alpha-NSE + - Beta-NSE + +# --- Model configuration -------------------------------------------------------------------------- +model: cudalstm +head: regression +output_activation: linear + +hidden_size: 64 +initial_forget_bias: 3 +output_dropout: 0.4 + +# --- Training configuration ----------------------------------------------------------------------- +optimizer: Adam +loss: MSE +learning_rate: + 0: 1e-3 + 10: 5e-4 + 20: 1e-4 +batch_size: 256 +epochs: 1 +clip_gradient_norm: 1 + +predict_last_n: 1 +seq_length: 30 + +num_workers: 0 +log_interval: 5 +log_tensorboard: True +log_n_figures: 2 +save_weights_every: 1 +save_validation_results: False + +# --- Data configurations -------------------------------------------------------------------------- +dataset: camels_us +data_dir: ./test/test_data/camels_us +forcings: daymet +dynamic_inputs: + - prcp(mm/day) + - tmax(C) + - rand_col # this is the column from the additional_features file +additional_feature_files: ./test/test_data/additional_features.p +target_variables: + - QObs(mm/d) +zero_center_target: True +camels_attributes: + - elev_mean + - slope_mean diff --git a/test/test_configs/multifreq_regression.test.yml b/test/test_configs/multifreq_regression.test.yml new file mode 100644 index 00000000..69aaf8d0 --- /dev/null +++ b/test/test_configs/multifreq_regression.test.yml @@ -0,0 +1,85 @@ +# --- Experiment configurations -------------------------------------------------------------------- +experiment_name: test_run + +run_dir: + +train_basin_file: ./test/test_data/4_basins_test_set.txt +validation_basin_file: ./test/test_data/4_basins_test_set.txt +test_basin_file: ./test/test_data/4_basins_test_set.txt + +train_start_date: '01/01/2000' +train_end_date: '31/12/2001' +validation_start_date: '01/01/2001' +validation_end_date: '31/12/2002' +test_start_date: '01/01/2001' +test_end_date: '31/12/2002' + +seed: 111 +device: cpu + +# --- Validation configuration --------------------------------------------------------------------- +validate_every: 1 +validate_n_random_basins: 4 +cache_validation_data: True +metrics: + - NSE + - KGE + - Alpha-NSE + - Beta-NSE + +# --- Model configuration -------------------------------------------------------------------------- +model: multifreqlstm +head: regression +output_activation: linear + +hidden_size: 64 +initial_forget_bias: 3 +output_dropout: 0.4 + +ode_method: euler +ode_num_unfolds: 4 +ode_random_freq_lower_bound: 5D + +# --- Training configuration ----------------------------------------------------------------------- +optimizer: Adam +loss: MSE +regularization: + - tie_frequencies +learning_rate: + 0: 1e-3 + 10: 5e-4 + 20: 1e-4 +batch_size: 256 +epochs: 1 +clip_gradient_norm: 1 + +use_frequencies: + - 1D + - 1H +predict_last_n: + 1D: 1 + 1H: 24 +seq_length: + 1D: 30 + 1H: 48 + +num_workers: 0 +log_interval: 5 +log_tensorboard: True +log_n_figures: 2 +save_weights_every: 1 +save_validation_results: False + +# --- Data configurations -------------------------------------------------------------------------- +dataset: hourly_camels_us +data_dir: ./test/test_data/camels_us +forcings: nldas_hourly +dynamic_inputs: + - total_precipitation + - temperature +target_variables: + - qobs_mm_per_hour +zero_center_target: True +camels_attributes: + - elev_mean + - slope_mean diff --git a/test/test_data/4_basins_test_set.txt b/test/test_data/4_basins_test_set.txt new file mode 100644 index 00000000..0ed10f49 --- /dev/null +++ b/test/test_data/4_basins_test_set.txt @@ -0,0 +1,4 @@ +01022500 +01547700 +02064000 +03015500 diff --git 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N., Newman, A. J., Mizukami, N. and Clark, M. P.: The CAMELS data set: catchment attributes and meteorology for large-sample studies, Hydrology and Earth System Sciences, doi:10.5194/hess-2017-169, 2017. + +By using the CAMELS time series in your publication(s), you agree to cite: + +Newman, A. J., Clark, M. P., Sampson, K., Wood, A., Hay, L. E., Bock, A., Viger, R., Blodgett, D., Brekke, L., Arnold, J. R., Hopson, T. and Duan, Q.: Development of a large-sample watershed-scale hydrometeorological dataset for the contiguous USA: dataset characteristics and assessment of regional variability in hydrologic model performance, Hydrology and Earth System Sciences, 19, 209–223, doi:10.5194/hess-19-209-2015, 2015. + +### CONTRIBUTE TO CAMELS + +If you are working with a data set covering the CONUS and would like to produce catchment averages for CAMELS, please get in touch. + +We are doing our best to identify and correct errors. If you find unrealistic/suspicious values, please let us know ASAP. 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