Repository: OuyangWenyu/hydromodel (language: python)

Issue:
Create LICENSE



Discussion / hints:

Fix patch:
diff --git a/.github/workflows/publish-to-pypi-token.yml b/.github/workflows/publish-to-pypi-token.yml
new file mode 100644
index 0000000..ef3c9e2
--- /dev/null
+++ b/.github/workflows/publish-to-pypi-token.yml
@@ -0,0 +1,37 @@
+name: Publish Python distributions to PyPI
+
+on:
+    push:
+    workflow_dispatch:
+
+jobs:
+  build-n-publish:
+    name: Build and publish Python distributions to PyPI
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@master
+    - name: Set up Python 3.9
+      uses: actions/setup-python@v1
+      with:
+        python-version: 3.9
+
+    - name: Install pypa/build
+      run: >-
+        python -m
+        pip install
+        build
+        --user
+    - name: Build a binary wheel and a source tarball
+      run: >-
+        python -m
+        build
+        --sdist
+        --wheel
+        --outdir dist/
+        .
+    - name: Publish distribution to PyPI
+      uses: pypa/gh-action-pypi-publish@release/v1
+      with:
+        user: __token__
+        password: ${{ secrets.HYDRO_XAJ_TOKEN }}
diff --git a/conf/config.yaml b/conf/config.yaml
deleted file mode 100644
index 1faacd5..0000000
--- a/conf/config.yaml
+++ /dev/null
@@ -1,70 +0,0 @@
-model_params:
-  model_name: LSTMLinear
-  model_param:
-    input_size: 20
-    hidden_size: 10
-    output_size: 1
-    num_layers: 2
-    dropout_rate: 0.0
-data_params:
-  data_source_name: CAMELS
-  object_ids: ["01013500", "01022500"]
-  # closed interval
-  t_range_train:
-    - '1990-09-01'
-    - '2000-08-31'
-  t_range_valid:
-    - '2000-09-01'
-    - '2005-08-31'
-  t_range_test:
-    - '2005-09-01'
-    - '2010-08-31'
-  warmup_length: 0
-  target_cols:
-    - usgsFlow
-  target_rm_nan: false
-  target_as_input: false
-  relevant_types:
-    - daymet
-  relevant_cols:
-    - dayl
-    - prcp
-    - srad
-    - tmax
-    - tmin
-    - vp
-  constant_cols:
-    - p_mean
-    - p_seasonality
-    - frac_snow
-    - aridity
-    - geol_porostiy
-    - geol_permeability
-    - soil_depth_statsgo
-    - soil_porosity
-    - soil_conductivity
-    - elev_mean
-    - slope_mean
-    - area_gages2
-    - frac_forest
-    - lai_max
-  constant_only: false
-training_params:
-  dataset: CamelsDataset
-  batch_first: true
-  seq_length: 100
-  loss_func: MSELoss
-  optimizer: Adam
-  optim_params:
-    lr: 0.001
-  train_epoch: 2
-  batch_size: 32
-  val_batch_size: 32
-  random_seed: 1234
-  device:
-    - 0
-  num_workers: 0
-evaluate_params:
-  metrics:
-    - NSE
-  test_epoch: 2
\ No newline at end of file
diff --git a/environment-dev.yml b/environment-dev.yml
index e415a66..90bdb97 100644
--- a/environment-dev.yml
+++ b/environment-dev.yml
@@ -14,6 +14,9 @@ dependencies:
   - spotpy=1.5.14
   - seaborn
   - tqdm
+  - yaml
+  - bmipy
+  # for dev 
   - pyarrow
   - hydroerr
   - xarray
@@ -25,8 +28,14 @@ dependencies:
   - sphinx
   - pytest
   - black
+  - flake8
+  # pip
   - pip
   - pip:
+    - setuptools
+    - wheel
+    - twine
+    - bump2version
     - hydrodataset
     # config for deep learning
     - hydra-core
diff --git a/environment.yml b/environment.yml
index 02544ac..da831b9 100644
--- a/environment.yml
+++ b/environment.yml
@@ -13,7 +13,8 @@ dependencies:
   - spotpy=1.5.14
   - seaborn
   - tqdm
-  - pytest
+  - yaml
+  - bmipy
   - pip
   - pip:
     - hydrodataset
diff --git a/hydromodel/calibrate/calibrate_ga_xaj_bmi.py b/hydromodel/calibrate/calibrate_ga_xaj_bmi.py
index b0e67d9..ab04e06 100644
--- a/hydromodel/calibrate/calibrate_ga_xaj_bmi.py
+++ b/hydromodel/calibrate/calibrate_ga_xaj_bmi.py
@@ -1,5 +1,4 @@
 """Calibrate XAJ model using DEAP"""
-
 import os
 import pickle
 import random
diff --git a/hydromodel/example/__init__.py b/hydromodel/example/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/hydromodel/example/division_flow.csv b/hydromodel/example/division_flow.csv
new file mode 100644
index 0000000..23dddb9
--- /dev/null
+++ b/hydromodel/example/division_flow.csv
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diff --git a/hydromodel/example/division_rain.csv b/hydromodel/example/division_rain.csv
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\ No newline at end of file
diff --git a/hydromodel/models/xaj.py b/hydromodel/models/xaj.py
index 103286f..fb3daac 100644
--- a/hydromodel/models/xaj.py
+++ b/hydromodel/models/xaj.py
@@ -900,3 +900,336 @@ def xaj(
     if return_state:
         return q_sim, es, *w, s, fr, qi, qg
     return q_sim, es
+
+
+def xaj_runoff(
+    p_and_e,
+    params_runoff: Union[np.array, list],
+    *w0,
+    s0,
+    fr0,
+    **kwargs,
+) -> Union[tuple, np.array]:
+    model_name = kwargs.get("name", "xaj")
+    source_type = kwargs.get("source_type", "sources")
+    source_book = kwargs.get("source_book", "HF")
+    # params
+    param_ranges = MODEL_PARAM_DICT[model_name]["param_range"]
+    xaj_params = [
+        (value[1] - value[0]) * params_runoff[:, i] + value[0]
+        for i, (key, value) in enumerate(param_ranges.items())
+    ]
+    k = xaj_params[0]
+    b = xaj_params[1]
+    im = xaj_params[2]
+    um = xaj_params[3]
+    lm = xaj_params[4]
+    dm = xaj_params[5]
+    c = xaj_params[6]
+    sm = xaj_params[7]
+    ex = xaj_params[8]
+    ki_ = xaj_params[9]
+    kg_ = xaj_params[10]
+    # ki+kg should be smaller than 1; if not, we scale them
+    ki = np.where(ki_ + kg_ < 1.0, ki_, (1.0 - PRECISION) / (ki_ + kg_) * ki_)
+    kg = np.where(ki_ + kg_ < 1.0, kg_, (1.0 - PRECISION) / (ki_ + kg_) * kg_)
+
+    # w0 = (0.5 * um, 0.5 * lm, 0.5 * dm)
+    inputs = p_and_e[:, :, :]
+    runoff_ims_ = np.full(inputs.shape[:2], 0.0)
+    rss_ = np.full(inputs.shape[:2], 0.0)
+    ris_ = np.full(inputs.shape[:2], 0.0)
+    rgs_ = np.full(inputs.shape[:2], 0.0)
+    es_ = np.full(inputs.shape[:2], 0.0)
+    for i in range(inputs.shape[0]):
+        if i == 0:
+            (r, rim, e, pe), w = generation(
+                inputs[i, :, :], k, b, im, um, lm, dm, c, *w0
+            )
+            if source_type == "sources":
+                (rs, ri, rg), (s, fr) = sources(
+                    pe, r, sm, ex, ki, kg, s0, fr0, book=source_book
+                )
+            elif source_type == "sources5mm":
+                (rs, ri, rg), (s, fr) = sources5mm(
+                    pe, r, sm, ex, ki, kg, s0, fr0, book=source_book
+                )
+            else:
+                raise NotImplementedError("No such divide-sources method")
+        else:
+            (r, rim, e, pe), w = generation(
+                inputs[i, :, :], k, b, im, um, lm, dm, c, *w
+            )
+            if source_type == "sources":
+                (rs, ri, rg), (s, fr) = sources(
+                    pe, r, sm, ex, ki, kg, s, fr, book=source_book
+                )
+            elif source_type == "sources5mm":
+                (rs, ri, rg), (s, fr) = sources5mm(
+                    pe, r, sm, ex, ki, kg, s, fr, book=source_book
+                )
+            else:
+                raise NotImplementedError("No such divide-sources method")
+        # impevious part is pe * im
+        runoff_ims_[i, :] = rim
+        # so for non-imprvious part, the result should be corrected
+        rss_[i, :] = rs * (1 - im)
+        ris_[i, :] = ri * (1 - im)
+        rgs_[i, :] = rg * (1 - im)
+        es_[i, :] = e
+    # seq, batch, feature
+    runoff_im = np.expand_dims(runoff_ims_, axis=2)
+    rss = np.expand_dims(rss_, axis=2)
+    es = np.expand_dims(es_, axis=2)
+    return runoff_im, rss_, ris_, rgs_, es, rss
+
+
+def xaj_route(
+    p_and_e,
+    params_route: Union[np.array, list],
+    ris_,
+    rgs_,
+    rss_,
+    rss,
+    runoff_im,
+    qi0,
+    qg0,
+    es,
+    **kwargs,
+) -> Union[tuple, np.array]:
+    model_name = kwargs.get("name", "xaj")
+    # params
+    param_ranges = MODEL_PARAM_DICT[model_name]["param_range"]
+    if model_name == "xaj":
+        route_method = "CSL"
+    elif model_name == "xaj_mz":
+        route_method = "MZ"
+    else:
+        raise NotImplementedError(
+            "We don't provide this route method now! Please use 'CS' or 'MZ'!"
+        )
+    xaj_params = [
+        (value[1] - value[0]) * params_route[:, i] + value[0]
+        for i, (key, value) in enumerate(param_ranges.items())
+    ]
+    if route_method == "CSL":
+        cs = xaj_params[11]
+        l = xaj_params[12]
+
+    elif route_method == "MZ":
+        # we will use routing method from mizuRoute -- http://www.geosci-model-dev.net/9/2223/2016/
+        a = xaj_params[11]
+        theta = xaj_params[12]
+        # make it as a parameter
+        kernel_size = int(xaj_params[15])
+    else:
+        raise NotImplementedError(
+            "We don't provide this route method now! Please use 'CS' or 'MZ'!"
+        )
+    ci = xaj_params[13]
+    cg = xaj_params[14]
+
+    inputs = p_and_e[:, :, :]
+    qs = np.full(inputs.shape[:2], 0.0)
+    if route_method == "CSL":
+        qt = np.full(inputs.shape[:2], 0.0)
+        for i in range(inputs.shape[0]):
+            if i == 0:
+                qi = linear_reservoir(ris_[i], ci, qi0)
+                qg = linear_reservoir(rgs_[i], cg, qg0)
+            else:
+                qi = linear_reservoir(ris_[i], ci, qi)
+                qg = linear_reservoir(rgs_[i], cg, qg)
+            qs_ = rss_[i]
+            qt[i, :] = qs_ + qi + qg
+
+        for j in range(len(l)):
+            lag = int(l[j])
+            for i in range(lag):
+                qs[i, j] = qt[i, j]
+                if i == lag:
+                    break
+            for i in range(lag, inputs.shape[0]):
+                qs[i, j] = cs[j] * qs[i - 1, j] + (1 - cs[j]) * qt[i - lag, j]
+
+    elif route_method == "MZ":
+        rout_a = a.repeat(rss.shape[0]).reshape(rss.shape)
+        rout_b = theta.repeat(rss.shape[0]).reshape(rss.shape)
+        conv_uh = uh_gamma(rout_a, rout_b, kernel_size)
+        qs_ = uh_conv(runoff_im + rss, conv_uh)
+        for i in range(inputs.shape[0]):
+            if i == 0:
+                qi = linear_reservoir(ris_[i], ci, qi0)
+                qg = linear_reservoir(rgs_[i], cg, qg0)
+            else:
+                qi = linear_reservoir(ris_[i], ci, qi)
+                qg = linear_reservoir(rgs_[i], cg, qg)
+            qs[i, :] = qs_[i, :, 0] + qi + qg
+    else:
+        raise NotImplementedError(
+            "We don't provide this route method now! Please use 'CSL' or 'MZ'!"
+        )
+
+    # seq, batch, feature
+    q_sim = np.expand_dims(qs, axis=2)
+    return q_sim, es
+
+
+def xaj_state(
+    p_and_e,
+    params: Union[np.array, list],
+    return_state=True,
+    warmup_length=365,
+    **kwargs,
+) -> Union[tuple, np.array]:
+    # default values for some function parameters
+    model_name = kwargs["name"] if "name" in kwargs else "xaj"
+    source_type = kwargs["source_type"] if "source_type" in kwargs else "sources"
+    source_book = kwargs["source_book"] if "source_book" in kwargs else "HF"
+    # params
+    param_ranges = MODEL_PARAM_DICT[model_name]["param_range"]
+    if model_name == "xaj":
+        route_method = "CSL"
+    elif model_name == "xaj_mz":
+        route_method = "MZ"
+    else:
+        raise NotImplementedError(
+            "We don't provide this route method now! Please use 'CS' or 'MZ'!"
+        )
+    xaj_params = [
+        (value[1] - value[0]) * params[:, i] + value[0]
+        for i, (key, value) in enumerate(param_ranges.items())
+    ]
+    k = xaj_params[0]
+    b = xaj_params[1]
+    im = xaj_params[2]
+    um = xaj_params[3]
+    lm = xaj_params[4]
+    dm = xaj_params[5]
+    c = xaj_params[6]
+    sm = xaj_params[7]
+    ex = xaj_params[8]
+    ki_ = xaj_params[9]
+    kg_ = xaj_params[10]
+    # ki+kg should be smaller than 1; if not, we scale them
+    ki = np.where(ki_ + kg_ < 1.0, ki_, (1.0 - PRECISION) / (ki_ + kg_) * ki_)
+    kg = np.where(ki_ + kg_ < 1.0, kg_, (1.0 - PRECISION) / (ki_ + kg_) * kg_)
+    if route_method == "CSL":
+        cs = xaj_params[11]
+        l = xaj_params[12]
+
+    elif route_method == "MZ":
+        # we will use routing method from mizuRoute -- http://www.geosci-model-dev.net/9/2223/2016/
+        a = xaj_params[11]
+        theta = xaj_params[12]
+        # make it as a parameter
+        kernel_size = int(xaj_params[15])
+    else:
+        raise NotImplementedError(
+            "We don't provide this route method now! Please use 'CS' or 'MZ'!"
+        )
+    ci = xaj_params[13]
+    cg = xaj_params[14]
+
+    w0 = (0.5 * um, 0.5 * lm, 0.5 * dm)
+    s0 = 0.5 * sm
+    fr0 = np.full(ex.shape, 0.1)
+    qi0 = np.full(ci.shape, 0.1)
+    qg0 = np.full(cg.shape, 0.1)
+
+    # state_variables
+    # inputs = p_and_e[warmup_length:, :, :]
+    inputs = p_and_e[:, :, :]
+    runoff_ims_ = np.full(inputs.shape[:2], 0.0)
+    rss_ = np.full(inputs.shape[:2], 0.0)
+    ris_ = np.full(inputs.shape[:2], 0.0)
+    rgs_ = np.full(inputs.shape[:2], 0.0)
+    es_ = np.full(inputs.shape[:2], 0.0)
+    for i in range(inputs.shape[0]):
+        if i == 0:
+            (r, rim, e, pe), w = generation(
+                inputs[i, :, :], k, b, im, um, lm, dm, c, *w0
+            )
+            if source_type == "sources":
+                (rs, ri, rg), (s, fr) = sources(
+                    pe, r, sm, ex, ki, kg, s0, fr0, book=source_book
+                )
+            elif source_type == "sources5mm":
+                (rs, ri, rg), (s, fr) = sources5mm(
+                    pe, r, sm, ex, ki, kg, s0, fr0, book=source_book
+                )
+            else:
+                raise NotImplementedError("No such divide-sources method")
+        else:
+            (r, rim, e, pe), w = generation(
+                inputs[i, :, :], k, b, im, um, lm, dm, c, *w
+            )
+            if source_type == "sources":
+                (rs, ri, rg), (s, fr) = sources(
+                    pe, r, sm, ex, ki, kg, s, fr, book=source_book
+                )
+            elif source_type == "sources5mm":
+                (rs, ri, rg), (s, fr) = sources5mm(
+                    pe, r, sm, ex, ki, kg, s, fr, book=source_book
+                )
+            else:
+                raise NotImplementedError("No such divide-sources method")
+        # impevious part is pe * im
+        runoff_ims_[i, :] = rim
+        # so for non-imprvious part, the result should be corrected
+        rss_[i, :] = rs * (1 - im)
+        ris_[i, :] = ri * (1 - im)
+        rgs_[i, :] = rg * (1 - im)
+        es_[i, :] = e
+    # seq, batch, feature
+    runoff_im = np.expand_dims(runoff_ims_, axis=2)
+    rss = np.expand_dims(rss_, axis=2)
+    es = np.expand_dims(es_, axis=2)
+
+    qs = np.full(inputs.shape[:2], 0.0)
+
+    if route_method == "CSL":
+        qt = np.full(inputs.shape[:2], 0.0)
+        for i in range(inputs.shape[0]):
+            if i == 0:
+                qi = linear_reservoir(ris_[i], ci, qi0)
+                qg = linear_reservoir(rgs_[i], cg, qg0)
+            else:
+                qi = linear_reservoir(ris_[i], ci, qi)
+                qg = linear_reservoir(rgs_[i], cg, qg)
+            qs_ = rss_[i]
+            qt[i, :] = qs_ + qi + qg
+
+        for j in range(len(l)):
+            # print(range(len(l)))
+            lag = int(l[j])
+            for i in range(lag):
+                qs[i, j] = qt[i, j]
+                if i == lag:
+                    break
+            for i in range(lag, inputs.shape[0]):
+                # print(inputs.shape[0])
+                qs[i, j] = cs[j] * qs[i - 1, j] + (1 - cs[j]) * qt[i - lag, j]
+
+    elif route_method == "MZ":
+        rout_a = a.repeat(rss.shape[0]).reshape(rss.shape)
+        rout_b = theta.repeat(rss.shape[0]).reshape(rss.shape)
+        conv_uh = uh_gamma(rout_a, rout_b, kernel_size)
+        qs_ = uh_conv(runoff_im + rss, conv_uh)
+        for i in range(inputs.shape[0]):
+            if i == 0:
+                qi = linear_reservoir(ris_[i], ci, qi0)
+                qg = linear_reservoir(rgs_[i], cg, qg0)
+            else:
+                qi = linear_reservoir(ris_[i], ci, qi)
+                qg = linear_reservoir(rgs_[i], cg, qg)
+            qs[i, :] = qs_[i, :, 0] + qi + qg
+    else:
+        raise NotImplementedError(
+            "We don't provide this route method now! Please use 'CSL' or 'MZ'!"
+        )
+
+    # seq, batch, feature
+    q_sim = np.expand_dims(qs, axis=2)
+    if return_state:
+        return q_sim, es, *w, s, fr, qi, qg
diff --git a/setup.py b/setup.py
index c50f827..a84d3bb 100644
--- a/setup.py
+++ b/setup.py
@@ -1,14 +1,19 @@
 #!/usr/bin/env python
-
-"""The setup script."""
-
+"""
+Author: Wenyu Ouyang
+Date: 2023-10-28 09:16:46
+LastEditTime: 2024-02-12 16:16:19
+LastEditors: Wenyu Ouyang
+Description: The setup script
+FilePath: \hydromodel\setup.py
+Copyright (c) 2023-2024 Wenyu Ouyang. All rights reserved.
+"""
 import io
+import pathlib
 from os import path as op
 from setuptools import setup, find_packages
 
-with open('README.md') as readme_file:
-    readme = readme_file.read()
-
+readme = pathlib.Path("README.md").read_text(encoding='utf-8')
 here = op.abspath(op.dirname(__file__))
 
 # get the dependencies and installs
@@ -18,45 +23,49 @@
 install_requires = [x.strip() for x in all_reqs if "git+" not in x]
 dependency_links = [x.strip().replace("git+", "") for x in all_reqs if "git+" not in x]
 
-requirements = [ ]
+requirements = []
 
-setup_requirements = ['pytest-runner', ]
+setup_requirements = [
+    "pytest-runner",
+]
 
-test_requirements = ['pytest>=3', ]
+test_requirements = [
+    "pytest>=3",
+]
 
 setup(
     author="Wenyu Ouyang",
-    author_email='wenyuouyang@outlook.com',
-    python_requires='>=3.8',
+    author_email="wenyuouyang@outlook.com",
+    python_requires=">=3.9",
     classifiers=[
-        'Intended Audience :: Developers',
-        'License :: OSI Approved :: GNU General Public License v3 (GPLv3)',
-        'Natural Language :: English',
-        'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.8',
-        'Programming Language :: Python :: 3.9',
-        'Programming Language :: Python :: 3.10',
-        'Programming Language :: Python :: 3.11',
+        "Intended Audience :: Developers",
+        "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
+        "Natural Language :: English",
+        "Programming Language :: Python :: 3",
+        "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
+        "Programming Language :: Python :: 3.11",
     ],
-    description="Hydromodel is a python implementation for common hydrological models such as the XinAnJiang (XAJ) model, which is one of the most famous conceptual hydrological models, especially in Southern China.",
+    description="hydrological models starting from XinAnJiang",
     entry_points={
-        'console_scripts': [
-            'hydromodel=hydromodel.cli:main',
+        "console_scripts": [
+            "hydromodel=hydromodel.cli:main",
         ],
     },
     install_requires=install_requires,
     dependency_links=dependency_links,
     license="GNU General Public License v3",
     long_description=readme,
-    long_description_content_type='text/markdown',
+    long_description_content_type="text/markdown",
     include_package_data=True,
-    keywords='hydromodel',
-    name='hydromodel',
-    packages=find_packages(include=['hydromodel', 'hydromodel.*']),
+    keywords="hydromodel",
+    name="hydromodel",
+    packages=find_packages(include=["hydromodel", "hydromodel.*"]),
     setup_requires=setup_requirements,
-    test_suite='tests',
+    test_suite="tests",
     tests_require=test_requirements,
-    url='https://github.com/OuyangWenyu/hydromodel',
-    version='0.0.1',
+    url="https://github.com/iHeadWater/hydromodel",
+    version="0.0.2",
     zip_safe=False,
 )


Test patch:
diff --git a/test/test_data.py b/test/test_data.py
index 6641bb0..af32d10 100644
--- a/test/test_data.py
+++ b/test/test_data.py
@@ -1,7 +1,7 @@
 """
 Author: Wenyu Ouyang
 Date: 2022-10-25 21:16:22
-LastEditTime: 2022-11-28 14:50:30
+LastEditTime: 2023-10-28 09:18:48
 LastEditors: Wenyu Ouyang
 Description: Test for data preprocess
 FilePath: \hydro-model-xaj\test\test_data.py
diff --git a/test/test_rr_event_iden.py b/test/test_rr_event_iden.py
index 1107f06..bb5eb5e 100644
--- a/test/test_rr_event_iden.py
+++ b/test/test_rr_event_iden.py
@@ -1,10 +1,10 @@
 """
 Author: Wenyu Ouyang
 Date: 2023-10-28 09:23:22
-LastEditTime: 2024-02-11 23:53:20
+LastEditTime: 2024-02-12 16:17:26
 LastEditors: Wenyu Ouyang
 Description: Test for rainfall-runoff event identification
-FilePath: \hydro-model-xaj\test\test_rr_event_iden.py
+FilePath: \hydromodel\test\test_rr_event_iden.py
 Copyright (c) 2023-2024 Wenyu Ouyang. All rights reserved.
 """