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chore: add (incomplete) Topmodel config generation example #185

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136 changes: 136 additions & 0 deletions python/ngen_config_gen/examples/topmodel/main.py
Original file line number Diff line number Diff line change
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from __future__ import annotations

import json
from pathlib import Path
from typing import TYPE_CHECKING, TypedDict
import typing_extensions

from ngen.config.init_config.topmodel import Topmodel, TopModelParams, TopModelSubcat
from ngen.config.path_pair import PathPair

if TYPE_CHECKING:
from typing import Any

from pydantic import BaseModel

from ngen.config_gen.hook_providers import HookProvider


class _TwiDist4(TypedDict):
frequency: float
v: float


class TopmodelHooks:
def __init__(self):
self.data = {}
self.subcats = {}
self.params = {}
self.divide_id: str = ""

def _defaults(self) -> None:
self.subcats["num_sub_catchments"] = 1
self.subcats["imap"] = 1
self.subcats["yes_print_output"] = 1
self.subcats["subcat"] = "Extracted study basin: {cat_name}"
# `twi_dist_4`
self.subcats["num_topodex_values"] = 4
self.subcats["area"] = 1
# b.c. NextGen / HF?
self.subcats["num_channels"] = 1

# params
# from: https://github.com/ajkhattak/basin_workflow/blob/ac8de7a7fcbb3d002d8967e81d3e89c23bf0e99a/basin_workflow/generate_files/configuration.py#L409C19-L409C95
self.params["subcat"] = "Extracted study basin: {cat_name}"
self.params["szm"] = 0.032
self.params["t0"] = 5.0
self.params["td"] = 50.0
self.params["chv"] = 3600.0
self.params["rv"] = 3600.0
self.params["srmax"] = 0.05
self.params["q0"] = 0.0000328
self.params["sr0"] = 0.002
self.params["infex"] = 0
self.params["xk0"] = 1.0
self.params["hf"] = 0.02
self.params["dth"] = 0.1

# main config
self.data["stand_alone"] = 0

def hydrofabric_linked_data_hook(
self, _: str, divide_id: str, data: dict[str, Any]
) -> None:
self.divide_id = divide_id

twi_dist_4: str | list[_TwiDist4] = data["twi_dist_4"]
if isinstance(twi_dist_4, str):
twi_dist_4: list[_TwiDist4] = json.loads(twi_dist_4)

# NOTE: not sure about these; need to ask Ahmad
self.subcats["dist_area_lnaotb"] = [f["frequency"] for f in twi_dist_4]
self.subcats["lnaotb"] = [f["v"] for f in twi_dist_4]

# TODO:
# self.subcats["cum_dist_area_with_dist"] =
# self.subcats["dist_from_outlet"] =

# params
self.params["subcat"] = f"Extracted study basin: {divide_id}"
# from: https://github.com/ajkhattak/basin_workflow/blob/ac8de7a7fcbb3d002d8967e81d3e89c23bf0e99a/basin_workflow/generate_files/configuration.py#L409C19-L409C95
self.data["title"] = f"Extracted study basin: {divide_id}"

def build(self) -> BaseModel:
assert (
self.divide_id != ""
), f"`divide_id` must not have been provided correctly in `hydrofabric_linked_data_hook`"
subcat_path = Path(f"subcat_{self.divide_id}.dat")
params_path = Path(f"params_{self.divide_id}.dat")
subcat = TopModelSubcat.parse_obj(self.subcats)
params = TopModelParams.parse_obj(self.params)
self.data["subcat"] = PathPair[TopModelSubcat].with_object(
subcat, path=subcat_path
)
self.data["params"] = PathPair[TopModelParams].with_object(
params, path=params_path
)
return TopmodelWriteInnerConfigs.parse_obj(self.data)

def visit(self, hook_provider: HookProvider) -> None: hook_provider.provide_hydrofabric_linked_data(self)
# apply defaults
self._defaults()


class TopmodelWriteInnerConfigs(Topmodel):
@typing_extensions.override
def to_file(self, p: Path, *_) -> None:
# this is something like: f"subcat_{self.divide_id}.dat"
self.subcat = self.subcat.with_path(p.parent / Path(self.subcat))
self.params = self.params.with_path(p.parent / Path(self.params))
assert self.subcat.write(), f"failed to write subcat: {Path(self.subcat)}"
assert self.params.write(), f"failed to write params: {Path(self.params)}"
super().to_file(p)


if __name__ == "__main__":
import geopandas as gpd
import pandas as pd

from ngen.config_gen.file_writer import DefaultFileWriter
from ngen.config_gen.generate import generate_configs
from ngen.config_gen.hook_providers import DefaultHookProvider

hf_file = "somepath_or_url"
hf_lnk_file = "somepath_or_url"

hf: gpd.GeoDataFrame = gpd.read_file(hf_file, layer="divides")
hf_lnk_data: pd.DataFrame = pd.read_parquet(hf_lnk_file)

hook_provider = DefaultHookProvider(hf=hf, hf_lnk_data=hf_lnk_data)
file_writer = DefaultFileWriter("./config/")

generate_configs(
hook_providers=hook_provider,
hook_objects=[TopmodelHooks],
file_writer=file_writer,
)
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