Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Allow passing filters when reading from an ixmp4 platform #838

Merged
merged 15 commits into from
Mar 21, 2024
Merged
Show file tree
Hide file tree
Changes from 9 commits
Commits
File filter

Filter by extension

Filter by extension


Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
1 change: 1 addition & 0 deletions RELEASE_NOTES.md
Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,7 @@ Bumped minimum version of pandas and numpy to fit **ixmp4**'s requirement.

## Individual updates

- [#838](https://github.com/IAMconsortium/pyam/pull/838) Support filters when reading from an ixmp4 platform
- [#837](https://github.com/IAMconsortium/pyam/pull/837) Support filters as direct keyword arguments for `categorize()`
similar to `validate()` signature (see [#804](https://github.com/IAMconsortium/pyam/pull/804))
- [#832](https://github.com/IAMconsortium/pyam/pull/832) Improve the test-suite for the ixmp4 integration
Expand Down
16 changes: 12 additions & 4 deletions docs/api/database.rst
Original file line number Diff line number Diff line change
Expand Up @@ -3,22 +3,30 @@
Data resources integration
==========================

Connecting to an IIASA Scenario Explorer instance
-------------------------------------------------
Connecting to an IIASA database instance
----------------------------------------

IIASA's ixmp Scenario Explorer infrastructure implements a RestAPI
to directly query the database server connected to an explorer instance.
See https://software.ece.iiasa.ac.at/ixmp-server for more information.
See https://docs.ece.iiasa.ac.at/ for more information.

The |pyam| package uses this interface to read timeseries data as well as
categorization and quantitative indicators.
categorization and quantitative meta indicators.
The data is returned as an :class:`IamDataFrame`.
See `this tutorial <../tutorials/iiasa.html>`_ for more information.

.. autofunction:: read_iiasa

.. autofunction:: lazy_read_iiasa

Reading from an |ixmp4| platform
--------------------------------

The |pyam| package provides a simple interface to read timeseries data and meta
indicators from local or remote |ixmp4| platform instancs.

.. autofunction:: read_ixmp4

Reading UNFCCC inventory data
-----------------------------

Expand Down
4 changes: 2 additions & 2 deletions docs/api/iiasa.rst
Original file line number Diff line number Diff line change
Expand Up @@ -39,9 +39,9 @@ You will be prompted to enter your password.
-------------------------

The *Scenario Apps* use the |ixmp4| package as a database backend.
You can list all available ixmp4 platforms hosted by IIASA using the following:
You can list all available ixmp4 platforms hosted by IIASA using the following function:

.. autofunctions:: platforms
.. autofunction:: platforms

*Scenario Explorer* instances (legacy service)
----------------------------------------------
Expand Down
467 changes: 242 additions & 225 deletions poetry.lock

Large diffs are not rendered by default.

60 changes: 40 additions & 20 deletions pyam/iiasa.py
Original file line number Diff line number Diff line change
Expand Up @@ -18,6 +18,7 @@
from requests.auth import AuthBase

from pyam.core import IamDataFrame
from pyam.ixmp4 import read_ixmp4
from pyam.logging import deprecation_warning
from pyam.str import is_str
from pyam.utils import (
Expand Down Expand Up @@ -155,8 +156,8 @@

Notes
-----
Credentials (username & password) are not required to access any public
Scenario Explorer instances (i.e., with Guest login).
Credentials (username & password) are not required to access any public |ixmp4|
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
or Scenario Explorer database (i.e., with Guest login).
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
"""

def __init__(self, name=None, creds=None, auth_url=_AUTH_URL):
Expand Down Expand Up @@ -589,31 +590,42 @@
def read_iiasa(
name, default_only=True, meta=True, creds=None, base_url=_AUTH_URL, **kwargs
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
):
"""Query an IIASA Scenario Explorer database API and return as IamDataFrame
"""Read data from an |ixmp4| platform or an IIASA Scenario Explorer database.

Parameters
----------
name : str
| Name of an IIASA Scenario Explorer database instance.
| Name of an |ixmp4| platform or an IIASA Scenario Explorer database instance.
| Use :attr:`platforms <pyam.iiasa.platforms>` for a list of |ixmp4| platforms
hosted by IIASA.
| Use :attr:`valid_connections <pyam.iiasa.Connection.valid_connections>`
for a list of available instances.
for a list of available Scenario Explorer database instances.
default_only : bool, optional
If `True`, return *only* the default version of a model/scenario.
If `False`, return all versions.
meta : bool or list of strings, optional
If `True`, include all meta categories & quantitative indicators
(or subset if list is given).
creds : str or :class:`pathlib.Path`, optional
| Credentials (username & password) are not required to access
any public Scenario Explorer instances (i.e., with Guest login).
| See :class:`pyam.iiasa.Connection` for details.
| Use :meth:`pyam.iiasa.set_config` to set credentials
for accessing private/restricted Scenario Explorer instances.
Path to a file with authentication credentials. This feature is deprecated,
please run ``ixmp4 login <username>`` in a console instead.
base_url : str
Authentication server URL
kwargs
Arguments for :meth:`pyam.iiasa.Connection.query`
Authentication server URL.
**kwargs
Arguments for :meth:`pyam.read_ixmp4` or :meth:`pyam.iiasa.Connection.query`.

Notes
-----
Credentials (username & password) are not required to access any public |ixmp4|
or Scenario Explorer database (i.e., with Guest login).
"""
if name in [i.name for i in ixmp4.conf.settings.manager.list_platforms()]:
if meta is not True:
raise NotImplementedError(

Check warning on line 624 in pyam/iiasa.py

View check run for this annotation

Codecov / codecov/patch

pyam/iiasa.py#L623-L624

Added lines #L623 - L624 were not covered by tests
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
"Reading from ixmp4 platforms requires `meta=True`"
)
return read_ixmp4(name, default_only=default_only, **kwargs)

Check warning on line 627 in pyam/iiasa.py

View check run for this annotation

Codecov / codecov/patch

pyam/iiasa.py#L627

Added line #L627 was not covered by tests

return Connection(name, creds, base_url).query(
default_only=default_only, meta=meta, **kwargs
)
Expand All @@ -623,7 +635,7 @@
file, name, default_only=True, meta=True, creds=None, base_url=_AUTH_URL, **kwargs
):
"""
Try to load data from a local cache, failing that, loads it from the internet.
Try to load data from a local cache, failing that, loads it from an IIASA database.

Check if the file in a given location is an up-to-date version of an IIASA
database. If so, load it. If not, load data from the IIASA scenario explorer
Expand All @@ -648,16 +660,24 @@
If `True`, include all meta categories & quantitative indicators
(or subset if list is given).
creds : str or :class:`pathlib.Path`, optional
| Credentials (username & password) are not required to access
any public Scenario Explorer instances (i.e., with Guest login).
| See :class:`pyam.iiasa.Connection` for details.
| Use :meth:`pyam.iiasa.set_config` to set credentials
for accessing private/restricted Scenario Explorer instances.
Path to a file with authentication credentials. This feature is deprecated,
please run ``ixmp4 login <username>`` in a console instead.
base_url : str
Authentication server URL
kwargs
Arguments for :meth:`pyam.iiasa.Connection.query`
Arguments for :meth:`pyam.read_ixmp4` or :meth:`pyam.iiasa.Connection.query`.

Notes
-----
This feature does currently not support reading data from |ixmp4| platforms.

Credentials (username & password) are not required to access any public |ixmp4|
or Scenario Explorer database (i.e., with Guest login).
"""
if name in [i.name for i in ixmp4.conf.settings.manager.list_platforms()]:
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
raise NotImplementedError(

Check warning on line 678 in pyam/iiasa.py

View check run for this annotation

Codecov / codecov/patch

pyam/iiasa.py#L678

Added line #L678 was not covered by tests
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
"The function `lazy_read_iiasa()` does not support ixmp4 platforms."
)

file = Path(file)
assert file.suffix in [
Expand Down
51 changes: 42 additions & 9 deletions pyam/ixmp4.py
Original file line number Diff line number Diff line change
Expand Up @@ -8,41 +8,75 @@
logger = logging.getLogger(__name__)


def read_ixmp4(platform: ixmp4.Platform | str, default_only: bool = True):
def read_ixmp4(
platform: ixmp4.Platform | str,
default_only: bool = True,
model: str | list[str] | None = None,
scenario: str | list[str] | None = None,
region: str | list[str] | None = None,
variable: str | list[str] | None = None,
unit: str | list[str] | None = None,
year: int | list[int] | None = None,
):
"""Read scenario runs from an ixmp4 platform database instance

Parameters
----------
platform : :class:`ixmp4.Platform` or str
The ixmp4 platform database instance to which the scenario data is saved
The ixmp4 platform database instance to which the scenario data is saved.
default_only : :class:`bool`, optional
Read only default runs
Read only default runs.
model, scenario, region, variable, unit : str or list of str, optional
Filter by these dimensions.
year : int or list of int, optional
Filter by time domain.
"""
from pyam import IamDataFrame

if not isinstance(platform, ixmp4.Platform):
platform = ixmp4.Platform(platform)

data = platform.iamc.tabulate(run={"default_only": default_only})
meta = platform.meta.tabulate(run={"default_only": default_only})
# TODO This may have to be revised, see https://github.com/iiasa/ixmp4/issues/72
meta_filters = _make_dict(
run=dict(default_only=default_only, model=model, scenario=scenario)
)
iamc_filters = _make_dict(
run=dict(default_only=default_only),
model=model,
scenario=scenario,
region=region,
variable=variable,
unit=unit,
year=year,
)
data = platform.iamc.tabulate(**iamc_filters)
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
meta = platform.meta.tabulate(**meta_filters)

# if default-only, simplify to standard IAMC index, add `version` as meta indicator
if default_only:
index = ["model", "scenario"]
data.drop(columns="version", inplace=True)
meta_version = (
meta[["model", "scenario", "version"]]
data[index + ["version"]]
.drop_duplicates()
.rename(columns={"version": "value"})
)
meta_version["key"] = "version"
meta = pd.concat([meta.drop(columns="version"), meta_version])
data.drop(columns="version", inplace=True)
else:
index = ["model", "scenario", "version"]

return IamDataFrame(data, meta=meta, index=index)


def _make_dict(**kwargs):
_dict = dict()
for key, value in kwargs.items():
if value is not None:
_dict[key] = value
return _dict


def write_to_ixmp4(platform: ixmp4.Platform | str, df):
"""Save all scenarios as new default runs in an ixmp4 platform database instance

Expand Down Expand Up @@ -70,8 +104,7 @@ def write_to_ixmp4(platform: ixmp4.Platform | str, df):
if missing := set(values).difference(platform_values):
raise model.NotFound(
", ".join(missing)
+ f". Use `Platform.{dimension}.create()` to add the missing "
f"{dimension}."
+ f". Use `Platform.{dimension}.create()` to add missing elements."
phackstock marked this conversation as resolved.
Show resolved Hide resolved
)

# The "version" meta-indicator, added when reading from an ixmp4 platform,
Expand Down
2 changes: 1 addition & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -44,7 +44,7 @@ classifiers = [
[tool.poetry.dependencies]
python = ">=3.10, <3.13"
iam-units = ">=2020.4.21"
ixmp4 = ">=0.7.3"
ixmp4 = ">=0.8.0"
matplotlib = ">=3.6.0"
numpy = ">=1.26.0"
openpyxl = ">=3.1.2"
Expand Down
37 changes: 34 additions & 3 deletions tests/test_ixmp4.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@

import pyam
from pyam import read_ixmp4
from pyam.testing import assert_iamframe_equal


def test_to_ixmp4_missing_region_raises(test_platform, test_df_year):
Expand Down Expand Up @@ -37,12 +38,12 @@ def test_ixmp4_integration(test_platform, test_df_year):
obs = read_ixmp4(platform=test_platform)
exp = test_df_year.copy()
exp.set_meta(1, "version") # add version number added from ixmp4
pyam.assert_iamframe_equal(exp, obs)
assert_iamframe_equal(exp, obs)

# make one scenario a non-default scenario, make sure that it is not included
test_platform.runs.get("model_a", "scen_b").unset_as_default()
obs = read_ixmp4(platform=test_platform)
pyam.assert_iamframe_equal(exp.filter(scenario="scen_a"), obs)
assert_iamframe_equal(exp.filter(scenario="scen_a"), obs)

# read all scenarios (runs) - version number used as additional index dimension
obs = read_ixmp4(platform=test_platform, default_only=False)
Expand All @@ -54,18 +55,48 @@ def test_ixmp4_integration(test_platform, test_df_year):
pyam.assert_iamframe_equal(exp, obs)


@pytest.mark.parametrize(
"filters",
(
dict(model="model_a"),
dict(scenario="scen_a"),
dict(scenario="*n_a"),
dict(model="model_a", scenario="scen_a", region="World", variable="* Energy"),
dict(scenario="scen_a", region="World", variable="Primary Energy", year=2010),
),
)
def test_ixmp4_filters(test_platform, test_df_year, filters):
"""Write an IamDataFrame to the platform and read it back with filters"""

# test writing to platform
test_df_year.to_ixmp4(platform=test_platform)

# add 'version' meta indicator (indicator during imp4 roundtrip)
danielhuppmann marked this conversation as resolved.
Show resolved Hide resolved
test_df_year.set_meta(1, "version")

# read with filters
assert_iamframe_equal(
read_ixmp4(test_platform, **filters),
test_df_year.filter(**filters),
)


@pytest.mark.parametrize("drop_meta", (True, False))
def test_ixmp4_reserved_columns(test_platform, test_df_year, drop_meta):
"""Make sure that a 'version' column in `meta` is not written to the platform"""

if drop_meta:
test_df_year = pyam.IamDataFrame(test_df_year.data)

# test writing to platform with a version-number as meta indicator
# write to platform with a version-number as meta indicator
test_df_year.set_meta(1, "version") # add version number added from ixmp4
test_df_year.to_ixmp4(platform=test_platform)

# version is not saved to the platform
if drop_meta:
assert len(test_platform.runs.get("model_a", "scen_a").meta) == 0
else:
assert "version" not in test_platform.runs.get("model_a", "scen_a").meta

# version is included when reading again from the platform
assert_iamframe_equal(test_df_year, pyam.read_ixmp4(test_platform))