Module hummingbird.ml.operator_converters

All operators converters are stored under this package.

Expand source code
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------

"""
All operators converters are stored under this package.
"""

# Register constants used within Hummingbird converters.
from . import constants as converter_constants
from .. import supported as hummingbird_constants
from .._utils import _Constants

# Add constants in scope.
constants = _Constants(converter_constants, hummingbird_constants)

# To register a converter for scikit-learn API operators, import associated modules here.
from . import lightgbm  # noqa: E402
from . import onnx_tree_ensembles  # noqa: E402
from . import skl_decision_tree  # noqa: E402
from . import skl_gbdt  # noqa: E402
from . import skl_linear  # noqa: E402
from . import skl_normalizer  # noqa: E402
from . import skl_sv  # noqa: E402
from . import xgb  # noqa: E402


__pdoc__ = {}
__pdoc__["hummingbird.operator_converters._gbdt_commons"] = True
__pdoc__["hummingbird.operator_converters._tree_commons"] = True
__pdoc__["hummingbird.operator_converters._tree_implementations"] = True

Sub-modules

hummingbird.ml.operator_converters.constants

Constants used in the Hummingbird converters are defined here.

hummingbird.ml.operator_converters.lightgbm

Converters for LightGBM models.

hummingbird.ml.operator_converters.onnx_tree_ensembles

Converters for ONNX-ML tree-ensemble models.

hummingbird.ml.operator_converters.skl_decision_tree

Converters for scikit-learn decision-tree-based models: DecisionTree, RandomForest and ExtraTrees.

hummingbird.ml.operator_converters.skl_gbdt

Converters for Sklearn's GradientBoosting models.

hummingbird.ml.operator_converters.skl_linear
hummingbird.ml.operator_converters.skl_normalizer
hummingbird.ml.operator_converters.skl_sv
hummingbird.ml.operator_converters.xgb

Converters for XGBoost models.