# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.


from ..utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_flax_available,
    is_scipy_available,
    is_torch_available,
    is_torchsde_available,
)


_import_structure = {}
_dummy_modules = {}

try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_pt_objects  # noqa F403

    modules = {}
    for name in dir(dummy_pt_objects):
        if (not name.endswith("Scheduler")) or name.startswith("_"):
            continue
        modules[name] = getattr(dummy_pt_objects, name)
    _dummy_modules.update(modules)

else:
    _import_structure["scheduling_consistency_models"] = ["CMStochasticIterativeScheduler"]
    _import_structure["scheduling_ddim"] = ["DDIMScheduler"]
    _import_structure["scheduling_ddim_inverse"] = ["DDIMInverseScheduler"]
    _import_structure["scheduling_ddim_parallel"] = ["DDIMParallelScheduler"]
    _import_structure["scheduling_ddpm"] = ["DDPMScheduler"]
    _import_structure["scheduling_ddpm_parallel"] = ["DDPMParallelScheduler"]
    _import_structure["scheduling_deis_multistep"] = ["DEISMultistepScheduler"]
    _import_structure["scheduling_dpmsolver_multistep"] = ["DPMSolverMultistepScheduler"]
    _import_structure["scheduling_dpmsolver_multistep_inverse"] = ["DPMSolverMultistepInverseScheduler"]
    _import_structure["scheduling_dpmsolver_singlestep"] = ["DPMSolverSinglestepScheduler"]
    _import_structure["scheduling_euler_ancestral_discrete"] = ["EulerAncestralDiscreteScheduler"]
    _import_structure["scheduling_euler_discrete"] = ["EulerDiscreteScheduler"]
    _import_structure["scheduling_heun_discrete"] = ["HeunDiscreteScheduler"]
    _import_structure["scheduling_ipndm"] = ["IPNDMScheduler"]
    _import_structure["scheduling_k_dpm_2_ancestral_discrete"] = ["KDPM2AncestralDiscreteScheduler"]
    _import_structure["scheduling_k_dpm_2_discrete"] = ["KDPM2DiscreteScheduler"]
    _import_structure["scheduling_karras_ve"] = ["KarrasVeScheduler"]
    _import_structure["scheduling_pndm"] = ["PNDMScheduler"]
    _import_structure["scheduling_repaint"] = ["RePaintScheduler"]
    _import_structure["scheduling_sde_ve"] = ["ScoreSdeVeScheduler"]
    _import_structure["scheduling_sde_vp"] = ["ScoreSdeVpScheduler"]
    _import_structure["scheduling_unclip"] = ["UnCLIPScheduler"]
    _import_structure["scheduling_unipc_multistep"] = ["UniPCMultistepScheduler"]
    _import_structure["scheduling_utils"] = ["KarrasDiffusionSchedulers", "SchedulerMixin"]
    _import_structure["scheduling_vq_diffusion"] = ["VQDiffusionScheduler"]
    _import_structure["scheduling_ddpm_wuerstchen"] = ["DDPMWuerstchenScheduler"]

try:
    if not is_flax_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils.dummy_flax_objects import *  # noqa F403
else:
    _import_structure["scheduling_ddim_flax"] = ["FlaxDDIMScheduler"]
    _import_structure["scheduling_ddpm_flax"] = ["FlaxDDPMScheduler"]
    _import_structure["scheduling_dpmsolver_multistep_flax"] = ["FlaxDPMSolverMultistepScheduler"]
    _import_structure["scheduling_karras_ve_flax"] = ["FlaxKarrasVeScheduler"]
    _import_structure["scheduling_lms_discrete_flax"] = ["FlaxLMSDiscreteScheduler"]
    _import_structure["scheduling_pndm_flax"] = ["FlaxPNDMScheduler"]
    _import_structure["scheduling_sde_ve_flax"] = ["FlaxScoreSdeVeScheduler"]
    _import_structure["scheduling_utils_flax"] = [
        "FlaxKarrasDiffusionSchedulers",
        "FlaxSchedulerMixin",
        "FlaxSchedulerOutput",
        "broadcast_to_shape_from_left",
    ]


try:
    if not (is_torch_available() and is_scipy_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_torch_and_scipy_objects  # noqa F403

    modules = {}
    for name in dir(dummy_torch_and_scipy_objects):
        if (not name.endswith("Scheduler")) or name.startswith("_"):
            continue
        modules[name] = getattr(dummy_torch_and_scipy_objects, name)

    _dummy_modules.update(modules)

else:
    _import_structure["scheduling_lms_discrete"] = ["LMSDiscreteScheduler"]

try:
    if not (is_torch_available() and is_torchsde_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_torch_and_torchsde_objects  # noqa F403

    modules = {}
    for name in dir(dummy_torch_and_torchsde_objects):
        if (not name.endswith("Scheduler")) or name.startswith("_"):
            continue
        modules[name] = getattr(dummy_torch_and_torchsde_objects, name)

    _dummy_modules.update(modules)


else:
    _import_structure["scheduling_dpmsolver_sde"] = ["DPMSolverSDEScheduler"]

import sys


sys.modules[__name__] = _LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)
for name, value in _dummy_modules.items():
    setattr(sys.modules[__name__], name, value)