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Reformulate syn-math

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This commit is contained in:
D-X-Y
2021-05-09 18:53:18 +08:00
parent 853a702926
commit 58dee23a11
8 changed files with 57 additions and 32 deletions
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8
lib/datasets/__init__.py
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@@ -3,11 +3,3 @@
##################################################
from .get_dataset_with_transform import get_datasets, get_nas_search_loaders
from .SearchDatasetWrap import SearchDataset
from .math_base_funcs import QuadraticFunc, CubicFunc, QuarticFunc
from .math_dynamic_funcs import DynamicQuadraticFunc, DynamicLinearFunc
from .math_adv_funcs import ConstantFunc
from .math_adv_funcs import ComposedSinFunc
from .synthetic_utils import TimeStamp
from .synthetic_env import SyntheticDEnv

8
lib/datasets/math_core.py Normal file
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@@ -0,0 +1,8 @@
#####################################################
# Copyright (c) Xuanyi Dong [GitHub D-X-Y], 2021.05 #
#####################################################
from .math_base_funcs import QuadraticFunc, CubicFunc, QuarticFunc
from .math_dynamic_funcs import DynamicLinearFunc
from .math_dynamic_funcs import DynamicQuadraticFunc
from .math_adv_funcs import ConstantFunc
from .math_adv_funcs import ComposedSinFunc

53
lib/datasets/synthetic_core.py
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@@ -1,12 +1,25 @@
import copy
#####################################################
# Copyright (c) Xuanyi Dong [GitHub D-X-Y], 2021.05 #
#####################################################
from .synthetic_utils import TimeStamp
from .synthetic_env import SyntheticDEnv
from .math_dynamic_funcs import DynamicLinearFunc
from .math_dynamic_funcs import DynamicQuadraticFunc
from .math_adv_funcs import ConstantFunc, ComposedSinFunc
def get_synthetic_env(total_timestamp=1000, num_per_task=1000, mode=None):
mean_generator = ComposedSinFunc()
std_generator = ComposedSinFunc(min_amplitude=0.5, max_amplitude=1.5)
__all__ = ["TimeStamp", "SyntheticDEnv", "get_synthetic_env"]
def get_synthetic_env(total_timestamp=1000, num_per_task=1000, mode=None, version="v1"):
if version == "v1":
mean_generator = ConstantFunc(0)
std_generator = ConstantFunc(1)
elif version == "v2":
mean_generator = ComposedSinFunc()
std_generator = ComposedSinFunc(min_amplitude=0.5, max_amplitude=1.5)
else:
raise ValueError("Unknown version: {:}".format(version))
dynamic_env = SyntheticDEnv(
[mean_generator],
[[std_generator]],
@@ -15,15 +28,27 @@ def get_synthetic_env(total_timestamp=1000, num_per_task=1000, mode=None):
min_timestamp=-0.5, max_timestamp=1.5, num=total_timestamp, mode=mode
),
)
function = DynamicQuadraticFunc()
function_param = dict()
function_param[0] = ComposedSinFunc(
num_sin_phase=4, phase_shift=1.0, max_amplitude=1.0
)
function_param[1] = ConstantFunc(constant=0.9)
function_param[2] = ComposedSinFunc(
num_sin_phase=5, phase_shift=0.4, max_amplitude=0.9
)
if version == "v1":
function = DynamicQuadraticFunc()
function_param = dict()
function_param[0] = ComposedSinFunc(
num_sin_phase=4, phase_shift=1.0, max_amplitude=1.0
)
function_param[1] = ConstantFunc(constant=0.9)
function_param[2] = ComposedSinFunc(
num_sin_phase=5, phase_shift=0.4, max_amplitude=0.9
)
elif version == "v2":
function = DynamicLinearFunc()
function_param = dict()
function_param[0] = ComposedSinFunc(
amplitude_scale=ConstantFunc(1.0), period_phase_shift=ConstantFunc(1.0)
)
function_param[1] = ConstantFunc(constant=0.9)
else:
raise ValueError("Unknown version: {:}".format(version))
function.set(function_param)
dynamic_env.set_oracle_map(copy.deepcopy(function))
# dynamic_env.set_oracle_map(copy.deepcopy(function))
dynamic_env.set_oracle_map(function)
return dynamic_env

2
lib/xlayers/super_module.py
View File

@@ -57,7 +57,7 @@ class TensorContainer:
def requires_grad_(self, requires_grad=True):
for tensor in self._tensors:
tensor.requires_grad_(requires_grad)
tensor.requires_grad_(requires_grad)
@property
def tensors(self):