[microNPU][2c] Add performance modelling to cascader#9778

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manupak merged 3 commits into from
Jan 17, 2022
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[microNPU][2c] Add performance modelling to cascader #9778

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3a030d2
[microNPU][2c] Initial Performance Model
jacobbohlin Sep 1, 2021
13f2eb6
Add test guards
jacobbohlin Jan 12, 2022
e1daf76
Extended block config testing
jacobbohlin Jan 13, 2022
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3 changes: 3 additions & 0 deletions python/tvm/contrib/ethosu/cascader/__init__.py
View file
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Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
PerformanceInfo,
Tensor,
Part,
TESubgraph,
CascaderGraph,
BufferMode,
register_matcher,
create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig
49 changes: 49 additions & 0 deletions python/tvm/contrib/ethosu/cascader/block_config.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
"""BlockConfig class"""

def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
self.__init_handle_by_constructor__(
_ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
)

@property
def output_shape(self) -> List[int]:
return list(self._output_shape)

@property
def compute_cycles(self) -> int:
return int(self._compute_cycles)

@property
def output_cycles(self) -> int:
return int(self._output_cycles)

def __repr__(self) -> str:
return f"BlockConfig(output_shape={self.output_shape})"
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manupak
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Jan 17, 2022
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[microNPU][2c] Add performance modelling to cascader
#9778
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[microNPU][2c] Initial Performance Model


jacobbohlin Sep 1, 2021
13f2eb6

Add test guards


jacobbohlin Jan 12, 2022
e1daf76

Extended block config testing


jacobbohlin Jan 13, 2022

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3 changes: 3 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/__init__.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
 PerformanceInfo,
 Tensor,
 Part,
 TESubgraph,
 CascaderGraph,
 BufferMode,
 register_matcher,
 create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig

49 changes: 49 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/block_config.py

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
 """BlockConfig class"""

 def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
 self.__init_handle_by_constructor__(
 _ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
 )

 @property
 def output_shape(self) -> List[int]:
 return list(self._output_shape)

 @property
 def compute_cycles(self) -> int:
 return int(self._compute_cycles)

 @property
 def output_cycles(self) -> int:
 return int(self._output_cycles)

 def __repr__(self) -> str:
 return f"BlockConfig(output_shape={self.output_shape})"
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[microNPU][2c] Add performance modelling to cascader#9778

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 Merged

manupak
merged 3 commits into

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Jan 17, 2022
 Merged


[microNPU][2c] Add performance modelling to cascader
#9778
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3a030d2

[microNPU][2c] Initial Performance Model


jacobbohlin Sep 1, 2021
13f2eb6

Add test guards


jacobbohlin Jan 12, 2022
e1daf76

Extended block config testing


jacobbohlin Jan 13, 2022

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3 changes: 3 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
 PerformanceInfo,
 Tensor,
 Part,
 TESubgraph,
 CascaderGraph,
 BufferMode,
 register_matcher,
 create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig

49 changes: 49 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/block_config.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
 """BlockConfig class"""

 def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
 self.__init_handle_by_constructor__(
 _ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
 )

 @property
 def output_shape(self) -> List[int]:
 return list(self._output_shape)

 @property
 def compute_cycles(self) -> int:
 return int(self._compute_cycles)

 @property
 def output_cycles(self) -> int:
 return int(self._output_cycles)

 def __repr__(self) -> str:
 return f"BlockConfig(output_shape={self.output_shape})"
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 Merged

manupak
merged 3 commits into

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Jan 17, 2022
 Merged


[microNPU][2c] Add performance modelling to cascader
#9778
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3a030d2

[microNPU][2c] Initial Performance Model


jacobbohlin Sep 1, 2021
13f2eb6

Add test guards


jacobbohlin Jan 12, 2022
e1daf76

Extended block config testing


jacobbohlin Jan 13, 2022

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3 changes: 3 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
 PerformanceInfo,
 Tensor,
 Part,
 TESubgraph,
 CascaderGraph,
 BufferMode,
 register_matcher,
 create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig

49 changes: 49 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/block_config.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
 """BlockConfig class"""

 def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
 self.__init_handle_by_constructor__(
 _ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
 )

 @property
 def output_shape(self) -> List[int]:
 return list(self._output_shape)

 @property
 def compute_cycles(self) -> int:
 return int(self._compute_cycles)

 @property
 def output_cycles(self) -> int:
 return int(self._output_cycles)

 def __repr__(self) -> str:
 return f"BlockConfig(output_shape={self.output_shape})"
Loading

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 Merged

manupak
merged 3 commits into

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Jan 17, 2022
 Merged


[microNPU][2c] Add performance modelling to cascader
#9778
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3a030d2

[microNPU][2c] Initial Performance Model


jacobbohlin Sep 1, 2021
13f2eb6

Add test guards


jacobbohlin Jan 12, 2022
e1daf76

Extended block config testing


jacobbohlin Jan 13, 2022

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3 changes: 3 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
 PerformanceInfo,
 Tensor,
 Part,
 TESubgraph,
 CascaderGraph,
 BufferMode,
 register_matcher,
 create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig

49 changes: 49 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/block_config.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
 """BlockConfig class"""

 def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
 self.__init_handle_by_constructor__(
 _ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
 )

 @property
 def output_shape(self) -> List[int]:
 return list(self._output_shape)

 @property
 def compute_cycles(self) -> int:
 return int(self._compute_cycles)

 @property
 def output_cycles(self) -> int:
 return int(self._output_cycles)

 def __repr__(self) -> str:
 return f"BlockConfig(output_shape={self.output_shape})"
Loading

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 Merged

manupak
merged 3 commits into

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Jan 17, 2022
 Merged


[microNPU][2c] Add performance modelling to cascader
#9778
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3a030d2

[microNPU][2c] Initial Performance Model


jacobbohlin Sep 1, 2021
13f2eb6

Add test guards


jacobbohlin Jan 12, 2022
e1daf76

Extended block config testing


jacobbohlin Jan 13, 2022

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python/tvm/contrib/ethosu/cascader/__init__.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
 PerformanceInfo,
 Tensor,
 Part,
 TESubgraph,
 CascaderGraph,
 BufferMode,
 register_matcher,
 create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig

49 changes: 49 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/block_config.py

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
 """BlockConfig class"""

 def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
 self.__init_handle_by_constructor__(
 _ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
 )

 @property
 def output_shape(self) -> List[int]:
 return list(self._output_shape)

 @property
 def compute_cycles(self) -> int:
 return int(self._compute_cycles)

 @property
 def output_cycles(self) -> int:
 return int(self._output_cycles)

 def __repr__(self) -> str:
 return f"BlockConfig(output_shape={self.output_shape})"
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[microNPU][2c] Add performance modelling to cascader#9778

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manupak
merged 3 commits into

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Jan 17, 2022
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[microNPU][2c] Add performance modelling to cascader
#9778
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3a030d2

[microNPU][2c] Initial Performance Model


jacobbohlin Sep 1, 2021
13f2eb6

Add test guards


jacobbohlin Jan 12, 2022
e1daf76

Extended block config testing


jacobbohlin Jan 13, 2022

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3 changes: 3 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/__init__.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
 PerformanceInfo,
 Tensor,
 Part,
 TESubgraph,
 CascaderGraph,
 BufferMode,
 register_matcher,
 create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig

49 changes: 49 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/block_config.py

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
 """BlockConfig class"""

 def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
 self.__init_handle_by_constructor__(
 _ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
 )

 @property
 def output_shape(self) -> List[int]:
 return list(self._output_shape)

 @property
 def compute_cycles(self) -> int:
 return int(self._compute_cycles)

 @property
 def output_cycles(self) -> int:
 return int(self._output_cycles)

 def __repr__(self) -> str:
 return f"BlockConfig(output_shape={self.output_shape})"
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pre code, pre code * {
filter: none !important;
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filter: invert(1) hue-rotate(180deg) !important;
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})();
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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[microNPU][2c] Add performance modelling to cascader#9778

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 Merged

manupak
merged 3 commits into

from

Jan 17, 2022
 Merged


[microNPU][2c] Add performance modelling to cascader
#9778
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3a030d2

[microNPU][2c] Initial Performance Model


jacobbohlin Sep 1, 2021
13f2eb6

Add test guards


jacobbohlin Jan 12, 2022
e1daf76

Extended block config testing


jacobbohlin Jan 13, 2022

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3 changes: 3 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,14 +20,17 @@
for both performance and memory usage on Arm(R) Ethos(TM)-U NPUs.
"""
from .stripe_config import StripeConfig
from .block_config import BlockConfig
from .propagator import Propagator
from .graph import (
 PerformanceInfo,
 Tensor,
 Part,
 TESubgraph,
 CascaderGraph,
 BufferMode,
 register_matcher,
 create_cascader_graph,
)
from .parts import InlinePart, EthosuPart
from .device_config import EthosuDeviceConfig

49 changes: 49 additions & 0 deletions
python/tvm/contrib/ethosu/cascader/block_config.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,49 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
# pylint: disable=invalid-name
"""Block config to hold an output block shape and a corresponding input block shape"""
from typing import List
import tvm._ffi

from tvm.runtime import Object

from . import _ffi_api


@tvm._ffi.register_object("contrib.ethosu.cascader.BlockConfig")
class BlockConfig(Object):
 """BlockConfig class"""

 def __init__(self, output_shape: List[int], compute_cycles: int, output_cycles: int):
 self.__init_handle_by_constructor__(
 _ffi_api.BlockConfig, output_shape, compute_cycles, output_cycles
 )

 @property
 def output_shape(self) -> List[int]:
 return list(self._output_shape)

 @property
 def compute_cycles(self) -> int:
 return int(self._compute_cycles)

 @property
 def output_cycles(self) -> int:
 return int(self._output_cycles)

 def __repr__(self) -> str:
 return f"BlockConfig(output_shape={self.output_shape})"
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