Update folder structure

Move tests

Remove unused import

src/compressed_tensors/compressors/__init__.py

@@ -14,15 +14,9 @@
 
 # flake8: noqa
 
-from .base import BaseCompressor
-from .dense import DenseCompressor
-from .helpers import load_compressed, save_compressed, save_compressed_model
-from .marlin_24 import Marlin24Compressor
-from .model_compressor import ModelCompressor, map_modules_to_quant_args
-from .naive_quantized import (
-    FloatQuantizationCompressor,
-    IntQuantizationCompressor,
-    QuantizationCompressor,
-)
-from .pack_quantized import PackedQuantizationCompressor
-from .sparse_bitmask import BitmaskCompressor, BitmaskTensor
+from .base import *
+from .helpers import *
+from .model_compressors import *
+from .quantized_compressors import *
+from .sparse_compressors import *
+from .sparse_quantized_compressors import *

src/compressed_tensors/compressors/base.py

@@ -37,18 +37,18 @@ class BaseCompressor(RegistryMixin, ABC):
     Model Load Lifecycle (run_compressed=False):
         - ModelCompressor.decompress()
             - apply_quantization_config()
-            - Compressor.decompress()
+            - BaseCompressor.decompress()
 
     Model Save Lifecycle:
         - ModelCompressor.compress()
-            - Compressor.compress()
+            - BaseCompressor.compress()
 
 
     Module Lifecycle (run_compressed=True):
         - apply_quantization_config()
         - compressed_module = CompressedLinear(module)
             - initialize_module_for_quantization()
-            - Compressor.compression_param_info()
+            - BaseCompressor.compression_param_info()
             - register_parameters()
         - compressed_module.forward()
             -compressed_module.decompress()

src/compressed_tensors/compressors/helpers.py

@@ -16,7 +16,7 @@
 from typing import Dict, Generator, Optional, Tuple, Union
 
 import torch
-from compressed_tensors.compressors.base import BaseCompressor
+from compressed_tensors.compressors import BaseCompressor
 from compressed_tensors.config import CompressionFormat, SparsityCompressionConfig
 from compressed_tensors.utils.safetensors_load import get_weight_mappings
 from safetensors import safe_open

src/compressed_tensors/compressors/model_compressors/__init__.py

@@ -0,0 +1,17 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.
+# flake8: noqa
+
+
+from .model_compressor import *

src/compressed_tensors/compressors/quantized_compressors/__init__.py

@@ -0,0 +1,18 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.
+# flake8: noqa
+
+from .base import *
+from .naive_quantized import *
+from .pack_quantized import *

src/compressed_tensors/compressors/base_quantization_compressor.py → src/compressed_tensors/compressors/quantized_compressors/base.py

@@ -24,10 +24,10 @@
 from tqdm import tqdm
 
 
-__all__ = ["BaseQuantizationCompressor"]
-
 _LOGGER: logging.Logger = logging.getLogger(__name__)
 
+__all__ = ["BaseQuantizationCompressor"]
+
 
 class BaseQuantizationCompressor(BaseCompressor):
     """
@@ -40,22 +40,22 @@ class BaseQuantizationCompressor(BaseCompressor):
     Model Load Lifecycle (run_compressed=False):
         - ModelCompressor.decompress()
             - apply_quantization_config()
-            - Compressor.decompress()
-                - Compressor.decompress_weight()
+            - BaseQuantiazationCompressor.decompress()
+                - BaseQuantizationCompressor.decompress_weight()
 
     Model Save Lifecycle:
         - ModelCompressor.compress()
-            - Compressor.compress()
-                - Compressor.compress_weight()
+            - BaseQuantizationCompressor.compress()
+                - BaseQuantizationCompressor.compress_weight()
 
     Module Lifecycle (run_compressed=True):
         - apply_quantization_config()
         - compressed_module = CompressedLinear(module)
             - initialize_module_for_quantization()
-            - Compressor.compression_param_info()
+            - BaseQuantizationCompressor.compression_param_info()
             - register_parameters()
         - compressed_module.forward()
-            - compressed_module.decompress()
+            -compressed_module.decompress()
 
 
     :param config: config specifying compression parameters

src/compressed_tensors/compressors/naive_quantized.py → src/compressed_tensors/compressors/quantized_compressors/naive_quantized.py

@@ -16,7 +16,7 @@
 
 import torch
 from compressed_tensors.compressors.base import BaseCompressor
-from compressed_tensors.compressors.base_quantization_compressor import (
+from compressed_tensors.compressors.quantized_compressors.base import (
     BaseQuantizationCompressor,
 )
 from compressed_tensors.config import CompressionFormat
@@ -27,14 +27,14 @@
 
 
 __all__ = [
-    "QuantizationCompressor",
+    "NaiveQuantizationCompressor",
     "IntQuantizationCompressor",
     "FloatQuantizationCompressor",
 ]
 
 
 @BaseCompressor.register(name=CompressionFormat.naive_quantized.value)
-class QuantizationCompressor(BaseQuantizationCompressor):
+class NaiveQuantizationCompressor(BaseQuantizationCompressor):
     """
     Implements naive compression for quantized models. Weight of each
     quantized layer is converted from its original float type to the closest Pytorch
@@ -123,7 +123,7 @@ def decompress_weight(
 
 
 @BaseCompressor.register(name=CompressionFormat.int_quantized.value)
-class IntQuantizationCompressor(QuantizationCompressor):
+class IntQuantizationCompressor(NaiveQuantizationCompressor):
     """
     Alias for integer quantized models
     """
@@ -132,7 +132,7 @@ class IntQuantizationCompressor(QuantizationCompressor):
 
 
 @BaseCompressor.register(name=CompressionFormat.float_quantized.value)
-class FloatQuantizationCompressor(QuantizationCompressor):
+class FloatQuantizationCompressor(NaiveQuantizationCompressor):
     """
     Alias for fp quantized models
     """

src/compressed_tensors/compressors/pack_quantized.py → src/compressed_tensors/compressors/quantized_compressors/pack_quantized.py

@@ -17,7 +17,7 @@
 import numpy as np
 import torch
 from compressed_tensors.compressors.base import BaseCompressor
-from compressed_tensors.compressors.base_quantization_compressor import (
+from compressed_tensors.compressors.quantized_compressors.base import (
     BaseQuantizationCompressor,
 )
 from compressed_tensors.config import CompressionFormat

src/compressed_tensors/compressors/sparse_compressors/__init__.py

@@ -0,0 +1,18 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.
+# flake8: noqa
+
+from .base import *
+from .dense import *
+from .sparse_bitmask import *

src/compressed_tensors/compressors/base_sparsity_compressor.py → src/compressed_tensors/compressors/sparse_compressors/base.py

@@ -38,22 +38,22 @@ class BaseSparseCompressor(BaseCompressor):
     Model Load Lifecycle (run_compressed=False):
         - ModelCompressor.decompress()
             - apply_quantization_config()
-            - Compressor.decompress()
-                - Compressor.decompress_weight()
+            - BaseSparseCompressor.decompress()
+                - BaseSparseCompressor.decompress_weight()
 
     Model Save Lifecycle:
         - ModelCompressor.compress()
-            - Compressor.compress()
-                - Compressor.compress_weight()
+            - BaseSparseCompressor.compress()
+                - BaseSparseCompressor.compress_weight()
 
     Module Lifecycle (run_compressed=True):
         - apply_quantization_config()
         - compressed_module = CompressedLinear(module)
             - initialize_module_for_quantization()
-            - Compressor.compression_param_info()
+            - BaseSparseCompressor.compression_param_info()
             - register_parameters()
         - compressed_module.forward()
-            - compressed_module.decompress()
+            -compressed_module.decompress()
 
 
     :param config: config specifying compression parameters

src/compressed_tensors/compressors/sparse_bitmask.py → src/compressed_tensors/compressors/sparse_compressors/sparse_bitmask.py

@@ -17,7 +17,7 @@
 import numpy
 import torch
 from compressed_tensors.compressors.base import BaseCompressor
-from compressed_tensors.compressors.base_sparsity_compressor import BaseSparseCompressor
+from compressed_tensors.compressors.sparse_compressors.base import BaseSparseCompressor
 from compressed_tensors.config import CompressionFormat
 from compressed_tensors.utils import merge_names
 from torch import Tensor

src/compressed_tensors/compressors/sparse_quantized_compressors/__init__.py

@@ -0,0 +1,16 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.
+# flake8: noqa
+
+from .marlin_24 import Marlin24Compressor

tests/test_compressors/model_compressors/__init__.py

@@ -0,0 +1,13 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.

tests/test_compressors/quantized_compressors/__init__.py

@@ -0,0 +1,13 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.

tests/test_compressors/test_pack_quant.py → tests/test_compressors/quantized_compressors/test_pack_quant.py

@@ -20,7 +20,7 @@
 import pytest
 import torch
 from compressed_tensors import PackedQuantizationCompressor
-from compressed_tensors.compressors.pack_quantized import (
+from compressed_tensors.compressors.quantized_compressors.pack_quantized import (
     pack_to_int32,
     unpack_from_int32,
 )

tests/test_compressors/sparse_compressors/__init__.py

@@ -0,0 +1,13 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.

tests/test_compressors/sparse_quantized_compressors/__init__.py

@@ -0,0 +1,13 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. 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.