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2 +- latest/docs/source/publication_list.html | 2 +- latest/docs/source/quantization.html | 2 +- .../docs/source/quantization_layer_wise.html | 2 +- .../source/quantization_mixed_precision.html | 2 +- .../docs/source/quantization_weight_only.html | 2 +- latest/docs/source/releases_info.html | 2 +- latest/docs/source/sigopt_strategy.html | 2 +- latest/docs/source/smooth_quant.html | 2 +- latest/docs/source/transform.html | 2 +- latest/docs/source/tuning_strategies.html | 2 +- latest/docs/source/validated_model_list.html | 2 +- latest/genindex.html | 34 ++- latest/objects.inv | Bin 30524 -> 30612 bytes latest/py-modindex.html | 2 +- latest/search.html | 2 +- latest/searchindex.js | 2 +- 562 files changed, 900 insertions(+), 578 deletions(-) diff --git a/latest/_sources/autoapi/neural_compressor/torch/utils/utility/index.rst.txt b/latest/_sources/autoapi/neural_compressor/torch/utils/utility/index.rst.txt index f7707cc39ad..8e2b420ed23 100644 --- a/latest/_sources/autoapi/neural_compressor/torch/utils/utility/index.rst.txt +++ b/latest/_sources/autoapi/neural_compressor/torch/utils/utility/index.rst.txt @@ -14,6 +14,7 @@ Functions .. autoapisummary:: + neural_compressor.torch.utils.utility.is_optimum_habana_available neural_compressor.torch.utils.utility.register_algo neural_compressor.torch.utils.utility.fetch_module neural_compressor.torch.utils.utility.set_module @@ -26,11 +27,32 @@ Functions neural_compressor.torch.utils.utility.get_processor_type_from_user_config neural_compressor.torch.utils.utility.dowload_hf_model neural_compressor.torch.utils.utility.load_empty_model + neural_compressor.torch.utils.utility.get_module + neural_compressor.torch.utils.utility.get_layer_names_in_block + neural_compressor.torch.utils.utility.to_dtype + neural_compressor.torch.utils.utility.to_device + neural_compressor.torch.utils.utility.get_block_names + neural_compressor.torch.utils.utility.validate_modules + neural_compressor.torch.utils.utility.get_multimodal_block_names + neural_compressor.torch.utils.utility.detect_device + neural_compressor.torch.utils.utility.run_fn_for_vlm_autoround Module Contents --------------- +.. py:function:: is_optimum_habana_available() + + Checks if the Optimum Habana module is available for use with the transformers library. + + This function checks two conditions: + 1. If the `optimum` package is available using `transformers.utils.import_utils.is_optimum_available`. + 2. If the `optimum.habana` module can be found using `importlib.util.find_spec`. + + :returns: True if Optimum Habana is available, False otherwise. + :rtype: bool + + .. py:function:: register_algo(name) Decorator function to register algorithms in the algos_mapping dictionary. @@ -167,3 +189,110 @@ Module Contents Load a empty model. +.. py:function:: get_module(module, key) + + Get module from model by key name. + + :param module: original model + :type module: torch.nn.Module + :param key: module name to be replaced + :type key: str + + +.. py:function:: get_layer_names_in_block(model, supported_types=[torch.nn.Linear, transformers.modeling_utils.Conv1D], quant_block_list=None) + + Retrieves the names of layers within each block of the model. + + :returns: + + A list of strings, where each string is the name of a layer + within a block of the model. + :rtype: list + + +.. py:function:: to_dtype(input, dtype=torch.float32) + + Moves input data to the specified data type. + + Args: + input: The input data to be moved. + dtype: The target data type. + + Returns: + The input data on the specified data type. + + +.. py:function:: to_device(input, device=torch.device('cpu')) + + Moves input data to the specified device. + + Args: + input: The input data to be moved. + device: The target device. + + Returns: + The input data on the specified device. + + +.. py:function:: get_block_names(model) + + Get the block names for transformers-like networks. + + Args: + model: The model. + + Returns: + block_names: A list whose elements are list of block's layer names + + +.. py:function:: validate_modules(module_names) + + Test a list of modules' validity. + + Args: + modules (list of str): List of strings to be validated. + + Returns: + bool: True if all modules have equal length or not dependent, otherwise False. + + +.. py:function:: get_multimodal_block_names(model, quant_vision=False) + + Get the multimodal model block names for transformers-like networks. + + Args: + model: The model. + + Returns: + block_names: A list whose elements are list of block's layer names + + +.. py:function:: detect_device(device=None) + + Detects the device to use for model execution (GPU, HPU, or CPU). + + :param device: + - If a string ('cuda', 'cpu', or 'hpu') or torch.device is provided, that device is selected. + - If an integer is provided, it treats it as a GPU device index. + - If None or 'auto', it automatically selects 'cuda' if available, 'hpu' if Habana is available, + or falls back to 'cpu'. + :type device: str, int, torch.device, optional + + :returns: The selected device in string format ('cuda:X', 'hpu', or 'cpu'). + :rtype: str + + +.. py:function:: run_fn_for_vlm_autoround(model, dataloader, seqlen=512, nsamples=512) + + Runs a model on a provided dataset with automatic device detection for vector-language models. + + :param model: The model to run. + :param dataloader: A PyTorch dataloader providing the input data for the model. + :param seqlen: The minimum sequence length of input data to process. Defaults to 512. + :type seqlen: int, optional + :param nsamples: The number of samples to process before stopping. Defaults to 512. + :type nsamples: int, optional + + :returns: None + + diff --git a/latest/autoapi/neural_compressor/adaptor/mxnet_utils/index.html b/latest/autoapi/neural_compressor/adaptor/mxnet_utils/index.html index b936ed6066f..a05779de50c 100644 --- a/latest/autoapi/neural_compressor/adaptor/mxnet_utils/index.html +++ b/latest/autoapi/neural_compressor/adaptor/mxnet_utils/index.html @@ -114,7 +114,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

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diff --git a/latest/autoapi/neural_compressor/adaptor/mxnet_utils/util/index.html b/latest/autoapi/neural_compressor/adaptor/mxnet_utils/util/index.html index 098b2ab5809..71f67423a3a 100644 --- a/latest/autoapi/neural_compressor/adaptor/mxnet_utils/util/index.html +++ b/latest/autoapi/neural_compressor/adaptor/mxnet_utils/util/index.html @@ -678,7 +678,7 @@

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diff --git a/latest/autoapi/neural_compressor/adaptor/ox_utils/operators/attention/index.html b/latest/autoapi/neural_compressor/adaptor/ox_utils/operators/attention/index.html index 0ea9fe91702..c7d5368851f 100644 --- a/latest/autoapi/neural_compressor/adaptor/ox_utils/operators/attention/index.html +++ b/latest/autoapi/neural_compressor/adaptor/ox_utils/operators/attention/index.html @@ -134,7 +134,7 @@

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diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/core/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/core/index.html index ecba325680a..57b6f72a38f 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/core/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/core/index.html @@ -134,7 +134,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/index.html index 4a1d1cafdf8..19ed8ab243d 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/index.html @@ -119,7 +119,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/optimizer/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/optimizer/index.html index d46251ee473..97eaff27d4a 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/optimizer/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/optimizer/index.html @@ -146,7 +146,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/qtensor/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/qtensor/index.html index 37ecf290efc..43765a8e772 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/qtensor/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/qtensor/index.html @@ -201,7 +201,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/quantizer/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/quantizer/index.html index f56eba9267d..85c0e3240b7 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/quantizer/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/hqq/quantizer/index.html @@ -203,7 +203,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/index.html index c00dfda22a2..fa4fc5f521d 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/index.html @@ -129,7 +129,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/modules/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/modules/index.html index b307ae65cd8..98c4c1fd640 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/modules/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/modules/index.html @@ -188,7 +188,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/rtn/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/rtn/index.html index 92a9e8c724d..41d695bda19 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/rtn/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/rtn/index.html @@ -125,7 +125,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/save_load/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/save_load/index.html index 8a71c19fcb5..6fba282d947 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/save_load/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/save_load/index.html @@ -201,7 +201,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/teq/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/teq/index.html index d63cb4ee19b..0db5628744d 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/teq/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/teq/index.html @@ -134,7 +134,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/utility/index.html b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/utility/index.html index 28f974b58f0..b4524e145f9 100644 --- a/latest/autoapi/neural_compressor/torch/algorithms/weight_only/utility/index.html +++ b/latest/autoapi/neural_compressor/torch/algorithms/weight_only/utility/index.html @@ -558,7 +558,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/export/index.html b/latest/autoapi/neural_compressor/torch/export/index.html index 564fd546554..bc1f003e307 100644 --- a/latest/autoapi/neural_compressor/torch/export/index.html +++ b/latest/autoapi/neural_compressor/torch/export/index.html @@ -114,7 +114,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/export/pt2e_export/index.html b/latest/autoapi/neural_compressor/torch/export/pt2e_export/index.html index 5071315c3c1..88b194041f1 100644 --- a/latest/autoapi/neural_compressor/torch/export/pt2e_export/index.html +++ b/latest/autoapi/neural_compressor/torch/export/pt2e_export/index.html @@ -167,7 +167,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/index.html b/latest/autoapi/neural_compressor/torch/index.html index ce26b92589a..d84b70c94a4 100644 --- a/latest/autoapi/neural_compressor/torch/index.html +++ b/latest/autoapi/neural_compressor/torch/index.html @@ -117,7 +117,7 @@

SubpackagesSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/quantization/algorithm_entry/index.html b/latest/autoapi/neural_compressor/torch/quantization/algorithm_entry/index.html index d59cc548e04..1312bc5f06b 100644 --- a/latest/autoapi/neural_compressor/torch/quantization/algorithm_entry/index.html +++ b/latest/autoapi/neural_compressor/torch/quantization/algorithm_entry/index.html @@ -413,7 +413,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/quantization/autotune/index.html b/latest/autoapi/neural_compressor/torch/quantization/autotune/index.html index dde2e13db70..d1721487143 100644 --- a/latest/autoapi/neural_compressor/torch/quantization/autotune/index.html +++ b/latest/autoapi/neural_compressor/torch/quantization/autotune/index.html @@ -175,7 +175,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/quantization/config/index.html b/latest/autoapi/neural_compressor/torch/quantization/config/index.html index 9e551c1367b..d455ad2c433 100644 --- a/latest/autoapi/neural_compressor/torch/quantization/config/index.html +++ b/latest/autoapi/neural_compressor/torch/quantization/config/index.html @@ -521,7 +521,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/quantization/index.html b/latest/autoapi/neural_compressor/torch/quantization/index.html index bd0434f8ee4..8742d65d95a 100644 --- a/latest/autoapi/neural_compressor/torch/quantization/index.html +++ b/latest/autoapi/neural_compressor/torch/quantization/index.html @@ -116,7 +116,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/quantization/load_entry/index.html b/latest/autoapi/neural_compressor/torch/quantization/load_entry/index.html index 731ac65ff65..9da56cae881 100644 --- a/latest/autoapi/neural_compressor/torch/quantization/load_entry/index.html +++ b/latest/autoapi/neural_compressor/torch/quantization/load_entry/index.html @@ -173,7 +173,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/quantization/quantize/index.html b/latest/autoapi/neural_compressor/torch/quantization/quantize/index.html index 89e2a27cba2..10639e8f96e 100644 --- a/latest/autoapi/neural_compressor/torch/quantization/quantize/index.html +++ b/latest/autoapi/neural_compressor/torch/quantization/quantize/index.html @@ -215,7 +215,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/utils/auto_accelerator/index.html b/latest/autoapi/neural_compressor/torch/utils/auto_accelerator/index.html index 8389027d5e2..ded8e107cb9 100644 --- a/latest/autoapi/neural_compressor/torch/utils/auto_accelerator/index.html +++ b/latest/autoapi/neural_compressor/torch/utils/auto_accelerator/index.html @@ -215,7 +215,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/utils/bit_packer/index.html b/latest/autoapi/neural_compressor/torch/utils/bit_packer/index.html index b0656de6e69..e2162b9a72b 100644 --- a/latest/autoapi/neural_compressor/torch/utils/bit_packer/index.html +++ b/latest/autoapi/neural_compressor/torch/utils/bit_packer/index.html @@ -233,7 +233,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/utils/constants/index.html b/latest/autoapi/neural_compressor/torch/utils/constants/index.html index 6f7610c948e..eb6ff746bf8 100644 --- a/latest/autoapi/neural_compressor/torch/utils/constants/index.html +++ b/latest/autoapi/neural_compressor/torch/utils/constants/index.html @@ -125,7 +125,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/utils/environ/index.html b/latest/autoapi/neural_compressor/torch/utils/environ/index.html index e9156f0ee3b..aa864d64d0c 100644 --- a/latest/autoapi/neural_compressor/torch/utils/environ/index.html +++ b/latest/autoapi/neural_compressor/torch/utils/environ/index.html @@ -202,7 +202,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/utils/index.html b/latest/autoapi/neural_compressor/torch/utils/index.html index 97896ccdd95..a37731825fe 100644 --- a/latest/autoapi/neural_compressor/torch/utils/index.html +++ b/latest/autoapi/neural_compressor/torch/utils/index.html @@ -118,7 +118,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/torch/utils/utility/index.html b/latest/autoapi/neural_compressor/torch/utils/utility/index.html index 9ba35817312..33b8c2c52f2 100644 --- a/latest/autoapi/neural_compressor/torch/utils/utility/index.html +++ b/latest/autoapi/neural_compressor/torch/utils/utility/index.html @@ -94,47 +94,94 @@

Functions

- + + + + - + - + - + - + - + - + - + - + - + - + - + + + + + + + + + + + + + + + + + + + + + + + + + + + +

register_algo(name)

is_optimum_habana_available()

Checks if the Optimum Habana module is available for use with the transformers library.

register_algo(name)

Decorator function to register algorithms in the algos_mapping dictionary.

fetch_module(model, op_name)

fetch_module(model, op_name)

Get module with a given op name.

set_module(model, op_name, new_module)

set_module(model, op_name, new_module)

Set module with a given op name.

get_model_info(→ List[Tuple[str, str]])

get_model_info(→ List[Tuple[str, str]])

Get model info according to white_module_list.

get_double_quant_config_dict([double_quant_type])

get_double_quant_config_dict([double_quant_type])

Query config dict of double_quant according to double_quant_type.

get_quantizer(model, quantizer_cls[, quant_config])

get_quantizer(model, quantizer_cls[, quant_config])

Get the quantizer.

postprocess_model(model, mode, quantizer)

postprocess_model(model, mode, quantizer)

Process quantizer attribute of model according to current phase.

dump_model_op_stats(mode, tune_cfg)

dump_model_op_stats(mode, tune_cfg)

Dump quantizable ops stats of model to user.

get_model_device(model)

get_model_device(model)

Get the device.

get_processor_type_from_user_config([user_processor_type])

get_processor_type_from_user_config([user_processor_type])

Get the processor type.

dowload_hf_model(repo_id[, cache_dir, repo_type, revision])

dowload_hf_model(repo_id[, cache_dir, repo_type, revision])

Download hugging face model from hf hub.

load_empty_model(pretrained_model_name_or_path[, cls])

load_empty_model(pretrained_model_name_or_path[, cls])

Load a empty model.

get_module(module, key)

Get module from model by key name.

get_layer_names_in_block(model[, supported_types, ...])

Retrieves the names of layers within each block of the model.

to_dtype(input[, dtype])

Moves input data to the specified data type.

to_device(input[, device])

Moves input data to the specified device.

get_block_names(model)

Get the block names for transformers-like networks.

validate_modules(module_names)

Test a list of modules' validity.

get_multimodal_block_names(model[, quant_vision])

Get the multimodal model block names for transformers-like networks.

detect_device([device])

Detects the device to use for model execution (GPU, HPU, or CPU).

run_fn_for_vlm_autoround(model, dataloader[, seqlen, ...])

Runs a model on a provided dataset with automatic device detection for vector-language models.

Module Contents

+
+
+neural_compressor.torch.utils.utility.is_optimum_habana_available()[source]
+

Checks if the Optimum Habana module is available for use with the transformers library.

+

This function checks two conditions: +1. If the optimum package is available using transformers.utils.import_utils.is_optimum_available. +2. If the optimum.habana module can be found using importlib.util.find_spec.

+
+
Returns:
+

True if Optimum Habana is available, False otherwise.

+
+
Return type:
+

bool

+
+
+
+
neural_compressor.torch.utils.utility.register_algo(name)[source]
@@ -317,6 +364,132 @@

Module Contents +
+neural_compressor.torch.utils.utility.get_module(module, key)[source]
+

Get module from model by key name.

+
+
Parameters:
+
    +

  • module (torch.nn.Module) – original model

    • +

  • key (str) – module name to be replaced

    • +
+
+
+

+ +
+
+neural_compressor.torch.utils.utility.get_layer_names_in_block(model, supported_types=[torch.nn.Linear, transformers.modeling_utils.Conv1D], quant_block_list=None)[source]
+

Retrieves the names of layers within each block of the model.

+
+
Returns:
+

+
A list of strings, where each string is the name of a layer

within a block of the model.

+
+
+

+
+
Return type:
+

list

+
+
+
+ +
+
+neural_compressor.torch.utils.utility.to_dtype(input, dtype=torch.float32)[source]
+

Moves input data to the specified data type.

+

Args: +input: The input data to be moved. +dtype: The target data type.

+

Returns: +The input data on the specified data type.

+
+ +
+
+neural_compressor.torch.utils.utility.to_device(input, device=torch.device('cpu'))[source]
+

Moves input data to the specified device.

+

Args: +input: The input data to be moved. +device: The target device.

+

Returns: +The input data on the specified device.

+
+ +
+
+neural_compressor.torch.utils.utility.get_block_names(model)[source]
+

Get the block names for transformers-like networks.

+

Args: +model: The model.

+

Returns: +block_names: A list whose elements are list of block’s layer names

+
+ +
+
+neural_compressor.torch.utils.utility.validate_modules(module_names)[source]
+

Test a list of modules’ validity.

+

Args: +modules (list of str): List of strings to be validated.

+

Returns: +bool: True if all modules have equal length or not dependent, otherwise False.

+
+ +
+
+neural_compressor.torch.utils.utility.get_multimodal_block_names(model, quant_vision=False)[source]
+

Get the multimodal model block names for transformers-like networks.

+

Args: +model: The model.

+

Returns: +block_names: A list whose elements are list of block’s layer names

+
+ +
+
+neural_compressor.torch.utils.utility.detect_device(device=None)[source]
+

Detects the device to use for model execution (GPU, HPU, or CPU).

+
+
Parameters:
+

device (str, int, torch.device, optional) –

    +

  • If a string (‘cuda’, ‘cpu’, or ‘hpu’) or torch.device is provided, that device is selected.

    • +

  • If an integer is provided, it treats it as a GPU device index.

    • +

  • If None or ‘auto’, it automatically selects ‘cuda’ if available, ‘hpu’ if Habana is available, +or falls back to ‘cpu’.

    • +
+

+
+
Returns:
+

The selected device in string format (‘cuda:X’, ‘hpu’, or ‘cpu’).

+
+
Return type:
+

str

+
+
+
+ +
+
+neural_compressor.torch.utils.utility.run_fn_for_vlm_autoround(model, dataloader, seqlen=512, nsamples=512)[source]
+

Runs a model on a provided dataset with automatic device detection for vector-language models.

+
+
Parameters:
+
    +

  • model – The model to run.

    • +

  • dataloader – A PyTorch dataloader providing the input data for the model.

    • +

  • seqlen (int, optional) – The minimum sequence length of input data to process. Defaults to 512.

    • +

  • nsamples (int, optional) – The number of samples to process before stopping. Defaults to 512.

    • +
+
+
Returns:
+

None

+
+
+
+
@@ -334,7 +507,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/training/index.html b/latest/autoapi/neural_compressor/training/index.html index 28baabe9976..67215558f49 100644 --- a/latest/autoapi/neural_compressor/training/index.html +++ b/latest/autoapi/neural_compressor/training/index.html @@ -304,7 +304,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/transformers/quantization/utils/index.html b/latest/autoapi/neural_compressor/transformers/quantization/utils/index.html index fcc23dbff54..214ec137015 100644 --- a/latest/autoapi/neural_compressor/transformers/quantization/utils/index.html +++ b/latest/autoapi/neural_compressor/transformers/quantization/utils/index.html @@ -106,7 +106,7 @@ Built with Sphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/transformers/utils/index.html b/latest/autoapi/neural_compressor/transformers/utils/index.html index a553348801c..1a1d26323c2 100644 --- a/latest/autoapi/neural_compressor/transformers/utils/index.html +++ b/latest/autoapi/neural_compressor/transformers/utils/index.html @@ -114,7 +114,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/transformers/utils/quantization_config/index.html b/latest/autoapi/neural_compressor/transformers/utils/quantization_config/index.html index 34523e8b83a..de4b05ac3ee 100644 --- a/latest/autoapi/neural_compressor/transformers/utils/quantization_config/index.html +++ b/latest/autoapi/neural_compressor/transformers/utils/quantization_config/index.html @@ -187,7 +187,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/utils/collect_layer_histogram/index.html b/latest/autoapi/neural_compressor/utils/collect_layer_histogram/index.html index 92ce37df686..e6cb9ca53e1 100644 --- a/latest/autoapi/neural_compressor/utils/collect_layer_histogram/index.html +++ b/latest/autoapi/neural_compressor/utils/collect_layer_histogram/index.html @@ -128,7 +128,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/utils/constant/index.html b/latest/autoapi/neural_compressor/utils/constant/index.html index 7c80e22514b..17a562536cf 100644 --- a/latest/autoapi/neural_compressor/utils/constant/index.html +++ b/latest/autoapi/neural_compressor/utils/constant/index.html @@ -106,7 +106,7 @@ Built with Sphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/utils/create_obj_from_config/index.html b/latest/autoapi/neural_compressor/utils/create_obj_from_config/index.html index c1ae57c7628..2d59cc03cc5 100644 --- a/latest/autoapi/neural_compressor/utils/create_obj_from_config/index.html +++ b/latest/autoapi/neural_compressor/utils/create_obj_from_config/index.html @@ -242,7 +242,7 @@

Module ContentsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/autoapi/neural_compressor/utils/export/index.html b/latest/autoapi/neural_compressor/utils/export/index.html index 732ebdce54a..361318f3e0a 100644 --- a/latest/autoapi/neural_compressor/utils/export/index.html +++ b/latest/autoapi/neural_compressor/utils/export/index.html @@ -116,7 +116,7 @@

SubmodulesSphinx using a theme provided by Read the Docs. - +

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ReferenceSphinx using a theme provided by Read the Docs. - +

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ReferenceSphinx using a theme provided by Read the Docs. - +

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Examples Built with Sphinx using a theme provided by Read the Docs. - +

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Workflow Built with Sphinx using a theme provided by Read the Docs. - +

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Examples Built with Sphinx using a theme provided by Read the Docs. - +

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TensorFlow Examples:Sphinx using a theme provided by Read the Docs. - +

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Release DataSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/docs/source/export.html b/latest/docs/source/export.html index de782eb91e0..920f13bcc75 100644 --- a/latest/docs/source/export.html +++ b/latest/docs/source/export.html @@ -325,7 +325,7 @@

Supported quantized opsSphinx using a theme provided by Read the Docs. - +

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Issue 5: Built with Sphinx using a theme provided by Read the Docs. - +

diff --git a/latest/docs/source/framework_yaml.html b/latest/docs/source/framework_yaml.html index 321b5de1304..31c8fd3d80c 100644 --- a/latest/docs/source/framework_yaml.html +++ b/latest/docs/source/framework_yaml.html @@ -323,7 +323,7 @@

Get started with Framework YAML FilesSphinx using a theme provided by Read the Docs. - +

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Feature MatrixSphinx using a theme provided by Read the Docs. - +

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Built-in transform/dataset/metric APIsSphinx using a theme provided by Read the Docs. - +

diff --git a/latest/docs/source/infrastructure.html b/latest/docs/source/infrastructure.html index a4f18838fb1..7b67066b426 100644 --- a/latest/docs/source/infrastructure.html +++ b/latest/docs/source/infrastructure.html @@ -283,7 +283,7 @@

Supported Feature MatrixSphinx using a theme provided by Read the Docs. - +

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Validated Software EnvironmentSphinx using a theme provided by Read the Docs. - +

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TrademarksSphinx using a theme provided by Read the Docs. - +

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Large Language Models AccuracySphinx using a theme provided by Read the Docs. - +

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Example Built with Sphinx using a theme provided by Read the Docs. - +

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Examples Built with Sphinx using a theme provided by Read the Docs. - +

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Examples Built with Sphinx using a theme provided by Read the Docs. - +

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Examples Built with Sphinx using a theme provided by Read the Docs. - +

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ReferenceSphinx using a theme provided by Read the Docs. - +

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Example Built with Sphinx using a theme provided by Read the Docs. - +

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Examples Built with Sphinx using a theme provided by Read the Docs. - +

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ReferenceSphinx using a theme provided by Read the Docs. - +

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2018 - 2020 (4)Sphinx using a theme provided by Read the Docs. - +

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Examples Built with Sphinx using a theme provided by Read the Docs. - +

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ONNX Runtime framework exampleSphinx using a theme provided by Read the Docs. - +

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PyTorch Built with Sphinx using a theme provided by Read the Docs. - +

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ReferenceSphinx using a theme provided by Read the Docs. - +

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Incompatible ChangesSphinx using a theme provided by Read the Docs. - +

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Performance Comparison of Different StrategiesSphinx using a theme provided by Read the Docs. - +

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ReferenceSphinx using a theme provided by Read the Docs. - +

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ONNXRT< Built with Sphinx using a theme provided by Read the Docs. - +

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Customize a New Tuning StrategySphinx using a theme provided by Read the Docs. - +

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Validated ONNX QDQ INT8 Models on Multiple Hardware through ONNX RuntimeSphinx using a theme provided by Read the Docs. - +

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D

  • (class in neural_compressor.tensorflow.quantization.utils.graph_rewriter.bf16.dequantize_cast_optimizer)
    • +
  • detect_device() (in module neural_compressor.torch.utils.utility) +
  • detect_processor_type_based_on_hw() (in module neural_compressor.common.utils.utility)
  • detection_type (neural_compressor.metric.coco_tools.COCOWrapper attribute) @@ -739,14 +741,14 @@

    D

  • device_synchronize() (in module neural_compressor.torch.utils.environ)
    • + + -
  • get_ipex_version() (in module neural_compressor.torch.utils.environ) +
    • +
  • get_layer_names_in_block() (in module neural_compressor.torch.utils.utility)
  • get_layers() (in module neural_compressor.compression.pruner.utils)
    • @@ -1473,6 +1479,8 @@

    G

  • (in module neural_compressor.torch.algorithms.smooth_quant.utility)
  • (in module neural_compressor.torch.algorithms.weight_only.utility) +
    • +
  • (in module neural_compressor.torch.utils.utility)
    • @@ -1486,6 +1494,8 @@

    G

  • get_mse_order_per_fp32() (in module neural_compressor.adaptor.torch_utils.util)
  • get_mse_order_per_int8() (in module neural_compressor.adaptor.torch_utils.util) +
    • +
  • get_multimodal_block_names() (in module neural_compressor.torch.utils.utility)
  • get_named_children() (in module neural_compressor.adaptor.torch_utils.layer_wise_quant.utils) @@ -1888,6 +1898,8 @@

    I

  • is_model_quantized() (in module neural_compressor.adaptor.mxnet_utils.util)
  • is_onnx_domain() (in module neural_compressor.adaptor.tf_utils.graph_rewriter.onnx.tf2onnx_utils) +
    • +
  • is_optimum_habana_available() (in module neural_compressor.torch.utils.utility)
  • is_package_available() (in module neural_compressor.torch.utils.environ)
    • @@ -7469,10 +7481,10 @@

    R

  • register_pruning() (in module neural_compressor.compression.pruner.pruning)
    • - - + - +
    • TensorflowSavedModelModel (class in neural_compressor.model.tensorflow_model)
      • +
    • validate_modules() (in module neural_compressor.torch.utils.utility) +
    • ValueInfo (class in neural_compressor.adaptor.ox_utils.util)
    • values_from_const() (in module neural_compressor.adaptor.tf_utils.graph_rewriter.generic.fuse_decomposed_bn) @@ -8407,7 +8427,7 @@

      X

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module neural_compressor.adaptor.ox_utils.util)": [[30, "neural_compressor.adaptor.ox_utils.util.quantize_nparray", false]], "quantize_sym_model() (in module neural_compressor.adaptor.mxnet_utils.util)": [[1, "neural_compressor.adaptor.mxnet_utils.util.quantize_sym_model", false]], "quantizeconfig (class in neural_compressor.adaptor.tf_utils.quantize_graph.qat.quantize_config)": [[100, "neural_compressor.adaptor.tf_utils.quantize_graph.qat.quantize_config.QuantizeConfig", false]], "quantizedinitializer (class in neural_compressor.adaptor.ox_utils.util)": [[30, "neural_compressor.adaptor.ox_utils.util.QuantizedInitializer", false]], "quantizedinput (class in neural_compressor.data.transforms.imagenet_transform)": [[221, "neural_compressor.data.transforms.imagenet_transform.QuantizedInput", false]], "quantizedrnnconverter (class in neural_compressor.adaptor.tf_utils.graph_rewriter.int8.rnn_convert)": [[84, 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module neural_compressor.adaptor.ox_utils.util)": [[30, "neural_compressor.adaptor.ox_utils.util.quantize_nparray", false]], "quantize_sym_model() (in module neural_compressor.adaptor.mxnet_utils.util)": [[1, "neural_compressor.adaptor.mxnet_utils.util.quantize_sym_model", false]], "quantizeconfig (class in neural_compressor.adaptor.tf_utils.quantize_graph.qat.quantize_config)": [[100, "neural_compressor.adaptor.tf_utils.quantize_graph.qat.quantize_config.QuantizeConfig", false]], "quantizedinitializer (class in neural_compressor.adaptor.ox_utils.util)": [[30, "neural_compressor.adaptor.ox_utils.util.QuantizedInitializer", false]], "quantizedinput (class in neural_compressor.data.transforms.imagenet_transform)": [[221, "neural_compressor.data.transforms.imagenet_transform.QuantizedInput", false]], "quantizedrnnconverter (class in neural_compressor.adaptor.tf_utils.graph_rewriter.int8.rnn_convert)": [[84, 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(class in neural_compressor.strategy.utils.utility)": [[280, "neural_compressor.strategy.utils.utility.QuantOptions", false]], "quanttype (class in neural_compressor.adaptor.ox_utils.util)": [[30, "neural_compressor.adaptor.ox_utils.util.QuantType", false]], "quanttype (class in neural_compressor.strategy.utils.utility)": [[280, "neural_compressor.strategy.utils.utility.QuantType", false]], "query_quantizable_nodes() (in module neural_compressor.adaptor.mxnet_utils.util)": [[1, "neural_compressor.adaptor.mxnet_utils.util.query_quantizable_nodes", false]], "randomcroptftransform (class in neural_compressor.data.transforms.transform)": [[225, "neural_compressor.data.transforms.transform.RandomCropTFTransform", false]], "randomcroptransform (class in neural_compressor.data.transforms.transform)": [[225, "neural_compressor.data.transforms.transform.RandomCropTransform", false]], "randomhorizontalflip (class in neural_compressor.data.transforms.transform)": [[225, 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