openvino/docs/notebooks/107-speech-recognition-quantization-data2vec-with-output.rst

Quantize Speech Recognition Models using NNCF PTQ API
=====================================================

This tutorial demonstrates how to use the NNCF (Neural Network
Compression Framework) 8-bit quantization in post-training mode (without
the fine-tuning pipeline) to optimize the speech recognition model,
known as `Data2Vec <https://arxiv.org/abs/2202.03555>`__ for the
high-speed inference via OpenVINO™ Toolkit. This notebook uses a
fine-tuned
`data2vec-audio-base-960h <https://huggingface.co/facebook/data2vec-audio-base-960h>`__
`PyTorch <https://pytorch.org/>`__ model trained on the `LibriSpeech ASR
corpus <https://www.openslr.org/12>`__. The tutorial is designed to be
extendable to custom models and datasets. It consists of the following
steps:

-  Download and prepare model.
-  Define data loading and accuracy validation functionality.
-  Prepare the model for quantization and quantize.
-  Compare performance of the original and quantized models.
-  Compare Accuracy of the Original and Quantized Models.



.. _top:

**Table of contents**:

- `Download and prepare model <#download-and-prepare-model>`__

  - `Obtain Pytorch model representation <#obtain-pytorch-model-representation>`__
  - `Convert model to OpenVINO Intermediate Representation <#convert-model-to-openvino-intermediate-representation>`__
  - `Prepare inference data <#prepare-inference-data>`__

- `Check model inference result <#check-model-inference-result>`__
- `Validate model accuracy on dataset <#validate-model-accuracy-on-dataset>`__
- `Quantization <#quantization>`__
- `Check INT8 model inference result <#check-int8-model-inference-result>`__
- `Compare Performance of the Original and Quantized Models <#compare-performance-of-the-original-and-quantized-models>`__
- `Compare Accuracy of the Original and Quantized Models <#compare-accuracy-of-the-original-and-quantized-models>`__

Download and prepare model `⇑ <#top>`__
###############################################################################################################################


data2vec is a framework for self-supervised representation learning for
images, speech, and text as described in `data2vec: A General Framework
for Self-supervised Learning in Speech, Vision and Language (Baevski et
al.,
2022) <https://ai.facebook.com/research/data2vec-a-general-framework-for-self-supervised-learning-in-speech-vision-and-language>`__.
The algorithm uses the same learning mechanism for different modalities.

.. figure:: https://raw.githubusercontent.com/patrickvonplaten/scientific_images/master/data2vec.png
   :alt: pre-trained pipeline

   pre-trained pipeline

In our case, we will use ``data2vec-audio-base-960h`` model, which was
finetuned on 960 hours of audio from LibriSpeech Automatic Speech
Recognition corpus and distributed as part of HuggingFace transformers.

Obtain Pytorch model representation `⇑ <#top>`__
+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


For instantiating PyTorch model class, we should use
``Data2VecAudioForCTC.from_pretrained`` method with providing model ID
for downloading from HuggingFace hub. Model weights and configuration
files will be downloaded automatically in first time usage. Keep in mind
that downloading the files can take several minutes and depends on your
internet connection.

Additionally, we can create processor class which is responsible for
model specific pre- and post-processing steps.

.. code:: ipython3

    !pip install -q "openvino-dev>=2023.0.0" "nncf>=2.5.0"
    !pip install -q soundfile librosa transformers onnx

.. code:: ipython3

    from transformers import Wav2Vec2Processor, Data2VecAudioForCTC
    
    processor = Wav2Vec2Processor.from_pretrained("facebook/data2vec-audio-base-960h")
    model = Data2VecAudioForCTC.from_pretrained("facebook/data2vec-audio-base-960h")

Convert model to OpenVINO Intermediate Representation `⇑ <#top>`__
+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


.. code:: ipython3

    from pathlib import Path
    # Set model directory
    MODEL_DIR = Path("model")
    MODEL_DIR.mkdir(exist_ok=True)

.. code:: ipython3

    from openvino.tools import mo
    from openvino.runtime import serialize, Core
    import torch
    
    core = Core()
    
    BATCH_SIZE = 1
    MAX_SEQ_LENGTH = 30480
    
    
    def export_model_to_onnx(model, path):
        # switch model to evaluation mode
        model.eval()
        # disallow gradient propagation for reducing memory during export
        with torch.no_grad():
            # define dummy input with specific shape
            default_input = torch.zeros([1, MAX_SEQ_LENGTH], dtype=torch.float)
            inputs = {
                "inputs": default_input
            }
    
            # define names for dynamic dimentions
            symbolic_names = {0: "batch_size", 1: "sequence_len"}
            # export model
            torch.onnx.export(
                model,
                (inputs["inputs"]),
                path,
                opset_version=11,
                input_names=["inputs"],
                output_names=["logits"],
                dynamic_axes={
                    "inputs": symbolic_names,
                    "logits": symbolic_names,
                },
            )
            print("ONNX model saved to {}".format(path))
    
    
    onnx_model_path = MODEL_DIR / "data2vec-audo-base.onnx"
    ir_model_path = onnx_model_path.with_suffix('.xml')
    
    if not ir_model_path.exists():
        if not onnx_model_path.exists():
            export_model_to_onnx(model, onnx_model_path)
        ov_model = mo.convert_model(onnx_model_path, compress_to_fp16=True)
        serialize(ov_model, str(ir_model_path))
        print("IR model saved to {}".format(ir_model_path))
    else:
        print("Read IR model from {}".format(ir_model_path))
        ov_model = core.read_model(ir_model_path)



.. parsed-literal::

    Read IR model from model/data2vec-audo-base.xml


Prepare inference data `⇑ <#top>`__
+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


For demonstration purposes, we will use short dummy version of
LibriSpeech dataset - ``patrickvonplaten/librispeech_asr_dummy`` to
speed up model evaluation. Model accuracy can be different from reported
in the paper. For reproducing original accuracy, use ``librispeech_asr``
dataset.

.. code:: ipython3

    !pip install -q datasets "torchmetrics>=0.11.0"

.. code:: ipython3

    from datasets import load_dataset
    
    ds = load_dataset("patrickvonplaten/librispeech_asr_dummy", "clean", split="validation")
    
    
    # define preprocessing function for converting audio to input values for model
    def map_to_input(batch):
        preprocessed_signal = processor(batch["audio"]["array"], return_tensors="pt", padding="longest", sampling_rate=batch['audio']['sampling_rate'])
        input_values = preprocessed_signal.input_values
        batch['input_values'] = input_values
        return batch
    
    
    # apply preprocessing function to dataset and remove audio column, to save memory as we do not need it anymore
    dataset = ds.map(map_to_input, batched=False, remove_columns=["audio"])
    
    test_sample = ds[0]["audio"]


.. parsed-literal::

    Found cached dataset librispeech_asr_dummy (/home/adrian/.cache/huggingface/datasets/patrickvonplaten___librispeech_asr_dummy/clean/2.1.0/f2c70a4d03ab4410954901bde48c54b85ca1b7f9bf7d616e7e2a72b5ee6ddbfc)
    Loading cached processed dataset at /home/adrian/.cache/huggingface/datasets/patrickvonplaten___librispeech_asr_dummy/clean/2.1.0/f2c70a4d03ab4410954901bde48c54b85ca1b7f9bf7d616e7e2a72b5ee6ddbfc/cache-4e0f4916cd205b24.arrow


Check model inference result `⇑ <#top>`__
###############################################################################################################################


The code below is used for running model inference on a single sample
from the dataset. It contains the following steps:

-  Get the input_values tensor as model input.
-  Run model inference and obtain logits.
-  Find logits ids with highest probability, using argmax.
-  Decode predicted token ids, using processor.

For reference, see the same function provided for OpenVINO model.

.. code:: ipython3

    import numpy as np
    
    
    # inference function for pytorch
    def torch_infer(model, sample):
        logits = model(torch.Tensor(sample['input_values'])).logits
        # take argmax and decode
        predicted_ids = torch.argmax(logits, dim=-1)
        transcription = processor.batch_decode(predicted_ids)
        return transcription
    
    
    # inference function for openvino
    def ov_infer(model, sample):
        output = model.output(0)
        logits = model(np.array(sample['input_values']))[output]
        predicted_ids = np.argmax(logits, axis=-1)
        transcription = processor.batch_decode(torch.from_numpy(predicted_ids))
        return transcription

.. code:: ipython3

    core = Core()
    
    pt_transcription = torch_infer(model, dataset[0])
    compiled_model = core.compile_model(ov_model)
    ov_transcription = ov_infer(compiled_model, dataset[0])

.. code:: ipython3

    import IPython.display as ipd
    
    print(f"[Reference]:     {dataset[0]['text']}")
    print(f"[PyTorch]:       {pt_transcription[0]}")
    print(f"[OpenVINO FP16]: {ov_transcription[0]}")
    ipd.Audio(test_sample["array"], rate=16000)


.. parsed-literal::

    [Reference]:     MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL
    [PyTorch]:       MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL
    [OpenVINO FP16]: MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL




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" 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Validate model accuracy on dataset `⇑ <#top>`__
###############################################################################################################################


For model accuracy evaluation, `Word Error
Rate <https://en.wikipedia.org/wiki/Word_error_rate>`__ metric can be
used. Word Error Rate or WER is the ratio of errors in a transcript to
the total words spoken. A lower WER in speech-to-text means better
accuracy in recognizing speech.

For WER calculation, we will use
`torchmetrics <https://torchmetrics.readthedocs.io/en/stable/text/word_error_rate.html>`__
library.

.. code:: ipython3

    from torchmetrics import WordErrorRate
    from tqdm.notebook import tqdm
    
    
    def compute_wer(dataset, model, infer_fn):
        wer = WordErrorRate()
        for sample in tqdm(dataset):
            # run infer function on sample
            transcription = infer_fn(model, sample)
            # update metric on sample result
            wer.update(transcription, [sample['text']])
        # finalize metric calculation
        result = wer.compute()
        return result

.. code:: ipython3

    pt_result = compute_wer(dataset, model, torch_infer)
    ov_result = compute_wer(dataset, compiled_model, ov_infer)



.. parsed-literal::

      0%|          | 0/73 [00:00<?, ?it/s]



.. parsed-literal::

      0%|          | 0/73 [00:00<?, ?it/s]


.. code:: ipython3

    print(f'[PyTorch]   Word Error Rate: {pt_result:.4f}')
    print(f'[OpenVino]  Word Error Rate: {ov_result:.4f}')


.. parsed-literal::

    [PyTorch]   Word Error Rate: 0.0383
    [OpenVino]  Word Error Rate: 0.0383


Quantization `⇑ <#top>`__
###############################################################################################################################


`NNCF <https://github.com/openvinotoolkit/nncf>`__ provides a suite of
advanced algorithms for Neural Networks inference optimization in
OpenVINO with minimal accuracy drop.

Create a quantized model from the pre-trained ``FP16`` model and the
calibration dataset. The optimization process contains the following
steps:


1. Create a Dataset for quantization.
2. Run ``nncf.quantize`` for getting an optimized model. The ``nncf.quantize`` function provides an interface for model quantization. It requires an instance of the OpenVINO Model and quantization dataset. Optionally, some additional parameters for the configuration quantization process (number of samples for quantization, preset, ignored scope, etc.) can be provided. For more accurate results, we should keep the operation in the postprocessing subgraph in floating point precision, using the ``ignored_scope`` parameter. ``advanced_parameters`` can be used to specify advanced quantization parameters for fine-tuning the quantization algorithm. In this tutorial we pass range estimator parameters for activations. For more information see 
`Tune quantization parameters <https://docs.openvino.ai/2023.1/basic_quantization_flow.html#tune-quantization-parameters>`__.
3. Serialize OpenVINO IR model using ``openvino.runtime.serialize`` function.

.. code:: ipython3

    import nncf
    from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
    from nncf.quantization.range_estimator import AggregatorType
    from nncf.quantization.range_estimator import RangeEstimatorParameters
    from nncf.quantization.range_estimator import StatisticsCollectorParameters
    from nncf.quantization.range_estimator import StatisticsType
    from nncf.parameters import ModelType
    
    
    def transform_fn(data_item):
        """
        Extract the model's input from the data item.
        The data item here is the data item that is returned from the data source per iteration.
        This function should be passed when the data item cannot be used as model's input.
        """
        return np.array(data_item["input_values"])
    
    
    calibration_dataset = nncf.Dataset(dataset, transform_fn)
    
    
    quantized_model = nncf.quantize(
        ov_model,
        calibration_dataset,
        model_type=ModelType.TRANSFORMER,  # specify additional transformer patterns in the model
        subset_size=len(dataset),
        ignored_scope=nncf.IgnoredScope(
            names=[
                "/data2vec_audio/encoder/layers.3/feed_forward/intermediate_dense/MatMul",
                "/data2vec_audio/feature_extractor/conv_layers.2/conv/Conv",
                "/data2vec_audio/encoder/layers.3/Add_1",
                "/data2vec_audio/encoder/layers.2/feed_forward/intermediate_dense/MatMul",
                "/data2vec_audio/feature_extractor/conv_layers.0/conv/Conv",
                "/data2vec_audio/encoder/layers.4/Add_1",
                "/data2vec_audio/encoder/layers.4/feed_forward/intermediate_dense/MatMul",
                "/data2vec_audio/encoder/layers.4/final_layer_norm/Div",
                "/data2vec_audio/encoder/layers.4/feed_forward/output_dense/MatMul",
                "/data2vec_audio/encoder/layers.8/attention/MatMul_1",
                "/data2vec_audio/feature_extractor/conv_layers.1/conv/Conv",
                "/data2vec_audio/encoder/layers.2/Add_1",
                "/data2vec_audio/feature_extractor/conv_layers.0/layer_norm/Div",
                "/data2vec_audio/encoder/layers.1/feed_forward/intermediate_dense/MatMul",
                "/data2vec_audio/encoder/layers.1/Add_1",
                "/data2vec_audio/feature_extractor/conv_layers.3/layer_norm/Div"
            ],
        ),
        advanced_parameters=AdvancedQuantizationParameters(
            activations_range_estimator_params=RangeEstimatorParameters(
                min=StatisticsCollectorParameters(
                    statistics_type=StatisticsType.MIN,
                    aggregator_type=AggregatorType.MIN
                ),
                max=StatisticsCollectorParameters(
                    statistics_type=StatisticsType.QUANTILE,
                    aggregator_type=AggregatorType.MEAN,
                    quantile_outlier_prob=0.0001
                ),
            )
        )
    )


.. parsed-literal::

    INFO:nncf:NNCF initialized successfully. Supported frameworks detected: torch, tensorflow, onnx, openvino
    INFO:nncf:16 ignored nodes was found by name in the NNCFGraph
    INFO:nncf:220 ignored nodes was found by types in the NNCFGraph
    INFO:nncf:24 ignored nodes was found by name in the NNCFGraph
    INFO:nncf:Not adding activation input quantizer for operation: 2 /data2vec_audio/feature_extractor/conv_layers.0/conv/Conv
    INFO:nncf:Not adding activation input quantizer for operation: 4 /data2vec_audio/feature_extractor/conv_layers.0/layer_norm/Div
    5 /data2vec_audio/feature_extractor/conv_layers.0/layer_norm/Mul
    6 /data2vec_audio/feature_extractor/conv_layers.0/layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 9 /data2vec_audio/feature_extractor/conv_layers.1/conv/Conv
    INFO:nncf:Not adding activation input quantizer for operation: 11 /data2vec_audio/feature_extractor/conv_layers.1/layer_norm/Div
    12 /data2vec_audio/feature_extractor/conv_layers.1/layer_norm/Mul
    13 /data2vec_audio/feature_extractor/conv_layers.1/layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 16 /data2vec_audio/feature_extractor/conv_layers.2/conv/Conv
    INFO:nncf:Not adding activation input quantizer for operation: 18 /data2vec_audio/feature_extractor/conv_layers.2/layer_norm/Div
    19 /data2vec_audio/feature_extractor/conv_layers.2/layer_norm/Mul
    20 /data2vec_audio/feature_extractor/conv_layers.2/layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 25 /data2vec_audio/feature_extractor/conv_layers.3/layer_norm/Div
    26 /data2vec_audio/feature_extractor/conv_layers.3/layer_norm/Mul
    27 /data2vec_audio/feature_extractor/conv_layers.3/layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 32 /data2vec_audio/feature_extractor/conv_layers.4/layer_norm/Div
    33 /data2vec_audio/feature_extractor/conv_layers.4/layer_norm/Mul
    34 /data2vec_audio/feature_extractor/conv_layers.4/layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 39 /data2vec_audio/feature_extractor/conv_layers.5/layer_norm/Div
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    INFO:nncf:Not adding activation input quantizer for operation: 46 /data2vec_audio/feature_extractor/conv_layers.6/layer_norm/Div
    47 /data2vec_audio/feature_extractor/conv_layers.6/layer_norm/Mul
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    INFO:nncf:Not adding activation input quantizer for operation: 52 /data2vec_audio/feature_projection/layer_norm/Div
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    54 /data2vec_audio/feature_projection/layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 70 /data2vec_audio/encoder/pos_conv_embed/layers.0/layer_norm/Div
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    INFO:nncf:Not adding activation input quantizer for operation: 104 /data2vec_audio/encoder/layers.0/Add_1
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    INFO:nncf:Not adding activation input quantizer for operation: 169 /data2vec_audio/encoder/layers.1/feed_forward/intermediate_dense/MatMul
    180 /data2vec_audio/encoder/layers.1/feed_forward/intermediate_dense/Add
    
    INFO:nncf:Not adding activation input quantizer for operation: 168 /data2vec_audio/encoder/layers.1/Add_1
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    INFO:nncf:Not adding activation input quantizer for operation: 232 /data2vec_audio/encoder/layers.2/Add_1
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    253 /data2vec_audio/encoder/layers.2/final_layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 256 /data2vec_audio/encoder/layers.3/Add
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    INFO:nncf:Not adding activation input quantizer for operation: 297 /data2vec_audio/encoder/layers.3/feed_forward/intermediate_dense/MatMul
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    INFO:nncf:Not adding activation input quantizer for operation: 296 /data2vec_audio/encoder/layers.3/Add_1
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    343 /data2vec_audio/encoder/layers.4/layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 353 /data2vec_audio/encoder/layers.4/feed_forward/intermediate_dense/MatMul
    363 /data2vec_audio/encoder/layers.4/feed_forward/intermediate_dense/Add
    
    INFO:nncf:Not adding activation input quantizer for operation: 371 /data2vec_audio/encoder/layers.4/feed_forward/output_dense/MatMul
    377 /data2vec_audio/encoder/layers.4/feed_forward/output_dense/Add
    
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    370 /data2vec_audio/encoder/layers.4/final_layer_norm/Add_1
    
    INFO:nncf:Not adding activation input quantizer for operation: 372 /data2vec_audio/encoder/layers.5/Add
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    INFO:nncf:Not adding activation input quantizer for operation: 428 /data2vec_audio/encoder/layers.6/Add
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    INFO:nncf:Not adding activation input quantizer for operation: 464 /data2vec_audio/encoder/layers.6/Add_1
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    INFO:nncf:Not adding activation input quantizer for operation: 688 /data2vec_audio/encoder/layers.10/Add_1
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    INFO:nncf:Not adding activation input quantizer for operation: 708 /data2vec_audio/encoder/layers.11/Add
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    INFO:nncf:Not adding activation input quantizer for operation: 744 /data2vec_audio/encoder/layers.11/Add_1
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.. parsed-literal::

    Statistics collection: 100%|██████████| 73/73 [00:37<00:00,  1.93it/s]
    Biases correction: 100%|██████████| 74/74 [00:16<00:00,  4.60it/s]


After quantization is finished, compressed model representation can be
saved using ``serialize`` function.

.. code:: ipython3

    MODEL_NAME = 'quantized_data2vec_base'
    quantized_model_path = Path(f"{MODEL_NAME}_openvino_model/{MODEL_NAME}_quantized.xml")
    serialize(quantized_model, str(quantized_model_path))

Check INT8 model inference result `⇑ <#top>`__
###############################################################################################################################


``INT8`` model is the same in usage like the original one. We need to
read it, using the ``core.read_model`` method and load on the device,
using ``core.compile_model``. After that, we can reuse the same
``ov_infer`` function for getting model inference result on test sample.

.. code:: ipython3

    int8_compiled_model = core.compile_model(quantized_model)

.. code:: ipython3

    transcription = ov_infer(int8_compiled_model, dataset[0])
    print(f"[Reference]:     {dataset[0]['text']}")
    print(f"[OpenVINO INT8]: {transcription[0]}")
    ipd.Audio(test_sample["array"], rate=16000)


.. parsed-literal::

    [Reference]:     MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL
    [OpenVINO INT8]: MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL




.. raw:: html

    
    <audio  controls="controls" >
        <source 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" 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Compare Performance of the Original and Quantized Models `⇑ <#top>`__
###############################################################################################################################

`Benchmark
Tool <https://docs.openvino.ai/2023.1/openvino_inference_engine_tools_benchmark_tool_README.html>`__
is used to measure the inference performance of the ``FP16`` and
``INT8`` models.

.. note::

   For more accurate performance, it is recommended to run
   ``benchmark_app`` in a terminal/command prompt after closing other
   applications. Run ``benchmark_app -m model.xml -d CPU`` to benchmark
   async inference on CPU for one minute. Change ``CPU`` to ``GPU`` to
   benchmark on GPU. Run ``benchmark_app --help`` to see an overview of
   all command-line options.

.. code:: ipython3

    # Inference FP16 model (OpenVINO IR)
    ! benchmark_app -m $ir_model_path -shape [1,30480] -d CPU -api async -t 15


.. parsed-literal::

    [Step 1/11] Parsing and validating input arguments
    [ INFO ] Parsing input parameters
    [Step 2/11] Loading OpenVINO Runtime
    [ INFO ] OpenVINO:
    [ INFO ] Build ................................. 2023.0.0-10926-b4452d56304-releases/2023/0
    [ INFO ] 
    [ INFO ] Device info:
    [ INFO ] CPU
    [ INFO ] Build ................................. 2023.0.0-10926-b4452d56304-releases/2023/0
    [ INFO ] 
    [ INFO ] 
    [Step 3/11] Setting device configuration
    [ WARNING ] Performance hint was not explicitly specified in command line. Device(CPU) performance hint will be set to PerformanceMode.THROUGHPUT.
    [Step 4/11] Reading model files
    [ INFO ] Loading model files
    [ INFO ] Read model took 34.19 ms
    [ INFO ] Original model I/O parameters:
    [ INFO ] Model inputs:
    [ INFO ]     inputs (node: inputs) : f32 / [...] / [?,?]
    [ INFO ] Model outputs:
    [ INFO ]     logits (node: logits) : f32 / [...] / [?,?,32]
    [Step 5/11] Resizing model to match image sizes and given batch
    [ INFO ] Model batch size: 1
    [ INFO ] Reshaping model: 'inputs': [1,30480]
    [ INFO ] Reshape model took 14.25 ms
    [Step 6/11] Configuring input of the model
    [ INFO ] Model inputs:
    [ INFO ]     inputs (node: inputs) : f32 / [...] / [1,30480]
    [ INFO ] Model outputs:
    [ INFO ]     logits (node: logits) : f32 / [...] / [1,95,32]
    [Step 7/11] Loading the model to the device
    [ INFO ] Compile model took 510.06 ms
    [Step 8/11] Querying optimal runtime parameters
    [ INFO ] Model:
    [ INFO ]   NETWORK_NAME: torch_jit
    [ INFO ]   OPTIMAL_NUMBER_OF_INFER_REQUESTS: 6
    [ INFO ]   NUM_STREAMS: 6
    [ INFO ]   AFFINITY: Affinity.HYBRID_AWARE
    [ INFO ]   INFERENCE_NUM_THREADS: 18
    [ INFO ]   PERF_COUNT: False
    [ INFO ]   INFERENCE_PRECISION_HINT: <Type: 'float32'>
    [ INFO ]   PERFORMANCE_HINT: PerformanceMode.THROUGHPUT
    [ INFO ]   EXECUTION_MODE_HINT: ExecutionMode.PERFORMANCE
    [ INFO ]   PERFORMANCE_HINT_NUM_REQUESTS: 0
    [ INFO ]   ENABLE_CPU_PINNING: True
    [ INFO ]   SCHEDULING_CORE_TYPE: SchedulingCoreType.ANY_CORE
    [ INFO ]   ENABLE_HYPER_THREADING: True
    [ INFO ]   EXECUTION_DEVICES: ['CPU']
    [Step 9/11] Creating infer requests and preparing input tensors
    [ WARNING ] No input files were given for input 'inputs'!. This input will be filled with random values!
    [ INFO ] Fill input 'inputs' with random values 
    [Step 10/11] Measuring performance (Start inference asynchronously, 6 inference requests, limits: 15000 ms duration)
    [ INFO ] Benchmarking in inference only mode (inputs filling are not included in measurement loop).
    [ INFO ] First inference took 110.84 ms
    [Step 11/11] Dumping statistics report
    [ INFO ] Execution Devices:['CPU']
    [ INFO ] Count:            360 iterations
    [ INFO ] Duration:         15162.56 ms
    [ INFO ] Latency:
    [ INFO ]    Median:        219.94 ms
    [ INFO ]    Average:       251.64 ms
    [ INFO ]    Min:           154.25 ms
    [ INFO ]    Max:           378.39 ms
    [ INFO ] Throughput:   23.74 FPS


.. code:: ipython3

    # Inference INT8 model (OpenVINO IR)
    ! benchmark_app -m $quantized_model_path -shape [1,30480] -d CPU -api async -t 15


.. parsed-literal::

    [Step 1/11] Parsing and validating input arguments
    [ INFO ] Parsing input parameters
    [Step 2/11] Loading OpenVINO Runtime
    [ INFO ] OpenVINO:
    [ INFO ] Build ................................. 2023.0.0-10926-b4452d56304-releases/2023/0
    [ INFO ] 
    [ INFO ] Device info:
    [ INFO ] CPU
    [ INFO ] Build ................................. 2023.0.0-10926-b4452d56304-releases/2023/0
    [ INFO ] 
    [ INFO ] 
    [Step 3/11] Setting device configuration
    [ WARNING ] Performance hint was not explicitly specified in command line. Device(CPU) performance hint will be set to PerformanceMode.THROUGHPUT.
    [Step 4/11] Reading model files
    [ INFO ] Loading model files
    [ INFO ] Read model took 67.14 ms
    [ INFO ] Original model I/O parameters:
    [ INFO ] Model inputs:
    [ INFO ]     inputs (node: inputs) : f32 / [...] / [?,?]
    [ INFO ] Model outputs:
    [ INFO ]     logits (node: logits) : f32 / [...] / [?,?,32]
    [Step 5/11] Resizing model to match image sizes and given batch
    [ INFO ] Model batch size: 1
    [ INFO ] Reshaping model: 'inputs': [1,30480]
    [ INFO ] Reshape model took 32.77 ms
    [Step 6/11] Configuring input of the model
    [ INFO ] Model inputs:
    [ INFO ]     inputs (node: inputs) : f32 / [...] / [1,30480]
    [ INFO ] Model outputs:
    [ INFO ]     logits (node: logits) : f32 / [...] / [1,95,32]
    [Step 7/11] Loading the model to the device
    [ INFO ] Compile model took 731.37 ms
    [Step 8/11] Querying optimal runtime parameters
    [ INFO ] Model:
    [ INFO ]   NETWORK_NAME: torch_jit
    [ INFO ]   OPTIMAL_NUMBER_OF_INFER_REQUESTS: 6
    [ INFO ]   NUM_STREAMS: 6
    [ INFO ]   AFFINITY: Affinity.HYBRID_AWARE
    [ INFO ]   INFERENCE_NUM_THREADS: 18
    [ INFO ]   PERF_COUNT: False
    [ INFO ]   INFERENCE_PRECISION_HINT: <Type: 'float32'>
    [ INFO ]   PERFORMANCE_HINT: PerformanceMode.THROUGHPUT
    [ INFO ]   EXECUTION_MODE_HINT: ExecutionMode.PERFORMANCE
    [ INFO ]   PERFORMANCE_HINT_NUM_REQUESTS: 0
    [ INFO ]   ENABLE_CPU_PINNING: True
    [ INFO ]   SCHEDULING_CORE_TYPE: SchedulingCoreType.ANY_CORE
    [ INFO ]   ENABLE_HYPER_THREADING: True
    [ INFO ]   EXECUTION_DEVICES: ['CPU']
    [Step 9/11] Creating infer requests and preparing input tensors
    [ WARNING ] No input files were given for input 'inputs'!. This input will be filled with random values!
    [ INFO ] Fill input 'inputs' with random values 
    [Step 10/11] Measuring performance (Start inference asynchronously, 6 inference requests, limits: 15000 ms duration)
    [ INFO ] Benchmarking in inference only mode (inputs filling are not included in measurement loop).
    [ INFO ] First inference took 72.68 ms
    [Step 11/11] Dumping statistics report
    [ INFO ] Execution Devices:['CPU']
    [ INFO ] Count:            582 iterations
    [ INFO ] Duration:         15220.80 ms
    [ INFO ] Latency:
    [ INFO ]    Median:        135.06 ms
    [ INFO ]    Average:       156.14 ms
    [ INFO ]    Min:           124.62 ms
    [ INFO ]    Max:           232.68 ms
    [ INFO ] Throughput:   38.24 FPS


Compare Accuracy of the Original and Quantized Models `⇑ <#top>`__
###############################################################################################################################


Finally, calculate WER metric for the ``INT8`` model representation and
compare it with the ``FP16`` result.

.. code:: ipython3

    int8_ov_result = compute_wer(dataset, int8_compiled_model, ov_infer)
    print(f'[OpenVino FP16] Word Error Rate: {ov_result:.4}')
    print(f'[OpenVino INT8] Word Error Rate: {int8_ov_result:.4f}')



.. parsed-literal::

      0%|          | 0/73 [00:00<?, ?it/s]


.. parsed-literal::

    [OpenVino FP16] Word Error Rate: 0.03826
    [OpenVino INT8] Word Error Rate: 0.0487