diff mbox series

[v6,12/12] app/mldev: add documentation for mldev test cases

Message ID 20230311150905.26824-13-syalavarthi@marvell.com (mailing list archive)
State Superseded, archived
Delegated to: Thomas Monjalon
Headers
Series Implementation of mldev test application |

Checks

Context Check Description
ci/checkpatch warning coding style issues
ci/loongarch-compilation success Compilation OK
ci/loongarch-unit-testing success Unit Testing PASS
ci/Intel-compilation success Compilation OK
ci/github-robot: build success github build: passed
ci/intel-Testing success Testing PASS
ci/intel-Functional success Functional PASS
ci/iol-mellanox-Performance success Performance Testing PASS
ci/iol-broadcom-Functional success Functional Testing PASS
ci/iol-broadcom-Performance success Performance Testing PASS
ci/iol-intel-Functional success Functional Testing PASS
ci/iol-intel-Performance success Performance Testing PASS
ci/iol-aarch64-unit-testing success Testing PASS
ci/iol-aarch64-compile-testing success Testing PASS
ci/iol-x86_64-compile-testing success Testing PASS
ci/iol-testing success Testing PASS
ci/iol-x86_64-unit-testing success Testing PASS
ci/iol-abi-testing success Testing PASS

Commit Message

Srikanth Yalavarthi March 11, 2023, 3:09 p.m. UTC 
  Added documentation specific to mldev test cases. Added details
about all test cases and option supported by individual tests.

Signed-off-by: Srikanth Yalavarthi <syalavarthi@marvell.com>
Acked-by: Shivah Shankar S <sshankarnara@marvell.com>
Acked-by: Anup Prabhu <aprabhu@marvell.com>
---
 MAINTAINERS                                   |   1 +
 .../tools/img/mldev_inference_interleave.svg  | 669 ++++++++++++++++++
 .../tools/img/mldev_inference_ordered.svg     | 528 ++++++++++++++
 .../tools/img/mldev_model_ops_subtest_a.svg   | 420 +++++++++++
 .../tools/img/mldev_model_ops_subtest_b.svg   | 423 +++++++++++
 .../tools/img/mldev_model_ops_subtest_c.svg   | 366 ++++++++++
 .../tools/img/mldev_model_ops_subtest_d.svg   | 424 +++++++++++
 doc/guides/tools/index.rst                    |   1 +
 doc/guides/tools/testmldev.rst                | 441 ++++++++++++
 9 files changed, 3273 insertions(+)
 create mode 100644 doc/guides/tools/img/mldev_inference_interleave.svg
 create mode 100644 doc/guides/tools/img/mldev_inference_ordered.svg
 create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_a.svg
 create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_b.svg
 create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_c.svg
 create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_d.svg
 create mode 100644 doc/guides/tools/testmldev.rst

Comments

Thomas Monjalon March 16, 2023, 5:50 p.m. UTC | #1 
11/03/2023 16:09, Srikanth Yalavarthi:
> Added documentation specific to mldev test cases. Added details
> about all test cases and option supported by individual tests.

Would it be possible to add documentation of test cases while adding the code?
Keeping related code and doc changes in the same commit may help in future
when looking at the git history.
Srikanth Yalavarthi March 16, 2023, 5:56 p.m. UTC | #2 
> -----Original Message-----
> From: Thomas Monjalon <thomas@monjalon.net>
> Sent: 16 March 2023 23:21
> To: Srikanth Yalavarthi <syalavarthi@marvell.com>
> Cc: dev@dpdk.org; Shivah Shankar Shankar Narayan Rao
> <sshankarnara@marvell.com>; Jerin Jacob Kollanukkaran
> <jerinj@marvell.com>; Anup Prabhu <aprabhu@marvell.com>; Prince Takkar
> <ptakkar@marvell.com>; Parijat Shukla <pshukla@marvell.com>
> Subject: [EXT] Re: [PATCH v6 12/12] app/mldev: add documentation for
> mldev test cases
> 
> External Email
> 
> ----------------------------------------------------------------------
> 11/03/2023 16:09, Srikanth Yalavarthi:
> > Added documentation specific to mldev test cases. Added details about
> > all test cases and option supported by individual tests.
> 
> Would it be possible to add documentation of test cases while adding the
> code?
> Keeping related code and doc changes in the same commit may help in
> future when looking at the git history.
> 
Since, there was a lot of moving around multiple patches during the app development. I have kept the entire documentation as a single patch for ease of development.

It is possible to incrementally add documentation to the previous 11 patches in the series. But, that would need rework on all patches.

Pls, suggest?
>
Thomas Monjalon March 16, 2023, 6:03 p.m. UTC | #3 
16/03/2023 18:56, Srikanth Yalavarthi:
> From: Thomas Monjalon <thomas@monjalon.net>
> > 11/03/2023 16:09, Srikanth Yalavarthi:
> > > Added documentation specific to mldev test cases. Added details about
> > > all test cases and option supported by individual tests.
> > 
> > Would it be possible to add documentation of test cases while adding the
> > code?
> > Keeping related code and doc changes in the same commit may help in
> > future when looking at the git history.
> > 
> Since, there was a lot of moving around multiple patches during the app development. I have kept the entire documentation as a single patch for ease of development.
> 
> It is possible to incrementally add documentation to the previous 11 patches in the series. But, that would need rework on all patches.
> 
> Pls, suggest?

That's exactly what I did for your driver series.
First I've split the doc in multiple patches (in the same order as code patches),
then I've squashed the doc patches with the code patches.
Srikanth Yalavarthi March 16, 2023, 6:07 p.m. UTC | #4 
> -----Original Message-----
> From: Thomas Monjalon <thomas@monjalon.net>
> Sent: 16 March 2023 23:34
> To: Srikanth Yalavarthi <syalavarthi@marvell.com>
> Cc: dev@dpdk.org; Shivah Shankar Shankar Narayan Rao
> <sshankarnara@marvell.com>; Jerin Jacob Kollanukkaran
> <jerinj@marvell.com>; Anup Prabhu <aprabhu@marvell.com>; Prince Takkar
> <ptakkar@marvell.com>; Parijat Shukla <pshukla@marvell.com>; Srikanth
> Yalavarthi <syalavarthi@marvell.com>
> Subject: Re: [EXT] Re: [PATCH v6 12/12] app/mldev: add documentation for
> mldev test cases
> 
> 16/03/2023 18:56, Srikanth Yalavarthi:
> > From: Thomas Monjalon <thomas@monjalon.net>
> > > 11/03/2023 16:09, Srikanth Yalavarthi:
> > > > Added documentation specific to mldev test cases. Added details
> > > > about all test cases and option supported by individual tests.
> > >
> > > Would it be possible to add documentation of test cases while adding
> > > the code?
> > > Keeping related code and doc changes in the same commit may help in
> > > future when looking at the git history.
> > >
> > Since, there was a lot of moving around multiple patches during the app
> development. I have kept the entire documentation as a single patch for ease
> of development.
> >
> > It is possible to incrementally add documentation to the previous 11
> patches in the series. But, that would need rework on all patches.
> >
> > Pls, suggest?
> 
> That's exactly what I did for your driver series.
> First I've split the doc in multiple patches (in the same order as code
> patches), then I've squashed the doc patches with the code patches.
> 
Ack, will submit v7 with changes.
>
Srikanth Yalavarthi March 16, 2023, 9:32 p.m. UTC | #5 
> -----Original Message-----
> From: Srikanth Yalavarthi <syalavarthi@marvell.com>
> Sent: 16 March 2023 23:37
> To: Thomas Monjalon <thomas@monjalon.net>
> Cc: dev@dpdk.org; Shivah Shankar Shankar Narayan Rao
> <sshankarnara@marvell.com>; Jerin Jacob Kollanukkaran
> <jerinj@marvell.com>; Anup Prabhu <aprabhu@marvell.com>; Prince Takkar
> <ptakkar@marvell.com>; Parijat Shukla <pshukla@marvell.com>; Srikanth
> Yalavarthi <syalavarthi@marvell.com>; Srikanth Yalavarthi
> <syalavarthi@marvell.com>
> Subject: RE: [EXT] Re: [PATCH v6 12/12] app/mldev: add documentation for
> mldev test cases
> 
> > -----Original Message-----
> > From: Thomas Monjalon <thomas@monjalon.net>
> > Sent: 16 March 2023 23:34
> > To: Srikanth Yalavarthi <syalavarthi@marvell.com>
> > Cc: dev@dpdk.org; Shivah Shankar Shankar Narayan Rao
> > <sshankarnara@marvell.com>; Jerin Jacob Kollanukkaran
> > <jerinj@marvell.com>; Anup Prabhu <aprabhu@marvell.com>; Prince
> Takkar
> > <ptakkar@marvell.com>; Parijat Shukla <pshukla@marvell.com>; Srikanth
> > Yalavarthi <syalavarthi@marvell.com>
> > Subject: Re: [EXT] Re: [PATCH v6 12/12] app/mldev: add documentation
> > for mldev test cases
> >
> > 16/03/2023 18:56, Srikanth Yalavarthi:
> > > From: Thomas Monjalon <thomas@monjalon.net>
> > > > 11/03/2023 16:09, Srikanth Yalavarthi:
> > > > > Added documentation specific to mldev test cases. Added details
> > > > > about all test cases and option supported by individual tests.
> > > >
> > > > Would it be possible to add documentation of test cases while
> > > > adding the code?
> > > > Keeping related code and doc changes in the same commit may help
> > > > in future when looking at the git history.
> > > >
> > > Since, there was a lot of moving around multiple patches during the
> > > app
> > development. I have kept the entire documentation as a single patch
> > for ease of development.
> > >
> > > It is possible to incrementally add documentation to the previous 11
> > patches in the series. But, that would need rework on all patches.
> > >
> > > Pls, suggest?
> >
> > That's exactly what I did for your driver series.
> > First I've split the doc in multiple patches (in the same order as
> > code patches), then I've squashed the doc patches with the code patches.
> >
> Ack, will submit v7 with changes.

Done, changes part of v7.
> >
diff mbox series

Patch

diff --git a/MAINTAINERS b/MAINTAINERS
index b0fd46ef02..50ce63b838 100644
--- a/MAINTAINERS
+++ b/MAINTAINERS
@@ -481,6 +481,7 @@  M: Srikanth Yalavarthi <syalavarthi@marvell.com>
 F: lib/mldev/
 F: doc/guides/prog_guide/mldev.rst
 F: app/test-mldev
+F: doc/guides/tools/testmldev.rst
 
 DMA device API - EXPERIMENTAL
 M: Chengwen Feng <fengchengwen@huawei.com>
diff --git a/doc/guides/tools/img/mldev_inference_interleave.svg b/doc/guides/tools/img/mldev_inference_interleave.svg
new file mode 100644
index 0000000000..3a741ea627
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new file mode 100644
index 0000000000..12fa6acaec
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diff --git a/doc/guides/tools/index.rst b/doc/guides/tools/index.rst
index f1f5b94c8c..6f84fc31ff 100644
--- a/doc/guides/tools/index.rst
+++ b/doc/guides/tools/index.rst
@@ -21,4 +21,5 @@  DPDK Tools User Guides
     comp_perf
     testeventdev
     testregex
+    testmldev
     dts
diff --git a/doc/guides/tools/testmldev.rst b/doc/guides/tools/testmldev.rst
new file mode 100644
index 0000000000..845c2d9381
--- /dev/null
+++ b/doc/guides/tools/testmldev.rst
@@ -0,0 +1,441 @@ 
+..  SPDX-License-Identifier: BSD-3-Clause
+    Copyright (c) 2022 Marvell.
+
+dpdk-test-mldev Application
+===========================
+
+The ``dpdk-test-mldev`` tool is a Data Plane Development Kit (DPDK) application that allows testing
+various mldev use cases. This application has a generic framework to add new mldev based test cases
+to verify functionality and measure the performance of inference execution on DPDK ML devices.
+
+
+Application and Options
+-----------------------
+
+The application has a number of command line options:
+
+.. code-block:: console
+
+   dpdk-test-mldev [EAL Options] -- [application options]
+
+EAL Options
+~~~~~~~~~~~
+
+The following are the EAL command-line options that can be used with the ``dpdk-test-mldev``
+application. See the DPDK Getting Started Guides for more information on these options.
+
+*   ``-c <COREMASK>`` or ``-l <CORELIST>``
+
+        Set the hexadecimal bitmask of the cores to run on. The corelist is a list of cores to use.
+
+*   ``-a <PCI_ID>``
+
+        Attach a PCI based ML device. Specific to drivers using a PCI based ML devices.
+
+*   ``--vdev <driver>``
+
+        Add a virtual mldev device. Specific to drivers using a ML virtual device.
+
+
+Application Options
+~~~~~~~~~~~~~~~~~~~
+
+The following are the command-line options supported by the test application.
+
+* ``--test <name>``
+
+        ML tests are divided into two groups, Model and Device tests and Inference tests. Test
+        name one of the following supported tests.
+
+      **ML Device Tests** ::
+
+         device_ops
+
+      **ML Model Tests** ::
+
+         model_ops
+
+      **ML Inference Tests** ::
+
+         inference_ordered
+         inference_interleave
+
+* ``--dev_id <n>``
+
+        Set the device id of the ML device to be used for the test. Default value is `0`.
+
+* ``--socket_id <n>``
+
+        Set the socket id of the application resources. Default value is `SOCKET_ID_ANY`.
+
+* ``--debug``
+
+        Enable the tests to run in debug mode.
+
+* ``--models <model_list>``
+
+        Set the list of model files to be used for the tests. Application expects the
+        ``model_list`` in comma separated form (i.e. ``--models model_A.bin,model_B.bin``).
+        Maximum number of models supported by the test is ``8``.
+
+* ``--filelist <file_list>``
+
+        Set the list of model, input, output and reference files to be used for the tests.
+        Application expects the ``file_list`` to be in comma separated form
+        (i.e. ``--filelist <model,input,output>[,reference]``).
+
+        Multiple filelist entries can be specified when running the tests with multiple models.
+        Both quantized and dequantized outputs are written to the disk. Dequantized output file
+        would have the name specified by the user through ``--filelist`` option. A suffix ``.q``
+        is appended to quantized output filename. Maximum number of filelist entries supported
+        by the test is ``8``.
+
+* ``--repetitions <n>``
+
+        Set the number of inference repetitions to be executed in the test per each model. Default
+        value is `1`.
+
+* ``--burst_size <n>``
+
+        Set the burst size to be used when enqueuing / dequeuing inferences. Default value is `1`.
+
+* ``--queue_pairs <n>``
+
+        Set the number of queue-pairs to be used for inference enqueue and dequeue operations.
+        Default value is `1`.
+
+* ``--queue_size <n>``
+
+        Set the size of queue-pair to be created for inference enqueue / dequeue operations.
+        Queue size would translate into `rte_ml_dev_qp_conf::nb_desc` field during queue-pair
+        creation. Default value is `1`.
+
+* ``--batches <n>``
+
+        Set the number batches in the input file provided for inference run. When not specified
+        the test would assume the number of batches is equal to the batch size of the model.
+
+* ``--tolerance <n>``
+
+        Set the tolerance value in percentage to be used for output validation. Default value
+        is `0`.
+
+* ``--stats``
+
+        Enable reporting device extended stats.
+
+
+ML Device Tests
+-------------------------
+
+ML device tests are functional tests to validate ML device APIs. Device tests validate the ML device
+handling APIs configure, close, start and stop APIs.
+
+
+Application Options
+~~~~~~~~~~~~~~~~~~~
+
+Supported command line options for the `model_ops` test are following::
+
+        --debug
+        --test
+        --dev_id
+        --socket_id
+        --queue_pairs
+        --queue_size
+
+
+DEVICE_OPS Test
+~~~~~~~~~~~~~~~
+
+Device ops test validates the device configuration and reconfiguration support. The test configures
+ML device based on the option ``--queue_pairs`` and ``--queue_size`` specified by the user, and
+later reconfigures the ML device with the number of queue pairs and queue size based the maximum
+specified through the device info.
+
+
+Example
+^^^^^^^
+
+Command to run device_ops test:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=device_ops
+
+
+Command to run device_ops test with user options:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=device_ops --queue_pairs <M> --queue_size <N>
+
+
+ML Model Tests
+-------------------------
+
+Model tests are functional tests to validate ML model APIs. Model tests validate the functioning
+of APIs to load, start, stop and unload ML models.
+
+
+Application Options
+~~~~~~~~~~~~~~~~~~~
+
+Supported command line options for the `model_ops` test are following::
+
+        --debug
+        --test
+        --dev_id
+        --socket_id
+        --models
+
+
+List of model files to be used for the `model_ops` test can be specified through the option
+``--models <model_list>`` as a comma separated list. Maximum number of models supported in
+the test is `8`.
+
+.. Note::
+
+    * The ``--models <model_list>`` is a mandatory option for running this test.
+    * Options not supported by the test are ignored if specified.
+
+
+MODEL_OPS Test
+~~~~~~~~~~~~~~
+
+The test is a collection of multiple sub-tests, each with a different order of slow-path
+operations when handling with `N` number of models.
+
+
+**Sub-test A:** executes the sequence of load / start / stop / unload for a model in order,
+followed by next model.
+.. _figure_mldev_model_ops_subtest_a:
+
+.. figure:: img/mldev_model_ops_subtest_a.*
+
+   Execution sequence of model_ops subtest A.
+
+
+**Sub-test B:** executes load for all models, followed by a start for all models. Upon successful
+start of all models, stop is invoked for all models followed by unload.
+.. _figure_mldev_model_ops_subtest_b:
+
+.. figure:: img/mldev_model_ops_subtest_b.*
+
+   Execution sequence of model_ops subtest B.
+
+
+**Sub-test C:** loads all models, followed by a start and stop of all models in order. Upon
+completion of stop, unload is invoked for all models.
+.. _figure_mldev_model_ops_subtest_c:
+
+.. figure:: img/mldev_model_ops_subtest_c.*
+
+   Execution sequence of model_ops subtest C.
+
+
+**Sub-test D:** executes load and start for all models available. Upon successful start of all
+models, stop and stop is executed for the models.
+.. _figure_mldev_model_ops_subtest_d:
+
+.. figure:: img/mldev_model_ops_subtest_d.*
+
+   Execution sequence of model_ops subtest D.
+
+
+Example
+^^^^^^^
+
+Command to run model_ops test:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=model_ops --models model_1.bin,model_2.bin,model_3.bin, model_4.bin
+
+
+ML Inference Tests
+------------------
+
+Inference tests are a set of tests to validate end-to-end inference execution on ML device.
+These tests executes the full sequence of operations required to run inferences with one or
+multiple models.
+
+Application Options
+~~~~~~~~~~~~~~~~~~~
+
+Supported command line options for inference tests are following::
+
+        --debug
+        --test
+        --dev_id
+        --socket_id
+        --filelist
+        --repetitions
+        --burst_size
+        --queue_pairs
+        --queue_size
+        --batches
+        --tolerance
+        --stats
+
+
+List of files to be used for the inference tests can be specified through the option
+``--filelist <file_list>`` as a comma separated list. A filelist entry would be of the format
+``--filelist <model_file,input_file,output_file>[,reference_file]`` and is used to specify the
+list of files required to test with a single model. Multiple filelist entries are supported by
+the test, one entry per model. Maximum number of file entries supported by the test is `8`.
+
+When ``--burst_size <num>`` option is specified for the test, enqueue and dequeue burst would
+try to enqueue or dequeue ``num`` number of inferences per each call respectively.
+
+In the inference test, a pair of lcores are mapped to each queue pair. Minimum number of lcores
+required for the tests is equal to ``(queue_pairs * 2 + 1)``.
+
+Output validation of inference would be enabled only when a reference file is specified through
+the ``--filelist`` option. Application would additionally consider the tolerance value provided
+through ``--tolerance`` option during validation. When the tolerance values is 0, CRC32 hash of
+inference output and reference output are compared. When the tolerance is non-zero, element wise
+comparison of output is performed. Validation is considered as successful only when all the
+elements of the output tensor are with in the tolerance range specified.
+
+When ``--debug`` option is specified, tests are run in debug mode.
+
+Enabling ``--stats`` would print the extended stats supported by the driver.
+
+.. Note::
+
+    * The ``--filelist <file_list>`` is a mandatory option for running inference tests.
+    * Options not supported by the tests are ignored if specified.
+    * Element wise comparison is not supported when the output dtype is either fp8, fp16
+      or bfloat16. This is applicable only when the tolerance is greater than zero and for
+      pre-quantized models only.
+
+
+INFERENCE_ORDERED Test
+~~~~~~~~~~~~~~~~~~~~~~
+
+This is a functional test for validating the end-to-end inference execution on ML device. This
+test configures ML device and queue pairs as per the queue-pair related options (queue_pairs and
+queue_size) specified by the user. Upon successful configuration of the device and queue pairs,
+the first model specified through the filelist is loaded to the device and inferences are enqueued
+by a pool of worker threads to the ML device. Total number of inferences enqueued for the model
+are equal to the repetitions specified. A dedicated pool of worker threads would dequeue the
+inferences from the device. The model is unloaded upon completion of all inferences for the model.
+The test would continue loading and executing inference requests for all models specified
+through ``filelist`` option in an ordered manner.
+
+.. _figure_mldev_inference_ordered:
+
+.. figure:: img/mldev_inference_ordered.*
+
+   Execution of inference_ordered on single model.
+
+
+Example
+^^^^^^^
+
+Example command to run inference_ordered test:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_ordered --filelist model.bin,input.bin,output.bin
+
+Example command to run inference_ordered with output validation using tolerance of `1%``:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_ordered --filelist model.bin,input.bin,output.bin,reference.bin \
+        --tolerance 1.0
+
+Example command to run inference_ordered test with multiple queue-pairs and queue size:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_ordered --filelist model.bin,input.bin,output.bin \
+        --queue_pairs 4 --queue_size 16
+
+Example command to run inference_ordered test with a specific burst size:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_ordered --filelist model.bin,input.bin,output.bin \
+        --burst_size 12
+
+
+INFERENCE_INTERLEAVE Test
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+This is a stress test for validating the end-to-end inference execution on ML device. The test
+configures the ML device and queue pairs as per the queue-pair related options (queue_pairs
+and queue_size) specified by the user. Upon successful configuration of the device and queue
+pairs, all models specified through the filelist are loaded to the device. Inferences for multiple
+models are enqueued by a pool of worker threads in parallel. Inference execution by the device is
+interleaved between multiple models. Total number of inferences enqueued for a model are equal to
+the repetitions specified. An additional pool of threads would dequeue the inferences from the
+device. Models would be unloaded upon completion of inferences for all models loaded.
+
+
+.. _figure_mldev_inference_interleave:
+
+.. figure:: img/mldev_inference_interleave.*
+
+   Execution of inference_interleave on single model.
+
+
+Example
+^^^^^^^
+
+Example command to run inference_interleave test:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_interleave --filelist model.bin,input.bin,output.bin
+
+
+Example command to run inference_interleave test with multiple models:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_interleave --filelist model_A.bin,input_A.bin,output_A.bin \
+        --filelist model_B.bin,input_B.bin,output_B.bin
+
+
+Example command to run inference_interleave test with multiple models ad output validation
+using tolerance of `2.0%``:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_interleave \
+        --filelist model_A.bin,input_A.bin,output_A.bin,reference_A.bin \
+        --filelist model_B.bin,input_B.bin,output_B.bin,reference_B.bin \
+        --tolerance 2.0
+
+Example command to run inference_interleave test with multiple queue-pairs and queue size
+and burst size:
+
+.. code-block:: console
+
+    sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \
+        --test=inference_interleave --filelist model.bin,input.bin,output.bin \
+        --queue_pairs 8 --queue_size 12 --burst_size 16
+
+
+Debug mode
+----------
+
+ML tests can be executed in debug mode by enabling the option ``--debug``. Execution of tests in
+debug mode would enable additional prints.
+
+When a validation failure is observed, output from that buffer is written to the disk, with the
+filenames having similar convention when the test has passed. Additionally index of the buffer
+would be appended to the filenames.