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GET /api/patches/125049/?format=api
{ "id": 125049, "url": "https://patches.dpdk.org/api/patches/125049/?format=api", "web_url": "https://patches.dpdk.org/project/dpdk/patch/20230311150905.26824-13-syalavarthi@marvell.com/", "project": { "id": 1, "url": "https://patches.dpdk.org/api/projects/1/?format=api", "name": "DPDK", "link_name": "dpdk", "list_id": "dev.dpdk.org", "list_email": "dev@dpdk.org", "web_url": "http://core.dpdk.org", "scm_url": "git://dpdk.org/dpdk", "webscm_url": "http://git.dpdk.org/dpdk", "list_archive_url": "https://inbox.dpdk.org/dev", "list_archive_url_format": "https://inbox.dpdk.org/dev/{}", "commit_url_format": "" }, "msgid": "<20230311150905.26824-13-syalavarthi@marvell.com>", "list_archive_url": "https://inbox.dpdk.org/dev/20230311150905.26824-13-syalavarthi@marvell.com", "date": "2023-03-11T15:09:05", "name": "[v6,12/12] app/mldev: add documentation for mldev test cases", "commit_ref": null, "pull_url": null, "state": "superseded", "archived": true, "hash": "70c61d25cc3313651bcf8d3ca274fc71272a75b5", "submitter": { "id": 2480, "url": "https://patches.dpdk.org/api/people/2480/?format=api", "name": "Srikanth Yalavarthi", "email": "syalavarthi@marvell.com" }, "delegate": { "id": 1, "url": "https://patches.dpdk.org/api/users/1/?format=api", "username": "tmonjalo", "first_name": "Thomas", "last_name": "Monjalon", "email": "thomas@monjalon.net" }, "mbox": "https://patches.dpdk.org/project/dpdk/patch/20230311150905.26824-13-syalavarthi@marvell.com/mbox/", "series": [ { "id": 27342, "url": "https://patches.dpdk.org/api/series/27342/?format=api", "web_url": "https://patches.dpdk.org/project/dpdk/list/?series=27342", "date": "2023-03-11T15:08:53", "name": "Implementation of mldev test application", "version": 6, "mbox": "https://patches.dpdk.org/series/27342/mbox/" } ], "comments": "https://patches.dpdk.org/api/patches/125049/comments/", "check": "warning", "checks": "https://patches.dpdk.org/api/patches/125049/checks/", "tags": {}, "related": [], "headers": { "Return-Path": "<dev-bounces@dpdk.org>", "X-Original-To": "patchwork@inbox.dpdk.org", "Delivered-To": "patchwork@inbox.dpdk.org", "Received": [ "from mails.dpdk.org (mails.dpdk.org [217.70.189.124])\n\tby inbox.dpdk.org (Postfix) with ESMTP id E5A8E41E74;\n\tSat, 11 Mar 2023 16:10:41 +0100 (CET)", "from mails.dpdk.org (localhost [127.0.0.1])\n\tby mails.dpdk.org (Postfix) with ESMTP id 07E6E42D5E;\n\tSat, 11 Mar 2023 16:09:27 +0100 (CET)", "from mx0b-0016f401.pphosted.com (mx0b-0016f401.pphosted.com\n [67.231.156.173])\n by mails.dpdk.org (Postfix) with ESMTP id 4755042BC9\n for <dev@dpdk.org>; Sat, 11 Mar 2023 16:09:16 +0100 (CET)", "from pps.filterd (m0045851.ppops.net [127.0.0.1])\n by mx0b-0016f401.pphosted.com (8.17.1.19/8.17.1.19) with ESMTP id\n 32BDP3A8030644; Sat, 11 Mar 2023 07:09:15 -0800", "from dc5-exch01.marvell.com ([199.233.59.181])\n by mx0b-0016f401.pphosted.com (PPS) with ESMTPS id 3p8t1t086h-9\n (version=TLSv1.2 cipher=ECDHE-RSA-AES256-SHA384 bits=256 verify=NOT);\n Sat, 11 Mar 2023 07:09:14 -0800", "from DC5-EXCH01.marvell.com (10.69.176.38) by DC5-EXCH01.marvell.com\n (10.69.176.38) with Microsoft SMTP Server (TLS) id 15.0.1497.42;\n Sat, 11 Mar 2023 07:09:10 -0800", "from maili.marvell.com (10.69.176.80) by DC5-EXCH01.marvell.com\n (10.69.176.38) with Microsoft SMTP Server id 15.0.1497.42 via Frontend\n Transport; Sat, 11 Mar 2023 07:09:10 -0800", "from ml-host-33.caveonetworks.com (unknown [10.110.143.233])\n by maili.marvell.com (Postfix) with ESMTP id 36D8E3F7086;\n Sat, 11 Mar 2023 07:09:10 -0800 (PST)" ], "DKIM-Signature": "v=1; a=rsa-sha256; c=relaxed/relaxed; d=marvell.com;\n h=from : to : cc :\n subject : date : message-id : in-reply-to : references : mime-version :\n content-type; s=pfpt0220; bh=jsCXu+8d45cNQc073+xhYR9QGZaWnswZRFaSXYlwE2M=;\n b=NzZz2Ju1JOE16Tx2Bk2/ahyzSy8CiLD/A8NEzJnVm+8Zhj95ykhroH8Wydl4iYCsA2H+\n x7cXoZmXIFsaNq5MJuu2sz6wW2OuwgZj+GK53NkbA+3Ry+Tnce6YjvmjAZ3zb+2kn5X/\n Zjq7k1atAlXQhJ6Ym0ZzOt7hZS5gd6xqwFkF+TTrP8kFkjHnjxv1hoYn7D3x7U8CTCko\n uEG21keLBvuW0lfF643TQdV8dogVr5Q/BaafmTolXXuYws9ZUQaF/LltFXYy6q+LZZ/y\n mQSk3LqjOaURpAb4ptuJWp+NfHPj1fttFt66iH0N1HXibQYhHUosI4SKEl3tGe1dmgmt 6g==", "From": "Srikanth Yalavarthi <syalavarthi@marvell.com>", "To": "Thomas Monjalon <thomas@monjalon.net>, Srikanth Yalavarthi\n <syalavarthi@marvell.com>", "CC": "<dev@dpdk.org>, <sshankarnara@marvell.com>, <jerinj@marvell.com>,\n <aprabhu@marvell.com>, <ptakkar@marvell.com>, <pshukla@marvell.com>", "Subject": "[PATCH v6 12/12] app/mldev: add documentation for mldev test cases", "Date": "Sat, 11 Mar 2023 07:09:05 -0800", "Message-ID": "<20230311150905.26824-13-syalavarthi@marvell.com>", "X-Mailer": "git-send-email 2.17.1", "In-Reply-To": "<20230311150905.26824-1-syalavarthi@marvell.com>", "References": "<20221129070746.20396-1-syalavarthi@marvell.com>\n <20230311150905.26824-1-syalavarthi@marvell.com>", "MIME-Version": "1.0", "Content-Type": "text/plain", "X-Proofpoint-GUID": "278HFEBG8mqs5SVpfJRk5K5IdDm3jUyc", "X-Proofpoint-ORIG-GUID": "278HFEBG8mqs5SVpfJRk5K5IdDm3jUyc", "X-Proofpoint-Virus-Version": "vendor=baseguard\n engine=ICAP:2.0.254,Aquarius:18.0.942,Hydra:6.0.573,FMLib:17.11.170.22\n definitions=2023-03-11_04,2023-03-10_01,2023-02-09_01", "X-BeenThere": "dev@dpdk.org", "X-Mailman-Version": "2.1.29", "Precedence": "list", "List-Id": "DPDK patches and discussions <dev.dpdk.org>", "List-Unsubscribe": "<https://mails.dpdk.org/options/dev>,\n <mailto:dev-request@dpdk.org?subject=unsubscribe>", "List-Archive": "<http://mails.dpdk.org/archives/dev/>", "List-Post": "<mailto:dev@dpdk.org>", "List-Help": "<mailto:dev-request@dpdk.org?subject=help>", "List-Subscribe": "<https://mails.dpdk.org/listinfo/dev>,\n <mailto:dev-request@dpdk.org?subject=subscribe>", "Errors-To": "dev-bounces@dpdk.org" }, "content": "Added documentation specific to mldev test cases. Added details\nabout all test cases and option supported by individual tests.\n\nSigned-off-by: Srikanth Yalavarthi <syalavarthi@marvell.com>\nAcked-by: Shivah Shankar S <sshankarnara@marvell.com>\nAcked-by: Anup Prabhu <aprabhu@marvell.com>\n---\n MAINTAINERS | 1 +\n .../tools/img/mldev_inference_interleave.svg | 669 ++++++++++++++++++\n .../tools/img/mldev_inference_ordered.svg | 528 ++++++++++++++\n .../tools/img/mldev_model_ops_subtest_a.svg | 420 +++++++++++\n .../tools/img/mldev_model_ops_subtest_b.svg | 423 +++++++++++\n .../tools/img/mldev_model_ops_subtest_c.svg | 366 ++++++++++\n .../tools/img/mldev_model_ops_subtest_d.svg | 424 +++++++++++\n doc/guides/tools/index.rst | 1 +\n doc/guides/tools/testmldev.rst | 441 ++++++++++++\n 9 files changed, 3273 insertions(+)\n create mode 100644 doc/guides/tools/img/mldev_inference_interleave.svg\n create mode 100644 doc/guides/tools/img/mldev_inference_ordered.svg\n create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_a.svg\n create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_b.svg\n create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_c.svg\n create mode 100644 doc/guides/tools/img/mldev_model_ops_subtest_d.svg\n create mode 100644 doc/guides/tools/testmldev.rst", "diff": "diff --git a/MAINTAINERS b/MAINTAINERS\nindex b0fd46ef02..50ce63b838 100644\n--- a/MAINTAINERS\n+++ b/MAINTAINERS\n@@ -481,6 +481,7 @@ M: Srikanth Yalavarthi <syalavarthi@marvell.com>\n F: lib/mldev/\n F: doc/guides/prog_guide/mldev.rst\n F: app/test-mldev\n+F: doc/guides/tools/testmldev.rst\n \n DMA device API - EXPERIMENTAL\n M: Chengwen Feng <fengchengwen@huawei.com>\ndiff --git a/doc/guides/tools/img/mldev_inference_interleave.svg b/doc/guides/tools/img/mldev_inference_interleave.svg\nnew file mode 100644\nindex 0000000000..3a741ea627\n--- /dev/null\n+++ b/doc/guides/tools/img/mldev_inference_interleave.svg\n@@ -0,0 +1,669 @@\n+<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n+<!-- 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SPDX-License-Identifier: BSD-3-Clause\n+ Copyright (c) 2022 Marvell.\n+\n+dpdk-test-mldev Application\n+===========================\n+\n+The ``dpdk-test-mldev`` tool is a Data Plane Development Kit (DPDK) application that allows testing\n+various mldev use cases. This application has a generic framework to add new mldev based test cases\n+to verify functionality and measure the performance of inference execution on DPDK ML devices.\n+\n+\n+Application and Options\n+-----------------------\n+\n+The application has a number of command line options:\n+\n+.. code-block:: console\n+\n+ dpdk-test-mldev [EAL Options] -- [application options]\n+\n+EAL Options\n+~~~~~~~~~~~\n+\n+The following are the EAL command-line options that can be used with the ``dpdk-test-mldev``\n+application. See the DPDK Getting Started Guides for more information on these options.\n+\n+* ``-c <COREMASK>`` or ``-l <CORELIST>``\n+\n+ Set the hexadecimal bitmask of the cores to run on. The corelist is a list of cores to use.\n+\n+* ``-a <PCI_ID>``\n+\n+ Attach a PCI based ML device. Specific to drivers using a PCI based ML devices.\n+\n+* ``--vdev <driver>``\n+\n+ Add a virtual mldev device. Specific to drivers using a ML virtual device.\n+\n+\n+Application Options\n+~~~~~~~~~~~~~~~~~~~\n+\n+The following are the command-line options supported by the test application.\n+\n+* ``--test <name>``\n+\n+ ML tests are divided into two groups, Model and Device tests and Inference tests. Test\n+ name one of the following supported tests.\n+\n+ **ML Device Tests** ::\n+\n+ device_ops\n+\n+ **ML Model Tests** ::\n+\n+ model_ops\n+\n+ **ML Inference Tests** ::\n+\n+ inference_ordered\n+ inference_interleave\n+\n+* ``--dev_id <n>``\n+\n+ Set the device id of the ML device to be used for the test. Default value is `0`.\n+\n+* ``--socket_id <n>``\n+\n+ Set the socket id of the application resources. Default value is `SOCKET_ID_ANY`.\n+\n+* ``--debug``\n+\n+ Enable the tests to run in debug mode.\n+\n+* ``--models <model_list>``\n+\n+ Set the list of model files to be used for the tests. Application expects the\n+ ``model_list`` in comma separated form (i.e. ``--models model_A.bin,model_B.bin``).\n+ Maximum number of models supported by the test is ``8``.\n+\n+* ``--filelist <file_list>``\n+\n+ Set the list of model, input, output and reference files to be used for the tests.\n+ Application expects the ``file_list`` to be in comma separated form\n+ (i.e. ``--filelist <model,input,output>[,reference]``).\n+\n+ Multiple filelist entries can be specified when running the tests with multiple models.\n+ Both quantized and dequantized outputs are written to the disk. Dequantized output file\n+ would have the name specified by the user through ``--filelist`` option. A suffix ``.q``\n+ is appended to quantized output filename. Maximum number of filelist entries supported\n+ by the test is ``8``.\n+\n+* ``--repetitions <n>``\n+\n+ Set the number of inference repetitions to be executed in the test per each model. Default\n+ value is `1`.\n+\n+* ``--burst_size <n>``\n+\n+ Set the burst size to be used when enqueuing / dequeuing inferences. Default value is `1`.\n+\n+* ``--queue_pairs <n>``\n+\n+ Set the number of queue-pairs to be used for inference enqueue and dequeue operations.\n+ Default value is `1`.\n+\n+* ``--queue_size <n>``\n+\n+ Set the size of queue-pair to be created for inference enqueue / dequeue operations.\n+ Queue size would translate into `rte_ml_dev_qp_conf::nb_desc` field during queue-pair\n+ creation. Default value is `1`.\n+\n+* ``--batches <n>``\n+\n+ Set the number batches in the input file provided for inference run. When not specified\n+ the test would assume the number of batches is equal to the batch size of the model.\n+\n+* ``--tolerance <n>``\n+\n+ Set the tolerance value in percentage to be used for output validation. Default value\n+ is `0`.\n+\n+* ``--stats``\n+\n+ Enable reporting device extended stats.\n+\n+\n+ML Device Tests\n+-------------------------\n+\n+ML device tests are functional tests to validate ML device APIs. Device tests validate the ML device\n+handling APIs configure, close, start and stop APIs.\n+\n+\n+Application Options\n+~~~~~~~~~~~~~~~~~~~\n+\n+Supported command line options for the `model_ops` test are following::\n+\n+ --debug\n+ --test\n+ --dev_id\n+ --socket_id\n+ --queue_pairs\n+ --queue_size\n+\n+\n+DEVICE_OPS Test\n+~~~~~~~~~~~~~~~\n+\n+Device ops test validates the device configuration and reconfiguration support. The test configures\n+ML device based on the option ``--queue_pairs`` and ``--queue_size`` specified by the user, and\n+later reconfigures the ML device with the number of queue pairs and queue size based the maximum\n+specified through the device info.\n+\n+\n+Example\n+^^^^^^^\n+\n+Command to run device_ops test:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=device_ops\n+\n+\n+Command to run device_ops test with user options:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=device_ops --queue_pairs <M> --queue_size <N>\n+\n+\n+ML Model Tests\n+-------------------------\n+\n+Model tests are functional tests to validate ML model APIs. Model tests validate the functioning\n+of APIs to load, start, stop and unload ML models.\n+\n+\n+Application Options\n+~~~~~~~~~~~~~~~~~~~\n+\n+Supported command line options for the `model_ops` test are following::\n+\n+ --debug\n+ --test\n+ --dev_id\n+ --socket_id\n+ --models\n+\n+\n+List of model files to be used for the `model_ops` test can be specified through the option\n+``--models <model_list>`` as a comma separated list. Maximum number of models supported in\n+the test is `8`.\n+\n+.. Note::\n+\n+ * The ``--models <model_list>`` is a mandatory option for running this test.\n+ * Options not supported by the test are ignored if specified.\n+\n+\n+MODEL_OPS Test\n+~~~~~~~~~~~~~~\n+\n+The test is a collection of multiple sub-tests, each with a different order of slow-path\n+operations when handling with `N` number of models.\n+\n+\n+**Sub-test A:** executes the sequence of load / start / stop / unload for a model in order,\n+followed by next model.\n+.. _figure_mldev_model_ops_subtest_a:\n+\n+.. figure:: img/mldev_model_ops_subtest_a.*\n+\n+ Execution sequence of model_ops subtest A.\n+\n+\n+**Sub-test B:** executes load for all models, followed by a start for all models. Upon successful\n+start of all models, stop is invoked for all models followed by unload.\n+.. _figure_mldev_model_ops_subtest_b:\n+\n+.. figure:: img/mldev_model_ops_subtest_b.*\n+\n+ Execution sequence of model_ops subtest B.\n+\n+\n+**Sub-test C:** loads all models, followed by a start and stop of all models in order. Upon\n+completion of stop, unload is invoked for all models.\n+.. _figure_mldev_model_ops_subtest_c:\n+\n+.. figure:: img/mldev_model_ops_subtest_c.*\n+\n+ Execution sequence of model_ops subtest C.\n+\n+\n+**Sub-test D:** executes load and start for all models available. Upon successful start of all\n+models, stop and stop is executed for the models.\n+.. _figure_mldev_model_ops_subtest_d:\n+\n+.. figure:: img/mldev_model_ops_subtest_d.*\n+\n+ Execution sequence of model_ops subtest D.\n+\n+\n+Example\n+^^^^^^^\n+\n+Command to run model_ops test:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=model_ops --models model_1.bin,model_2.bin,model_3.bin, model_4.bin\n+\n+\n+ML Inference Tests\n+------------------\n+\n+Inference tests are a set of tests to validate end-to-end inference execution on ML device.\n+These tests executes the full sequence of operations required to run inferences with one or\n+multiple models.\n+\n+Application Options\n+~~~~~~~~~~~~~~~~~~~\n+\n+Supported command line options for inference tests are following::\n+\n+ --debug\n+ --test\n+ --dev_id\n+ --socket_id\n+ --filelist\n+ --repetitions\n+ --burst_size\n+ --queue_pairs\n+ --queue_size\n+ --batches\n+ --tolerance\n+ --stats\n+\n+\n+List of files to be used for the inference tests can be specified through the option\n+``--filelist <file_list>`` as a comma separated list. A filelist entry would be of the format\n+``--filelist <model_file,input_file,output_file>[,reference_file]`` and is used to specify the\n+list of files required to test with a single model. Multiple filelist entries are supported by\n+the test, one entry per model. Maximum number of file entries supported by the test is `8`.\n+\n+When ``--burst_size <num>`` option is specified for the test, enqueue and dequeue burst would\n+try to enqueue or dequeue ``num`` number of inferences per each call respectively.\n+\n+In the inference test, a pair of lcores are mapped to each queue pair. Minimum number of lcores\n+required for the tests is equal to ``(queue_pairs * 2 + 1)``.\n+\n+Output validation of inference would be enabled only when a reference file is specified through\n+the ``--filelist`` option. Application would additionally consider the tolerance value provided\n+through ``--tolerance`` option during validation. When the tolerance values is 0, CRC32 hash of\n+inference output and reference output are compared. When the tolerance is non-zero, element wise\n+comparison of output is performed. Validation is considered as successful only when all the\n+elements of the output tensor are with in the tolerance range specified.\n+\n+When ``--debug`` option is specified, tests are run in debug mode.\n+\n+Enabling ``--stats`` would print the extended stats supported by the driver.\n+\n+.. Note::\n+\n+ * The ``--filelist <file_list>`` is a mandatory option for running inference tests.\n+ * Options not supported by the tests are ignored if specified.\n+ * Element wise comparison is not supported when the output dtype is either fp8, fp16\n+ or bfloat16. This is applicable only when the tolerance is greater than zero and for\n+ pre-quantized models only.\n+\n+\n+INFERENCE_ORDERED Test\n+~~~~~~~~~~~~~~~~~~~~~~\n+\n+This is a functional test for validating the end-to-end inference execution on ML device. This\n+test configures ML device and queue pairs as per the queue-pair related options (queue_pairs and\n+queue_size) specified by the user. Upon successful configuration of the device and queue pairs,\n+the first model specified through the filelist is loaded to the device and inferences are enqueued\n+by a pool of worker threads to the ML device. Total number of inferences enqueued for the model\n+are equal to the repetitions specified. A dedicated pool of worker threads would dequeue the\n+inferences from the device. The model is unloaded upon completion of all inferences for the model.\n+The test would continue loading and executing inference requests for all models specified\n+through ``filelist`` option in an ordered manner.\n+\n+.. _figure_mldev_inference_ordered:\n+\n+.. figure:: img/mldev_inference_ordered.*\n+\n+ Execution of inference_ordered on single model.\n+\n+\n+Example\n+^^^^^^^\n+\n+Example command to run inference_ordered test:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_ordered --filelist model.bin,input.bin,output.bin\n+\n+Example command to run inference_ordered with output validation using tolerance of `1%``:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_ordered --filelist model.bin,input.bin,output.bin,reference.bin \\\n+ --tolerance 1.0\n+\n+Example command to run inference_ordered test with multiple queue-pairs and queue size:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_ordered --filelist model.bin,input.bin,output.bin \\\n+ --queue_pairs 4 --queue_size 16\n+\n+Example command to run inference_ordered test with a specific burst size:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_ordered --filelist model.bin,input.bin,output.bin \\\n+ --burst_size 12\n+\n+\n+INFERENCE_INTERLEAVE Test\n+~~~~~~~~~~~~~~~~~~~~~~~~~\n+\n+This is a stress test for validating the end-to-end inference execution on ML device. The test\n+configures the ML device and queue pairs as per the queue-pair related options (queue_pairs\n+and queue_size) specified by the user. Upon successful configuration of the device and queue\n+pairs, all models specified through the filelist are loaded to the device. Inferences for multiple\n+models are enqueued by a pool of worker threads in parallel. Inference execution by the device is\n+interleaved between multiple models. Total number of inferences enqueued for a model are equal to\n+the repetitions specified. An additional pool of threads would dequeue the inferences from the\n+device. Models would be unloaded upon completion of inferences for all models loaded.\n+\n+\n+.. _figure_mldev_inference_interleave:\n+\n+.. figure:: img/mldev_inference_interleave.*\n+\n+ Execution of inference_interleave on single model.\n+\n+\n+Example\n+^^^^^^^\n+\n+Example command to run inference_interleave test:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_interleave --filelist model.bin,input.bin,output.bin\n+\n+\n+Example command to run inference_interleave test with multiple models:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_interleave --filelist model_A.bin,input_A.bin,output_A.bin \\\n+ --filelist model_B.bin,input_B.bin,output_B.bin\n+\n+\n+Example command to run inference_interleave test with multiple models ad output validation\n+using tolerance of `2.0%``:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_interleave \\\n+ --filelist model_A.bin,input_A.bin,output_A.bin,reference_A.bin \\\n+ --filelist model_B.bin,input_B.bin,output_B.bin,reference_B.bin \\\n+ --tolerance 2.0\n+\n+Example command to run inference_interleave test with multiple queue-pairs and queue size\n+and burst size:\n+\n+.. code-block:: console\n+\n+ sudo <build_dir>/app/dpdk-test-mldev -c 0xf -a <PCI_ID> -- \\\n+ --test=inference_interleave --filelist model.bin,input.bin,output.bin \\\n+ --queue_pairs 8 --queue_size 12 --burst_size 16\n+\n+\n+Debug mode\n+----------\n+\n+ML tests can be executed in debug mode by enabling the option ``--debug``. Execution of tests in\n+debug mode would enable additional prints.\n+\n+When a validation failure is observed, output from that buffer is written to the disk, with the\n+filenames having similar convention when the test has passed. Additionally index of the buffer\n+would be appended to the filenames.\n", "prefixes": [ "v6", "12/12" ] }