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<!DOCTYPE html>
<html lang="en">
<head>
<script src="https://cdn.jsdelivr.net/npm/chart.js@2.8.0" defer></script>
<script src="https://code.jquery.com/jquery-3.3.1.slim.min.js" integrity="sha384-q8i/X+965DzO0rT7abK41JStQIAqVgRVzpbzo5smXKp4YfRvH+8abtTE1Pi6jizo" crossorigin="anonymous" defer></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.7/umd/popper.min.js" integrity="sha384-UO2eT0CpHqdSJQ6hJty5KVphtPhzWj9WO1clHTMGa3JDZwrnQq4sF86dIHNDz0W1" crossorigin="anonymous" defer></script>
<script src="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/js/bootstrap.min.js" integrity="sha384-JjSmVgyd0p3pXB1rRibZUAYoIIy6OrQ6VrjIEaFf/nJGzIxFDsf4x0xIM+B07jRM" crossorigin="anonymous" defer></script>
<link rel="icon" href="./resources/images/onnx-favicon.png" type="image/gif" sizes="16x16">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css">
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<link rel="stylesheet" href="./resources/css/base.css" />
<title> ONNX Backend Scoreboard </title>
</head>
<body>
<div>
<header class="fixed-top header-content" style="background-color: black">
<div class="bg-overlay">
<nav class="navbar navbar-expand-lg navbar-custom" aria-label="Main menu">
<a id="ONNXLogo" class="navbar-brand" href="http://onnx.ai/" target="_blank">
<img src="resources/images/ONNX-Logo.svg" class="d-inline-block align-top onnx-logo" alt="ONNX Home" />
</a>
<button class="navbar-toggler p-0" type="button" data-toggle="collapse" data-target="#navbarNav" aria-controls="navbarNav" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse border-md-top mt-md-0 mt-2" id="navbarNav">
<div class="mr-auto"></div>
<div class="my-md-2 mb-0 mt-2 my-lg-0 pl-3 pl-lg-0">
<ul class="navbar-nav navbar-nav mr-auto text-uppercase" id="navigation">
<li class="nav-item">
<a class="nav-link pr-3" href="./index.html">SCOREBOARD</a>
</li>
<li class="nav-item">
<a class="nav-link pr-3" href="https://github.com/onnx/backend-scoreboard/blob/master/ADD-BACKEND.md" target="_blank">ADD NEW BACKEND</a>
</li>
<li class="nav-item">
<a class="nav-link pr-3" href="https://github.com/onnx/backend-scoreboard" target="_blank">GITHUB</a>
</li>
<li class="nav-item">
<a class="nav-link pr-3" href="http://onnx.ai/" target="_blank">onnx.ai</a>
</li>
</ul>
</div>
</div>
</nav>
</div>
</header>
</div>
<div>
<!-- Database is a dictionary that contains test results for each backend.
It is prepared by generator.py script and passed to the charts by database attribute. -->
<div id="content" database='{"jaxonnxruntime": {"coverage": {"failed": 65.05939902166318, "mark": "F", "passed": 34.940600978336825, "skipped": 0.0, "total": 1431}, "dockerfile_link": "https://github.com/onnx/backend-scoreboard/blob/master/runtimes/jaxonnxruntime/development/Dockerfile", "name": "JAX-ONNX-Runtime", "ops": {"Abs": "passed", "Acos": "passed", "Acosh": "passed", "Add": "passed", "AffineGrid": "failed", "And": "passed", "ArgMax": "failed", "ArgMin": "failed", "Asin": "passed", "Asinh": "passed", "Atan": "passed", "Atanh": "passed", "AveragePool": "passed", "BatchNormalization": "passed", "Bernoulli": "failed", "BitShift": "passed", "BitwiseAnd": "failed", "BitwiseNot": "failed", "BitwiseOr": "failed", "BitwiseXor": "failed", "BlackmanWindow": "failed", "Cast": "failed", "CastLike": "passed", "Ceil": "passed", "Celu": "failed", "CenterCropPad": "failed", "Clip": "passed", "Col2Im": "failed", "Compress": "failed", "Concat": "passed", "ConcatFromSequence": "failed", "Constant": "passed", "ConstantOfShape": "passed", "Conv": "passed", "ConvInteger": "failed", "ConvTranspose": "failed", "Cos": "passed", "Cosh": "passed", "CumSum": "failed", "DFT": "failed", "DeformConv": "failed", "DepthToSpace": "failed", "DequantizeLinear": "failed", "Det": "failed", "Div": "passed", "Dropout": "passed", "DynamicQuantizeLinear": "failed", "Einsum": "failed", "Elu": "failed", "Equal": "passed", "Erf": "passed", "Exp": "passed", "Expand": "failed", "EyeLike": "failed", "Flatten": "passed", "Floor": "failed", "GRU": "failed", "Gather": "passed", "GatherElements": "passed", "GatherND": "failed", "Gelu": "failed", "Gemm": "passed", "GlobalAveragePool": "passed", "GlobalLpPool": "failed", "GlobalMaxPool": "failed", "Greater": "failed", "GreaterOrEqual": "failed", "GridSample": "failed", "GroupNormalization": "failed", "HammingWindow": "failed", "HannWindow": "failed", "HardSigmoid": "failed", "HardSwish": "failed", "Hardmax": "failed", "Identity": "passed", "If": "failed", "ImageDecoder": "failed", "InstanceNormalization": "failed", "IsInf": "failed", "IsNaN": "failed", "LRN": "passed", "LSTM": "failed", "LayerNormalization": "failed", "LeakyRelu": "passed", "Less": "passed", "LessOrEqual": "passed", "Log": "passed", "LogSoftmax": "passed", "Loop": "failed", "LpNormalization": "failed", "LpPool": "failed", "MatMul": "passed", "MatMulInteger": "failed", "Max": "passed", "MaxPool": "passed", "MaxRoiPool": "failed", "MaxUnpool": "failed", "Mean": "failed", "MeanVarianceNormalization": "failed", "MelWeightMatrix": "failed", "Min": "passed", "Mish": "failed", "Mod": "failed", "Mul": "passed", "Multinomial": "failed", "Neg": "passed", "NegativeLogLikelihoodLoss": "failed", "NonMaxSuppression": "failed", "NonZero": "failed", "Not": "passed", "OneHot": "passed", "Optional": "failed", "OptionalGetElement": "failed", "OptionalHasElement": "failed", "Or": "passed", "PRelu": "passed", "Pad": "passed", "Pow": "passed", "QLinearConv": "failed", 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"versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.5.2.dev202012022"}]}, {"date": "12/09/2020 00:03:43", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.5.2.dev202012031"}]}, {"date": "12/11/2020 00:04:00", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.5.2.dev202012081"}]}, {"date": "12/15/2020 00:08:53", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012111"}]}, {"date": "12/16/2020 00:04:35", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012141"}]}, {"date": "12/17/2020 00:04:21", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012161"}]}, {"date": "12/18/2020 00:05:40", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012171"}]}, {"date": "12/21/2020 00:07:30", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012181"}]}, {"date": "12/23/2020 00:06:48", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012221"}]}, {"date": "12/24/2020 00:04:50", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012231"}]}, {"date": "12/28/2020 00:04:59", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012241"}]}, {"date": "12/29/2020 00:04:24", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012281"}]}, {"date": "12/30/2020 00:17:15", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012291"}]}, {"date": "12/31/2020 00:05:17", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012301"}]}, {"date": "01/01/2021 00:04:53", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202012311"}]}, {"date": "01/04/2021 00:05:18", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101011"}]}, {"date": "01/06/2021 00:03:50", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101041"}]}, {"date": "01/07/2021 00:04:11", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101061"}]}, {"date": "01/08/2021 00:07:20", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101071"}]}, {"date": "01/12/2021 00:04:06", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101081"}]}, {"date": "01/13/2021 00:04:17", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101121"}]}, {"date": "01/14/2021 00:04:26", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101131"}]}, {"date": "01/15/2021 00:04:37", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101141"}]}, {"date": "01/18/2021 00:09:50", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101151"}]}, {"date": "01/20/2021 00:04:50", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101181"}]}, {"date": "01/21/2021 00:03:44", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101201"}]}, {"date": "01/25/2021 00:13:06", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101211"}]}, {"date": "01/26/2021 00:04:29", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101251"}]}, {"date": "01/29/2021 00:04:18", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101261"}]}, {"date": "01/30/2021 00:09:53", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.0"}, {"name": "ort-nightly", "version": "1.6.0.dev202101291"}]}, {"date": "02/01/2021 00:10:13", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202101291"}]}, {"date": "02/03/2021 00:09:08", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102011"}]}, {"date": "02/04/2021 00:04:15", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102031"}]}, {"date": "02/05/2021 00:04:19", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102041"}]}, {"date": "02/06/2021 00:04:21", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102042"}]}, {"date": "02/12/2021 00:04:24", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102052"}]}, {"date": "02/14/2021 00:04:53", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102123"}]}, {"date": "02/15/2021 00:11:36", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102131"}]}, {"date": "02/16/2021 00:04:49", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102151"}]}, {"date": "02/17/2021 00:04:01", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102161"}]}, {"date": "02/18/2021 00:03:57", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102163"}]}, {"date": "02/19/2021 00:06:51", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.6.0.dev202102173"}]}, {"date": "02/22/2021 00:06:04", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202102191"}]}, {"date": "02/23/2021 00:05:41", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202102221"}]}, {"date": "02/25/2021 00:03:58", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202102231"}]}, {"date": "02/26/2021 00:04:17", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202102241"}]}, {"date": "03/01/2021 00:04:44", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202102251"}]}, {"date": "03/02/2021 00:04:17", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103011"}]}, {"date": "03/03/2021 00:03:59", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103021"}]}, {"date": "03/05/2021 00:03:42", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103032"}]}, {"date": "03/08/2021 00:04:38", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103051"}]}, {"date": "03/09/2021 00:07:14", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103081"}]}, {"date": "03/17/2021 00:07:03", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103091"}]}, {"date": "03/19/2021 00:04:20", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103181"}]}, {"date": "04/11/2021 00:07:27", "failed": 61, "passed": 852, "skipped": 9, "versions": [{"name": "onnx", "version": "1.8.1"}, {"name": "ort-nightly", "version": "1.7.0.dev202103191"}]}, {"date": "05/27/2021 00:03:56", "failed": 303, "passed": 646, "skipped": 9, "versions": [{"name": "onnx", "version": "1.9.0"}, {"name": "ort-nightly", "version": "1.5.0.dev202009182"}]}, {"date": "05/27/2022 00:06:15", "failed": 79, "passed": 925, "skipped": 9, "versions": [{"name": "onnx", "version": "1.11.0"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "06/18/2022 00:02:01", "failed": 0, "passed": 0, "skipped": 0, "versions": [{"name": "onnx", "version": "1.11.0"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "12/12/2022 00:07:27", "failed": 156, "passed": 925, "skipped": 0, "versions": [{"name": "onnx", "version": "1.12.0"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "12/18/2022 00:07:51", "failed": 418, "passed": 828, "skipped": 0, "versions": [{"name": "onnx", "version": "1.13.0"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "02/08/2023 00:08:02", "failed": 1246, "passed": 0, "skipped": 0, "versions": [{"name": "onnx", "version": "1.13.0"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "02/22/2023 00:04:55", "failed": 427, "passed": 819, "skipped": 0, "versions": [{"name": "onnx", "version": "1.13.0"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "05/04/2023 00:05:31", "failed": 418, "passed": 828, "skipped": 0, "versions": [{"name": "onnx", "version": "1.13.1"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "05/22/2023 00:06:17", "failed": 548, "passed": 769, "skipped": 0, "versions": [{"name": "onnx", "version": "1.14.0"}, {"name": "ort-nightly", "version": "1.11.0.dev20220320001"}]}, {"date": "05/25/2023 00:04:01", "failed": 185, "passed": 1132, "skipped": 0, "versions": [{"name": "onnx", "version": "1.14.0"}, {"name": "ort-nightly", "version": "1.16.0.dev20230516002"}]}]}}'>
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ONNX-TF
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onnx: 1.16.1<br>
onnx-tf: 1.10.0<br>
tensorflow: 2.13.1<br>
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07/05/2024 00:06:17
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88.54%
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ONNX-Runtime
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onnx: 1.14.0<br>
ort-nightly: 1.16.0.dev20230516002<br>
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05/25/2023 00:04:01
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85.95%
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JAX-ONNX-Runtime
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jaxonnxruntime: 0.3.0<br>
onnx: 1.16.1<br>
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07/05/2024 00:06:55
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34.94%
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