Added tool scripts

tools/all_onnx_ops.txt

+Abs
+Acos
+Acosh
+Add
+And
+ArgMax
+ArgMin
+Asin
+Asinh
+Atan
+Atanh
+AveragePool
+BatchNormalization
+BitShift
+BitwiseAnd
+BitwiseNot
+BitwiseOr
+BitwiseXor
+Cast
+Ceil
+Col2Im
+Compress
+Concat
+ConcatFromSequence
+Constant
+ConstantOfShape
+Conv
+ConvInteger
+ConvTranspose
+Cos
+Cosh
+CumSum
+DFT
+DepthToSpace
+DequantizeLinear
+Det
+Div
+Dropout
+Einsum
+Equal
+Erf
+Exp
+Expand
+EyeLike
+Flatten
+Floor
+GRU
+Gather
+GatherElements
+GatherND
+Gemm
+GlobalAveragePool
+GlobalLpPool
+GlobalMaxPool
+Greater
+GridSample
+Hardmax
+Identity
+If
+InstanceNormalization
+IsInf
+IsNaN
+LRN
+LSTM
+Less
+Log
+Loop
+LpNormalization
+LpPool
+MatMul
+MatMulInteger
+Max
+MaxPool
+MaxRoiPool
+MaxUnpool
+Mean
+MelWeightMatrix
+Min
+Mod
+Mul
+Multinomial
+Neg
+NonMaxSuppression
+NonZero
+Not
+OneHot
+Optional
+OptionalGetElement
+OptionalHasElement
+Or
+Pad
+Pow
+QLinearConv
+QLinearMatMul
+QuantizeLinear
+RNN
+RandomNormal
+RandomNormalLike
+RandomUniform
+RandomUniformLike
+Reciprocal
+ReduceL1
+ReduceL2
+ReduceLogSum
+ReduceLogSumExp
+ReduceMax
+ReduceMean
+ReduceMin
+ReduceProd
+ReduceSum
+ReduceSumSquare
+Reshape
+Resize
+ReverseSequence
+RoiAlign
+Round
+STFT
+Scan
+Scatter
+ScatterElements
+ScatterND
+SequenceAt
+SequenceConstruct
+SequenceEmpty
+SequenceErase
+SequenceInsert
+SequenceLength
+Shape
+Sigmoid
+Sign
+Sin
+Sinh
+Size
+Slice
+SpaceToDepth
+Split
+SplitToSequence
+Sqrt
+Squeeze
+StringNormalizer
+Sub
+Sum
+Tan
+Tanh
+TfIdfVectorizer
+Tile
+TopK
+Transpose
+Trilu
+Unique
+Unsqueeze
+Upsample
+Where
+Xor
+Bernoulli
+BlackmanWindow
+CastLike
+Celu
+CenterCropPad
+Clip
+DynamicQuantizeLinear
+Elu
+GreaterOrEqual
+GroupNormalization
+HammingWindow
+HannWindow
+HardSigmoid
+HardSwish
+LayerNormalization
+LeakyRelu
+LessOrEqual
+LogSoftmax
+MeanVarianceNormalization
+Mish
+NegativeLogLikelihoodLoss
+PRelu
+Range
+Relu
+Selu
+SequenceMap
+Shrink
+Softmax
+SoftmaxCrossEntropyLoss
+Softplus
+Softsign
+ThresholdedRelu

tools/check_onnx_op_support.py

+#!/usr/bin/env python3
+
+import subprocess
+
+onnx_dir = "../src/onnx"
+ops_supported = []
+with open("all_onnx_ops.txt", "r") as f:
+    for op in f.readlines():
+        op = op.rstrip("\n")
+        result = subprocess.run(
+            ["grep", "-q", "-n", "--directories=recurse", op, onnx_dir])
+        if result.returncode == 0:
+            ops_supported.append(op)
+
+for op in ops_supported:
+    print(op)

tools/generate_models.py

+import os, sys, subprocess, string
+__source_dir__ = os.path.normpath(
+    os.path.join(os.path.realpath(__file__), '..', '..'))
+driver_exe = os.path.abspath(sys.argv[1])
+cpp_function = string.Template('''
+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+#include <migraphx/make_op.hpp>
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/json.hpp>
+#include "models.hpp"
+namespace migraphx {
+namespace driver {
+inline namespace MIGRAPHX_INLINE_NS {
+migraphx::program ${name}(unsigned batch) // NOLINT(readability-function-size)
+{
+    ${body}
+    return p;
+}
+} // namespace MIGRAPHX_INLINE_NS
+} // namespace driver
+} // namespace migraphx
+''')
+
+
+def sed(cmd, extended=False):
+    flags = ''
+    if extended:
+        flags = '-E'
+    return f"| sed {flags} '{cmd}'"
+
+
+def get_generated_body(model):
+    run_driver = f"{driver_exe} read --cpp {model} | sed '/Reading/d'"
+    cmd = run_driver + sed('/add_parameter/s/{1,/{batch,/') + sed(
+        's/\\\\\\"(\\w+)\\\\\\":/\\1:/g', extended=True)
+    # cmd = run_driver + " | sed '/add_parameter/s/{1,/{batch,/'"
+    cp = subprocess.run(cmd,
+                        shell=True,
+                        capture_output=True,
+                        check=True,
+                        text=True)
+    return cp.stdout
+
+
+def generate_cpp(name, body):
+    return cpp_function.substitute(name=name, body=body)
+
+
+models = {
+    'resnet50': '/codes/onnx_models/resnet50_v1.onnx',
+    'alexnet': '/codes/onnx_models/bvlcalexnet-12.onnx',
+    'inceptionv3': '/codes/onnx_models/inceptionv3_fp32.onnx'
+}
+
+for name, model in models.items():
+    src = generate_cpp(name, get_generated_body(model))
+    cpp_path = os.path.join(__source_dir__, "src", "driver", name + '.cpp')
+    # print(src)
+    with open(cpp_path, 'w') as f:
+        f.write(src)