repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
onnxruntime | onnxruntime/test/python/transformers/parity_utilities.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------------------
import ar... | 240 | 7,804 |
onnxruntime | onnxruntime/test/python/transformers/test_shape_infer_helper.py | .py | import unittest
import onnx
import pytest
import torch
from parity_utilities import find_transformers_source
if find_transformers_source():
from benchmark_helper import ConfigModifier, OptimizerInfo, Precision
from huggingface_models import MODELS
from onnx_exporter import export_onnx_model_from_pt
fr... | 79 | 3,117 |
onnxruntime | onnxruntime/test/python/transformers/test_qmoe_wfp4afp8_cuda.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
#
# Tes... | 510 | 18,129 |
onnxruntime | onnxruntime/test/python/transformers/test_optimizer.py | .py | #!/usr/bin/env python
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------... | 160 | 6,357 |
onnxruntime | onnxruntime/test/python/transformers/test_qmoe_fp4_cuda.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
#
# Tes... | 1,178 | 48,551 |
onnxruntime | onnxruntime/test/python/transformers/test_attention_fusion.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 789 | 32,294 |
onnxruntime | onnxruntime/test/python/transformers/test_whisper_timestamp_processor.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 83 | 3,475 |
onnxruntime | onnxruntime/test/python/transformers/conformer_model_generator.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import... | 964 | 42,653 |
onnxruntime | onnxruntime/test/python/transformers/test_moe_cpu.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
#
# Reg... | 474 | 16,370 |
onnxruntime | onnxruntime/test/python/transformers/qwen3_model_generator.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""Synt... | 454 | 19,112 |
onnxruntime | onnxruntime/test/python/transformers/test_gqa_cpu_quantized.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""Tests for CPU GroupQueryAttention with quantized KV cache (INT8/INT... | 1,035 | 38,210 |
onnxruntime | onnxruntime/test/python/transformers/test_float16.py | .py | #!/usr/bin/env python
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------... | 276 | 12,200 |
onnxruntime | onnxruntime/test/python/transformers/test_parity_huggingface_gpt_attention.py | .py | # --------------------------------------------------------------------------
# Copyright 2020 The HuggingFace Inc. team
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at http://www.apache.org/l... | 540 | 18,893 |
onnxruntime | onnxruntime/test/python/transformers/test_optimizer_stable_diffusion.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import o... | 404 | 14,578 |
onnxruntime | onnxruntime/test/python/transformers/benchmark_mha.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Benchmark performance of MultiHeadAttention with ORT or PyTorch.
I... | 1,421 | 51,866 |
onnxruntime | onnxruntime/test/python/transformers/dit_model_generator.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""Synt... | 222 | 9,584 |
onnxruntime | onnxruntime/test/python/transformers/test_sparse_attention.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Parity test and benchmark performance of SparseAttention. Requires ... | 865 | 35,907 |
onnxruntime | onnxruntime/test/python/transformers/test_gqa.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
# Copyr... | 4,564 | 184,001 |
onnxruntime | onnxruntime/test/python/transformers/test_moe_cuda.py | .py | # --------------------------------------------------------------------------
# Copyright 2020 The HuggingFace Inc. team
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at http://www.apache.org/l... | 1,910 | 69,624 |
onnxruntime | onnxruntime/test/python/transformers/test_rotary_mha_fusion.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import os
import sys
import unittest
import numpy as np
import onnx
from onnx impo... | 1,210 | 45,347 |
onnxruntime | onnxruntime/test/python/transformers/test_qmoe_cuda.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
#
# QMo... | 3,189 | 131,644 |
onnxruntime | onnxruntime/test/python/transformers/test_paged_attention.py | .py | # --------------------------------------------------------------------------
# Copyright 2020 The HuggingFace Inc. team
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at http://www.apache.org/l... | 3,054 | 137,238 |
onnxruntime | onnxruntime/test/python/transformers/test_rotary_embedding_fusion.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import os
import sys
import unittest
import numpy as np
import onnx
from onnx impo... | 447 | 16,532 |
onnxruntime | onnxruntime/test/python/transformers/test_convert_tf_models_to_pytorch.py | .py | #!/usr/bin/env python
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------... | 62 | 2,309 |
onnxruntime | onnxruntime/test/python/transformers/test_skip_layer_norm_fusion.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 465 | 19,248 |
onnxruntime | onnxruntime/test/python/transformers/test_qmoe_fp8_cuda.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import... | 252 | 9,576 |
onnxruntime | onnxruntime/test/python/transformers/test_profiler.py | .py | #!/usr/bin/env python
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------... | 48 | 1,609 |
onnxruntime | onnxruntime/test/python/transformers/test_optimizer_huggingface_bert.py | .py | #!/usr/bin/env python
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------... | 152 | 6,357 |
onnxruntime | onnxruntime/test/python/transformers/test_cuda_plugin_ep.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
import json
import os
import tempfile
import unittest
from contextlib import contextmanager
import numpy as np
import torch
import torch.nn.functional as F
from cuda_plugin_ep_helper import CUDA_PLUGIN_EP_NAME, ensure_cuda_p... | 3,105 | 132,936 |
onnxruntime | onnxruntime/test/python/transformers/test_parity_layernorm.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 313 | 10,489 |
onnxruntime | onnxruntime/test/python/transformers/gpt2_model_generator.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 1,333 | 48,614 |
onnxruntime | onnxruntime/test/python/transformers/profile_qmoe_gemv.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Profiling script for the CUDA QMoE GEMV decode path.
Usage:
pyth... | 129 | 5,146 |
onnxruntime | onnxruntime/test/python/transformers/test_onnx_utils.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
import unittest
import numpy
from onnx import ModelProto, TensorProto, ... | 39 | 1,886 |
onnxruntime | onnxruntime/test/python/transformers/test_conformer.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 156 | 7,022 |
onnxruntime | onnxruntime/test/python/transformers/rotary_flash.py | .py | # Copyright (c) 2023, Tri Dao.
import torch
import triton
import triton.language as tl
from einops import rearrange, repeat
##### TRITON KERNEL FOR ROTARY #####
# @triton.autotune(
# configs=[
# triton.Config({"block_m": 2}),
# triton.Config({"block_m": 4}),
# triton.Config({"block_m": ... | 689 | 27,375 |
onnxruntime | onnxruntime/test/python/transformers/test_parity_neox_attention.py | .py | # --------------------------------------------------------------------------
# Copyright 2020 The HuggingFace Inc. team
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at http://www.apache.org/l... | 485 | 20,135 |
onnxruntime | onnxruntime/test/python/transformers/test_clean_graph.py | .py | #!/usr/bin/env python
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------... | 294 | 12,898 |
onnxruntime | onnxruntime/test/python/transformers/parse_nsys.py | .py | #!/usr/bin/env python3
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Parse nsys SQLite output to extract CUDA ker... | 571 | 20,756 |
onnxruntime | onnxruntime/test/python/transformers/test_mha_flash_attn.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------------------
import o... | 447 | 14,874 |
onnxruntime | onnxruntime/test/python/transformers/test_constant_fold.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import os
import unittest
import onnx
from bert_model_generator import float_tenso... | 124 | 5,325 |
onnxruntime | onnxruntime/test/python/transformers/test_gelu_fusions.py | .py | import math
import os
import unittest
import torch
from parameterized import parameterized
from parity_utilities import find_transformers_source
if find_transformers_source():
from optimizer import optimize_model
else:
from onnxruntime.transformers.optimizer import optimize_model
class HuggingfaceGelu(torch... | 106 | 3,991 |
onnxruntime | onnxruntime/test/python/transformers/test_embedlayer_fusion.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 112 | 5,429 |
onnxruntime | onnxruntime/test/python/transformers/benchmark_gqa.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Benchmark performance of GroupQueryAttention.
"""
from dataclasses... | 331 | 12,407 |
onnxruntime | onnxruntime/test/python/transformers/benchmark_gqa_windows.py | .py | import argparse
import os
import time
import torch
from gqa_test_helper import GroupQueryAttentionConfig, OrtGroupQueryAttention
def save_results(results, filename):
import pandas as pd # noqa: PLC0415
df = pd.DataFrame(
results,
columns=[
"Inference Interval (ms)",
... | 237 | 8,879 |
onnxruntime | onnxruntime/test/python/transformers/bert_padding.py | .py | # From https://github.com/Dao-AILab/flash-attention/blob/2286d7cea7ca8264165c16b2442b6436c43140de/flash_attn/bert_padding.py
import torch
import torch.nn.functional as F
from einops import rearrange, repeat
class IndexFirstAxis(torch.autograd.Function):
@staticmethod
def forward(ctx, input, indices):
... | 132 | 5,786 |
onnxruntime | onnxruntime/test/python/transformers/profile_matmul_nbits.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Profiling script for the CUDA MatMulNBits (4-bit / 8-bit weight-onl... | 207 | 7,337 |
onnxruntime | onnxruntime/test/python/transformers/test_gpt2_to_onnx.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 63 | 2,357 |
onnxruntime | onnxruntime/test/python/transformers/cuda_plugin_ep_helper.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
import logging
import os
import sys
from importlib.metadata import PackageNotFoundError, distribution
from pathlib import Path
import torch
import onnxruntime as onnxrt
CUDA_PLUGIN_EP_NAME = "CUDAExecutionProvider"
enable_... | 205 | 6,919 |
onnxruntime | onnxruntime/test/python/transformers/profile_skip_layer_norm.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Profiling script for SkipLayerNormalization CUDA kernel.
Usage:
... | 177 | 6,681 |
onnxruntime | onnxruntime/test/python/transformers/test_parity_decoder_attention.py | .py | # --------------------------------------------------------------------------
# Copyright 2020 The HuggingFace Inc. team
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at http://www.apache.org/l... | 590 | 20,946 |
onnxruntime | onnxruntime/test/python/transformers/test_gemmfastgelu_fusion.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 153 | 5,182 |
onnxruntime | onnxruntime/test/python/transformers/profile_disable_sync.py | .py | #!/usr/bin/env python3
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Profiling helper to verify that the CUDA EP ... | 206 | 8,394 |
onnxruntime | onnxruntime/test/python/transformers/test_parity_gelu.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""
Belo... | 243 | 7,935 |
onnxruntime | onnxruntime/test/python/transformers/test_phi_vision.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 305 | 11,806 |
onnxruntime | onnxruntime/test/python/transformers/benchmark_onnx_attention_vs_gqa.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Benchmark ONNX Attention (opset 23/24, CUDA EP) against contrib Gro... | 800 | 34,683 |
onnxruntime | onnxruntime/test/python/transformers/bart_model_generator.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""Gene... | 280 | 13,360 |
onnxruntime | onnxruntime/test/python/transformers/env_var_helper.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
import os
from contextlib import contextmanager
@contextmanager
def s... | 26 | 802 |
onnxruntime | onnxruntime/test/python/transformers/test_group_norm.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------------------
import s... | 541 | 16,637 |
onnxruntime | onnxruntime/test/python/transformers/test_whisper.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 919 | 36,603 |
onnxruntime | onnxruntime/test/python/transformers/test_qmoe_cpu.py | .py | # --------------------------------------------------------------------------
# Copyright 2020 The HuggingFace Inc. team
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at http://www.apache.org/l... | 1,899 | 78,241 |
onnxruntime | onnxruntime/test/python/transformers/test_parity_linear_attention_causal_conv.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
import unittest
import numpy as np
import torch
from onnx import TensorProto, checker, helper
import onnxruntime
onnxruntime.preload_dlls()
def _has_cuda_ep() -> bool:
return "CUDAExecutionProvider" in onnxruntime.ge... | 571 | 23,036 |
onnxruntime | onnxruntime/test/python/transformers/gqa_test_helper.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
import math
import numpy
import torch
from onnx import TensorProto, he... | 632 | 24,608 |
onnxruntime | onnxruntime/test/python/transformers/profile_gqa.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Simple profiling script for GroupQueryAttention with quantized KV c... | 250 | 9,374 |
onnxruntime | onnxruntime/test/python/transformers/benchmark_gqa_cpu_flash.py | .py | #!/usr/bin/env python3
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
"""
Benchmark CPU GroupQueryAttention: Flash Attention vs Naive (full materialization).
Runs the actual GQA operator via InferenceSession, toggling between flash and
naive paths using the ORT_GQA_DISAB... | 403 | 14,252 |
onnxruntime | onnxruntime/test/python/transformers/test_parity_rotary_embedding.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
# Notes
# 1) The test cases in this file are for the following LLaMA-2 scenarios:
... | 490 | 21,636 |
onnxruntime | onnxruntime/test/python/transformers/bert_model_generator.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 631 | 23,635 |
onnxruntime | onnxruntime/test/python/transformers/model_loader.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import ... | 70 | 2,593 |
onnxruntime | onnxruntime/test/python/transformers/benchmark_qmoe.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
import os
import sys
import time
import unittest
import numpy
import t... | 192 | 8,160 |
onnxruntime | onnxruntime/test/python/transformers/test_mha.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Test MultiHeadAttention operator for CUDA and CPU.
"""
import conc... | 912 | 38,713 |
onnxruntime | onnxruntime/test/python/transformers/conftest.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""Confi... | 57 | 2,203 |
onnxruntime | onnxruntime/test/python/transformers/test_gpt2_benchmark.py | .py | #!/usr/bin/env python
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# -------------------------------------------------------------... | 55 | 1,899 |
onnxruntime | onnxruntime/test/python/transformers/test_data/gpt2_pytorch1.5_opset11/generate_tiny_gpt2_model.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
# This tool generates a tiny GPT2 model for testing fusion script.
# You... | 529 | 21,550 |
onnxruntime | onnxruntime/test/python/transformers/test_data/bert_squad_tensorflow2.1_keras2onnx_opset11/generate_tiny_keras2onnx_bert_models.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Convert a Bert large model exported by Keras2Onnx to a tiny model fo... | 447 | 18,102 |
onnxruntime | onnxruntime/test/python/transformers/sharded_moe/test_sharded_moe.py | .py | # -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
import unittest
import numpy as np
from onnx import TensorProto, helpe... | 424 | 11,810 |
onnxruntime | onnxruntime/test/python/transformers/test_onnx_attention/test_tensorscatter_attention.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""
Te... | 2,191 | 102,859 |
onnxruntime | onnxruntime/test/python/transformers/test_onnx_attention/test_gqa.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
# Copyr... | 3,105 | 112,243 |
onnxruntime | onnxruntime/test/python/transformers/test_onnx_attention/common.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
# Copyr... | 921 | 37,522 |
onnxruntime | onnxruntime/test/python/transformers/test_onnx_attention/test_mha.py | .py | # --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""
Te... | 3,089 | 107,263 |
onnxruntime | onnxruntime/test/common/test_cpuinfo_sysfs_fallback.py | .py | #!/usr/bin/env python3
"""
Simulation test for the cpuinfo sysfs fallback fix.
This test verifies two fixes for https://github.com/microsoft/onnxruntime/issues/10038:
1. Safe logging in env.cc - PosixEnv constructor no longer crashes when the
logging system is not yet initialized and cpuinfo_initialize() fails.
2... | 564 | 21,514 |
onnxruntime | onnxruntime/test/onnx/gen_test_models.py | .py | #!/usr/bin/env python3
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
import argparse
import os
import warnings
from datetime import date
import numpy as np
import onnx
from onnx import AttributeProto, GraphProto, TensorProto, helper, numpy_helper, utils # noqa: F401
#... | 206 | 7,936 |
onnxruntime | onnxruntime/test/testdata/dmmha_inside_mha_graph.py | .py | from onnx import TensorProto, helper, save_model
# Whisper decoder self attention with past_kv, present_kv, buffer sharing enabled, mask, and bias
# Used in decoder-with-past's self-attention layers
def dmmha_inside_mha_self_attn():
num_heads, head_size = 2, 32
hidden_size = num_heads * head_size
# Input... | 236 | 9,820 |
onnxruntime | onnxruntime/test/testdata/test_shape_data_propagation_shape_mul_constantofshape.py | .py | # Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# Negative regression fixture for the single-element guard in the elementwise
# data-propagation consumers (Add/Sub/Mul/Div).
#
# Shape(X[3, 4]) produces a rank-1, MULTI-element value [3, 4]. The elementwise
# custom data pro... | 51 | 2,263 |
onnxruntime | onnxruntime/test/testdata/custom_mul.py | .py | import onnx
def create_custom_mul_model():
# === Inputs ===
x = onnx.helper.make_tensor_value_info("X", onnx.TensorProto.FLOAT, [3, 2])
w = onnx.helper.make_tensor_value_info("W", onnx.TensorProto.FLOAT, [3, 2])
# === Output ===
y = onnx.helper.make_tensor_value_info("Y", onnx.TensorProto.FLOAT, ... | 46 | 1,274 |
onnxruntime | onnxruntime/test/testdata/sparse_to_dense_matmul.py | .py | import argparse
import sys
import traceback
import onnx
from onnx import (
TensorProto,
ValueInfoProto,
helper,
)
from onnx.helper import make_opsetid
def parse_arguments():
parser = argparse.ArgumentParser()
parser.add_argument("--output_file", required=True, type=str, help="Model file name to s... | 106 | 3,415 |
onnxruntime | onnxruntime/test/testdata/make_conv_int4_weights_model.py | .py | import numpy as np
import onnx
from onnxruntime.quantization import CalibrationDataReader, QuantType, quantize
from onnxruntime.quantization.execution_providers.qnn import get_qnn_qdq_config
INPUT0_SHAPE = (1, 3, 8, 8)
INPUT0_NAME = "input_0"
def create_f32_model():
input_0 = onnx.helper.make_tensor_value_info(... | 99 | 4,182 |
onnxruntime | onnxruntime/test/testdata/transpose_optimizer_shared_initializers.py | .py | import numpy as np
import onnx
from onnx import TensorProto, helper
# Create a model with shared initializers that can be updated in-place by the transpose optimizer,
# including ones behind a DQ node. The transpose optimizer updates the first usage and inserts
# Transpose/Unsqueeze ops on the others (see UnsqueezeIn... | 117 | 5,961 |
onnxruntime | onnxruntime/test/testdata/clip_div_shared_initializer.py | .py | from onnx import TensorProto, checker, helper, save
graph_proto = helper.make_graph(
[
helper.make_node(
"Clip",
inputs=["input_0", "initializer_0", "initializer_1"],
outputs=["clip_output"],
name="clip",
),
helper.make_node(
"Div"... | 34 | 936 |
onnxruntime | onnxruntime/test/testdata/ort_github_issue_10305.py | .py | import onnx
from onnx import TensorProto, helper
# Loop is so the Tranpose output is used in a subgraph
loop_body = helper.make_graph(
[
helper.make_node("Add", ["transpose:0", "loop_state_in"], ["loop_state_out"], "Add1"),
],
"Loop_body",
[
helper.make_tensor_value_info("iteration_num"... | 73 | 2,374 |
onnxruntime | onnxruntime/test/testdata/test_dangling_input_segment_ids.py | .py | """
Run this script to recreate the original onnx model.
Example usage:
python test_dangling_input_segment_ids.py test_dangling_input_segment_ids.onnx
"""
import sys
import numpy as np
import onnx
def order_repeated_field(repeated_proto, key_name, order):
order = list(order)
repeated_proto.sort(key=lambda x... | 137 | 7,173 |
onnxruntime | onnxruntime/test/testdata/test_shape_data_propagation_with_shape_related_nodes_v2.py | .py | import onnx
from onnx import TensorProto, helper
# === Graph input/output ===
input_tensor = helper.make_tensor_value_info("input", TensorProto.FLOAT, ["batch", 3, "width", "height"])
output_tensor = helper.make_tensor_value_info("output", TensorProto.FLOAT, ["batch", 3, "width*height"])
# === Initializers ===
B = he... | 60 | 2,644 |
onnxruntime | onnxruntime/test/testdata/shape_then_slice_and_gather.py | .py | from pathlib import Path
import onnx
from onnx import helper
from onnx.onnx_pb import TensorProto
nodes = [
helper.make_node("Shape", ["X"], ["X_shape"]),
helper.make_node("Gather", ["X_shape", "gather_indices"], ["gather_out"], axis=0),
helper.make_node("Slice", ["X_shape", "slice_starts", "slice_ends", ... | 34 | 1,264 |
onnxruntime | onnxruntime/test/testdata/ort_github_issue_26272.py | .py | import onnx
from onnx import TensorProto, helper
# Create a simple ONNX model with DDS output
input = helper.make_tensor_value_info("data", TensorProto.FLOAT, ["d1", "d2"])
output = helper.make_tensor_value_info("output", TensorProto.FLOAT, ["nzr"])
nonzeros_node = helper.make_node("NonZero", ["data"], ["nonzeros"], ... | 27 | 946 |
onnxruntime | onnxruntime/test/testdata/dmmha_inside_mha_data.py | .py | import numpy as np
import onnxruntime as ort
from onnxruntime import OrtValue
np.random.seed(0)
# Whisper decoder self attention with past_kv, present_kv, buffer sharing enabled, mask, and bias
# Used in decoder-with-past's self-attention layers
# For CUDA, K caches are transposed and reshaped from 4D to 5D for Dec... | 196 | 8,921 |
onnxruntime | onnxruntime/test/testdata/model_with_metadata.py | .py | import onnx
from onnx import TensorProto, helper
# Create a model with metadata to test ORT conversion
def GenerateModel(model_name): # noqa: N802
nodes = [
helper.make_node("Sigmoid", ["X"], ["Y"], "sigmoid"),
]
graph = helper.make_graph(
nodes,
"NNAPI_Internal_uint8_Test",
... | 38 | 977 |
onnxruntime | onnxruntime/test/testdata/dynamic_quantize_matmul_test.py | .py | import onnx
from onnx import TensorProto, helper
def GenerateModel(model_name, sign, b_zp=True, bias=False): # noqa: N802
nodes = [ # DynamicQuantizeMatMul subgraph
helper.make_node(
"DynamicQuantizeLinear",
["A"],
["a_quantized", "a_scale", "a_zp"],
"Dyna... | 69 | 2,317 |
onnxruntime | onnxruntime/test/testdata/ort_github_issue_17000.py | .py | import numpy as np
import onnx
from onnx import TensorProto, helper, numpy_helper
def order_repeated_field(repeated_proto, key_name, order):
order = list(order)
repeated_proto.sort(key=lambda x: order.index(getattr(x, key_name)))
def make_node(op_type, inputs, outputs, name=None, doc_string=None, domain=Non... | 78 | 3,053 |
onnxruntime | onnxruntime/test/testdata/trt_plugin_custom_op_test.py | .py | #!/usr/bin/env python3
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
import onnx
from onnx import TensorProto, helper
def generate_model(model_name):
nodes = [
helper.make_node(
"DisentangledAttention_TRT",
["input1", "input2", "inpu... | 41 | 1,141 |
onnxruntime | onnxruntime/test/testdata/test_evil_weights.py | .py | import onnx
def create_exp_model():
inputs = []
nodes = []
tensors = []
outputs = []
input_ = onnx.helper.make_tensor_value_info("input", onnx.TensorProto.INT64, [None, None])
inputs.append(input_)
evil_tensor = onnx.helper.make_tensor(
name="evil_weights",
data_type=onnx... | 50 | 1,507 |
onnxruntime | onnxruntime/test/testdata/nnapi_sigmoid_input_rank_test.py | .py | import onnx
from onnx import TensorProto, helper
# Since NNAPI ANEURALNETWORKS_LOGISTIC only supports input tensor rank up to 4, we added limits in
# Sigmoid op support checker in NNAPI EP, so we don't fail hard. Added test case here.
def GenerateModel(model_name): # noqa: N802
node = [
helper.make_node... | 26 | 796 |
onnxruntime | onnxruntime/test/testdata/loop_sub_one.py | .py | from onnx import TensorProto, checker, helper, save, shape_inference
"""
x = A
for (int i = 0; i < MAX_ITERS; i++) {
y = x - 1.0
user_val = x - 1.0
x = y
}
C = x
D = user_val (will be the concatenated result of all iterations)
"""
loop_body = helper.make_graph(
nodes=[
helper.make_node(
... | 70 | 2,025 |
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