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wasi-nn: Add wasmedge-wasinn-example as smoke test (bytecodealliance#…
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# for now, it is used to speed up wasi-nn tests only. | ||
# you shall adapt below rules to incoming requirements | ||
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build | ||
*/build | ||
*/*/build | ||
*/*/*/build | ||
*/*/*/*/build | ||
*/*/*/*/*/build | ||
*/*/*/*/*/*/build | ||
.* | ||
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core/deps | ||
!core/deps/tensorflow-src | ||
samples | ||
tests |
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#!/usr/bin/env python3 | ||
# | ||
# Copyright (C) 2019 Intel Corporation. All rights reserved. | ||
# SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | ||
# | ||
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from pathlib import Path | ||
from pprint import pprint | ||
import re | ||
import shlex | ||
import shutil | ||
import subprocess | ||
from typing import List | ||
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def execute_tflite_birds_v1_image_once( | ||
runtime_bin: str, runtime_args: List[str], cwd: Path | ||
) -> str: | ||
""" | ||
execute tflite_birds_v1_image example with | ||
``` | ||
iwasm --native-lib=somewhere/libwasi-nn-tflite.so --map-dir=.:. \ | ||
./wasmedge-wasinn-example-tflite-bird-image.wasm \ | ||
lite-model_aiy_vision_classifier_birds_V1_3.tflite \ | ||
bird.jpg | ||
``` | ||
or | ||
``` | ||
wasmedge --dir=.:. \ | ||
./wasmedge-wasinn-example-tflite-bird-image.wasm \ | ||
lite-model_aiy_vision_classifier_birds_V1_3.tflite \ | ||
bird.jpg | ||
``` | ||
assumption: | ||
- under the right directory, tflite-birds_v1-image | ||
- every materials are ready | ||
""" | ||
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wasm_file = "./wasmedge-wasinn-example-tflite-bird-image.wasm" | ||
wasm_args = ["lite-model_aiy_vision_classifier_birds_V1_3.tflite", "bird.jpg"] | ||
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cmd = [runtime_bin] | ||
cmd.extend(runtime_args) | ||
cmd.append(wasm_file) | ||
cmd.extend(wasm_args) | ||
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try: | ||
p = subprocess.run( | ||
cmd, | ||
cwd=cwd, | ||
capture_output=True, | ||
check=True, | ||
text=True, | ||
universal_newlines=True, | ||
) | ||
return p.stdout | ||
except subprocess.CalledProcessError as e: | ||
print(e.stderr) | ||
print() | ||
print(e.stdout) | ||
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def filter_output_tflite_birds_v1_image(output: str) -> List[str]: | ||
""" | ||
not all output is needed for comparision | ||
pick lines like: " 1.) [526](136)Cathartes burrovianus" | ||
""" | ||
filtered = [] | ||
PATTERN = re.compile(r"^\s+\d\.\)\s+\[\d+\]\(\d+\)\w+") | ||
for line in output.split("\n"): | ||
if PATTERN.search(line): | ||
filtered.append(line.strip()) | ||
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return filtered | ||
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def execute_tflite_birds_v1_image(iwasm_bin: str, wasmedge_bin: str, cwd: Path): | ||
iwasm_output = execute_tflite_birds_v1_image_once( | ||
iwasm_bin, | ||
[ | ||
"--native-lib=/workspaces/wamr/product-mini/platforms/linux/build/libwasi-nn-tflite.so", | ||
"--map-dir=.:.", | ||
], | ||
cwd, | ||
) | ||
iwasm_output = filter_output_tflite_birds_v1_image(iwasm_output) | ||
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wasmedge_output = execute_tflite_birds_v1_image_once( | ||
wasmedge_bin, ["--dir=.:."], cwd | ||
) | ||
wasmedge_output = filter_output_tflite_birds_v1_image(wasmedge_output) | ||
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if iwasm_output == wasmedge_output: | ||
print("- tflite_birds_v1_image. PASS") | ||
return | ||
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print("- tflite_birds_v1_image. FAILED") | ||
print("------------------------------------------------------------") | ||
pprint(iwasm_output) | ||
print("<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<") | ||
pprint(wasmedge_output) | ||
print("------------------------------------------------------------") | ||
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def execute_wasmedge_wasinn_exmaples(iwasm_bin: str, wasmedge_bin: str): | ||
assert Path.cwd().name == "wasmedge-wasinn-examples" | ||
assert shutil.which(iwasm_bin) | ||
assert shutil.which(wasmedge_bin) | ||
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tflite_birds_v1_image_dir = Path.cwd().joinpath("./tflite-birds_v1-image") | ||
execute_tflite_birds_v1_image(iwasm_bin, wasmedge_bin, tflite_birds_v1_image_dir) | ||
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if __name__ == "__main__": | ||
execute_wasmedge_wasinn_exmaples("iwasm", "wasmedge") |