commit 9cf92e5c3361bc93fc11af5e798dffc7a94a9e4d Author: quantulr <35954003+quantulr@users.noreply.github.com> Date: Tue Sep 19 15:46:31 2023 +0800 init diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..b5474dd --- /dev/null +++ b/.gitignore @@ -0,0 +1,162 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ +.DS_Store +yolov5s_infer/ diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..3445835 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,6 @@ +{ + "[python]": { + "editor.defaultFormatter": "ms-python.black-formatter" + }, + "python.formatting.provider": "none" +} diff --git a/README.md b/README.md new file mode 100644 index 0000000..e69de29 diff --git a/image_identification/__init__.py b/image_identification/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/image_identification/client.py b/image_identification/client.py new file mode 100644 index 0000000..2f1267e --- /dev/null +++ b/image_identification/client.py @@ -0,0 +1,25 @@ +import json + +import cv2 +import fastdeploy as fd +import requests +from fastdeploy.serving.utils import cv2_to_base64 + +if __name__ == "__main__": + url = "http://127.0.0.1:8000/fd/yolov5s" + headers = {"Content-Type": "application/json"} + + im = cv2.imread("origin.jpg") + print(cv2_to_base64(im)) + data = {"data": {"image": cv2_to_base64(im)}, "parameters": {}} + + resp = requests.post(url=url, headers=headers, data=json.dumps(data)) + if resp.status_code == 200: + r_json = json.loads(resp.json()["result"]) + det_result = fd.vision.utils.json_to_detection(r_json) + vis_im = fd.vision.vis_detection(im, det_result, score_threshold=0.5) + cv2.imwrite("visualized_result.jpg", vis_im) + print("Visualized result save in ./visualized_result.jpg") + else: + print("Error code:", resp.status_code) + print(resp.text) diff --git a/image_identification/controllers/__init__.py b/image_identification/controllers/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/image_identification/controllers/image.py b/image_identification/controllers/image.py new file mode 100644 index 0000000..47ed304 --- /dev/null +++ b/image_identification/controllers/image.py @@ -0,0 +1,53 @@ +import asyncio +import io +import json + +import aiohttp +import cv2 +import fastdeploy as fd +import numpy as np +from fastapi import APIRouter, HTTPException, UploadFile +from fastapi.responses import StreamingResponse +from fastdeploy.serving.utils import cv2_to_base64 + +from image_identification.model import model_instance + +router = APIRouter(prefix="/image") + + +async def request(url: str, data, headers): + async with aiohttp.ClientSession() as session: + async with session.post(url=url, data=data, headers=headers) as response: + return await response.json() + + +@router.post("/get_visuallized_image") +async def getVisualized_image(image: UploadFile): + contents = await image.read() + nparr = np.fromstring(contents, np.uint8) + im = cv2.imdecode(nparr, cv2.IMREAD_COLOR) + url = "http://127.0.0.1:8000/fd/yolov5s" + headers = {"Content-Type": "application/json"} + data = {"data": {"image": cv2_to_base64(im)}, "parameters": {}} + try: + resp = await asyncio.gather( + *[request(url=url, data=json.dumps(data), headers=headers)] + ) + r_json = json.loads(resp[0]["result"]) + det_result = fd.vision.utils.json_to_detection(r_json) + vis_im = fd.vision.vis_detection(im, det_result, score_threshold=0.5) + _res, im_jpg = cv2.imencode(".jpg", vis_im) + return StreamingResponse(io.BytesIO(im_jpg.tobytes()), media_type="image/jpeg") + except: + raise HTTPException(status_code=500, detail="获取失败") + + +@router.post("/analyze", tags=["analyze"]) +async def analyze(image: UploadFile): + image_content = await image.read() + nparr = np.fromstring(image_content, np.uint8) + im = cv2.imdecode(nparr, cv2.IMREAD_COLOR) + result = model_instance.predict(im) + vis_im = fd.vision.vis_detection(im, result, score_threshold=0.5) + im_jpg = cv2.imencode(".jpg", vis_im)[1] + return StreamingResponse(io.BytesIO(im_jpg.tobytes()), media_type="image/jpeg") diff --git a/image_identification/main.py b/image_identification/main.py new file mode 100644 index 0000000..c46f5b4 --- /dev/null +++ b/image_identification/main.py @@ -0,0 +1,25 @@ +import logging +import os + +import fastdeploy as fd +import uvicorn +from fastdeploy.serving.server import SimpleServer + +from .controllers import image +from .model import model_instance + +logging.getLogger().setLevel(logging.INFO) +print(model_instance) + +# Create server, setup REST API +app = SimpleServer() +app.register( + task_name="fd/yolov5s", + model_handler=fd.serving.handler.VisionModelHandler, + predictor=model_instance, +) +app.include_router(image.router) + + +def runApp(): + uvicorn.run("image_identification.main:app", host="0.0.0.0", port=8000, reload=True) diff --git a/image_identification/model/__init__.py b/image_identification/model/__init__.py new file mode 100644 index 0000000..b348feb --- /dev/null +++ b/image_identification/model/__init__.py @@ -0,0 +1 @@ +from .model import model_instance diff --git a/image_identification/model/model.py b/image_identification/model/model.py new file mode 100644 index 0000000..2e22ae3 --- /dev/null +++ b/image_identification/model/model.py @@ -0,0 +1,26 @@ +import os + +import fastdeploy as fd + +# Configurations +model_dir = "yolov5s_infer" +device = "cpu" +use_trt = False + +# Prepare model +model_file = os.path.join(model_dir, "model.pdmodel") +params_file = os.path.join(model_dir, "model.pdiparams") + +# Setup runtime option to select hardware, backend, etc. +option = fd.RuntimeOption() +if device.lower() == "gpu": + option.use_gpu() +if use_trt: + option.use_trt_backend() + option.set_trt_input_shape("images", [1, 3, 640, 640]) + option.set_trt_cache_file("yolov5s.trt") + +# Create model instance +model_instance = fd.vision.detection.YOLOv5( + model_file, params_file, runtime_option=option, model_format=fd.ModelFormat.PADDLE +) diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..ab01706 --- /dev/null +++ b/poetry.lock @@ 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