完成推理模块的主体功能

This commit is contained in:
2025-03-04 17:04:37 +08:00
parent 4262d3e908
commit fa6c344e84
9 changed files with 325 additions and 21 deletions

View File

@ -5,7 +5,7 @@ import subprocess
from app.model.crud import project_detect_crud as pdc
from app.model.schemas.project_detect_schemas import ProjectDetectIn, ProjectDetectOut, ProjectDetectLogIn
from app.model.bussiness_model import ProjectDetect, ProjectDetectImg, ProjectTrain, ProjectDetectLog
from app.model.bussiness_model import ProjectDetect, ProjectDetectImg, ProjectTrain, ProjectDetectLog, ProjectDetectLogImg
from app.util.random_utils import random_str
from app.config.config_reader import detect_url
from app.util import os_utils as os
@ -23,6 +23,7 @@ def add_detect(detect_in: ProjectDetectIn, session: Session):
detect = ProjectDetect(**detect_in.dict())
detect.detect_no = random_str(6)
detect.detect_version = 0
detect.detect_status = '0'
url = os.create_folder(detect_url, detect.detect_no, 'images')
detect.folder_url = url
detect = pdc.add_detect(detect, session)
@ -67,6 +68,22 @@ def upload_detect_imgs(detect: ProjectDetectOut, files: List[UploadFile], sessio
pdc.add_detect_imgs(images, session)
def del_detect_img(detect_img_id: int, session: Session):
"""
删除训练集合图片
:param detect_img_id:
:param session:
:return:
"""
detect_img = session.query(ProjectDetectImg).filter_by(id=detect_img_id).first()
if detect_img is None:
return 0
os.delete_file_if_exists(detect_img.image_url, detect_img.thumb_image_url)
session.delete(detect_img)
session.commit()
return 1
def run_detect_yolo(detect_in: ProjectDetectLogIn, detect: ProjectDetect, train: ProjectTrain, session: Session):
"""
开始推理
@ -94,25 +111,35 @@ def run_detect_yolo(detect_in: ProjectDetectLogIn, detect: ProjectDetect, train:
detect_log.train_id = train.id
detect_log.train_version = train.train_version
detect_log.pt_type = detect_in.pt_type
detect_log.folder_url = detect.folder_url
detect_log.pt_url = pt_url
detect_log.folder_url = img_url
detect_log.detect_folder_url = out_url
detect_log = pdc.add_detect_log(detect_log, session)
return detect_log
def run_commend(weights: str, source: str, project: str, name: str,
detect_log_id: int, session: Session):
log_id: int, detect_id: int, session: Session):
"""
执行yolov5的推理
:param weights: 权重文件
:param source: 图片所在文件
:param project: 推理完成的文件位置
:param name: 版本名称
:param log_id: 日志id
:param detect_id: 推理集合id
:param session:
:return:
"""
yolo_path = os.file_path(yolo_url, 'detect.py')
yield f"stdout: 模型推理开始,请稍等。。。 \n"
# 启动子进程
with subprocess.Popen(
["python", '-u', yolo_path,
"--weights =" + weights,
"--source =" + source,
"--name=" + name,
"--project=" + project,
"--view-img"],
"--weights", weights,
"--source", source,
"--name", name,
"--project", project],
bufsize=1, # bufsize=0时为不缓存bufsize=1时按行缓存bufsize为其他正整数时为按照近似该正整数的字节数缓存
shell=False,
stdout=subprocess.PIPE,
@ -126,6 +153,24 @@ def run_commend(weights: str, source: str, project: str, name: str,
if line != '\n':
yield line
# 等待进程结束并获取返回码
return_code = process.wait()
if return_code != 0:
pdc.update_detect_status(detect_id, -1, session)
else:
pdc.update_detect_status(detect_id, 2, session)
detect_imgs = pdc.get_img_list(detect_id, session)
detect_log_imgs = []
for detect_img in detect_imgs:
detect_log_img = ProjectDetectLogImg()
detect_log_img.log_id = log_id
image_url = os.file_path(project, name, detect_img.file_name)
detect_log_img.image_url = image_url
detect_log_img.file_name = detect_img.file_name
detect_log_imgs.append(detect_log_img)
pdc.add_detect_imgs(detect_log_imgs, session)

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@ -212,7 +212,7 @@ def run_commend(data: str, project: str,
train = ProjectTrain()
train.project_id = project_id
train.train_version = name
bast_pt_path = os.file_path(project, name, 'weights', 'bast.pt')
bast_pt_path = os.file_path(project, name, 'weights', 'best.pt')
last_pt_path = os.file_path(project, name, 'weights', 'last.pt')
train.best_pt = bast_pt_path
train.last_pt = last_pt_path