dlxj commited on
Commit ·
d3fb9af
1
Parent(s): aeec220
add v6 api
Browse files- main_v6.py +235 -33
- post.py +6 -2
main_v6.py
CHANGED
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@@ -9,6 +9,9 @@
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"""
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curl -LsSf https://astral.sh/uv/install.sh | sh
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# On Windows.
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powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
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@@ -31,40 +34,239 @@ $env:UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple"
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.venv/Scripts/pip install paddlepaddle -i https://www.paddlepaddle.org.cn/packages/stable/cpu/
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.venv/bin/pip install paddlepaddle -i https://www.paddlepaddle.org.cn/packages/stable/cpu/
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"""
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if __name__ == '__main__':
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for res in result:
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res
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"""
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.venv/Scripts/python post.py
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测试接口
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curl -LsSf https://astral.sh/uv/install.sh | sh
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# On Windows.
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powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
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.venv/Scripts/pip install paddlepaddle -i https://www.paddlepaddle.org.cn/packages/stable/cpu/
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.venv/bin/pip install paddlepaddle -i https://www.paddlepaddle.org.cn/packages/stable/cpu/
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.venv/Scripts/pip install flask
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"""
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is_debug = False
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is_debug_api = True
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dic_cache = {}
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from flask import Flask, request, jsonify
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import threading
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import platform
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app = Flask(__name__)
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import json
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import decimal
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import datetime
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import base64
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import numpy as np
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import cv2
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from collections import OrderedDict
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class DecimalEncoder(json.JSONEncoder):
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def default(self, o):
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if isinstance(o, decimal.Decimal):
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return float(o)
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elif isinstance(o, datetime.datetime):
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return str(o)
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super(DecimalEncoder, self).default(o)
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def save_json(filename, dics):
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with open(filename, 'w', encoding='utf-8') as fp:
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json.dump(dics, fp, indent=4, cls=DecimalEncoder, ensure_ascii=False)
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fp.close()
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def load_json(filename):
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with open(filename, encoding='utf-8') as fp:
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js = json.load(fp)
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fp.close()
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return js
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def base64_to_mat(base64_str):
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"""
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将 Base64 字符串转换为 OpenCV Mat 对象(NumPy 数组)
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参数:
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base64_str (str): Base64 编码的图片字符串(不可以含前缀如 "data:image/jpeg;base64,")
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返回:
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Mat: OpenCV 图像对象(NumPy 数组),格式为 BGR
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"""
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# 处理可能存在的 Base64 前缀(如 "data:image/jpeg;base64,")
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# if ',' in base64_str:
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# base64_data = base64_str.split(',')[1] # 提取纯 Base64 数据部分
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# else:
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# base64_data = base64_str
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# 解码 Base64 字符串为二进制字节流
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image_bytes = base64.b64decode(base64_str)
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# 将字节流转换为 NumPy 数组(数据类型 uint8)
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nparr = np.frombuffer(image_bytes, np.uint8)
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# 使用 OpenCV 解码为 Mat 对象(BGR 格式)
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mat = cv2.imdecode(nparr, cv2.IMREAD_UNCHANGED)
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if len(mat.shape) != 3: # 转彩图
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mat = cv2.cvtColor(mat, cv2.COLOR_GRAY2BGR)
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return mat
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def ppresult_tojson(img, result):
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global is_debug
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jn = OrderedDict()
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prism_wordsInfo = []
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jn["prism_wordsInfo"] = prism_wordsInfo
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jn["height"] = img.shape[0]
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jn["width"] = img.shape[1]
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for res in result:
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output_img = res['doc_preprocessor_res']['output_img'] # 这是预处理后的图片,坐标是这张图的坐标,而且还原不回去。关掉图像矫正后坐标就和原图坐标一致了
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# use_doc_unwarping=False。
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# img = output_img
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jsn = res.json['res']
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text_word = jsn['text_word']
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text_word_boxes = jsn['text_word_boxes']
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rec_texts = jsn['rec_texts']
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rec_boxes = jsn['rec_boxes']
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for idx_line, (words, boxs) in enumerate(zip(text_word, text_word_boxes)):
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text_line = rec_texts[idx_line]
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text_box = rec_boxes[idx_line]
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j = OrderedDict()
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prism_wordsInfo.append( j )
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lu = OrderedDict(x=text_box[0], y=text_box[1])
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ru = OrderedDict(x=text_box[2], y=text_box[1])
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rd = OrderedDict(x=text_box[2], y=text_box[3])
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ld = OrderedDict(x=text_box[0], y=text_box[3])
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j["word"] = text_line
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j["pos"] = [ lu, ru, rd, ld ]
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charInfo = []
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j['charInfo'] = charInfo
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j['angle'] = -1
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j["x"] = lu["x"]
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j["y"] = lu["y"]
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j["width"] = ( max(ru["x"], rd["x"])) - ( min(lu["x"], ld["x"]) )
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j["height"] = ( max(ld["y"], rd["y"])) - ( min(lu["y"], ru["y"]) )
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img = cv2.rectangle(img, (lu['x'], lu['y']), (rd['x'], rd['y']), (255, 0, 0), 2)
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if platform.system() == "Windows":
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if is_debug_api:
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cv2.imshow('orig', img)
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cv2.waitKey(0)
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pass
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for idx_word, (word, box) in enumerate(zip(words, boxs)):
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if (len(word) == 1):
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info = OrderedDict()
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charInfo.append( info )
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info["word"] = word
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info["x"] = box[0]
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info["y"] = box[1]
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info["w"] = box[2] - box[0]
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info["h"] = box[3] - box[1]
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elif (len(word) > 1):
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for w in word:
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info = OrderedDict()
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charInfo.append( info )
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info["word"] = w
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info["x"] = box[0]
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info["y"] = box[1]
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info["w"] = box[2] - box[0]
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info["h"] = box[3] - box[1]
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# print(word)
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img = cv2.rectangle(img, (box[0], box[1]), (box[2], box[3]), (0, 255, 0), 2) # 矩形的左上角, 矩形的右下角
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if platform.system() == "Windows":
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if is_debug_api:
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cv2.imshow('orgin', img)
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cv2.waitKey(0)
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pass
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# save_json('out.json', jn)
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break # 只处理第一张图的结果
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return jn
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from paddleocr import PaddleOCR
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import paddle
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print(f"Paddle版本: {paddle.__version__}")
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print(f"GPU可用: {paddle.is_compiled_with_cuda()}")
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print(f"GPU数量: {paddle.device.cuda.device_count()}")
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ocr = PaddleOCR(
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text_detection_model_dir="./PPv6/PP-OCRv6_medium_det_safetensors",
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text_recognition_model_dir="./PPv6/PP-OCRv6_medium_rec_safetensors",
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lang='chinese_cht', # 繁体字典
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return_word_box=True, # 返回每个字符的坐标
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use_doc_orientation_classify=True, # 整页方向(横/倒)
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use_doc_unwarping=False, # 关闭弯曲矫正,单字坐标它才准。否则坐标是矫正后图像的坐标
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use_textline_orientation=True, # 文本行方向分类,竖排靠它
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text_det_thresh=0.1, # 默认 0.3 对古籍太高,漏淡墨
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text_det_box_thresh=0.1, # 同上
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text_rec_score_thresh=0.3, # 过滤低置信,古籍可放低
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)
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# 限制同时处理的请求数量为1
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ocr_semaphore = threading.Semaphore(1)
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@app.route('/ppocrv6', methods=['post'])
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def ppv6():
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# request.json 只能够接受方法为POST、Body为raw,header 内容为 application/json类型的数据
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# print(request.json, type(request.json))
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# 使用 request.form 来接受 x-www-form-urlencoded 格式的数据
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# print(request.form, type(request.form))
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# form_data = request.form.to_dict()
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# if "img" not in form_data:
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# return jsonify([])
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# base64_str = form_data["img"]
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# 非阻塞方式获取信号量
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if not ocr_semaphore.acquire(blocking=False):
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return jsonify({"warning": "wait pre task done."})
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try:
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base64_str = request.json['img']
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img = base64_to_mat(base64_str)
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result = ocr.predict(
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input = img,
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return_word_box=True
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)
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jn = ppresult_tojson(img.copy(), result)
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return jsonify(jn)
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except Exception as e:
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return jsonify({"error": str(e)})
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finally:
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ocr_semaphore.release()
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if __name__ == '__main__':
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if is_debug:
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import cv2
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result = ocr.predict("./data/SWX0005_00000_00001.webp")
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for res in result:
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res.print()
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res.save_to_img("output")
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res.save_to_json("output")
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# 单独保存预处理各阶段的图片(均为 BGR 格式)
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pre = res['doc_preprocessor_res'] # pre['output_img'] draw_box.py 画字符框大体上准,但还不太准,坐标对应的就是 output_img , 而不是原图
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cv2.imwrite("output/SWX0005_00000_00001_input_img.png", pre['input_img'])
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cv2.imwrite("output/SWX0005_00000_00001_rot_img.png", pre['rot_img'])
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cv2.imwrite("output/SWX0005_00000_00001_output_img.png", pre['output_img']) # draw_box.py
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pass
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| 271 |
+
else:
|
| 272 |
+
app.run(host="0.0.0.0", port=9346, debug=True)
|
post.py
CHANGED
|
@@ -1,3 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import requests
|
| 2 |
import base64
|
| 3 |
import json
|
|
@@ -5,8 +8,9 @@ import os
|
|
| 5 |
|
| 6 |
def test_ppocr():
|
| 7 |
# Configuration
|
| 8 |
-
url = "http://127.0.0.1:8889/ppocr"
|
| 9 |
-
|
|
|
|
| 10 |
|
| 11 |
# Check if image exists
|
| 12 |
if not os.path.exists(image_path):
|
|
|
|
| 1 |
+
|
| 2 |
+
# .venv/Scripts/python post.py
|
| 3 |
+
|
| 4 |
import requests
|
| 5 |
import base64
|
| 6 |
import json
|
|
|
|
| 8 |
|
| 9 |
def test_ppocr():
|
| 10 |
# Configuration
|
| 11 |
+
# url = "http://127.0.0.1:8889/ppocr"
|
| 12 |
+
url = "http://127.0.0.1:9346/ppocrv6"
|
| 13 |
+
image_path = r"data/SWX0005_00000_00001.webp"
|
| 14 |
|
| 15 |
# Check if image exists
|
| 16 |
if not os.path.exists(image_path):
|