Spaces:
Build error
Build error
Commit
·
5a0f532
1
Parent(s):
57627c5
app update
Browse files- .gitignore +0 -1
- app.py +137 -0
.gitignore
CHANGED
|
@@ -58,6 +58,5 @@
|
|
| 58 |
!requirements.txt
|
| 59 |
!.pre-commit-config.yaml
|
| 60 |
|
| 61 |
-
app.py
|
| 62 |
test.py
|
| 63 |
test*.py
|
|
|
|
| 58 |
!requirements.txt
|
| 59 |
!.pre-commit-config.yaml
|
| 60 |
|
|
|
|
| 61 |
test.py
|
| 62 |
test*.py
|
app.py
ADDED
|
@@ -0,0 +1,137 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# OCR Translate v0.1
|
| 2 |
+
# 创建人:曾逸夫
|
| 3 |
+
# 创建时间:2022-06-14
|
| 4 |
+
# email: zyfiy1314@163.com
|
| 5 |
+
|
| 6 |
+
import os
|
| 7 |
+
|
| 8 |
+
import gradio as gr
|
| 9 |
+
import nltk
|
| 10 |
+
import pytesseract
|
| 11 |
+
from nltk.tokenize import sent_tokenize
|
| 12 |
+
from transformers import MarianMTModel, MarianTokenizer
|
| 13 |
+
|
| 14 |
+
nltk.download('punkt')
|
| 15 |
+
|
| 16 |
+
# ----------- 翻译 -----------
|
| 17 |
+
# https://huggingface.co/Helsinki-NLP/opus-mt-en-zh
|
| 18 |
+
modchoice = "Helsinki-NLP/opus-mt-en-zh" # 模型名称
|
| 19 |
+
|
| 20 |
+
tokenizer = MarianTokenizer.from_pretrained(modchoice) # 分词器
|
| 21 |
+
model = MarianMTModel.from_pretrained(modchoice) # 模型
|
| 22 |
+
|
| 23 |
+
OCR_TR_DESCRIPTION = '''# OCR Translate v0.1
|
| 24 |
+
<div id="content_align">基于Tesseract的OCR翻译系统</div>'''
|
| 25 |
+
|
| 26 |
+
# 图片路径
|
| 27 |
+
img_dir = "./data"
|
| 28 |
+
|
| 29 |
+
# 获取tesseract语言列表
|
| 30 |
+
choices = os.popen('tesseract --list-langs').read().split('\n')[1:-1]
|
| 31 |
+
|
| 32 |
+
|
| 33 |
+
# tesseract语言列表转pytesseract语言
|
| 34 |
+
def ocr_lang(lang_list):
|
| 35 |
+
lang_str = ""
|
| 36 |
+
lang_len = len(lang_list)
|
| 37 |
+
if lang_len == 1:
|
| 38 |
+
return lang_list[0]
|
| 39 |
+
else:
|
| 40 |
+
for i in range(lang_len):
|
| 41 |
+
lang_list.insert(lang_len - i, "+")
|
| 42 |
+
|
| 43 |
+
lang_str = "".join(lang_list[:-1])
|
| 44 |
+
return lang_str
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
# ocr tesseract
|
| 48 |
+
def ocr_tesseract(img, languages):
|
| 49 |
+
ocr_str = pytesseract.image_to_string(img, lang=ocr_lang(languages))
|
| 50 |
+
return ocr_str
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
# 示例
|
| 54 |
+
def set_example_image(example: list) -> dict:
|
| 55 |
+
return gr.Image.update(value=example[0])
|
| 56 |
+
|
| 57 |
+
|
| 58 |
+
# 清除
|
| 59 |
+
def clear_content():
|
| 60 |
+
return None
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
# 翻译
|
| 64 |
+
def translate(input_text):
|
| 65 |
+
# 参考:https://huggingface.co/docs/transformers/model_doc/marian
|
| 66 |
+
if input_text is None or input_text == "":
|
| 67 |
+
return "系统提示:没有可翻译的内容!"
|
| 68 |
+
|
| 69 |
+
translated = model.generate(**tokenizer(sent_tokenize(input_text), return_tensors="pt", padding=True))
|
| 70 |
+
tgt_text = [tokenizer.decode(t, skip_special_tokens=True) for t in translated]
|
| 71 |
+
translate_text = "".join(tgt_text)
|
| 72 |
+
|
| 73 |
+
return translate_text
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
def main():
|
| 77 |
+
|
| 78 |
+
with gr.Blocks(css='style.css') as ocr_tr:
|
| 79 |
+
gr.Markdown(OCR_TR_DESCRIPTION)
|
| 80 |
+
|
| 81 |
+
# -------------- OCR 文字提取 --------------
|
| 82 |
+
with gr.Box():
|
| 83 |
+
|
| 84 |
+
with gr.Row():
|
| 85 |
+
gr.Markdown("### Step 01: 文字提取")
|
| 86 |
+
|
| 87 |
+
with gr.Row():
|
| 88 |
+
with gr.Column():
|
| 89 |
+
with gr.Row():
|
| 90 |
+
inputs_img = gr.Image(image_mode="RGB", source="upload", type="pil", label="图片")
|
| 91 |
+
with gr.Row():
|
| 92 |
+
inputs_lang = gr.CheckboxGroup(choices=choices, type="value", value=['eng'], label='语言')
|
| 93 |
+
|
| 94 |
+
with gr.Row():
|
| 95 |
+
clear_img_btn = gr.Button('Clear')
|
| 96 |
+
ocr_btn = gr.Button(value='OCR 提取', variant="primary")
|
| 97 |
+
|
| 98 |
+
with gr.Column():
|
| 99 |
+
imgs_path = sorted(os.listdir(img_dir))
|
| 100 |
+
example_images = gr.Dataset(components=[inputs_img],
|
| 101 |
+
samples=[[f"{img_dir}/{i}"] for i in imgs_path])
|
| 102 |
+
|
| 103 |
+
# -------------- 翻译 --------------
|
| 104 |
+
with gr.Box():
|
| 105 |
+
|
| 106 |
+
with gr.Row():
|
| 107 |
+
gr.Markdown("### Step 02: 翻译")
|
| 108 |
+
|
| 109 |
+
with gr.Row():
|
| 110 |
+
with gr.Column():
|
| 111 |
+
with gr.Row():
|
| 112 |
+
outputs_text = gr.Textbox(label="提取内容", lines=20)
|
| 113 |
+
with gr.Row():
|
| 114 |
+
clear_text_btn = gr.Button('Clear')
|
| 115 |
+
translate_btn = gr.Button(value='翻译', variant="primary")
|
| 116 |
+
with gr.Column():
|
| 117 |
+
outputs_tr_text = gr.Textbox(label="翻译内容", lines=20)
|
| 118 |
+
|
| 119 |
+
# ---------------------- OCR Tesseract ----------------------
|
| 120 |
+
ocr_btn.click(fn=ocr_tesseract, inputs=[inputs_img, inputs_lang], outputs=[
|
| 121 |
+
outputs_text,])
|
| 122 |
+
|
| 123 |
+
clear_img_btn.click(fn=clear_content, inputs=[], outputs=[inputs_img])
|
| 124 |
+
|
| 125 |
+
example_images.click(fn=set_example_image, inputs=[
|
| 126 |
+
example_images,], outputs=[
|
| 127 |
+
inputs_img,])
|
| 128 |
+
|
| 129 |
+
# ---------------------- OCR Tesseract ----------------------
|
| 130 |
+
translate_btn.click(fn=translate, inputs=[outputs_text], outputs=[outputs_tr_text])
|
| 131 |
+
clear_text_btn.click(fn=clear_content, inputs=[], outputs=[outputs_text])
|
| 132 |
+
|
| 133 |
+
ocr_tr.launch(inbrowser=True)
|
| 134 |
+
|
| 135 |
+
|
| 136 |
+
if __name__ == '__main__':
|
| 137 |
+
main()
|