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bf1cc69
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Parent(s):
62e4909
compatible with pix2text==1.1
Browse files- app.py +59 -79
- docs/examples/page.png +0 -0
- requirements.txt +1 -1
app.py
CHANGED
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@@ -50,11 +50,10 @@ def prepare_mfd_model():
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def get_p2t_model(lan_list: list, mfd_model_name: str, mfr_model_name: str):
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if 'yolov7_tiny' not in mfd_model_name:
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mfd_fp = prepare_mfd_model()
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-
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model_name='mfd',
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model_type='yolov7', # 表示使用的是 YoloV7 模型,而不是 YoloV7_Tiny 模型
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model_fp=mfd_fp, # 注:修改成你的模型文件所存储的路径
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)
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@@ -63,11 +62,14 @@ def get_p2t_model(lan_list: list, mfd_model_name: str, mfr_model_name: str):
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formula_config = dict( # 声明 LayoutAnalyzer 的初始化参数
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model_name='mfr-pro', model_backend='onnx',
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)
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languages=lan_list,
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analyzer_config=analyzer_config,
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formula_config=formula_config,
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)
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return p2t
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@@ -82,32 +84,41 @@ def recognize(
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lang_list = [LANGUAGES[l] for l in lang_list]
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p2t = get_p2t_model(lang_list, mfd_model_name, mfr_model_name)
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suffix = list(string.ascii_letters)
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random.shuffle(suffix)
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suffix = ''.join(suffix[:6])
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out_det_fp = f'out-det-{time.time()}-{suffix}.jpg'
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)
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# To get just the text contents, use:
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only_text = merge_line_texts(outs, auto_line_break=True)
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return only_text, str(OUTPUT_RESULT_DIR / out_det_fp)
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elif rec_type == 'formula':
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only_text = p2t.recognize_formula(image_file)
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return latex_render(only_text), './docs/no-det-res.jpg'
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elif rec_type == 'text':
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only_text = p2t.recognize_text(image_file)
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return only_text, './docs/no-det-res.jpg'
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def example_func(lang_list, rec_type, image_file):
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@@ -127,63 +138,36 @@ def main():
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title = ': a Free Alternative to Mathpix'
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examples = [
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[
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'docs/examples/mixed-en.jpg',
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],
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[
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['English', 'Chinese Simplified'],
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'mixed',
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'docs/examples/mixed-ch_sim.jpg',
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],
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[
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['English', 'Chinese Traditional'],
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'
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'docs/examples/mixed-ch_tra.jpg',
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],
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[
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],
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[
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['English'],
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'formula',
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'docs/examples/formula1.png'
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],
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[
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['English'],
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'formula',
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'docs/examples/formula2.jpg'
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],
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[
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['English'],
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'formula',
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'docs/examples/hw-formula.png'
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],
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[
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['English', 'Chinese Simplified'],
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'text',
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'docs/examples/pure-text.jpg',
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],
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]
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table_desc = """
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<div align="center">
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<img src="https://
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[](https://visitorbadge.io/status?path=https%3A%2F%2Fhuggingface.co%2Fspaces%2Fbreezedeus%
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[](https://discord.gg/
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| | |
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| ------------------------------- | --------------------------------------- |
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| 🏄 **Online Service** | [p2t.breezedeus.com](https://p2t.breezedeus.com) |
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| 📀 **Code** | [Github](https://github.com/breezedeus/pix2text) |
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| 🤗 **
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| 📄 **More Infos** | [
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| 👨🏻💻 **Author** | [Breezedeus](https://www.breezedeus.com) |
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If useful, please help to **star 🌟 [Pix2Text](https://github.com/breezedeus/pix2text)** 🙏
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</div>
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@@ -191,7 +175,7 @@ If useful, please help to **star 🌟 [Pix2Text](https://github.com/breezedeus/p
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with gr.Blocks() as demo:
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gr.HTML(
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f'<h1 style="text-align: center; margin-bottom: 1rem;"><a href="https://github.com/breezedeus/pix2text" target="_blank">Pix2Text V1.
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)
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with gr.Row(equal_height=False):
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with gr.Column(min_width=200, variant='panel', scale=3):
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@@ -214,9 +198,9 @@ If useful, please help to **star 🌟 [Pix2Text](https://github.com/breezedeus/p
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value='mfr-pro (paid)',
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)
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rec_type = gr.Dropdown(
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label='
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choices=['
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value='
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# info='Which type of image to be recognized.',
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)
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with gr.Accordion('More Options', open=False):
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@@ -273,11 +257,7 @@ If useful, please help to **star 🌟 [Pix2Text](https://github.com/breezedeus/p
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gr.Examples(
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label='Examples',
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examples=examples,
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inputs=[
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lang_list,
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rec_type,
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image_file,
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],
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outputs=[rec_result, det_result],
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fn=example_func,
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cache_examples=os.getenv('CACHE_EXAMPLES') == '1',
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def get_p2t_model(lan_list: list, mfd_model_name: str, mfr_model_name: str):
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mfd_config = {}
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if 'yolov7_tiny' not in mfd_model_name:
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mfd_fp = prepare_mfd_model()
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mfd_config = dict( # 声明 LayoutAnalyzer 的初始化参数
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model_type='yolov7', # 表示使用的是 YoloV7 模型,而不是 YoloV7_Tiny 模型
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model_fp=mfd_fp, # 注:修改成你的模型文件所存储的路径
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)
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formula_config = dict( # 声明 LayoutAnalyzer 的初始化参数
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model_name='mfr-pro', model_backend='onnx',
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)
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text_formula_config = dict(
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languages=lan_list, mfd=mfd_config, formula=formula_config,
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)
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total_config = {
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'layout': {'scores_thresh': 0.45},
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'text_formula': text_formula_config,
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}
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p2t = Pix2Text.from_config(total_configs=total_config,)
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return p2t
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lang_list = [LANGUAGES[l] for l in lang_list]
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p2t = get_p2t_model(lang_list, mfd_model_name, mfr_model_name)
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# 如果 OUTPUT_RESULT_DIR 文件数量超过 100,按时间删除最早的 100 个文件
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if len(os.listdir(OUTPUT_RESULT_DIR)) > 100:
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shutil.rmtree(OUTPUT_RESULT_DIR)
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OUTPUT_RESULT_DIR.mkdir(exist_ok=True)
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out_det_fp = './docs/no-det-res.jpg'
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kwargs = dict(
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resized_shape=resized_shape,
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return_text = True,
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auto_line_break = True,
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)
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if rec_type == 'page':
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suffix = list(string.ascii_letters)
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random.shuffle(suffix)
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suffix = ''.join(suffix[:6])
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fp_suffix = f'{time.time()}-{suffix}'
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out_debug_dir = f'out-debug-{fp_suffix}'
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output_dir = OUTPUT_RESULT_DIR / f'output-{fp_suffix}'
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kwargs['save_debug_res'] = OUTPUT_RESULT_DIR / out_debug_dir
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elif rec_type == 'text_formula':
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suffix = list(string.ascii_letters)
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random.shuffle(suffix)
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suffix = ''.join(suffix[:6])
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out_det_fp = f'out-det-{time.time()}-{suffix}.jpg'
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kwargs['save_analysis_res'] = str(OUTPUT_RESULT_DIR / out_det_fp)
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out = p2t.recognize(image_file, file_type=rec_type, **kwargs)
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out_text = out
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if rec_type == 'page':
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out_text = out.to_markdown(output_dir)
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out_det_fp =kwargs['save_debug_res'] / 'layout_res.jpg'
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elif rec_type == 'text_formula':
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out_det_fp = kwargs['save_analysis_res']
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return out_text, out_det_fp
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def example_func(lang_list, rec_type, image_file):
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title = ': a Free Alternative to Mathpix'
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examples = [
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[['English'], 'page', 'docs/examples/page.png',],
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[['English'], 'text_formula', 'docs/examples/mixed-en.jpg',],
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[['English', 'Chinese Simplified'], 'text_formula', 'docs/examples/mixed-ch_sim.jpg',],
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[
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['English', 'Chinese Traditional'],
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'text_formula',
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'docs/examples/mixed-ch_tra.jpg',
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],
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[['English', 'Vietnamese'], 'text_formula', 'docs/examples/mixed-vietnamese.jpg',],
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[['English'], 'formula', 'docs/examples/formula1.png'],
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[['English'], 'formula', 'docs/examples/formula2.jpg'],
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[['English'], 'formula', 'docs/examples/hw-formula.png'],
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[['English', 'Chinese Simplified'], 'text', 'docs/examples/pure-text.jpg',],
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]
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table_desc = """
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<div align="center">
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<img src="https://pix2text.readthedocs.io/zh/latest/figs/p2t-logo.png" width="120px"/>
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[](https://visitorbadge.io/status?path=https%3A%2F%2Fhuggingface.co%2Fspaces%2Fbreezedeus%2Fpix2text-demo)
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[](https://discord.gg/GgD87WM8Tf)
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| | |
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| ------------------------------- | --------------------------------------- |
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| 🏄 **Online Service** | [p2t.breezedeus.com](https://p2t.breezedeus.com) |
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| 📖 **Doc** | [Online Doc](https://pix2text.readthedocs.io) |
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| 📀 **Code** | [Github](https://github.com/breezedeus/pix2text) |
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| 🤗 **Models** | [breezedeus/Models](https://huggingface.co/breezedeus) |
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| 📄 **More Infos** | [Pix2Text Infos](https://www.breezedeus.com/article/pix2text) |
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If useful, please help to **star 🌟 [Pix2Text](https://github.com/breezedeus/pix2text)** 🙏
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</div>
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with gr.Blocks() as demo:
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gr.HTML(
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f'<h1 style="text-align: center; margin-bottom: 1rem;"><a href="https://github.com/breezedeus/pix2text" target="_blank">Pix2Text V1.1</a>{title}</h1>'
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)
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with gr.Row(equal_height=False):
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with gr.Column(min_width=200, variant='panel', scale=3):
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value='mfr-pro (paid)',
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)
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rec_type = gr.Dropdown(
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label='File Type',
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choices=['page', 'text_formula', 'formula', 'text'],
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value='text_formula',
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# info='Which type of image to be recognized.',
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)
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with gr.Accordion('More Options', open=False):
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gr.Examples(
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label='Examples',
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examples=examples,
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inputs=[lang_list, rec_type, image_file,],
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outputs=[rec_result, det_result],
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fn=example_func,
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cache_examples=os.getenv('CACHE_EXAMPLES') == '1',
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docs/examples/page.png
ADDED
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requirements.txt
CHANGED
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--extra-index-url https://pypi.org/simple
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pyyaml
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pix2text[multilingual]>=1.
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--extra-index-url https://pypi.org/simple
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pyyaml
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pix2text[multilingual]>=1.1
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