From 6bb1b0522c397eafd3e2f5591663192734220c4c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=B0=8F=E5=B0=8F=E7=9A=84=E9=A6=99=E8=BE=9B=E6=96=99?= Date: Tue, 22 Nov 2022 14:23:12 +0800 Subject: [PATCH] Add ERNIE-Layout (#5579) * bb * 2022.11.14 * 2022.11.14_10:36 * 2022.11.14 16:55 * 2022.11.14 17:03 * 2022.11.14 21:40 * 2022.11.14 21:50 * update info.yaml * Update info.yaml * Update info.yaml * 2022.11.17 16:44 * add app.yml * update app.py * delete app Co-authored-by: liuTINA0907 <65896652+liuTINA0907@users.noreply.github.com> Co-authored-by: zhangbin41 --- modelcenter/ERNIE-Layout/app/README.md | 13 - modelcenter/ERNIE-Layout/app/app.py | 519 ------------------ modelcenter/ERNIE-Layout/app/budget_form.png | Bin 598311 -> 0 bytes .../app/custom_declaration_form.png | Bin 57046 -> 0 bytes modelcenter/ERNIE-Layout/app/footer.html | 4 - .../ERNIE-Layout/app/gitattributes.txt | 33 -- modelcenter/ERNIE-Layout/app/header.html | 31 -- modelcenter/ERNIE-Layout/app/invoice.jpg | Bin 335396 -> 0 bytes .../ERNIE-Layout/app/medical_bill_2.jpg | Bin 304304 -> 0 bytes modelcenter/ERNIE-Layout/app/poster.png | Bin 2237322 -> 0 bytes modelcenter/ERNIE-Layout/app/receipt.png | Bin 454718 -> 0 bytes modelcenter/ERNIE-Layout/app/requirements.txt | 7 - modelcenter/ERNIE-Layout/app/resume.png | Bin 191422 -> 0 bytes modelcenter/ERNIE-Layout/info.yaml | 4 +- 14 files changed, 2 insertions(+), 609 deletions(-) delete mode 100644 modelcenter/ERNIE-Layout/app/README.md delete mode 100644 modelcenter/ERNIE-Layout/app/app.py delete mode 100644 modelcenter/ERNIE-Layout/app/budget_form.png delete mode 100644 modelcenter/ERNIE-Layout/app/custom_declaration_form.png delete mode 100644 modelcenter/ERNIE-Layout/app/footer.html delete mode 100644 modelcenter/ERNIE-Layout/app/gitattributes.txt delete mode 100644 modelcenter/ERNIE-Layout/app/header.html delete mode 100644 modelcenter/ERNIE-Layout/app/invoice.jpg delete mode 100644 modelcenter/ERNIE-Layout/app/medical_bill_2.jpg delete mode 100644 modelcenter/ERNIE-Layout/app/poster.png delete mode 100644 modelcenter/ERNIE-Layout/app/receipt.png delete mode 100644 modelcenter/ERNIE-Layout/app/requirements.txt delete mode 100644 modelcenter/ERNIE-Layout/app/resume.png diff --git a/modelcenter/ERNIE-Layout/app/README.md b/modelcenter/ERNIE-Layout/app/README.md deleted file mode 100644 index c5ed01d3..00000000 --- a/modelcenter/ERNIE-Layout/app/README.md +++ /dev/null @@ -1,13 +0,0 @@ ---- -title: ERNIE-Layout -emoji: 🧾 -colorFrom: gray -colorTo: pink -sdk: gradio -sdk_version: 3.4.1 -app_file: app.py -pinned: false -license: apache-2.0 ---- - -Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference diff --git a/modelcenter/ERNIE-Layout/app/app.py b/modelcenter/ERNIE-Layout/app/app.py deleted file mode 100644 index 9ec3de44..00000000 --- a/modelcenter/ERNIE-Layout/app/app.py +++ /dev/null @@ -1,519 +0,0 @@ -#-*- coding: UTF-8 -*- -# Copyright 2022 The Impira Team and the HuggingFace Team. -# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - -import os -import json -import base64 -from io import BytesIO -from PIL import Image -import traceback - -import requests -import numpy as np -import gradio as gr -import pdf2image -import fitz -import cv2 - -fitz_tools = fitz.Tools() - - -def pdf2img(stream, pagenos, dpi=300, thread_count=3, height=1600): - images = [] - cimages = pdf2image.convert_from_bytes( - stream, dpi=dpi, thread_count=thread_count, first_page=pagenos[0] + 1, last_page=pagenos[-1] + 1, - size=height) - for _image in cimages: - image = np.array(_image) - image = image[..., ::-1] - images.append(image) - return images - - -class PdfReader(object): - """pdf reader""" - def __init__(self, - stream: bytes, - image_height: int = 1600): - self.stream = stream - self._image_height = image_height - self._dpi = 200 - self._inpdf = self.load_file(stream) - - @staticmethod - def load_file(stream): - """load document""" - try: - inpdf = fitz.Document(stream=stream, filetype="pdf") - except Exception as e: - print(f"[PDF_READER]-[Failed to load the file]-[{repr(e)}]") - return inpdf - - @staticmethod - def _convert_page_obj_to_image(page_obj, image_height: int = None): - """fitz convert pdf to image - - Args: - page_obj ([type]): [description] - ratio ([type]): [description] - - Returns: - [type]: [description] - """ - if image_height: - _, page_height = page_obj.rect.x1 - \ - page_obj.rect.x0, page_obj.rect.y1 - page_obj.rect.y0 - ratio = image_height / page_height - else: - ratio = 1.0 - trans = fitz.Matrix(ratio, ratio) - pixmap = page_obj.get_pixmap(matrix=trans, alpha=False) - image = cv2.imdecode(np.frombuffer(pixmap.tobytes(), np.uint8), -1) - fitz_tools.store_shrink(100) - return image - - def get_page_image(self, - pageno): - """get page image - - Args: - pageno ([type]): [description] - - Returns: - [type]: [description] - """ - try: - page_obj = self._inpdf[pageno] - return self._convert_page_obj_to_image(page_obj, self._image_height) - except Exception as e: - print(f"[Failed to convert the PDF to images]-[{repr(e)}]") - try: - return pdf2img(stream=self.stream, - pagenos=[pageno], - height=self._image_height, - dpi=self._dpi)[0] - except Exception as e: - print(f"[Failed to convert the PDF to images]-[{repr(e)}]") - return None - - -examples = [ - [ - "budget_form.png", - "What is the total actual and/or obligated expenses of ECG Center?" - ], - [ - "poster.png", - "Which gift idea needs a printer?" - ], - [ - "receipt.png", - "เบอร์โทรร้านอะไรคะ?" - ], - [ - "medical_bill_2.jpg", - "患者さんは何でお金を払いますか。" - ], - [ - "resume.png", - "五百丁本次想要担任的是什么职位?", - ], - [ - "custom_declaration_form.png", - "在哪个口岸进口?" - ], - [ - "invoice.jpg", - "发票号码是多少?", - ], -] - -prompt_files = { - "发票号码是多少?": "invoice.jpg", - "五百丁本次想要担任的是什么职位?": "resume.png", - "在哪个口岸进口?": "custom_declaration_form.png", - "What is the total actual and/or obligated expenses of ECG Center?": "budget_form.png", - "Which gift idea needs a printer?": "poster.png", - "患者さんは何でお金を払いますか。": "medical_bill_2.jpg", - "เบอร์โทรร้านอะไรคะ?": "receipt.png", -} - -lang_map = { - "invoice.jpg": "ch", - "resume.png": "ch", - "custom_declaration_form.png": "ch", - "medical_bill_1.png": "ch", - "budget_form.png": "en", - "website_design_guide.jpeg": "en", - "poster.png": "en", - "medical_bill_2.jpg": "ch", - "receipt.png": "en" -} - - -def load_document(path): - if path.startswith("http://") or path.startswith("https://"): - resp = requests.get(path, allow_redirects=True, stream=True) - b = resp.raw - else: - b = open(path, "rb") - - if path.endswith(".pdf"): - images_list = [] - pdfreader = PdfReader(stream=b.read()) - for p_no in range(0, pdfreader._inpdf.page_count): - img_np = pdfreader.get_page_image(pageno=p_no) - images_list.append(img_np) - else: - image = Image.open(b) - images_list = [np.array(image.convert("RGB"))] - return images_list - -def process_path(path): - error = None - if path: - try: - images_list = load_document(path) - return ( - path, - gr.update(visible=True, value=images_list), - gr.update(visible=True), - gr.update(visible=False, value=None), - gr.update(visible=False, value=None), - None, - ) - except Exception as e: - traceback.print_exc() - error = str(e) - return ( - None, - gr.update(visible=False, value=None), - gr.update(visible=False), - gr.update(visible=False, value=None), - gr.update(visible=False, value=None), - gr.update(visible=True, value=error) if error is not None else None, - None, - ) - - -def process_upload(file): - if file: - return process_path(file.name) - else: - return ( - None, - gr.update(visible=False, value=None), - gr.update(visible=False), - gr.update(visible=False, value=None), - gr.update(visible=False, value=None), - None, - ) - - -def np2base64(image_np): - image = cv2.imencode('.jpg', image_np)[1] - base64_str = str(base64.b64encode(image))[2:-1] - return base64_str - - -def get_base64(path): - if path.startswith("http://") or path.startswith("https://"): - resp = requests.get(path, allow_redirects=True, stream=True) - b = resp.raw - else: - b = open(path, "rb") - - if path.endswith(".pdf"): - images_list = [] - pdfreader = PdfReader(stream=b.read()) - for p_no in range(0, min(pdfreader._inpdf.page_count, 1)): - img_np = pdfreader.get_page_image(pageno=p_no) - images_list.append(img_np) - base64_str = np2base64(images_list[0]) - else: - base64_str = base64.b64encode(b.read()).decode() - return base64_str - - -def process_prompt(prompt, document, lang="ch"): - if not prompt: - prompt = "What is the total actual and/or obligated expenses of ECG Center?" - if document is None: - return None, None, None - - access_token = os.environ['token'] - - url = f"https://aip.baidubce.com/rpc/2.0/nlp-itec/poc/docprompt?access_token={access_token}" - - base64_str = get_base64(document) - - r = requests.post(url, json={"doc": base64_str, "prompt": [prompt], "lang": lang}) - response = r.json() - - predictions = response['result'] - img_list = response['image'] - pages = [Image.open(BytesIO(base64.b64decode(img))) for img in img_list] - - text_value = predictions[0]['result'][0]['value'] - - return ( - gr.update(visible=True, value=pages), - gr.update(visible=True, value=predictions), - gr.update( - visible=True, - value=text_value, - ), - ) - - -def load_example_document(img, prompt): - if img is not None: - document = prompt_files[prompt] - lang = lang_map[document] - preview, answer, answer_text = process_prompt(prompt, document, lang) - return document, prompt, preview, gr.update(visible=True), answer, answer_text - else: - return None, None, None, gr.update(visible=False), None, None - - -def read_content(file_path: str) -> str: - """read the content of target file - """ - with open(file_path, 'r', encoding='utf-8') as f: - content = f.read() - - return content - - -CSS = """ -#prompt input { - font-size: 16px; -} -#url-textbox { - padding: 0 !important; -} -#short-upload-box .w-full { - min-height: 10rem !important; -} -/* I think something like this can be used to re-shape - * the table - */ -/* -.gr-samples-table tr { - display: inline; -} -.gr-samples-table .p-2 { - width: 100px; -} -*/ -#select-a-file { - width: 100%; -} -#file-clear { - padding-top: 2px !important; - padding-bottom: 2px !important; - padding-left: 8px !important; - padding-right: 8px !important; - margin-top: 10px; -} -.gradio-container .gr-button-primary { - background: linear-gradient(180deg, #CDF9BE 0%, #AFF497 100%); - border: 1px solid #B0DCCC; - border-radius: 8px; - color: #1B8700; -} -.gradio-container.dark button#submit-button { - background: linear-gradient(180deg, #CDF9BE 0%, #AFF497 100%); - border: 1px solid #B0DCCC; - border-radius: 8px; - color: #1B8700 -} -table.gr-samples-table tr td { - border: none; - outline: none; -} -table.gr-samples-table tr td:first-of-type { - width: 0%; -} -div#short-upload-box div.absolute { - display: none !important; -} -gradio-app > div > div > div > div.w-full > div, .gradio-app > div > div > div > div.w-full > div { - gap: 0px 2%; -} -gradio-app div div div div.w-full, .gradio-app div div div div.w-full { - gap: 0px; -} -gradio-app h2, .gradio-app h2 { - padding-top: 10px; -} -#answer { - overflow-y: scroll; - color: white; - background: #666; - border-color: #666; - font-size: 20px; - font-weight: bold; -} -#answer span { - color: white; -} -#answer textarea { - color:white; - background: #777; - border-color: #777; - font-size: 18px; -} -#url-error input { - color: red; -} -""" - -with gr.Blocks(css=CSS) as demo: - gr.HTML(read_content("header.html")) - gr.Markdown( - "DocPrompt🔖 is a Document Prompt Engine using ERNIE-Layout as the backbone model." - "The engine is powered by BAIDU WenXin Document Intelligence Team " - "and has the ability for multilingual documents information extraction and question ansering. " - "For more details, please visit the [Github](https://github.com/PaddlePaddle/PaddleNLP/tree/develop/model_zoo/ernie-layout)." - "ERNIE-Layout paper please refer to [ERNIE-Layout](https://paperswithcode.com/paper/ernie-layout-layout-knowledge-enhanced-pre)" - ) - - document = gr.Variable() - example_prompt = gr.Textbox(visible=False) - example_image = gr.Image(visible=False) - with gr.Row(equal_height=True): - with gr.Column(): - with gr.Row(): - gr.Markdown("## 1. Select a file", elem_id="select-a-file") - img_clear_button = gr.Button( - "Clear", variant="secondary", elem_id="file-clear", visible=False - ) - image = gr.Gallery(visible=False) - with gr.Row(equal_height=True): - with gr.Column(): - with gr.Row(): - url = gr.Textbox( - show_label=False, - placeholder="URL", - lines=1, - max_lines=1, - elem_id="url-textbox", - ) - submit = gr.Button("Get") - url_error = gr.Textbox( - visible=False, - elem_id="url-error", - max_lines=1, - interactive=False, - label="Error", - ) - gr.Markdown("— or —") - upload = gr.File(label=None, interactive=True, elem_id="short-upload-box") - gr.Examples( - examples=examples, - inputs=[example_image, example_prompt], - ) - - with gr.Column() as col: - gr.Markdown("## 2. Make a request") - prompt = gr.Textbox( - label="Prompt (No restrictions on the setting of prompt. You can type any prompt.)", - placeholder="e.g. What is the total actual and/or obligated expenses of ECG Center?", - lines=1, - max_lines=1, - ) - ocr_lang = gr.Radio( - choices=["ch", "en"], - value="en", - label="Select OCR Language (Please choose ch for Chinese images.)", - ) - - with gr.Row(): - clear_button = gr.Button("Clear", variant="secondary") - submit_button = gr.Button( - "Submit", variant="primary", elem_id="submit-button" - ) - with gr.Column(): - output_text = gr.Textbox( - label="Top Answer", visible=False, elem_id="answer" - ) - output = gr.JSON(label="Output", visible=False) - - for cb in [img_clear_button, clear_button]: - cb.click( - lambda _: ( - gr.update(visible=False, value=None), - None, - gr.update(visible=False, value=None), - gr.update(visible=False, value=None), - gr.update(visible=False), - None, - None, - None, - gr.update(visible=False, value=None), - None, - ), - inputs=clear_button, - outputs=[ - image, - document, - output, - output_text, - img_clear_button, - example_image, - upload, - url, - url_error, - prompt, - ], - ) - - upload.change( - fn=process_upload, - inputs=[upload], - outputs=[document, image, img_clear_button, output, output_text, url_error], - ) - submit.click( - fn=process_path, - inputs=[url], - outputs=[document, image, img_clear_button, output, output_text, url_error], - ) - - prompt.submit( - fn=process_prompt, - inputs=[prompt, document, ocr_lang], - outputs=[image, output, output_text], - ) - - submit_button.click( - fn=process_prompt, - inputs=[prompt, document, ocr_lang], - outputs=[image, output, output_text], - ) - - example_image.change( - fn=load_example_document, - inputs=[example_image, example_prompt], - outputs=[document, prompt, image, img_clear_button, output, output_text], - ) - - gr.Markdown("[![Stargazers repo roster for @PaddlePaddle/PaddleNLP](https://reporoster.com/stars/PaddlePaddle/PaddleNLP)](https://github.com/PaddlePaddle/PaddleNLP)") - gr.HTML(read_content("footer.html")) - - -if __name__ == "__main__": - demo.launch(enable_queue=False) \ No newline at end of file diff --git a/modelcenter/ERNIE-Layout/app/budget_form.png b/modelcenter/ERNIE-Layout/app/budget_form.png deleted file mode 100644 index a71b42590ca74c6e65db64dca8a1f0d1ad519c1d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 598311 zcmZ^~Wmp_tvo$<8gF6F3hQZz4VQ_bM2=0&of#B}0!QDN$JHa(Tf@^TMgfI8=9Q)37 z-tHe=y=twhUA_0!-SuNfsw&H%qY$G2004A3S*SVyfUp1nz)d0l1pqRb)$D(9cw0$H zReMPpNoNOVHw_mv3o98bCo4Bw3mG>vZy7U3M>7r+4gf$mv_uEVFnNWbcXJGoR9_ZT zpJ*i(2;hKl2Aoo~MaY2zvCI)+cO;_ls|`r_7#O1T4e3KFs|D7jP~e2Zcz$0KCoHxgd$DBJ{$+${k2!eIOgS zkNH#E6I9iYkDxKwp(k^Z$31UXIPk=utZcVhmE*TZEH7Uo!h2dX#+~stZvc1~2Au6m zt3b^4>=x0R4`InIl?Z^9%{At(dr>Kw?%O|WAMP!){y zm4FPXVcp=h(=$aFQPj>Pg_VhsAYYLNLewKiVFEJoP?HwGJi&Z4yrTN__HeFgUeXRZ z`h@q?Is{2D4Y)(hup$OToPrVL3OBf^LeqdPE;3OrG;6$ zOvsU1zaXk^d}>!%f?}tAgi=(MhZIAydsh?u+q?y0Oi{6FFH(G?=@qY`o6ttX1QK8a 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