From 68f0815441a96ef7fb27b626352f7f0b5407ff0e Mon Sep 17 00:00:00 2001 From: wkjobs Date: Tue, 2 Jul 2024 17:20:30 +0800 Subject: [PATCH 1/6] =?UTF-8?q?=E5=A2=9E=E5=8A=A0PDF=E9=87=87=E6=A0=B7?= =?UTF-8?q?=E7=8E=87=E9=85=8D=E7=BD=AE=20pdf=E8=BD=AC=E5=9B=BE=E7=89=87?= =?UTF-8?q?=E4=B8=BA72dpi*scale?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/bisheng_unstructured/api/pipeline.py | 6 +++--- src/bisheng_unstructured/api/types.py | 1 + .../documents/pdf_parser/pdf.py | 19 ++++++++++++++----- 3 files changed, 18 insertions(+), 8 deletions(-) diff --git a/src/bisheng_unstructured/api/pipeline.py b/src/bisheng_unstructured/api/pipeline.py index 7751b92..eae9b5c 100644 --- a/src/bisheng_unstructured/api/pipeline.py +++ b/src/bisheng_unstructured/api/pipeline.py @@ -23,8 +23,8 @@ from .types import UnstructuredInput, UnstructuredOutput -def partition_pdf(filename, model_params, **kwargs): - doc = PDFDocument(file=filename, model_params=model_params, **kwargs) +def partition_pdf(filename, model_params,scale, **kwargs): + doc = PDFDocument(file=filename, model_params=model_params,scale=scale, **kwargs) _ = doc.pages return doc.elements @@ -105,7 +105,7 @@ def predict(self, inp: UnstructuredInput) -> UnstructuredOutput: part_inp = {"filename": filename, **inp.parameters} part_func = PARTITION_MAP.get(file_type) if part_func == partition_pdf or part_func == partition_image: - part_inp.update({"model_params": self.pdf_model_params}) + part_inp.update({"model_params": self.pdf_model_params,"scale":inp.scale}) try: elements = part_func(**part_inp) mode = inp.mode diff --git a/src/bisheng_unstructured/api/types.py b/src/bisheng_unstructured/api/types.py index 05678f9..456e52a 100644 --- a/src/bisheng_unstructured/api/types.py +++ b/src/bisheng_unstructured/api/types.py @@ -11,6 +11,7 @@ class UnstructuredInput(BaseModel): mode: str = "text" # text, partition, vis, topdf file_path: Optional[str] = None file_type: Optional[str] = None + scale: Optional[int] = 1 class UnstructuredOutput(BaseModel): diff --git a/src/bisheng_unstructured/documents/pdf_parser/pdf.py b/src/bisheng_unstructured/documents/pdf_parser/pdf.py index a064bf9..7313e7d 100644 --- a/src/bisheng_unstructured/documents/pdf_parser/pdf.py +++ b/src/bisheng_unstructured/documents/pdf_parser/pdf.py @@ -267,6 +267,7 @@ def __init__( support_formula: bool = False, enable_isolated_formula: bool = False, n_parallel: int = 10, + scale: float = 1, **kwargs, ) -> None: """Initialize with a file path.""" @@ -289,6 +290,7 @@ def __init__( self.support_formula = support_formula self.enable_isolated_formula = enable_isolated_formula self.n_parallel = n_parallel + self.scale = scale super().__init__() def _get_image_blobs(self, fitz_doc, pdf_reader, n=None, start=0): @@ -307,7 +309,7 @@ def _get_image_blobs(self, fitz_doc, pdf_reader, n=None, start=0): except Exception: # some pdf input cannot get render image from fitz page = pdf_reader.get_page(pg) - pil_image = page.render().to_pil() + pil_image = page.render(scale=self.scale).to_pil() img_byte_arr = io.BytesIO() pil_image.save(img_byte_arr, format="PNG") bytes_img = img_byte_arr.getvalue() @@ -1042,7 +1044,14 @@ def _get_elem(blocks, is_first=True): b0, b0_label, r0, r0_w, r0_h = _get_elem(groups[i], False) return groups - + def _divide_by_scale(self,input_list,scale): + result = [] + for item in input_list: + if isinstance(item, list): + result.append(self._divide_by_scale(item,scale)) + else: + result.append(item / scale) + return result def _save_to_pages(self, groups, page_inds, lang): TITLE_ID = 3 TEXT_ID = 4 @@ -1058,7 +1067,7 @@ def _save_to_pages(self, groups, page_inds, lang): text = b.block_text element = None - extra_data = {"bboxes": [bbox]} + extra_data = {"bboxes": self._divide_by_scale(bbox,self.scale)} if label == TABLE_ID: # html = b[-1] @@ -1078,7 +1087,7 @@ def _save_to_pages(self, groups, page_inds, lang): # lines = b[-1] lines = b.ts line_cnt = len(lines) - extra_data.update({"bboxes": line_bboxes}) + extra_data.update({"bboxes": self._divide_by_scale(line_bboxes,self.scale)}) if True or lang == "zh": # for join test only extra_data.update({"pages": [idx] * line_cnt}) line_chars_cnt = [len(line) for line in lines] @@ -1154,7 +1163,7 @@ def _task(textpage_info, bytes_img, img, is_scan, lang, rot_matirx): page_imgs = [] for idx in range(start, start + n): page = pdf_doc.get_page(idx) - pil_image = page.render().to_pil() + pil_image = page.render(scale=self.scale).to_pil() page_imgs.append(pil_image) img_byte_arr = io.BytesIO() pil_image.save(img_byte_arr, format="PNG") From 9bf776e6843fa768826f6856e98647c70c31f2bf Mon Sep 17 00:00:00 2001 From: wkjobs Date: Wed, 3 Jul 2024 09:15:28 +0800 Subject: [PATCH 2/6] =?UTF-8?q?=E5=A2=9E=E5=8A=A0PDF=E9=87=87=E6=A0=B7?= =?UTF-8?q?=E7=8E=87=E9=85=8D=E7=BD=AE=20pdf=E8=BD=AC=E5=9B=BE=E7=89=87dpi?= =?UTF-8?q?=E4=B8=BA72*scale?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/bisheng_unstructured/documents/pdf_parser/pdf.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/bisheng_unstructured/documents/pdf_parser/pdf.py b/src/bisheng_unstructured/documents/pdf_parser/pdf.py index 7313e7d..4905138 100644 --- a/src/bisheng_unstructured/documents/pdf_parser/pdf.py +++ b/src/bisheng_unstructured/documents/pdf_parser/pdf.py @@ -1067,7 +1067,7 @@ def _save_to_pages(self, groups, page_inds, lang): text = b.block_text element = None - extra_data = {"bboxes": self._divide_by_scale(bbox,self.scale)} + extra_data = {"bboxes": [self._divide_by_scale(bbox,self.scale)]} if label == TABLE_ID: # html = b[-1] From 7f34d05877a56cd7983095808538305d0349aa5d Mon Sep 17 00:00:00 2001 From: wkjobs Date: Tue, 9 Jul 2024 15:53:38 +0800 Subject: [PATCH 3/6] =?UTF-8?q?=E6=B5=8B=E8=AF=95=E7=8E=AF=E5=A2=83?= =?UTF-8?q?=E5=8F=91=E5=B8=83?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- tests/test_image.py | 10 +++++----- tests/test_pdf_parser.py | 14 +++++++------- 2 files changed, 12 insertions(+), 12 deletions(-) diff --git a/tests/test_image.py b/tests/test_image.py index d94b55b..5242325 100644 --- a/tests/test_image.py +++ b/tests/test_image.py @@ -3,7 +3,7 @@ from bisheng_unstructured.documents.html_utils import save_to_txt, visualize_html from bisheng_unstructured.documents.pdf_parser.image import ImageDocument -TEST_RT_URL = "http://192.168.106.12:9001/v2.1/models/" +TEST_RT_URL = f"http://10.60.38.67:3011/v2.1/models/" def test_image(): @@ -45,7 +45,7 @@ def test_image2(): "ocr_model_ep": f"{TEST_RT_URL}elem_ocr_collection_v3/infer", } - filename = "examples/docs/maoxuan_sample1.jpg" + filename = "src/bisheng-unstructured/examples/docs/maoxuan_sample1.jpg" doc = ImageDocument(file=filename, model_params=model_params) pages = doc.pages elements = doc.elements @@ -91,7 +91,7 @@ def test_regress(): assert s1 == s2 -test_image3() +# test_image3() # test_image2() -# test_image() -test_regress() +test_image() +# test_regress() diff --git a/tests/test_pdf_parser.py b/tests/test_pdf_parser.py index b5a267c..2aacc34 100644 --- a/tests/test_pdf_parser.py +++ b/tests/test_pdf_parser.py @@ -5,7 +5,7 @@ from bisheng_unstructured.documents.pdf_parser.pdf import PDFDocument RT_EP = os.environ.get("RT_EP", "192.168.106.12:9001") -TEST_RT_URL = f"http://{RT_EP}/v2.1/models/" +TEST_RT_URL = f"http://10.60.38.67:3011/v2.1/models/" def test_pdf_doc(): @@ -22,8 +22,8 @@ def test_pdf_doc(): "table_model_ep": table_model_ep, } - filename = "examples/docs/layout-parser-paper-fast.pdf" - pdf_doc = PDFDocument(file=filename, model_params=model_params, n=2) + filename = "examples/docs/模糊+水印-租赁物清单-20231213142249768106738.pdf" + pdf_doc = PDFDocument(file=filename, model_params=model_params, n=2,scale=2) pages = pdf_doc.pages elements = pdf_doc.elements @@ -156,9 +156,9 @@ def test_pdf_doc7(): "ocr_model_ep": f"{TEST_RT_URL}elem_ocr_collection_v3/infer", } - filename = "examples/docs/maoxuan_scan.pdf" + filename = "examples/docs/模糊+水印-租赁物清单-20231213142249768106738.pdf" pdf_doc = PDFDocument( - file=filename, model_params=model_params, enhance_table=False, start=0, n=100 + file=filename, model_params=model_params, enhance_table=False, start=0, n=100,scale=2 ) pages = pdf_doc.pages elements = pdf_doc.elements @@ -268,9 +268,9 @@ def test_pdf_doc10(): # test_pdf_doc5() # test_pdf_doc6() -# test_pdf_doc7() +test_pdf_doc7() # test_pdf_doc8() # test_pdf_doc9() # test_regress() -test_pdf_doc10() +# test_pdf_doc10() From 31e68a9e90703222092760d702a97020bccf32e3 Mon Sep 17 00:00:00 2001 From: wkjobs Date: Thu, 24 Oct 2024 16:25:52 +0800 Subject: [PATCH 4/6] scale --- src/bisheng_unstructured/api/pipeline.py | 2 +- src/bisheng_unstructured/config/config.yaml | 14 +++++++------- .../documents/pdf_parser/pdf.py | 2 +- src/bisheng_unstructured/models/ocr_agent.py | 14 +++++++------- 4 files changed, 16 insertions(+), 16 deletions(-) diff --git a/src/bisheng_unstructured/api/pipeline.py b/src/bisheng_unstructured/api/pipeline.py index 01bd19f..68b4e1a 100644 --- a/src/bisheng_unstructured/api/pipeline.py +++ b/src/bisheng_unstructured/api/pipeline.py @@ -43,7 +43,7 @@ def partition_pdf(filename, model_params,scale, **kwargs): # if rt_type in {"ocr_sdk", "idp"}: # doc = IDP_PDFDocument(file=filename, model_params=model_params, **kwargs) # else: - doc = PDFDocument(file=filename, model_params=model_params, **kwargs) + doc = PDFDocument(file=filename, model_params=model_params,scale=scale, **kwargs) _ = doc.pages return doc.elements diff --git a/src/bisheng_unstructured/config/config.yaml b/src/bisheng_unstructured/config/config.yaml index 4749c31..d4abf80 100644 --- a/src/bisheng_unstructured/config/config.yaml +++ b/src/bisheng_unstructured/config/config.yaml @@ -11,13 +11,13 @@ logger_conf: # 日志级别 level: INFO # 和原生不一样,后端会将配置使用eval()执行转为函数用来过滤特定日志级别。推荐lambda - filter: "lambda record: record['level'].name == 'INFO'" + # filter: "lambda record: record['level'].name == 'INFO'" # 日志格式化函数,extra内支持trace_id format: "[{time:YYYY-MM-DD HH:mm:ss.SSSSSS}]|{level}|BISHENG|{extra[trace_id]}|{process.id}|{thread.id}|{message}" # 每天的几点进行切割 rotation: "00:00" retention: "3 Days" - - sink: "/app/logs/err-v0-BISHENG-{HOSTNAME}.log" + - sink: "/app/logs/err-v0-BISHENG-UNS-{HOSTNAME}.log" level: ERROR filter: "lambda record: record['level'].name == 'ERROR'" format: "[{time:YYYY-MM-DD HH:mm:ss.SSSSSS}]|{level}|BISHENG|{extra[trace_id]}||{process.id}|{thread.id}|||#EX_ERR:POS={name},line {line},ERR=500,EMSG={message}" @@ -26,11 +26,11 @@ logger_conf: # pdf解析需要用到的模型配置, 配置了rt_server环境变量的话会替换为对应的地址 pdf_model_params: - layout_ep: "http://192.168.106.12:9001/v2.1/models/elem_layout_v1/infer" - cell_model_ep: "http://192.168.106.12:9001/v2.1/models/elem_table_cell_detect_v1/infer" - rowcol_model_ep: "http://192.168.106.12:9001/v2.1/models/elem_table_rowcol_detect_v1/infer" - table_model_ep: "http://192.168.106.12:9001/v2.1/models/elem_table_detect_v1/infer" - ocr_model_ep: "http://192.168.106.12:9001/v2.1/models/elem_ocr_collection_v3/infer" + layout_ep: "http://10.60.38.67:3011/v2.1/models/elem_layout_v1/infer" + cell_model_ep: "http://10.60.38.67:3011/v2.1/models/elem_table_cell_detect_v1/infer" + rowcol_model_ep: "http://10.60.38.67:3011/v2.1/models/elem_table_rowcol_detect_v1/infer" + table_model_ep: "http://10.60.38.67:3011/v2.1/models/elem_table_detect_v1/infer" + ocr_model_ep: "http://10.60.38.67:3011/v2.1/models/elem_ocr_collection_v3/infer" # 是否全部走ocr识别, false的话则由代码逻辑判断是否需要走ocr识别 is_all_ocr: false diff --git a/src/bisheng_unstructured/documents/pdf_parser/pdf.py b/src/bisheng_unstructured/documents/pdf_parser/pdf.py index 8335d0e..5634671 100644 --- a/src/bisheng_unstructured/documents/pdf_parser/pdf.py +++ b/src/bisheng_unstructured/documents/pdf_parser/pdf.py @@ -1279,7 +1279,7 @@ def _task(textpage_info, bytes_img, img, is_scan, lang, rot_matirx, page_index: if settings.is_all_ocr: is_scan = True - if not is_scan: + if not is_scan or self.scale==1: textpage_info = self._extract_lines_v2(textpage) else: textpage_info = (None, None) diff --git a/src/bisheng_unstructured/models/ocr_agent.py b/src/bisheng_unstructured/models/ocr_agent.py index 5acd3f0..d6b278a 100644 --- a/src/bisheng_unstructured/models/ocr_agent.py +++ b/src/bisheng_unstructured/models/ocr_agent.py @@ -29,21 +29,21 @@ }, "scene_mapping": { "print": { - "det": "general_text_det_v2.0", - "recog": "general_text_reg_nb_v1.0_faster", + "det": "general_text_det_mrcnn_v2.0", + "recog": "transformer-blank-v0.2-faster", }, "hand": { - "det": "general_text_det_v2.0", - "recog": "general_text_reg_nb_v1.0_faster", + "det": "general_text_det_mrcnn_v2.0", + "recog": "transformer-hand-v1.16-faster", }, "print_recog": { - "recog": "general_text_reg_nb_v1.0_faster", + "recog": "transformer-blank-v0.2-faster", }, "hand_recog": { - "recog": "general_text_reg_nb_v1.0_faster", + "recog": "transformer-hand-v1.16-faster", }, "det": { - "det": "general_text_det_v2.0", + "det": "general_text_det_mrcnn_v2.0", }, }, } From ee2946a95fb8c99c59ab295e02b0ddbb7a5ebc95 Mon Sep 17 00:00:00 2001 From: wkjobs Date: Tue, 29 Oct 2024 10:15:42 +0800 Subject: [PATCH 5/6] =?UTF-8?q?=E7=94=B5=E5=AD=90=E7=89=88pdf=20scale?= =?UTF-8?q?=E4=B8=8D=E4=B8=BA1=E6=97=B6=EF=BC=8C=E9=BB=98=E8=AE=A4?= =?UTF-8?q?=E5=85=A8=E9=83=A8OCR?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/bisheng_unstructured/documents/pdf_parser/pdf.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/bisheng_unstructured/documents/pdf_parser/pdf.py b/src/bisheng_unstructured/documents/pdf_parser/pdf.py index 5634671..cbb82b9 100644 --- a/src/bisheng_unstructured/documents/pdf_parser/pdf.py +++ b/src/bisheng_unstructured/documents/pdf_parser/pdf.py @@ -1270,7 +1270,7 @@ def _task(textpage_info, bytes_img, img, is_scan, lang, rot_matirx, page_index: type_texts = "".join(type_texts) zh_n = len(re.findall(ZH_CHAR, type_texts)) total_n = len(type_texts) - is_scan = total_n < 200 + is_scan = total_n < 200 or self.scale!=1 if not is_scan: lang = "zh" if zh_n > 200 or zh_n / total_n > 0.5 else "eng" else: @@ -1279,7 +1279,7 @@ def _task(textpage_info, bytes_img, img, is_scan, lang, rot_matirx, page_index: if settings.is_all_ocr: is_scan = True - if not is_scan or self.scale==1: + if not is_scan: textpage_info = self._extract_lines_v2(textpage) else: textpage_info = (None, None) From 002d30bf607b7d5cbd2e449bb3cd7ecc1ddc7f0b Mon Sep 17 00:00:00 2001 From: wkjobs Date: Fri, 29 Nov 2024 14:20:20 +0800 Subject: [PATCH 6/6] =?UTF-8?q?=E6=9B=B4=E6=96=B0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/bisheng_unstructured/config/config.yaml | 2 +- .../documents/pdf_parser/pdf.py | 6 +-- ...\2102024\347\211\210\357\274\211V1(1).pdf" | Bin 0 -> 218259 bytes tests/test_pdf_ll.py | 40 ++++++++++++++++++ tests/test_pdf_parser.py | 8 ++-- 5 files changed, 49 insertions(+), 7 deletions(-) create mode 100644 "tests/BSJMZIT094-2024B \347\247\221\347\240\224\351\241\271\347\233\256\347\256\241\347\220\206\345\212\236\346\263\225\357\274\2102024\347\211\210\357\274\211V1(1).pdf" create mode 100644 tests/test_pdf_ll.py diff --git a/src/bisheng_unstructured/config/config.yaml b/src/bisheng_unstructured/config/config.yaml index d4abf80..75e0067 100644 --- a/src/bisheng_unstructured/config/config.yaml +++ b/src/bisheng_unstructured/config/config.yaml @@ -33,7 +33,7 @@ pdf_model_params: ocr_model_ep: "http://10.60.38.67:3011/v2.1/models/elem_ocr_collection_v3/infer" # 是否全部走ocr识别, false的话则由代码逻辑判断是否需要走ocr识别 -is_all_ocr: false +is_all_ocr: true # ocr识别需要的配置项 ocr_conf: params: diff --git a/src/bisheng_unstructured/documents/pdf_parser/pdf.py b/src/bisheng_unstructured/documents/pdf_parser/pdf.py index cbb82b9..2f9c766 100644 --- a/src/bisheng_unstructured/documents/pdf_parser/pdf.py +++ b/src/bisheng_unstructured/documents/pdf_parser/pdf.py @@ -1293,11 +1293,11 @@ def _task(textpage_info, bytes_img, img, is_scan, lang, rot_matirx, page_index: # 重新按页数顺序排序下输出的结果 all_blocks = [[] for _ in range(len(futures))] for future in as_completed(futures): - blocks, idx = future.result() + blocks, i = future.result() if not blocks: continue - logger.info("load_layout_result_end idx={} time={}", idx, timer.get()) - all_blocks[idx] = [idx, blocks] + logger.info("load_layout_result_end idx={} time={}", i, timer.get()) + all_blocks[i] = [i, blocks] # 重新排序下输出的结果 for one in all_blocks: diff --git "a/tests/BSJMZIT094-2024B \347\247\221\347\240\224\351\241\271\347\233\256\347\256\241\347\220\206\345\212\236\346\263\225\357\274\2102024\347\211\210\357\274\211V1(1).pdf" "b/tests/BSJMZIT094-2024B 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z=Q8kId7cN=SHN=_crF9aW#GB;j0L(5`nrTXds;6aS$#m>*FJvkf?6#D&t>4b3_O>C z=Q8kI2A<2na~XK90iJ7s=NjO-26(Oko@;>T8sNDGc&-7SYk=n(;JF5Pt^uBFfal6{ zEA)>84e(q8Jl6ovHNbNX@SGe!di9dyikveaA6H~m3+b1S)5yvN{WONGsv=%~l#irQ z&*)*u$|%wny?kT|f!=dJNP>o(TYC9q<@2qN)5u7d^eL4_-V^oG$kIXm_L0#lxmNx- zA9*Js?_qjrW8&2s(a7-2FFpEu8X10gMwHsf@c*TCssRbw eZ*AT;N~Jum(nl9fUMl^j*Kl$dr&{{Z@c#fin#v;p literal 0 HcmV?d00001 diff --git a/tests/test_pdf_ll.py b/tests/test_pdf_ll.py new file mode 100644 index 0000000..7a45871 --- /dev/null +++ b/tests/test_pdf_ll.py @@ -0,0 +1,40 @@ +import base64 +from bisheng_unstructured.models import ( + FormulaAgent, + LayoutAgent, + OCRAgent, + RTLayoutAgent, + RTOCRAgent, + RTTableAgent, + RTTableDetAgent, + TableAgent, + TableDetAgent, +) + +url = f"http://10.60.38.67:3011/v2.1/models/" +layout_ep = url + "elem_layout_v1/infer" +cell_model_ep = url + "elem_table_cell_detect_v1/infer" +rowcol_model_ep = url + "elem_table_rowcol_detect_v1/infer" +table_model_ep = url + "elem_table_detect_v1/infer" + +model_params = { + "layout_ep": layout_ep, + "cell_model_ep": cell_model_ep, + "rowcol_model_ep": rowcol_model_ep, + "table_model_ep": table_model_ep, +} +class PDFDocumentTest(): + def __init__(): + self.layout_agent = RTLayoutAgent(**model_params) + self.table_agent = RTTableAgent(**model_params) + self.ocr_agent = RTOCRAgent(**model_params) + self.table_det_agent = RTTableDetAgent(**model_params) + def _task(textpage_info, bytes_img, img, is_scan, lang, rot_matirx, page_index: int): + b64_data = base64.b64encode(bytes_img).decode() + layout_inp = {"b64_image": b64_data} + layout = self.layout_agent.predict(layout_inp) + blocks = self._allocate_semantic( + textpage_info, layout, b64_data, img, is_scan, lang, rot_matrix + ) + return blocks, page_index + diff --git a/tests/test_pdf_parser.py b/tests/test_pdf_parser.py index f0ba139..96b15c8 100644 --- a/tests/test_pdf_parser.py +++ b/tests/test_pdf_parser.py @@ -22,8 +22,8 @@ def test_pdf_doc(): "table_model_ep": table_model_ep, } - filename = "examples/docs/模糊+水印-租赁物清单-20231213142249768106738.pdf" - pdf_doc = PDFDocument(file=filename, model_params=model_params, n=2,scale=2) + filename = "/mnt/c/Users/wkjob/D/WorkFiles/study/ChatGpt/bisheng/src/bisheng-unstructured/tests/BSJMZIT094-2024B 科研项目管理办法(2024版)V1(1).pdf" + pdf_doc = PDFDocument(file=filename, model_params=model_params, start=3,n=1,scale=1) pages = pdf_doc.pages elements = pdf_doc.elements @@ -276,9 +276,11 @@ def test_pdf_doc10(): # test_pdf_doc5() # test_pdf_doc6() -test_pdf_doc7() +# test_pdf_doc7() # test_pdf_doc8() # test_pdf_doc9() # test_regress() # test_pdf_doc10() +test_pdf_doc() +test_pdf_doc() \ No newline at end of file