### What problem does this PR solve? _Briefly describe what this PR aims to solve. Include background context that will help reviewers understand the purpose of the PR._ ### Type of change - [x] Refactoring --------- Signed-off-by: jinhai <haijin.chn@gmail.com>tags/v0.15.0
| @@ -47,6 +47,7 @@ from api.db.db_models import init_database_tables as init_web_db | |||
| from api.db.init_data import init_web_data | |||
| from api.versions import get_ragflow_version | |||
| from api.utils import show_configs | |||
| from rag.settings import print_rag_settings | |||
| def update_progress(): | |||
| @@ -75,6 +76,7 @@ if __name__ == '__main__': | |||
| ) | |||
| show_configs() | |||
| settings.init_settings() | |||
| print_rag_settings() | |||
| # init db | |||
| init_web_db() | |||
| @@ -26,30 +26,33 @@ from deepdoc.parser import PdfParser, DocxParser, PlainParser, HtmlParser | |||
| class Pdf(PdfParser): | |||
| def __call__(self, filename, binary=None, from_page=0, | |||
| to_page=100000, zoomin=3, callback=None): | |||
| callback(msg="OCR is running...") | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| callback(msg="OCR started") | |||
| self.__images__( | |||
| filename if not binary else binary, | |||
| zoomin, | |||
| from_page, | |||
| to_page, | |||
| callback) | |||
| callback(msg="OCR finished") | |||
| callback(msg="OCR finished ({:.2f}s)".format(timer() - start)) | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| self._layouts_rec(zoomin) | |||
| callback(0.67, "Layout analysis finished") | |||
| callback(0.67, "Layout analysis ({:.2f}s)".format(timer() - start)) | |||
| logging.debug("layouts: {}".format(timer() - start)) | |||
| start = timer() | |||
| self._table_transformer_job(zoomin) | |||
| callback(0.68, "Table analysis finished") | |||
| callback(0.68, "Table analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._text_merge() | |||
| tbls = self._extract_table_figure(True, zoomin, True, True) | |||
| self._naive_vertical_merge() | |||
| self._filter_forpages() | |||
| self._merge_with_same_bullet() | |||
| callback(0.75, "Text merging finished.") | |||
| callback(0.8, "Text extraction finished") | |||
| callback(0.8, "Text extraction ({:.2f}s)".format(timer() - start)) | |||
| return [(b["text"] + self._line_tag(b, zoomin), b.get("layoutno", "")) | |||
| for b in self.boxes], tbls | |||
| @@ -108,7 +108,9 @@ class Pdf(PdfParser): | |||
| def __call__(self, filename, binary=None, from_page=0, | |||
| to_page=100000, zoomin=3, callback=None): | |||
| callback(msg="OCR is running...") | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| callback(msg="OCR started") | |||
| self.__images__( | |||
| filename if not binary else binary, | |||
| zoomin, | |||
| @@ -116,17 +118,16 @@ class Pdf(PdfParser): | |||
| to_page, | |||
| callback | |||
| ) | |||
| callback(msg="OCR finished") | |||
| callback(msg="OCR finished ({:.2f}s)".format(timer() - start)) | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| self._layouts_rec(zoomin) | |||
| callback(0.67, "Layout analysis finished") | |||
| callback(0.67, "Layout analysis ({:.2f}s)".format(timer() - start)) | |||
| logging.debug("layouts:".format( | |||
| )) | |||
| self._naive_vertical_merge() | |||
| callback(0.8, "Text extraction finished") | |||
| callback(0.8, "Text extraction ({:.2f}s)".format(timer() - start)) | |||
| return [(b["text"], self._line_tag(b, zoomin)) | |||
| for b in self.boxes], None | |||
| @@ -36,7 +36,7 @@ class Pdf(PdfParser): | |||
| to_page=100000, zoomin=3, callback=None): | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| callback(msg="OCR is running...") | |||
| callback(msg="OCR started") | |||
| self.__images__( | |||
| filename if not binary else binary, | |||
| zoomin, | |||
| @@ -44,22 +44,27 @@ class Pdf(PdfParser): | |||
| to_page, | |||
| callback | |||
| ) | |||
| callback(msg="OCR finished.") | |||
| callback(msg="OCR finished ({:.2f}s)".format(timer() - start)) | |||
| # for bb in self.boxes: | |||
| # for b in bb: | |||
| # print(b) | |||
| logging.debug("OCR: {}".format(timer() - start)) | |||
| start = timer() | |||
| self._layouts_rec(zoomin) | |||
| callback(0.65, "Layout analysis finished.") | |||
| callback(0.65, "Layout analysis ({:.2f}s)".format(timer() - start)) | |||
| logging.debug("layouts: {}".format(timer() - start)) | |||
| start = timer() | |||
| self._table_transformer_job(zoomin) | |||
| callback(0.67, "Table analysis finished.") | |||
| callback(0.67, "Table analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._text_merge() | |||
| tbls = self._extract_table_figure(True, zoomin, True, True) | |||
| self._concat_downward() | |||
| self._filter_forpages() | |||
| callback(0.68, "Text merging finished") | |||
| callback(0.68, "Text merged ({:.2f}s)".format(timer() - start)) | |||
| # clean mess | |||
| for b in self.boxes: | |||
| @@ -124,7 +124,8 @@ class Pdf(PdfParser): | |||
| def __call__(self, filename, binary=None, from_page=0, | |||
| to_page=100000, zoomin=3, callback=None): | |||
| start = timer() | |||
| callback(msg="OCR is running...") | |||
| first_start = start | |||
| callback(msg="OCR started") | |||
| self.__images__( | |||
| filename if not binary else binary, | |||
| zoomin, | |||
| @@ -132,22 +133,26 @@ class Pdf(PdfParser): | |||
| to_page, | |||
| callback | |||
| ) | |||
| callback(msg="OCR finished") | |||
| logging.info("OCR({}~{}): {}".format(from_page, to_page, timer() - start)) | |||
| callback(msg="OCR finished ({:.2f}s)".format(timer() - start)) | |||
| logging.info("OCR({}~{}): {:.2f}s".format(from_page, to_page, timer() - start)) | |||
| start = timer() | |||
| self._layouts_rec(zoomin) | |||
| callback(0.63, "Layout analysis finished.") | |||
| callback(0.63, "Layout analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._table_transformer_job(zoomin) | |||
| callback(0.65, "Table analysis finished.") | |||
| callback(0.65, "Table analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._text_merge() | |||
| callback(0.67, "Text merging finished") | |||
| callback(0.67, "Text merged ({:.2f}s)".format(timer() - start)) | |||
| tbls = self._extract_table_figure(True, zoomin, True, True) | |||
| # self._naive_vertical_merge() | |||
| self._concat_downward() | |||
| # self._filter_forpages() | |||
| logging.info("layouts cost: {}s".format(timer() - start)) | |||
| logging.info("layouts cost: {}s".format(timer() - first_start)) | |||
| return [(b["text"], self._line_tag(b, zoomin)) | |||
| for b in self.boxes], tbls | |||
| @@ -170,7 +175,7 @@ class Markdown(MarkdownParser): | |||
| else: | |||
| if sections and sections[-1][0].strip().find("#") == 0: | |||
| sec_, _ = sections.pop(-1) | |||
| sections.append((sec_+"\n"+sec, "")) | |||
| sections.append((sec_ + "\n" + sec, "")) | |||
| else: | |||
| sections.append((sec, "")) | |||
| @@ -24,7 +24,9 @@ from deepdoc.parser import PdfParser, ExcelParser, PlainParser, HtmlParser | |||
| class Pdf(PdfParser): | |||
| def __call__(self, filename, binary=None, from_page=0, | |||
| to_page=100000, zoomin=3, callback=None): | |||
| callback(msg="OCR is running...") | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| callback(msg="OCR started") | |||
| self.__images__( | |||
| filename if not binary else binary, | |||
| zoomin, | |||
| @@ -32,17 +34,20 @@ class Pdf(PdfParser): | |||
| to_page, | |||
| callback | |||
| ) | |||
| callback(msg="OCR finished") | |||
| callback(msg="OCR finished ({:.2f}s)".format(timer() - start)) | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| self._layouts_rec(zoomin, drop=False) | |||
| callback(0.63, "Layout analysis finished.") | |||
| callback(0.63, "Layout analysis ({:.2f}s)".format(timer() - start)) | |||
| logging.debug("layouts cost: {}s".format(timer() - start)) | |||
| start = timer() | |||
| self._table_transformer_job(zoomin) | |||
| callback(0.65, "Table analysis finished.") | |||
| callback(0.65, "Table analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._text_merge() | |||
| callback(0.67, "Text merging finished") | |||
| callback(0.67, "Text merged ({:.2f}s)".format(timer() - start)) | |||
| tbls = self._extract_table_figure(True, zoomin, True, True) | |||
| self._concat_downward() | |||
| @@ -27,7 +27,9 @@ class Pdf(PdfParser): | |||
| def __call__(self, filename, binary=None, from_page=0, | |||
| to_page=100000, zoomin=3, callback=None): | |||
| callback(msg="OCR is running...") | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| callback(msg="OCR started") | |||
| self.__images__( | |||
| filename if not binary else binary, | |||
| zoomin, | |||
| @@ -35,21 +37,24 @@ class Pdf(PdfParser): | |||
| to_page, | |||
| callback | |||
| ) | |||
| callback(msg="OCR finished.") | |||
| callback(msg="OCR finished ({:.2f}s)".format(timer() - start)) | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| self._layouts_rec(zoomin) | |||
| callback(0.63, "Layout analysis finished") | |||
| callback(0.63, "Layout analysis ({:.2f}s)".format(timer() - start)) | |||
| logging.debug(f"layouts cost: {timer() - start}s") | |||
| start = timer() | |||
| self._table_transformer_job(zoomin) | |||
| callback(0.68, "Table analysis finished") | |||
| callback(0.68, "Table analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._text_merge() | |||
| tbls = self._extract_table_figure(True, zoomin, True, True) | |||
| column_width = np.median([b["x1"] - b["x0"] for b in self.boxes]) | |||
| self._concat_downward() | |||
| self._filter_forpages() | |||
| callback(0.75, "Text merging finished.") | |||
| callback(0.75, "Text merged ({:.2f}s)".format(timer() - start)) | |||
| # clean mess | |||
| if column_width < self.page_images[0].size[0] / zoomin / 2: | |||
| @@ -59,11 +59,12 @@ class Pdf(PdfParser): | |||
| def __call__(self, filename, binary=None, from_page=0, | |||
| to_page=100000, zoomin=3, callback=None): | |||
| callback(msg="OCR is running...") | |||
| from timeit import default_timer as timer | |||
| start = timer() | |||
| callback(msg="OCR started") | |||
| self.__images__(filename if not binary else binary, | |||
| zoomin, from_page, to_page, callback) | |||
| callback(0.8, "Page {}~{}: OCR finished".format( | |||
| from_page, min(to_page, self.total_page))) | |||
| callback(msg="Page {}~{}: OCR finished ({:.2f}s)".format(from_page, min(to_page, self.total_page), timer() - start)) | |||
| assert len(self.boxes) == len(self.page_images), "{} vs. {}".format( | |||
| len(self.boxes), len(self.page_images)) | |||
| res = [] | |||
| @@ -73,7 +73,7 @@ class Pdf(PdfParser): | |||
| def __call__(self, filename, binary=None, from_page=0, | |||
| to_page=100000, zoomin=3, callback=None): | |||
| start = timer() | |||
| callback(msg="OCR is running...") | |||
| callback(msg="OCR started") | |||
| self.__images__( | |||
| filename if not binary else binary, | |||
| zoomin, | |||
| @@ -81,15 +81,19 @@ class Pdf(PdfParser): | |||
| to_page, | |||
| callback | |||
| ) | |||
| callback(msg="OCR finished") | |||
| logging.debug("OCR({}~{}): {}".format(from_page, to_page, timer() - start)) | |||
| callback(msg="OCR finished ({:.2f}s)".format(timer() - start)) | |||
| logging.debug("OCR({}~{}): {:.2f}s".format(from_page, to_page, timer() - start)) | |||
| start = timer() | |||
| self._layouts_rec(zoomin, drop=False) | |||
| callback(0.63, "Layout analysis finished.") | |||
| callback(0.63, "Layout analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._table_transformer_job(zoomin) | |||
| callback(0.65, "Table analysis finished.") | |||
| callback(0.65, "Table analysis ({:.2f}s)".format(timer() - start)) | |||
| start = timer() | |||
| self._text_merge() | |||
| callback(0.67, "Text merging finished") | |||
| callback(0.67, "Text merged ({:.2f}s)".format(timer() - start)) | |||
| tbls = self._extract_table_figure(True, zoomin, True, True) | |||
| #self._naive_vertical_merge() | |||
| # self._concat_downward() | |||
| @@ -226,7 +230,7 @@ class Docx(DocxParser): | |||
| sum_question = '\n'.join(question_stack) | |||
| if sum_question: | |||
| qai_list.append((sum_question, last_answer, last_image)) | |||
| tbls = [] | |||
| for tb in self.doc.tables: | |||
| html= "<table>" | |||
| @@ -14,6 +14,7 @@ | |||
| # limitations under the License. | |||
| # | |||
| import os | |||
| import logging | |||
| from api.utils import get_base_config, decrypt_database_config | |||
| from api.utils.file_utils import get_project_base_directory | |||
| @@ -37,3 +38,9 @@ SVR_QUEUE_RETENTION = 60*60 | |||
| SVR_QUEUE_MAX_LEN = 1024 | |||
| SVR_CONSUMER_NAME = "rag_flow_svr_consumer" | |||
| SVR_CONSUMER_GROUP_NAME = "rag_flow_svr_consumer_group" | |||
| def print_rag_settings(): | |||
| logging.info(f"MAX_CONTENT_LENGTH: {DOC_MAXIMUM_SIZE}") | |||
| logging.info(f"SERVER_QUEUE_MAX_LEN: {SVR_QUEUE_MAX_LEN}") | |||
| logging.info(f"SERVER_QUEUE_RETENTION: {SVR_QUEUE_RETENTION}") | |||
| logging.info(f"MAX_FILE_COUNT_PER_USER: {int(os.environ.get('MAX_FILE_NUM_PER_USER', 0))}") | |||
| @@ -56,12 +56,13 @@ from api.db.services.llm_service import LLMBundle | |||
| from api.db.services.task_service import TaskService | |||
| from api.db.services.file2document_service import File2DocumentService | |||
| from api import settings | |||
| from api.versions import get_ragflow_version | |||
| from api.db.db_models import close_connection | |||
| from rag.app import laws, paper, presentation, manual, qa, table, book, resume, picture, naive, one, audio, \ | |||
| knowledge_graph, email | |||
| from rag.nlp import search, rag_tokenizer | |||
| from rag.raptor import RecursiveAbstractiveProcessing4TreeOrganizedRetrieval as Raptor | |||
| from rag.settings import DOC_MAXIMUM_SIZE, SVR_QUEUE_NAME | |||
| from rag.settings import DOC_MAXIMUM_SIZE, SVR_QUEUE_NAME, print_rag_settings | |||
| from rag.utils import rmSpace, num_tokens_from_string | |||
| from rag.utils.redis_conn import REDIS_CONN, Payload | |||
| from rag.utils.storage_factory import STORAGE_IMPL | |||
| @@ -395,8 +396,7 @@ def do_handle_task(r): | |||
| # TODO: exception handler | |||
| ## set_progress(r["did"], -1, "ERROR: ") | |||
| callback( | |||
| msg="Finished slicing files ({} chunks in {:.2f}s). Start to embedding the content.".format(len(cks), | |||
| timer() - st) | |||
| msg="Generate {} chunks ({:.2f}s). Embedding chunks.".format(len(cks), timer() - st) | |||
| ) | |||
| st = timer() | |||
| try: | |||
| @@ -407,7 +407,7 @@ def do_handle_task(r): | |||
| tk_count = 0 | |||
| raise | |||
| logging.info("Embedding elapsed({}): {:.2f}".format(r["name"], timer() - st)) | |||
| callback(msg="Finished embedding (in {:.2f}s)! Start to build index!".format(timer() - st)) | |||
| callback(msg="Finished embedding ({:.2f}s)!".format(timer() - st)) | |||
| # logging.info(f"task_executor init_kb index {search.index_name(r["tenant_id"])} embd_mdl {embd_mdl.llm_name} vector length {vector_size}") | |||
| init_kb(r, vector_size) | |||
| chunk_count = len(set([c["id"] for c in cks])) | |||
| @@ -420,7 +420,8 @@ def do_handle_task(r): | |||
| callback(prog=0.8 + 0.1 * (b + 1) / len(cks), msg="") | |||
| logging.info("Indexing elapsed({}): {:.2f}".format(r["name"], timer() - st)) | |||
| if es_r: | |||
| callback(-1, "Insert chunk error, detail info please check log file. Please also check Elasticsearch/Infinity status!") | |||
| callback(-1, | |||
| "Insert chunk error, detail info please check log file. Please also check Elasticsearch/Infinity status!") | |||
| settings.docStoreConn.delete({"doc_id": r["doc_id"]}, search.index_name(r["tenant_id"]), r["kb_id"]) | |||
| logging.error('Insert chunk error: ' + str(es_r)) | |||
| raise Exception('Insert chunk error: ' + str(es_r)) | |||
| @@ -429,13 +430,12 @@ def do_handle_task(r): | |||
| settings.docStoreConn.delete({"doc_id": r["doc_id"]}, search.index_name(r["tenant_id"]), r["kb_id"]) | |||
| return | |||
| callback(msg="Indexing elapsed in {:.2f}s.".format(timer() - st)) | |||
| callback(1., "Done!") | |||
| callback(1., msg="Index cost {:.2f}s.".format(timer() - st)) | |||
| DocumentService.increment_chunk_num( | |||
| r["doc_id"], r["kb_id"], tk_count, chunk_count, 0) | |||
| logging.info( | |||
| "Chunk doc({}), token({}), chunks({}), elapsed:{:.2f}".format( | |||
| r["id"], tk_count, len(cks), timer() - st)) | |||
| r["id"], tk_count, len(cks), timer() - st)) | |||
| def handle_task(): | |||
| @@ -502,7 +502,7 @@ def analyze_heap(snapshot1: tracemalloc.Snapshot, snapshot2: tracemalloc.Snapsho | |||
| for stat in stats2[:10]: | |||
| msg += f"{stat}\n" | |||
| stats1_vs_2 = snapshot2.compare_to(snapshot1, 'lineno') | |||
| msg += f"{CONSUMER_NAME} memory usage increase from snapshot {snapshot_id-1} to snapshot {snapshot_id}:\n" | |||
| msg += f"{CONSUMER_NAME} memory usage increase from snapshot {snapshot_id - 1} to snapshot {snapshot_id}:\n" | |||
| for stat in stats1_vs_2[:10]: | |||
| msg += f"{stat}\n" | |||
| msg += f"{CONSUMER_NAME} detailed traceback for the top memory consumers:\n" | |||
| @@ -512,7 +512,16 @@ def analyze_heap(snapshot1: tracemalloc.Snapshot, snapshot2: tracemalloc.Snapsho | |||
| def main(): | |||
| logging.info(r""" | |||
| ______ __ ______ __ | |||
| /_ __/___ ______/ /__ / ____/ _____ _______ __/ /_____ _____ | |||
| / / / __ `/ ___/ //_/ / __/ | |/_/ _ \/ ___/ / / / __/ __ \/ ___/ | |||
| / / / /_/ (__ ) ,< / /____> </ __/ /__/ /_/ / /_/ /_/ / / | |||
| /_/ \__,_/____/_/|_| /_____/_/|_|\___/\___/\__,_/\__/\____/_/ | |||
| """) | |||
| logging.info(f'TaskExecutor: RAGFlow version: {get_ragflow_version()}') | |||
| settings.init_settings() | |||
| print_rag_settings() | |||
| background_thread = threading.Thread(target=report_status) | |||
| background_thread.daemon = True | |||
| background_thread.start() | |||
| @@ -527,11 +536,12 @@ def main(): | |||
| while True: | |||
| handle_task() | |||
| num_tasks = DONE_TASKS + FAILED_TASKS | |||
| if TRACE_MALLOC_DELTA> 0 and num_tasks > 0 and num_tasks % TRACE_MALLOC_DELTA == 0: | |||
| if TRACE_MALLOC_DELTA > 0 and num_tasks > 0 and num_tasks % TRACE_MALLOC_DELTA == 0: | |||
| snapshot2 = tracemalloc.take_snapshot() | |||
| analyze_heap(snapshot1, snapshot2, int(num_tasks/TRACE_MALLOC_DELTA), num_tasks % TRACE_MALLOC_FULL == 0) | |||
| analyze_heap(snapshot1, snapshot2, int(num_tasks / TRACE_MALLOC_DELTA), num_tasks % TRACE_MALLOC_FULL == 0) | |||
| snapshot1 = snapshot2 | |||
| snapshot2 = None | |||
| if __name__ == "__main__": | |||
| main() | |||