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| import base64 |
| import json |
| import os |
| import re |
| from io import BytesIO |
|
|
| import pdfplumber |
| from PIL import Image |
| from cachetools import LRUCache, cached |
| from ruamel.yaml import YAML |
|
|
| from api.db import FileType |
| from api.constants import IMG_BASE64_PREFIX |
|
|
| PROJECT_BASE = os.getenv("RAG_PROJECT_BASE") or os.getenv("RAG_DEPLOY_BASE") |
| RAG_BASE = os.getenv("RAG_BASE") |
|
|
|
|
| def get_project_base_directory(*args): |
| global PROJECT_BASE |
| if PROJECT_BASE is None: |
| PROJECT_BASE = os.path.abspath( |
| os.path.join( |
| os.path.dirname(os.path.realpath(__file__)), |
| os.pardir, |
| os.pardir, |
| ) |
| ) |
|
|
| if args: |
| return os.path.join(PROJECT_BASE, *args) |
| return PROJECT_BASE |
|
|
|
|
| def get_rag_directory(*args): |
| global RAG_BASE |
| if RAG_BASE is None: |
| RAG_BASE = os.path.abspath( |
| os.path.join( |
| os.path.dirname(os.path.realpath(__file__)), |
| os.pardir, |
| os.pardir, |
| os.pardir, |
| ) |
| ) |
| if args: |
| return os.path.join(RAG_BASE, *args) |
| return RAG_BASE |
|
|
|
|
| def get_rag_python_directory(*args): |
| return get_rag_directory("python", *args) |
|
|
|
|
| def get_home_cache_dir(): |
| dir = os.path.join(os.path.expanduser('~'), ".ragflow") |
| try: |
| os.mkdir(dir) |
| except OSError: |
| pass |
| return dir |
|
|
|
|
| @cached(cache=LRUCache(maxsize=10)) |
| def load_json_conf(conf_path): |
| if os.path.isabs(conf_path): |
| json_conf_path = conf_path |
| else: |
| json_conf_path = os.path.join(get_project_base_directory(), conf_path) |
| try: |
| with open(json_conf_path) as f: |
| return json.load(f) |
| except BaseException: |
| raise EnvironmentError( |
| "loading json file config from '{}' failed!".format(json_conf_path) |
| ) |
|
|
|
|
| def dump_json_conf(config_data, conf_path): |
| if os.path.isabs(conf_path): |
| json_conf_path = conf_path |
| else: |
| json_conf_path = os.path.join(get_project_base_directory(), conf_path) |
| try: |
| with open(json_conf_path, "w") as f: |
| json.dump(config_data, f, indent=4) |
| except BaseException: |
| raise EnvironmentError( |
| "loading json file config from '{}' failed!".format(json_conf_path) |
| ) |
|
|
|
|
| def load_json_conf_real_time(conf_path): |
| if os.path.isabs(conf_path): |
| json_conf_path = conf_path |
| else: |
| json_conf_path = os.path.join(get_project_base_directory(), conf_path) |
| try: |
| with open(json_conf_path) as f: |
| return json.load(f) |
| except BaseException: |
| raise EnvironmentError( |
| "loading json file config from '{}' failed!".format(json_conf_path) |
| ) |
|
|
|
|
| def load_yaml_conf(conf_path): |
| if not os.path.isabs(conf_path): |
| conf_path = os.path.join(get_project_base_directory(), conf_path) |
| try: |
| with open(conf_path) as f: |
| yaml = YAML(typ='safe', pure=True) |
| return yaml.load(f) |
| except Exception as e: |
| raise EnvironmentError( |
| "loading yaml file config from {} failed:".format(conf_path), e |
| ) |
|
|
|
|
| def rewrite_yaml_conf(conf_path, config): |
| if not os.path.isabs(conf_path): |
| conf_path = os.path.join(get_project_base_directory(), conf_path) |
| try: |
| with open(conf_path, "w") as f: |
| yaml = YAML(typ="safe") |
| yaml.dump(config, f) |
| except Exception as e: |
| raise EnvironmentError( |
| "rewrite yaml file config {} failed:".format(conf_path), e |
| ) |
|
|
|
|
| def rewrite_json_file(filepath, json_data): |
| with open(filepath, "w", encoding='utf-8') as f: |
| json.dump(json_data, f, indent=4, separators=(",", ": ")) |
| f.close() |
|
|
|
|
| def filename_type(filename): |
| filename = filename.lower() |
| if re.match(r".*\.pdf$", filename): |
| return FileType.PDF.value |
|
|
| if re.match( |
| r".*\.(eml|doc|docx|ppt|pptx|yml|xml|htm|json|csv|txt|ini|xls|xlsx|wps|rtf|hlp|pages|numbers|key|md|py|js|java|c|cpp|h|php|go|ts|sh|cs|kt|html|sql)$", filename): |
| return FileType.DOC.value |
|
|
| if re.match( |
| r".*\.(wav|flac|ape|alac|wavpack|wv|mp3|aac|ogg|vorbis|opus|mp3)$", filename): |
| return FileType.AURAL.value |
|
|
| if re.match(r".*\.(jpg|jpeg|png|tif|gif|pcx|tga|exif|fpx|svg|psd|cdr|pcd|dxf|ufo|eps|ai|raw|WMF|webp|avif|apng|icon|ico|mpg|mpeg|avi|rm|rmvb|mov|wmv|asf|dat|asx|wvx|mpe|mpa|mp4)$", filename): |
| return FileType.VISUAL.value |
|
|
| return FileType.OTHER.value |
|
|
| def thumbnail_img(filename, blob): |
| """ |
| MySQL LongText max length is 65535 |
| """ |
| filename = filename.lower() |
| if re.match(r".*\.pdf$", filename): |
| pdf = pdfplumber.open(BytesIO(blob)) |
| buffered = BytesIO() |
| resolution = 32 |
| img = None |
| for _ in range(10): |
| |
| pdf.pages[0].to_image(resolution=resolution).annotated.save(buffered, format="png") |
| img = buffered.getvalue() |
| if len(img) >= 64000 and resolution >= 2: |
| resolution = resolution / 2 |
| buffered = BytesIO() |
| else: |
| break |
| return img |
|
|
| elif re.match(r".*\.(jpg|jpeg|png|tif|gif|icon|ico|webp)$", filename): |
| image = Image.open(BytesIO(blob)) |
| image.thumbnail((30, 30)) |
| buffered = BytesIO() |
| image.save(buffered, format="png") |
| return buffered.getvalue() |
|
|
| elif re.match(r".*\.(ppt|pptx)$", filename): |
| import aspose.slides as slides |
| import aspose.pydrawing as drawing |
| try: |
| with slides.Presentation(BytesIO(blob)) as presentation: |
| buffered = BytesIO() |
| scale = 0.03 |
| img = None |
| for _ in range(10): |
| |
| presentation.slides[0].get_thumbnail(scale, scale).save( |
| buffered, drawing.imaging.ImageFormat.png) |
| img = buffered.getvalue() |
| if len(img) >= 64000: |
| scale = scale / 2.0 |
| buffered = BytesIO() |
| else: |
| break |
| return img |
| except Exception: |
| pass |
| return None |
|
|
|
|
| def thumbnail(filename, blob): |
| img = thumbnail_img(filename, blob) |
| if img is not None: |
| return IMG_BASE64_PREFIX + \ |
| base64.b64encode(img).decode("utf-8") |
| else: |
| return '' |
|
|
|
|
| def traversal_files(base): |
| for root, ds, fs in os.walk(base): |
| for f in fs: |
| fullname = os.path.join(root, f) |
| yield fullname |
|
|