From 14246f2379ab401fdc1e4ac37fa73ffa01967040 Mon Sep 17 00:00:00 2001 From: Feu Date: Thu, 19 Dec 2024 12:28:45 -0300 Subject: [PATCH 1/2] Implemented image transcription for embedded objects in documents like .pptx, .docx, .html --- src/markitdown/_markitdown.py | 156 ++++++++++++++++++++++------------ tests/test_files/test.docx | Bin 17334 -> 87084 bytes tests/test_files/test.pptx | Bin 118550 -> 189075 bytes tests/test_markitdown.py | 22 +++-- 4 files changed, 121 insertions(+), 57 deletions(-) diff --git a/src/markitdown/_markitdown.py b/src/markitdown/_markitdown.py index 96997cf3..4348cef5 100644 --- a/src/markitdown/_markitdown.py +++ b/src/markitdown/_markitdown.py @@ -1,4 +1,5 @@ # type: ignore +from io import BytesIO import base64 import binascii import copy @@ -51,12 +52,15 @@ class _CustomMarkdownify(markdownify.MarkdownConverter): - Altering the default heading style to use '#', '##', etc. - Removing javascript hyperlinks. - - Truncating images with large data:uri sources. + - Using mlm for transcription the images, otherwise, truncation images with large data:uri sources. - Ensuring URIs are properly escaped, and do not conflict with Markdown syntax """ def __init__(self, **options: Any): options["heading_style"] = options.get("heading_style", markdownify.ATX) + + self.mlm_client = options.get("mlm_client") + self.mlm_model = options.get("mlm_model") # Explicitly cast options to the expected type if necessary super().__init__(**options) @@ -109,7 +113,8 @@ def convert_img(self, el: Any, text: str, convert_as_inline: bool) -> str: alt = el.attrs.get("alt", None) or "" src = el.attrs.get("src", None) or "" - title = el.attrs.get("title", None) or "" + title = el.attrs.get("title", None) or "" + title_part = ' "%s"' % title.replace('"', r"\"") if title else "" if ( convert_as_inline @@ -119,7 +124,13 @@ def convert_img(self, el: Any, text: str, convert_as_inline: bool) -> str: # Remove dataURIs if src.startswith("data:"): - src = src.split(",")[0] + "..." + if self.mlm_client is not None and self.mlm_model is not None: + md = ImageConverter() + ext = f".{src.split(",")[0].split(";")[0].split("/")[1]}" + result = md._convert(src, file_extension=ext, mlm_client=self.mlm_client, mlm_model=self.mlm_model) + src = result.text_content + else: + src = src.split(",")[0] + "..." return "![%s](%s%s)" % (alt, src, title_part) @@ -183,11 +194,11 @@ def convert( result = None with open(local_path, "rt", encoding="utf-8") as fh: - result = self._convert(fh.read()) + result = self._convert(fh.read(), **kwargs) return result - def _convert(self, html_content: str) -> Union[None, DocumentConverterResult]: + def _convert(self, html_content: str, **kwargs) -> Union[None, DocumentConverterResult]: """Helper function that converts and HTML string.""" # Parse the string @@ -200,10 +211,14 @@ def _convert(self, html_content: str) -> Union[None, DocumentConverterResult]: # Print only the main content body_elm = soup.find("body") webpage_text = "" + + # add mlm_client and mlm_model to the options + #options = copy.deepcopy(kwargs) + if body_elm: - webpage_text = _CustomMarkdownify().convert_soup(body_elm) + webpage_text = _CustomMarkdownify(**kwargs).convert_soup(body_elm) else: - webpage_text = _CustomMarkdownify().convert_soup(soup) + webpage_text = _CustomMarkdownify(**kwargs).convert_soup(soup) assert isinstance(webpage_text, str) @@ -494,7 +509,7 @@ def convert(self, local_path, **kwargs) -> Union[None, DocumentConverterResult]: with open(local_path, "rb") as docx_file: result = mammoth.convert_to_html(docx_file) html_content = result.value - result = self._convert(html_content) + result = self._convert(html_content, **kwargs) return result @@ -535,7 +550,9 @@ def convert(self, local_path, **kwargs) -> Union[None, DocumentConverterResult]: return None md_content = "" - + self._mlm_client = kwargs.get("mlm_client") + self._mlm_model = kwargs.get("mlm_model") + presentation = pptx.Presentation(local_path) slide_num = 0 for slide in presentation.slides: @@ -552,8 +569,8 @@ def convert(self, local_path, **kwargs) -> Union[None, DocumentConverterResult]: try: alt_text = shape._element._nvXxPr.cNvPr.attrib.get("descr", "") except Exception: - pass - + pass + # A placeholder name filename = re.sub(r"\W", "", shape.name) + ".jpg" md_content += ( @@ -563,6 +580,7 @@ def convert(self, local_path, **kwargs) -> Union[None, DocumentConverterResult]: + filename + ")\n" ) + md_content += self._convert_image_to_markdown(shape) # Tables if self._is_table(shape): @@ -603,6 +621,29 @@ def convert(self, local_path, **kwargs) -> Union[None, DocumentConverterResult]: text_content=md_content.strip(), ) + def _convert_image_to_markdown(self, shape) -> str: + if not self._is_picture(shape): + return "" + + image_converter = ImageConverter() if (self._mlm_client is not None) and (self._mlm_model is not None) else None + + if image_converter is not None: + image = shape.image + content_type = image.content_type + blob = image.blob + + try: + ext = f"data:{content_type};base64" + image_base64_uri = f"{ext},{base64.b64encode(blob).decode('utf-8')}" + image_description = image_converter._convert(image_base64_uri, mlm_client=self._mlm_client, mlm_model=self._mlm_model) + + return ("\n" + image_description.text_content.strip() + "\n") + except Exception as e: + print("Error converting image to markdown") + sys.stderr.write(f"Error converting image to markdown: {e}") + + return "" + def _is_picture(self, shape): if shape.shape_type == pptx.enum.shapes.MSO_SHAPE_TYPE.PICTURE: return True @@ -756,7 +797,29 @@ class ImageConverter(MediaConverter): """ Converts images to markdown via extraction of metadata (if `exiftool` is installed), OCR (if `easyocr` is installed), and description via a multimodal LLM (if an mlm_client is configured). """ + def _convert(self, data_base64_uri, **kwargs) -> Union[None, DocumentConverterResult]: + # Try describing the image with GPTV + mlm_client = kwargs.get("mlm_client") + mlm_model = kwargs.get("mlm_model") + md_content = "" + + if mlm_client is not None and mlm_model is not None: + md_content = ( + "\n# Image Description:\n" + + self._get_mlm_description( + data_base64_uri, + mlm_client, + mlm_model, + prompt=kwargs.get("mlm_prompt"), + ).strip() + + "\n" + ) + return DocumentConverterResult( + title=None, + text_content=md_content, + ) + def convert(self, local_path, **kwargs) -> Union[None, DocumentConverterResult]: # Bail if not a XLSX extension = kwargs.get("file_extension", "") @@ -783,41 +846,29 @@ def convert(self, local_path, **kwargs) -> Union[None, DocumentConverterResult]: if f in metadata: md_content += f"{f}: {metadata[f]}\n" - # Try describing the image with GPTV - mlm_client = kwargs.get("mlm_client") - mlm_model = kwargs.get("mlm_model") - if mlm_client is not None and mlm_model is not None: - md_content += ( - "\n# Description:\n" - + self._get_mlm_description( - local_path, - extension, - mlm_client, - mlm_model, - prompt=kwargs.get("mlm_prompt"), - ).strip() - + "\n" - ) + image_base64_uri = self._get_image_base64(local_path, extension) + md_content += self._convert(image_base64_uri, **kwargs).text_content return DocumentConverterResult( title=None, text_content=md_content, ) - - def _get_mlm_description(self, local_path, extension, client, model, prompt=None): - if prompt is None or prompt.strip() == "": - prompt = "Write a detailed caption for this image." - - sys.stderr.write(f"MLM Prompt:\n{prompt}\n") - - data_uri = "" + + def _get_image_base64(self, local_path, extension): with open(local_path, "rb") as image_file: content_type, encoding = mimetypes.guess_type("_dummy" + extension) if content_type is None: content_type = "image/jpeg" image_base64 = base64.b64encode(image_file.read()).decode("utf-8") - data_uri = f"data:{content_type};base64,{image_base64}" + + return f"data:{content_type};base64,{image_base64}" + + def _get_mlm_description(self, data_base64_uri, client, model, prompt=None): + if prompt is None or prompt.strip() == "": + prompt = "Write a detailed caption for this image." + sys.stderr.write(f"MLM Prompt:\n{prompt}\n") + messages = [ { "role": "user", @@ -826,7 +877,7 @@ def _get_mlm_description(self, local_path, extension, client, model, prompt=None { "type": "image_url", "image_url": { - "url": data_uri, + "url": data_base64_uri, }, }, ], @@ -836,7 +887,6 @@ def _get_mlm_description(self, local_path, extension, client, model, prompt=None response = client.chat.completions.create(model=model, messages=messages) return response.choices[0].message.content - class FileConversionException(BaseException): pass @@ -948,6 +998,9 @@ def convert_stream( # Convert result = self._convert(temp_path, extensions, **kwargs) + except Exception as e: + sys.stderr.write(f"Error converting stream to markdown: {e}") + pass # Clean up finally: try: @@ -1019,23 +1072,22 @@ def _convert( ) -> DocumentConverterResult: error_trace = "" for ext in extensions + [None]: # Try last with no extension - for converter in self._page_converters: - _kwargs = copy.deepcopy(kwargs) - - # Overwrite file_extension appropriately - if ext is None: - if "file_extension" in _kwargs: - del _kwargs["file_extension"] - else: - _kwargs.update({"file_extension": ext}) - - # Copy any additional global options - if "mlm_client" not in _kwargs and self._mlm_client is not None: - _kwargs["mlm_client"] = self._mlm_client + _kwargs = copy.deepcopy(kwargs) + # Overwrite file_extension appropriately + if ext is None: + if "file_extension" in _kwargs: + del _kwargs["file_extension"] + else: + _kwargs.update({"file_extension": ext}) - if "mlm_model" not in _kwargs and self._mlm_model is not None: - _kwargs["mlm_model"] = self._mlm_model + # Copy any additional global options + if "mlm_client" not in _kwargs and self._mlm_client is not None: + _kwargs["mlm_client"] = self._mlm_client + if "mlm_model" not in _kwargs and self._mlm_model is not None: + _kwargs["mlm_model"] = self._mlm_model + + for converter in self._page_converters: # If we hit an error log it and keep trying try: res = converter.convert(local_path, **_kwargs) diff --git a/tests/test_files/test.docx b/tests/test_files/test.docx index 984018a6922f4d197bb7dd915cd422c5e990e509..0b0a8c3381b2b814c42e5332eddf53bae34dbdfb 100755 GIT binary patch delta 78763 zcmb??WmH{DuqGbd-QC@T2X_eWF2M=z8wu_Z+=9EiyIX>5aCZoD&>{EEo0+%f&&<5( zwR)Ys>Qqq#hgaB4$ zA=ywvE}%DzM=M=aJ5l59J1@ZkX=;ReIMeKcKE_9dc6BBaW79QZq3|GNq`kd$FWa*7 zdb>Ay4SrX+jOML)$`h>)W^A+DCzV^h;>N@0;Yxa#9m2JWa-j;ZTZEZs6deo}vcimhEQa*;4 zOyT%am7xt``D&*a(xb0*PzT^veiqS7sWzzodYdfI#c&|#X>B638G-~?SohJWwEZA9 zEo$f(9DO}thZ%&Okjz(tGd$+iK8cf=YZu+8Xt-tq5AVFM@6>coj~r!qRsC2Fm+krCkvZqWX=xl-cMb%joh6I z#WdOHCw(zGosVZaCPpD-i(h_SbPczCIRVwI!QkKC*E__EKn8RKu&vl^ggA(_s5@3N 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+ if (use_mlm): + load_dotenv() + client = AzureOpenAI( + api_key=os.getenv("AZURE_OPENAI_API_KEY"), + api_version=os.getenv("AZURE_OPENAI_API_VERSION"), + azure_endpoint=os.getenv("AZURE_OPENAI_ENDPOINT") + ) + mlm_model="gpt-4oModel" + + markitdown = MarkItDown(mlm_client=client, mlm_model=mlm_model) + else: + markitdown = MarkItDown() + # Test XLSX processing result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test.xlsx")) @@ -178,9 +191,8 @@ def test_markitdown_exiftool() -> None: target = f"{key}: {JPG_TEST_EXIFTOOL[key]}" assert target in result.text_content - if __name__ == "__main__": """Runs this file's tests from the command line.""" test_markitdown_remote() - test_markitdown_local() + test_markitdown_local(True) test_markitdown_exiftool() From 939a8a3d10459011f095af149cf674a349e5c77f Mon Sep 17 00:00:00 2001 From: Feu Date: Thu, 19 Dec 2024 18:04:50 -0300 Subject: [PATCH 2/2] removed unnecessery line --- src/markitdown/_markitdown.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/markitdown/_markitdown.py b/src/markitdown/_markitdown.py index 3437ce4c..1552e953 100644 --- a/src/markitdown/_markitdown.py +++ b/src/markitdown/_markitdown.py @@ -138,8 +138,7 @@ def convert_img(self, el: Any, text: str, convert_as_inline: bool) -> str: if src.startswith("data:image/"): if self.mlm_client is not None and self.mlm_model is not None: md = ImageConverter() - ext = f".{src.split(",")[0].split(";")[0].split("/")[1]}" - result = md._convert(src, file_extension=ext, mlm_client=self.mlm_client, mlm_model=self.mlm_model) + result = md._convert(src, mlm_client=self.mlm_client, mlm_model=self.mlm_model) src = result.text_content if result is not None else src.split(",")[0] + "..." else: src = src.split(",")[0] + "..."