From a62a9858e782b3dae88f70c27b297480aade5d0a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Mon, 29 Sep 2025 15:51:48 +0200 Subject: [PATCH 01/12] add component and tests --- .../preprocessors/md_header_level_inferrer.py | 70 +++++++++++++++++++ .../test_markdown_header_level_inferrer.py | 46 ++++++++++++ 2 files changed, 116 insertions(+) create mode 100644 haystack_experimental/components/preprocessors/md_header_level_inferrer.py create mode 100644 test/components/preprocessors/test_markdown_header_level_inferrer.py diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py new file mode 100644 index 00000000..011f2a81 --- /dev/null +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -0,0 +1,70 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +import re +from typing import Optional + +from haystack import component, logging + + +@component +class MarkdownHeaderLevelInferrer: + """ + Infers and rewrites header levels in markdown text to normalize hierarchy. + """ + + def __init__(self, header_pattern: str = r"(?m)^(#{1,6}) (.+)$"): + self._header_pattern = header_pattern + + @component.output_types(content=str) + def run(self, content: str, doc_id: Optional[str] = None) -> dict[str, str]: + logger = logging.getLogger(__name__) + logger.debug("Inferring and rewriting header levels") + + matches = list(re.finditer(self._header_pattern, content)) + if not matches: + logger.info( + "No headers found in document{doc_ref}; skipping header level inference.", + doc_ref=f" (id: {doc_id})" if doc_id else "", + ) + return {"content": content} + + modified_text = content + offset = 0 + current_level = 1 + header_stack = [1] + + for i, match in enumerate(matches): + original_header = match.group(0) + header_text = match.group(2).strip() + + has_content = False + if i > 0: + prev_end = matches[i - 1].end() + current_start = match.start() + content_between = content[prev_end:current_start].strip() + has_content = bool(content_between) + + if i == 0: + inferred_level = 1 + elif has_content: + inferred_level = current_level + else: + inferred_level = min(current_level + 1, 6) + + current_level = inferred_level + header_stack = header_stack[:inferred_level] + while len(header_stack) < inferred_level: + header_stack.append(1) + + new_prefix = "#" * inferred_level + new_header = f"{new_prefix} {header_text}" + start_pos = match.start() + offset + end_pos = match.end() + offset + modified_text = modified_text[:start_pos] + new_header + modified_text[end_pos:] + offset += len(new_header) - len(original_header) + + logger.info("Rewrote {num_headers} headers with inferred levels.", num_headers=len(matches)) + return {"content": modified_text} + diff --git a/test/components/preprocessors/test_markdown_header_level_inferrer.py b/test/components/preprocessors/test_markdown_header_level_inferrer.py new file mode 100644 index 00000000..08f7f35a --- /dev/null +++ b/test/components/preprocessors/test_markdown_header_level_inferrer.py @@ -0,0 +1,46 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +from haystack_experimental.components.preprocessors.md_header_level_inferrer import MarkdownHeaderLevelInferrer + + +def test_split_infer_header_levels(): + text = "## H1\n## H2\nContent" + inferrer = MarkdownHeaderLevelInferrer() + result = inferrer.run(content=text) + content = result["content"] + # Should rewrite first header to level 1, second to level 1 or 2 depending on content + assert content.startswith("# H1") + assert "# H2" in content or "## H2" in content + + +def test_infer_header_levels_complex(): + """Test header level inference with a complex document structure.""" + text = ( + "## All Headers Same Level\n" + "Some content\n" + "## Second Header\n" + "Some content\n" + "## Third Header With No Content\n" + "## Fourth Header With No Content\n" + "## Fifth Header\n" + "More content" + ) + inferrer = MarkdownHeaderLevelInferrer() + result = inferrer.run(content=text) + content = result["content"] + # First header should be level 1 + assert "# All Headers Same Level" in content + # Second header with content should stay at level 1 + assert "# Second Header" in content + + +def test_infer_header_levels_override_both_directions(): + text = "## H1\n## H2\nContent" + inferrer = MarkdownHeaderLevelInferrer() + result = inferrer.run(content=text) + content = result["content"] + # Should rewrite headers to level 1 or 2 + assert "# H1" in content or "## H1" in content + assert "# H2" in content or "## H2" in content From 093b73022862ed319c1c497efb736fea79ec9551 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Mon, 29 Sep 2025 16:11:32 +0200 Subject: [PATCH 02/12] rework to match component-level output pattern --- .../preprocessors/md_header_level_inferrer.py | 134 +- pyproject.toml | 1 + .../test_markdown_header_level_inferrer.py | 16 +- uv.lock | 1351 +++++++++++++++++ 4 files changed, 1446 insertions(+), 56 deletions(-) create mode 100644 uv.lock diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 011f2a81..902e1642 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -3,9 +3,9 @@ # SPDX-License-Identifier: Apache-2.0 import re -from typing import Optional +from typing import List, Optional -from haystack import component, logging +from haystack import Document, component, logging @component @@ -14,57 +14,91 @@ class MarkdownHeaderLevelInferrer: Infers and rewrites header levels in markdown text to normalize hierarchy. """ - def __init__(self, header_pattern: str = r"(?m)^(#{1,6}) (.+)$"): - self._header_pattern = header_pattern + def __init__(self): + """ + Initializes the MarkdownHeaderLevelInferrer. - @component.output_types(content=str) - def run(self, content: str, doc_id: Optional[str] = None) -> dict[str, str]: + Uses a hardcoded regex pattern to match markdown headers from level 1 to 6. + """ + self._header_pattern = r"(?m)^(#{1,6}) (.+)$" + + @component.output_types(documents=List[Document]) + def run(self, documents: List[Document]) -> dict: + """ + Infers and rewrites the header levels in the content of each Document in the input list to normalize the hierarchy. + + Args: + documents (List[Document]): List of Document objects to process. + + Returns: + dict: A dictionary with the key 'documents' containing the processed Document objects. + """ logger = logging.getLogger(__name__) - logger.debug("Inferring and rewriting header levels") + logger.debug("Inferring and rewriting header levels for documents") + + processed_docs = [] + for doc in documents: + content = doc.content + matches = list(re.finditer(self._header_pattern, content)) + if not matches: + logger.info( + "No headers found in document{doc_ref}; skipping header level inference.", + doc_ref=f" (id: {doc.id})" if hasattr(doc, "id") and doc.id else "", + ) + processed_docs.append(doc) + continue + + modified_text = content + offset = 0 + current_level = 1 + header_stack = [1] + + for i, match in enumerate(matches): + original_header = match.group(0) + header_text = match.group(2).strip() + + has_content = False + if i > 0: + prev_end = matches[i - 1].end() + current_start = match.start() + content_between = content[prev_end:current_start].strip() + has_content = bool(content_between) + + if i == 0: + inferred_level = 1 + elif has_content: + inferred_level = current_level + else: + inferred_level = min(current_level + 1, 6) + + current_level = inferred_level + header_stack = header_stack[:inferred_level] + while len(header_stack) < inferred_level: + header_stack.append(1) + + new_prefix = "#" * inferred_level + new_header = f"{new_prefix} {header_text}" + start_pos = match.start() + offset + end_pos = match.end() + offset + modified_text = modified_text[:start_pos] + new_header + modified_text[end_pos:] + offset += len(new_header) - len(original_header) - matches = list(re.finditer(self._header_pattern, content)) - if not matches: logger.info( - "No headers found in document{doc_ref}; skipping header level inference.", - doc_ref=f" (id: {doc_id})" if doc_id else "", + "Rewrote {num_headers} headers with inferred levels in document{doc_ref}.", + num_headers=len(matches), + doc_ref=f" (id: {doc.id})" if hasattr(doc, "id") and doc.id else "", + ) + # Create a new Document with updated content, preserving other fields + processed_docs.append( + Document( + id=doc.id if hasattr(doc, "id") else None, + content=modified_text, + blob=getattr(doc, "blob", None), + meta=getattr(doc, "meta", None), + score=getattr(doc, "score", None), + embedding=getattr(doc, "embedding", None), + id_hash_keys=getattr(doc, "id_hash_keys", None), + ) ) - return {"content": content} - - modified_text = content - offset = 0 - current_level = 1 - header_stack = [1] - - for i, match in enumerate(matches): - original_header = match.group(0) - header_text = match.group(2).strip() - - has_content = False - if i > 0: - prev_end = matches[i - 1].end() - current_start = match.start() - content_between = content[prev_end:current_start].strip() - has_content = bool(content_between) - - if i == 0: - inferred_level = 1 - elif has_content: - inferred_level = current_level - else: - inferred_level = min(current_level + 1, 6) - - current_level = inferred_level - header_stack = header_stack[:inferred_level] - while len(header_stack) < inferred_level: - header_stack.append(1) - - new_prefix = "#" * inferred_level - new_header = f"{new_prefix} {header_text}" - start_pos = match.start() + offset - end_pos = match.end() + offset - modified_text = modified_text[:start_pos] + new_header + modified_text[end_pos:] - offset += len(new_header) - len(original_header) - - logger.info("Rewrote {num_headers} headers with inferred levels.", num_headers=len(matches)) - return {"content": modified_text} + return {"documents": processed_docs} diff --git a/pyproject.toml b/pyproject.toml index b5abb215..38fda53e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -28,6 +28,7 @@ classifiers = [ dependencies = [ "haystack-ai", + "pytest>=8.4.2", ] [project.urls] diff --git a/test/components/preprocessors/test_markdown_header_level_inferrer.py b/test/components/preprocessors/test_markdown_header_level_inferrer.py index 08f7f35a..ea312bb5 100644 --- a/test/components/preprocessors/test_markdown_header_level_inferrer.py +++ b/test/components/preprocessors/test_markdown_header_level_inferrer.py @@ -2,14 +2,16 @@ # # SPDX-License-Identifier: Apache-2.0 +from haystack import Document from haystack_experimental.components.preprocessors.md_header_level_inferrer import MarkdownHeaderLevelInferrer def test_split_infer_header_levels(): text = "## H1\n## H2\nContent" inferrer = MarkdownHeaderLevelInferrer() - result = inferrer.run(content=text) - content = result["content"] + doc = Document(content=text) + result = inferrer.run([doc]) + content = result["documents"][0].content # Should rewrite first header to level 1, second to level 1 or 2 depending on content assert content.startswith("# H1") assert "# H2" in content or "## H2" in content @@ -28,8 +30,9 @@ def test_infer_header_levels_complex(): "More content" ) inferrer = MarkdownHeaderLevelInferrer() - result = inferrer.run(content=text) - content = result["content"] + doc = Document(content=text) + result = inferrer.run([doc]) + content = result["documents"][0].content # First header should be level 1 assert "# All Headers Same Level" in content # Second header with content should stay at level 1 @@ -39,8 +42,9 @@ def 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haystack_experimental.components.preprocessors.md_header_level_inferrer import MarkdownHeaderLevelInferrer -def test_split_infer_header_levels(): - text = "## H1\n## H2\nContent" +def test_single_header_level_inference(): + text = "## H1\nSome content\n## H2\nContent" inferrer = MarkdownHeaderLevelInferrer() doc = Document(content=text) result = inferrer.run([doc]) content = result["documents"][0].content - # Should rewrite first header to level 1, second to level 1 or 2 depending on content - assert content.startswith("# H1") - assert "# H2" in content or "## H2" in content + # Expect the first header to be rewritten to level 1, second to level 1 (since content follows) + expected = "# H1\nSome content\n# H2\nContent" + assert content == expected -def test_infer_header_levels_complex(): - """Test header level inference with a complex document structure.""" - text = ( - "## All Headers Same Level\n" - "Some content\n" - "## Second Header\n" - "Some content\n" - "## Third Header With No Content\n" - "## Fourth Header With No Content\n" - "## Fifth Header\n" - "More content" - ) +def test_header_level_increase_on_consecutive_headers(): + text = "## H1\n## H2\n## H3" inferrer = MarkdownHeaderLevelInferrer() doc = Document(content=text) result = inferrer.run([doc]) content = result["documents"][0].content - # First header should be level 1 - assert "# All Headers Same Level" in content - # Second header with content should stay at level 1 - assert "# Second Header" in content + # Expect the first header to be level 1, the next two to increase in level + expected = "# H1\n## H2\n### H3" + assert content == expected -def test_infer_header_levels_override_both_directions(): - text = "## H1\n## H2\nContent" +def test_no_headers(): + text = "This is just some text without headers." inferrer = MarkdownHeaderLevelInferrer() doc = Document(content=text) result = inferrer.run([doc]) content = result["documents"][0].content - # Should rewrite headers to level 1 or 2 - assert "# H1" in content or "## H1" in content - assert "# H2" in content or "## H2" in content + assert content == text + + +def test_complex_structure(): + text = ( + "## Title\n" + "## Section\n" + "Section content\n" + "## Subsection\n" + "Subsection content\n" + "## Another Section\n" + "## Another Subsection\n" + "Even more content\n" + "## Final Section\n" + "Final content" + ) + inferrer = MarkdownHeaderLevelInferrer() + doc = Document(content=text) + result = inferrer.run([doc]) + content = result["documents"][0].content + expected = ( + "# Title\n" + "## Section\n" + "Section content\n" + "## Subsection\n" + "Subsection content\n" + "## Another Section\n" + "### Another Subsection\n" + "Even more content\n" + "### Final Section\n" + "Final content" + ) + assert content == expected From 149373f5f32ea5120437236b0b1d8675b6f22362 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Mon, 29 Sep 2025 16:40:57 +0200 Subject: [PATCH 04/12] fix linting error --- .../components/preprocessors/md_header_level_inferrer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 902e1642..22daec34 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -25,7 +25,7 @@ def __init__(self): @component.output_types(documents=List[Document]) def run(self, documents: List[Document]) -> dict: """ - Infers and rewrites the header levels in the content of each Document in the input list to normalize the hierarchy. + Infers and rewrites the header levels in the content for documents that use uniform header levels. Args: documents (List[Document]): List of Document objects to process. From b62936ebfa098569f52cfc1aa77df694ca223afe Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Mon, 29 Sep 2025 16:45:54 +0200 Subject: [PATCH 05/12] resolve typing issues --- .../preprocessors/md_header_level_inferrer.py | 24 ++++++++++++------- 1 file changed, 15 insertions(+), 9 deletions(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 22daec34..802f7d98 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -3,7 +3,6 @@ # SPDX-License-Identifier: Apache-2.0 import re -from typing import List, Optional from haystack import Document, component, logging @@ -22,13 +21,13 @@ def __init__(self): """ self._header_pattern = r"(?m)^(#{1,6}) (.+)$" - @component.output_types(documents=List[Document]) - def run(self, documents: List[Document]) -> dict: + @component.output_types(documents=list[Document]) + def run(self, documents: list[Document]) -> dict: """ Infers and rewrites the header levels in the content for documents that use uniform header levels. Args: - documents (List[Document]): List of Document objects to process. + documents (list[Document]): List of Document objects to process. Returns: dict: A dictionary with the key 'documents' containing the processed Document objects. @@ -39,6 +38,13 @@ def run(self, documents: List[Document]) -> dict: processed_docs = [] for doc in documents: content = doc.content + if content is None: + logger.warning( + "Document content is None; skipping header level inference.", + ) + processed_docs.append(doc) + continue + matches = list(re.finditer(self._header_pattern, content)) if not matches: logger.info( @@ -61,8 +67,9 @@ def run(self, documents: List[Document]) -> dict: if i > 0: prev_end = matches[i - 1].end() current_start = match.start() - content_between = content[prev_end:current_start].strip() - has_content = bool(content_between) + content_between = content[prev_end:current_start] + if content_between is not None: + has_content = bool(content_between.strip()) if i == 0: inferred_level = 1 @@ -91,13 +98,12 @@ def run(self, documents: List[Document]) -> dict: # Create a new Document with updated content, preserving other fields processed_docs.append( Document( - id=doc.id if hasattr(doc, "id") else None, + id=doc.id if hasattr(doc, "id") and doc.id is not None else "", content=modified_text, blob=getattr(doc, "blob", None), - meta=getattr(doc, "meta", None), + meta=getattr(doc, "meta", {}) if getattr(doc, "meta", None) is not None else {}, score=getattr(doc, "score", None), embedding=getattr(doc, "embedding", None), - id_hash_keys=getattr(doc, "id_hash_keys", None), ) ) From 6e2c2f9fe41cf0b82202c56942095e3da4267ce0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Tue, 30 Sep 2025 11:47:01 +0200 Subject: [PATCH 06/12] remove pytest from global dependencies --- pyproject.toml | 1 - uv.lock | 99 +------------------------------------------------- 2 files changed, 1 insertion(+), 99 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 38fda53e..b5abb215 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -28,7 +28,6 @@ classifiers = [ dependencies = [ "haystack-ai", - "pytest>=8.4.2", ] [project.urls] diff --git a/uv.lock b/uv.lock index 647dd0da..85980b93 100644 --- a/uv.lock +++ b/uv.lock @@ -228,14 +228,10 @@ name = "haystack-experimental" source = { editable = "." } dependencies = [ { name = "haystack-ai" }, - 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{ url = "https://files.pythonhosted.org/packages/6e/c2/61d3e0f47e2b74ef40a68b9e6ad5984f6241a942f7cd3bbfbdbd03861ea9/tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc", size = 14257, upload-time = "2024-11-27T22:38:35.385Z" }, -] - [[package]] name = "tqdm" version = "4.67.1" From d9cc9d7e8ff28324b2d5de931ed623dfddc11a7e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Tue, 30 Sep 2025 11:48:07 +0200 Subject: [PATCH 07/12] move logger to top of file --- .../components/preprocessors/md_header_level_inferrer.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 802f7d98..0fb4a85b 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -6,6 +6,8 @@ from haystack import Document, component, logging +logger = logging.getLogger(__name__) + @component class MarkdownHeaderLevelInferrer: @@ -32,7 +34,6 @@ def run(self, documents: list[Document]) -> dict: Returns: dict: A dictionary with the key 'documents' containing the processed Document objects. """ - logger = logging.getLogger(__name__) logger.debug("Inferring and rewriting header levels for documents") processed_docs = [] From c559a06d6ff573f5f4444dce3ae39197f82cbef3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= <45487933+OGuggenbuehl@users.noreply.github.com> Date: Tue, 30 Sep 2025 11:48:28 +0200 Subject: [PATCH 08/12] Update haystack_experimental/components/preprocessors/md_header_level_inferrer.py Co-authored-by: David S. Batista --- .../components/preprocessors/md_header_level_inferrer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 802f7d98..f7be3bf5 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -40,7 +40,7 @@ def run(self, documents: list[Document]) -> dict: content = doc.content if content is None: logger.warning( - "Document content is None; skipping header level inference.", + f"Document {doc.id} content is None; skipping header level inference.", ) processed_docs.append(doc) continue From b9d9777156b2c268c55158804bb9e8966b1b0da0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Tue, 30 Sep 2025 11:50:48 +0200 Subject: [PATCH 09/12] use doc.content instead of extra variable 'content' --- .../components/preprocessors/md_header_level_inferrer.py | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 0fb4a85b..22710c0d 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -38,15 +38,14 @@ def run(self, documents: list[Document]) -> dict: processed_docs = [] for doc in documents: - content = doc.content - if content is None: + if doc.content is None: logger.warning( "Document content is None; skipping header level inference.", ) processed_docs.append(doc) continue - matches = list(re.finditer(self._header_pattern, content)) + matches = list(re.finditer(self._header_pattern, doc.content)) if not matches: logger.info( "No headers found in document{doc_ref}; skipping header level inference.", @@ -55,7 +54,7 @@ def run(self, documents: list[Document]) -> dict: processed_docs.append(doc) continue - modified_text = content + modified_text = doc.content offset = 0 current_level = 1 header_stack = [1] @@ -68,7 +67,7 @@ def run(self, documents: list[Document]) -> dict: if i > 0: prev_end = matches[i - 1].end() current_start = match.start() - content_between = content[prev_end:current_start] + content_between = doc.content[prev_end:current_start] if content_between is not None: has_content = bool(content_between.strip()) From 4954fdc3662d10f92883653e6ca451c6c7a4cac5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= <45487933+OGuggenbuehl@users.noreply.github.com> Date: Tue, 30 Sep 2025 11:51:03 +0200 Subject: [PATCH 10/12] Update haystack_experimental/components/preprocessors/md_header_level_inferrer.py Co-authored-by: David S. Batista --- .../components/preprocessors/md_header_level_inferrer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index f7be3bf5..3e0af586 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -10,7 +10,7 @@ @component class MarkdownHeaderLevelInferrer: """ - Infers and rewrites header levels in markdown text to normalize hierarchy. + Infers and rewrites header levels in Markdown text to normalize hierarchy. """ def __init__(self): From be614f1833d60f063d83e98638cbf0058d2e22e2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= <45487933+OGuggenbuehl@users.noreply.github.com> Date: Tue, 30 Sep 2025 11:52:35 +0200 Subject: [PATCH 11/12] Update haystack_experimental/components/preprocessors/md_header_level_inferrer.py Co-authored-by: David S. Batista --- .../components/preprocessors/md_header_level_inferrer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 3e0af586..26c95293 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -19,7 +19,7 @@ def __init__(self): Uses a hardcoded regex pattern to match markdown headers from level 1 to 6. """ - self._header_pattern = r"(?m)^(#{1,6}) (.+)$" + self._header_pattern = re.compile(r"(?m)^(#{1,6}) (.+)$") @component.output_types(documents=list[Document]) def run(self, documents: list[Document]) -> dict: From 08e4ba562d467e90856940af7445f204ce908a96 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Guggenb=C3=BChl?= Date: Tue, 30 Sep 2025 12:11:30 +0200 Subject: [PATCH 12/12] refactor for readability --- .../preprocessors/md_header_level_inferrer.py | 145 +++++++++--------- 1 file changed, 71 insertions(+), 74 deletions(-) diff --git a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py index 8e830144..d62be44d 100644 --- a/haystack_experimental/components/preprocessors/md_header_level_inferrer.py +++ b/haystack_experimental/components/preprocessors/md_header_level_inferrer.py @@ -18,8 +18,6 @@ class MarkdownHeaderLevelInferrer: def __init__(self): """ Initializes the MarkdownHeaderLevelInferrer. - - Uses a hardcoded regex pattern to match markdown headers from level 1 to 6. """ self._header_pattern = re.compile(r"(?m)^(#{1,6}) (.+)$") @@ -35,76 +33,75 @@ def run(self, documents: list[Document]) -> dict: dict: A dictionary with the key 'documents' containing the processed Document objects. """ logger.debug("Inferring and rewriting header levels for documents") - - processed_docs = [] - for doc in documents: - if doc.content is None: - logger.warning( - f"Document {doc.id} content is None; skipping header level inference.", - ) - processed_docs.append(doc) - continue - - matches = list(re.finditer(self._header_pattern, doc.content)) - if not matches: - logger.info( - "No headers found in document{doc_ref}; skipping header level inference.", - doc_ref=f" (id: {doc.id})" if hasattr(doc, "id") and doc.id else "", - ) - processed_docs.append(doc) - continue - - modified_text = doc.content - offset = 0 - current_level = 1 - header_stack = [1] - - for i, match in enumerate(matches): - original_header = match.group(0) - header_text = match.group(2).strip() - - has_content = False - if i > 0: - prev_end = matches[i - 1].end() - current_start = match.start() - content_between = doc.content[prev_end:current_start] - if content_between is not None: - has_content = bool(content_between.strip()) - - if i == 0: - inferred_level = 1 - elif has_content: - inferred_level = current_level - else: - inferred_level = min(current_level + 1, 6) - - current_level = inferred_level - header_stack = header_stack[:inferred_level] - while len(header_stack) < inferred_level: - header_stack.append(1) - - new_prefix = "#" * inferred_level - new_header = f"{new_prefix} {header_text}" - start_pos = match.start() + offset - end_pos = match.end() + offset - modified_text = modified_text[:start_pos] + new_header + modified_text[end_pos:] - offset += len(new_header) - len(original_header) - - logger.info( - "Rewrote {num_headers} headers with inferred levels in document{doc_ref}.", - num_headers=len(matches), - doc_ref=f" (id: {doc.id})" if hasattr(doc, "id") and doc.id else "", - ) - # Create a new Document with updated content, preserving other fields - processed_docs.append( - Document( - id=doc.id if hasattr(doc, "id") and doc.id is not None else "", - content=modified_text, - blob=getattr(doc, "blob", None), - meta=getattr(doc, "meta", {}) if getattr(doc, "meta", None) is not None else {}, - score=getattr(doc, "score", None), - embedding=getattr(doc, "embedding", None), - ) - ) - + processed_docs = [self._process_document(doc) for doc in documents] return {"documents": processed_docs} + + def _process_document(self, doc: Document) -> Document: + """Processes a single document, inferring and rewriting header levels.""" + if doc.content is None: + logger.warning(f"Document {getattr(doc, 'id', '')} content is None; skipping header level inference.") + return doc + + matches = list(re.finditer(self._header_pattern, doc.content)) + if not matches: + logger.info(f"No headers found in document{self._doc_ref(doc)}; skipping header level inference.") + return doc + + modified_text = self._rewrite_headers(doc.content, matches) + logger.info(f"Rewrote {len(matches)} headers with inferred levels in document{self._doc_ref(doc)}.") + return self._build_final_document(doc, modified_text) + + def _rewrite_headers(self, content: str, matches: list[re.Match]) -> str: + """Rewrites the headers in the content with inferred levels.""" + modified_text = content + offset = 0 + current_level = 1 + + for i, match in enumerate(matches): + original_header = match.group(0) + header_text = match.group(2).strip() + + has_content = self._has_content_between_headers(content, matches, i) + inferred_level = self._infer_level(i, current_level, has_content) + current_level = inferred_level + + new_header = f"{'#' * inferred_level} {header_text}" + start_pos = match.start() + offset + end_pos = match.end() + offset + modified_text = modified_text[:start_pos] + new_header + modified_text[end_pos:] + offset += len(new_header) - len(original_header) + + return modified_text + + def _has_content_between_headers(self, content: str, matches: list[re.Match], i: int) -> bool: + """Checks if there is content between the previous and current header.""" + if i == 0: + return False + prev_end = matches[i - 1].end() + current_start = matches[i].start() + content_between = content[prev_end:current_start] + return bool(content_between.strip()) + + def _infer_level(self, i: int, current_level: int, has_content: bool) -> int: + """Infers the header level for the current header.""" + if i == 0: + return 1 + if has_content: + return current_level + return min(current_level + 1, 6) + + def _build_final_document(self, doc: Document, new_content: str) -> Document: + """Creates a new Document with updated content, preserving other fields.""" + return Document( + id=getattr(doc, "id", "") or "", + content=new_content, + blob=getattr(doc, "blob", None), + meta=getattr(doc, "meta", {}) or {}, + score=getattr(doc, "score", None), + embedding=getattr(doc, "embedding", None), + ) + + def _doc_ref(self, doc: Document) -> str: + """Returns a string reference for the document id.""" + doc_id = getattr(doc, "id", None) + return f" (id: {doc_id})" if doc_id else ""