deepset-ai/haystack · error · ValueError

header_split_levels contains invalid values: {invalid}. All

Error message

header_split_levels contains invalid values: {invalid}. All levels must be integers between 1 and 6.

What it means

MarkdownHeaderSplitter's __init__ checks that every entry in header_split_levels is an int in the range 1..6 (markdown heading levels). If any element fails this check, ValueError is raised listing the invalid values.

Source

Thrown at haystack/components/preprocessors/markdown_header_splitter.py:65

            all levels `[1, 2, 3, 4, 5, 6]`.
        :param secondary_split: Optional secondary split condition after header splitting.
            Options are None, "word", "passage", "period", "line". Defaults to None.
        :param split_length: The maximum number of units in each split when using secondary splitting. Defaults to 200.
        :param split_overlap: The number of overlapping units for each split when using secondary splitting.
            Defaults to 0.
        :param split_threshold: The minimum number of units per split when using secondary splitting. Defaults to 0.
        :param skip_empty_documents: Choose whether to skip documents with empty content. Default is True.
            Set to False when downstream components in the Pipeline (like LLMDocumentContentExtractor) can extract text
            from non-textual documents.
        """
        if header_split_levels is None:
            header_split_levels = [1, 2, 3, 4, 5, 6]

        if not isinstance(header_split_levels, list) or len(header_split_levels) == 0:
            raise ValueError("header_split_levels must be a non-empty list.")
        invalid = [lvl for lvl in header_split_levels if not isinstance(lvl, int) or lvl < 1 or lvl > 6]
        if invalid:
            raise ValueError(
                f"header_split_levels contains invalid values: {invalid}. All levels must be integers between 1 and 6."
            )
        if len(header_split_levels) != len(set(header_split_levels)):
            raise ValueError("header_split_levels must not contain duplicate values.")

        self.page_break_character = page_break_character
        self.secondary_split = secondary_split
        self.split_length = split_length
        self.split_overlap = split_overlap
        self.split_threshold = split_threshold
        self.skip_empty_documents = skip_empty_documents
        self.keep_headers = keep_headers
        self.header_split_levels = header_split_levels
        self._header_split_levels_set = set(header_split_levels)
        self._header_pattern = re.compile(r"(?m)^(#{1,6}) (.+)$")  # ATX-style .md-headers

        # Matches fenced code blocks delimited by triple backticks (```) or triple tildes (~~~).
        # Broken down:

View on GitHub (pinned to e318778c9b)

Solutions

  1. Use only integers 1-6, e.g. header_split_levels=[1, 2, 3].
  2. Convert string values from config: [int(lvl) for lvl in raw_levels].
  3. Filter/validate levels before construction: levels = [l for l in levels if isinstance(l, int) and 1 <= l <= 6].
  4. Check for bool values too, since bool is a subclass of int (True==1 passes the current check); normalize with int() deliberately.

Example fix

// before
MarkdownHeaderSplitter(header_split_levels=[0, 7])
MarkdownHeaderSplitter(header_split_levels=["1", "2"])
// after
MarkdownHeaderSplitter(header_split_levels=[1, 2])
Defensive patterns

Strategy: validation

Validate before calling

levels = [int(l) for l in raw_levels if str(l).strip().isdigit()]
levels = [l for l in levels if 1 <= l <= 6]
if not levels:
    levels = [1, 2, 3]

Type guard

def all_levels_valid(levels) -> bool:
    return all(isinstance(l, int) and not isinstance(l, bool) and 1 <= l <= 6 for l in levels)

Try / catch

try:
    splitter = MarkdownHeaderSplitter(header_split_levels=levels)
except ValueError as e:
    raise ConfigError(f"header_split_levels invalid: {e}") from e

Prevention

When it happens

Trigger: Passing header_split_levels=[0], [7], ["1"], [1.5], [None], or any list containing non-int or out-of-range values to MarkdownHeaderSplitter.

Common situations: Off-by-one thinking (markdown levels are 1-based, not 0-based), reading levels from user input/config as strings, or confusing heading level with heading count.

Related errors


AI-assisted analysis of deepset-ai/haystack@e318778c9b (2026-08-30). Data as JSON: /api/errors/5332dd01e980dc69. Report an issue: GitHub.