data_juicer.tools.op_search module

Operator Searcher - A tool for filtering and searching Data-Juicer operators

data_juicer.tools.op_search.get_source_path(cls)

data_juicer.tools.op_search.find_test_by_searching_content(tests_dir, test_class_name)

Fallback: brute-force search for test files containing the test class name.

data_juicer.tools.op_search.analyze_modality_tag(code, op_prefix)

Analyze the modality tag for the given code content string. Should be one of the "Modality Tags" in tagging_mappings.json. It makes the choice by finding the usages of attributes {modality}_key and the prefix of the OP name. If there are multiple modality keys are used, the 'multimodal' tag will be returned instead.

data_juicer.tools.op_search.analyze_resource_tag(cls)

Analyze resource tags by reading the class attribute_accelerator. Should be one of the "Resource Tags" in tagging_mappings.json. It makes the choice according to their assigning statement to attribute _accelerator.

data_juicer.tools.op_search.analyze_model_tags(cls)

Analyze the model tag for the given code content string. SHOULD be one of the "Model Tags" in tagging_mappings.json. It makes the choice by finding the model_type arg in prepare_model method invocation.

data_juicer.tools.op_search.analyze_tag_with_inheritance(op_cls, analyze_func, default_tags=None, other_parm=None)

Universal inheritance chain label analysis function

data_juicer.tools.op_search.analyze_tag_from_cls(op_cls, op_name)

Analyze the tags for the OP from the given cls.

data_juicer.tools.op_search.extract_param_docstring(docstring)

Extract parameter descriptions from __init__ method docstring.

class data_juicer.tools.op_search.OPRecord(name: str, op_cls: type, op_type: str | None = None)

基类：object

A record class for storing operator metadata

__init__(name: str, op_cls: type, op_type: str | None = None)

to_dict()

class data_juicer.tools.op_search.OPSearcher(specified_op_list: List[str] | None = None, include_formatter: bool = False)

基类：object

Operator search engine

__init__(specified_op_list: List[str] | None = None, include_formatter: bool = False)

search(tags: List[str] | None = None, op_type: str | None = None, match_all: bool = True) → List[Dict]

Search operators by tag and type criteria.

参数:

• tags -- List of tags to match

• op_type -- Operator type (mapper/filter/etc)

• match_all -- True requires matching all tags, False matches any

返回:

List of matched operator record dicts

search_by_regex(query: str, fields: List[str] | None = None, tags: List[str] | None = None, op_type: str | None = None, match_all: bool = True) → List[Dict]

Search operators using a Python regex pattern.

The pattern is matched against the specified fields of each operator. If the query is not a valid regex, an empty list is returned.

参数:

• query -- Regex pattern to search for

• fields -- List of OPRecord fields to search in. Defaults to ["name", "desc", "param_desc"]

• tags -- Optional tag filter applied before regex search

• op_type -- Optional type filter applied before regex search

• match_all -- Tag matching mode (all vs any)

返回:

List of matched operator record dicts

search_by_bm25(query: str, fields: List[str] | None = None, top_k: int = 10, score_threshold: float = 0.0, tags: List[str] | None = None, op_type: str | None = None, match_all: bool = True) → List[Dict]

Search operators using BM25 keyword matching via rank_bm25.

Uses the BM25Okapi algorithm from the rank_bm25 library to rank operators by relevance to a natural language query. The index is built lazily on first call and cached for subsequent queries.

参数:

• query -- Natural language query string

• fields -- List of OPRecord fields to index. Defaults to ["name", "desc", "param_desc"]

• top_k -- Maximum number of results to return

• score_threshold -- Minimum BM25 score to include a result. Results with scores at or below this threshold are excluded. Defaults to 0.0.

• tags -- Optional tag filter applied before BM25 ranking

• op_type -- Optional type filter applied before BM25 ranking

• match_all -- Tag matching mode (all vs any)

返回:

List of matched operator record dicts, sorted by BM25 score descending

property records_map

data_juicer.tools.op_search.main(query, tags, op_type)