vertebrae.zero_shot

Training-free zero-shot semantic-alignment benchmark runner.

Classes

ZeroShotExtractorResult	One frozen extractor evaluated under a fixed prompt protocol.
ZeroShotBenchmarkResult	Aggregated zero-shot comparison results.
ZeroShotCandidate	One extractor plus its explicit frozen sample and text endpoints.
ZeroShotBenchmark	Compare text-aligned frozen backbones without a learned task head.

Functions

render_zero_shot_markdown_report(result)

Render a concise report without conflating alignment and overlap scores.

Module Contents

class vertebrae.zero_shot.ZeroShotExtractorResult

One frozen extractor evaluated under a fixed prompt protocol.

class vertebrae.zero_shot.ZeroShotBenchmarkResult

Aggregated zero-shot comparison results.

class vertebrae.zero_shot.ZeroShotCandidate

One extractor plus its explicit frozen sample and text endpoints.

class vertebrae.zero_shot.ZeroShotBenchmark(dataset, extractors, *, sample_branch=None, text_branch=None, zero_shot_config=None, scoring_config=None, cache_config=None, compression_config=None, compression_configs=None, embedding_config=None, memory_config=None, resource_profiling_config=None)

Compare text-aligned frozen backbones without a learned task head.

Parameters:

• dataset (vertebrae.datasets.zero_shot.ZeroShotDataset)

• extractors (Iterable[Any])

• sample_branch (Optional[str])

• text_branch (Optional[str])

• zero_shot_config (Optional[vertebrae.config.ZeroShotConfig])

• scoring_config (Optional[vertebrae.config.OverlapScoringConfig])

• cache_config (Optional[vertebrae.config.CacheConfig])

• compression_config (Optional[vertebrae.config.EmbeddingCompressionConfig])

• compression_configs (Optional[Iterable[vertebrae.config.EmbeddingCompressionConfig]])

• embedding_config (Optional[vertebrae.config.EmbeddingConfig])

• memory_config (Optional[vertebrae.config.MemoryConfig])

• resource_profiling_config (Optional[vertebrae.config.ResourceProfilingConfig])

vertebrae.zero_shot.render_zero_shot_markdown_report(result)

Render a concise report without conflating alignment and overlap scores.

Parameters:

result (ZeroShotBenchmarkResult)

Return type:

str