Index

A

afit_transform() (sammo.search.BeamSearch method) (sammo.search.EnumerativeSearch method) AnthropicChat (class in sammo.runners) APE (class in sammo.mutators) API_VERSION (sammo.runners.AnthropicChat attribute) APO (class in sammo.mutators) applicable() (sammo.mutators.BagOfMutators method) (sammo.mutators.DecreaseInContextExamples method) (sammo.mutators.DropParameter method) (sammo.mutators.Mutator method) (sammo.mutators.RepeatSegment method) (sammo.mutators.Rewrite method) (sammo.mutators.SyntaxTreeMutator method)

argbest() (sammo.search.Optimizer method) argsort() (sammo.search.Optimizer method) arun() (sammo.components.Output method) (sammo.components.Union method) (sammo.scheduler.Scheduler method) AtMost (class in sammo.throttler) AzureChat (class in sammo.runners) AzureEmbedding (class in sammo.runners) AzureMixIn (class in sammo.runners) AzureVisionChat (class in sammo.runners)

B

BagOfMutators (class in sammo.mutators) barwidth (sammo.compactbars.SubProgressBar property) BASE_URL (sammo.runners.AnthropicChat attribute) (sammo.runners.GeminiChat attribute) (sammo.runners.OpenAIChat attribute) BaseRenderer (class in sammo.instructions)

BaseRunner (class in sammo.runners) BeamSearch (class in sammo.search) best (sammo.search.Optimizer property) best_prompt (sammo.search.Optimizer property) best_score (sammo.search.Optimizer property) bfs() (sammo.base.Result class method) break_even() (sammo.search.Optimizer method)

C

ChangeDataFormat (class in sammo.mutators) ChangeSectionsFormat (class in sammo.mutators) clone_with_stored_value() (sammo.base.Result method) CLOSING (sammo.extractors.ParseJSON attribute) CodeTimer (class in sammo.utils) CompactProgressBars (class in sammo.compactbars) Component (class in sammo.base)

compress() (sammo.mutators.StopwordsCompressor method) ComputeNode (class in sammo.scheduler) constants (sammo.data.DataTable property) copy() (sammo.data.DataTable method) Costs (class in sammo.base) costs (sammo.base.LLMResult property) (sammo.base.Runner property)

D

DataFormatter (class in sammo.dataformatters) DataTable (class in sammo.data) DEBUG_INTERVAL_SECONDS (sammo.throttler.Throttler attribute) DecreaseInContextExamples (class in sammo.mutators) DEFAULT_CACHE (sammo.runners.BaseRunner attribute) (sammo.runners.OpenAIEmbedding attribute) DEFAULT_NAMES (sammo.dataformatters.DataFormatter attribute) DEFAULT_SAVE_PATH (in module sammo.utils) DefaultExtractor (class in sammo.extractors)

delete_all_elements() (sammo.mutators.SyntaxTreeMutator static method) DETERMINISTIC (sammo.mutators.Paraphrase attribute) (sammo.mutators.Rewrite attribute) display() (sammo.scheduler.Scheduler method) DocumentComponent (class in sammo.instructions) done (sammo.compactbars.SubProgressBar property) DropExamples (class in sammo.mutators) DropIntro (class in sammo.mutators) DropParameter (class in sammo.mutators)

E

elapsed (sammo.compactbars.SubProgressBar property) elapsed_long (sammo.compactbars.SubProgressBar property) EmbeddingFewshotExamples (class in sammo.instructions) EmptyResult (class in sammo.base) EnumerativeSearch (class in sammo.search)

eta (sammo.compactbars.SubProgressBar property) evaluate() (sammo.search.Optimizer method) EvaluationScore (class in sammo.base) Extractor (class in sammo.extractors) ExtractRegex (class in sammo.extractors)

F

factor (sammo.extractors.ToNum property) FewshotExamples (class in sammo.instructions) finalize() (sammo.compactbars.CompactProgressBars method) find_all() (sammo.base.Component method) (sammo.css_matching.XmlTree method) find_first() (sammo.base.Component method) find_image_segments() (sammo.runners.OpenAIVisionChat class method) fit() (sammo.search.Optimizer method) fit_costs (sammo.search.Optimizer property) fit_transform() (sammo.search.Optimizer method)

ForEach (class in sammo.components) format_batch() (sammo.dataformatters.DataFormatter method) format_datatable() (sammo.dataformatters.DataFormatter method) format_single() (sammo.dataformatters.DataFormatter method) FRACTION_EOL (sammo.extractors.ExtractRegex attribute) from_file() (sammo.express.MarkdownParser static method) from_json() (sammo.data.DataTable class method) (sammo.store.PersistentDict class method) from_pandas() (sammo.data.DataTable class method) from_pyglove() (sammo.css_matching.XmlTree class method) from_records() (sammo.data.DataTable class method)

G

GeminiChat (class in sammo.runners) generate_embedding() (sammo.runners.OpenAIEmbedding method) generate_text() (sammo.runners.AnthropicChat method) (sammo.runners.GeminiChat method) (sammo.runners.MockedRunner method) (sammo.runners.OpenAIChat method) GenerateText (class in sammo.components) get() (sammo.compactbars.CompactProgressBars method) get_extractor() (sammo.dataformatters.JSONDataFormatter method) (sammo.dataformatters.MultiLabelFormatter method) (sammo.dataformatters.QuestionAnswerFormatter method) (sammo.dataformatters.XMLDataFormatter method)

get_first_point() (in module sammo.search_op) get_initial_candidates() (sammo.mutators.APE method) (sammo.mutators.Mutator method) get_minibatch_iterator() (sammo.data.DataTable method) get_phrases() (sammo.mutators.SyntaxTreeMutator class method) get_points_from_search_space() (in module sammo.search_op) get_sammo_config() (sammo.express.MarkdownParser method) get_sammo_program() (sammo.express.MarkdownParser method) get_value() (sammo.base.Result static method) guess_json_schema() (sammo.runners.BaseRunner class method) (sammo.runners.OpenAIBaseRunner class method) guess_schema() (sammo.runners.JsonSchema class method)

H

HTML_CLASSES (in module sammo.express)

HTML_COMMENT (in module sammo.express) HTML_IDS (in module sammo.express)

I

InduceInstructions (class in sammo.mutators) InMemoryDict (class in sammo.store) INPUT_FIELD (sammo.runners.OpenAIEmbedding attribute)

InputData (class in sammo.instructions) inputs (sammo.data.DataTable property) INT_EOL (sammo.extractors.ExtractRegex attribute) interval (sammo.utils.CodeTimer property)

J

JSONDataFormatter (class in sammo.dataformatters)

JSONPath (class in sammo.extractors) JsonSchema (class in sammo.runners)

L

LambdaExtractor (class in sammo.extractors) LAST_TSV_COL (sammo.extractors.ExtractRegex attribute) LLMResult (class in sammo.base) load() (sammo.search.Optimizer static method) load_image() (sammo.runners.OpenAIVisionChat class method)

log() (sammo.search.BeamSearch method) logger (in module sammo.extractors) (in module sammo.mutators) (in module sammo.runners) (in module sammo.scheduler) (in module sammo.search)

M

MAIN_NAME (in module sammo.utils) MAIN_PATH (in module sammo.utils) many_of() (in module sammo.search_op) MarkdownParser (class in sammo.express) (class in sammo.extractors) MarkdownRenderer (class in sammo.instructions) MarkdownRendererAlt (class in sammo.instructions) MAX_BATCH_SIZE (sammo.instructions.EmbeddingFewshotExamples attribute) MetaPrompt (class in sammo.instructions) MockedRunner (class in sammo.runners) module sammo sammo.base sammo.compactbars sammo.components sammo.css_matching sammo.data sammo.dataformatters sammo.express sammo.extractors sammo.instructions sammo.mutators sammo.runners sammo.scheduler sammo.search sammo.search_op sammo.store sammo.throttler sammo.utils

MultiLabelFormatter (class in sammo.dataformatters) mutate() (sammo.mutators.APO method) (sammo.mutators.BagOfMutators method) (sammo.mutators.ChangeDataFormat method) (sammo.mutators.DecreaseInContextExamples method) (sammo.mutators.DropParameter method) (sammo.mutators.InduceInstructions method) (sammo.mutators.Mutator method) (sammo.mutators.PruneSyntaxTree method) (sammo.mutators.RepeatSegment method) (sammo.mutators.ReplaceParameter method) (sammo.mutators.Rewrite method) (sammo.mutators.SyntaxTreeMutator method) MutatedCandidate (class in sammo.mutators) Mutator (class in sammo.mutators)

N

n_minibatches() (sammo.components.Output method) NEEDS_SCHEDULING (sammo.base.Component attribute) (sammo.components.ForEach attribute) (sammo.components.GenerateText attribute)

NonEmptyResult (class in sammo.base) NonRetriableError

O

objective (sammo.mutators.Mutator property) offset (sammo.extractors.ToNum property) one_of() (in module sammo.search_op) OpenAIBaseRunner (class in sammo.runners) OpenAIChat (class in sammo.runners) OpenAIEmbedding (class in sammo.runners)

OpenAIVisionChat (class in sammo.runners) OPENING (sammo.extractors.ParseJSON attribute) Optimizer (class in sammo.search) optional() (in module sammo.search_op) Output (class in sammo.components) outputs (sammo.data.DataTable property)

P

Paragraph (class in sammo.instructions) Paraphrase (class in sammo.mutators) parents (sammo.base.Result property) parse_document() (sammo.mutators.SyntaxTreeMutator static method) ParseJSON (class in sammo.extractors) ParseResult (class in sammo.base) ParseXML (class in sammo.extractors) pause_for (sammo.throttler.AtMost attribute) PERCENTAGE_EOL (sammo.extractors.ExtractRegex attribute) period (sammo.throttler.AtMost attribute) permutate() (in module sammo.search_op) persist() (sammo.store.InMemoryDict method)

persistent_hash() (sammo.data.DataTable method) PersistentDict (class in sammo.store) phase (sammo.compactbars.SubProgressBar property) phases (sammo.compactbars.SubProgressBar attribute) plot() (sammo.scheduler.Scheduler method) plot_call_trace() (sammo.base.Result method) plot_program() (sammo.base.Component method) priors (sammo.mutators.Mutator property) prompt_logger (in module sammo.runners) PROMPT_LOGGER_NAME (in module sammo) PruneSyntaxTree (class in sammo.mutators) PyGloveMatch (class in sammo.base)

Q

QuestionAnswerFormatter (class in sammo.dataformatters)

R

random_split() (sammo.data.DataTable method) RandomFewshotExamples (class in sammo.instructions) rate (sammo.compactbars.SubProgressBar property) RawRenderer (class in sammo.instructions) rebind() (sammo.base.Component method) RegularizedEvolution (class in sammo.search) RemoveStopWordsFromSegment (class in sammo.mutators) render_metaprompt() (sammo.instructions.BaseRenderer method) (sammo.instructions.RawRenderer method) (sammo.instructions.Renderer method) render_paragraph() (sammo.instructions.BaseRenderer method) (sammo.instructions.MarkdownRenderer method) (sammo.instructions.Renderer method) (sammo.instructions.XmlRenderer method) render_section() (sammo.instructions.MarkdownRenderer method) (sammo.instructions.RawRenderer method) (sammo.instructions.Renderer method) (sammo.instructions.XmlRenderer method) Renderer (class in sammo.instructions) RENDERERS (sammo.instructions.MetaPrompt attribute)

RepeatSegment (class in sammo.mutators) replace_all_elements() (sammo.mutators.SyntaxTreeMutator static method) replace_static_text() (sammo.base.Component method) ReplaceParameter (class in sammo.mutators) REPORT_COLUMNS (sammo.search.BeamSearch attribute) (sammo.search.EnumerativeSearch attribute) (sammo.search.Optimizer attribute) RESAMPLE (sammo.mutators.APE attribute) reset_costs() (sammo.base.Runner method) RestRunner (class in sammo.runners) Result (class in sammo.base) RetriableError RETRY_ERRORS (sammo.runners.BaseRunner attribute) REUTERS_STOPLIST (sammo.mutators.StopwordsCompressor attribute) Rewrite (class in sammo.mutators) run() (sammo.components.Output method) (sammo.components.Union method) (sammo.scheduler.Scheduler method) run_node() (sammo.scheduler.Scheduler method) Runner (class in sammo.base)

S

sammo module sammo.base module sammo.compactbars module sammo.components module sammo.css_matching module sammo.data module sammo.dataformatters module sammo.express module sammo.extractors module sammo.instructions module sammo.mutators module sammo.runners module sammo.scheduler module sammo.search module sammo.search_op module sammo.store module sammo.throttler module

sammo.utils module sample() (sammo.data.DataTable method) save() (sammo.search.Optimizer method) save_json() (sammo.search.Optimizer method) SCENARIO (sammo.runners.AzureChat attribute) (sammo.runners.AzureEmbedding attribute) (sammo.runners.AzureVisionChat attribute) Scheduler (class in sammo.scheduler) score() (sammo.search.Optimizer method) Section (class in sammo.instructions) SegmentToBulletPoints (class in sammo.mutators) SequentialSearch (class in sammo.search) serialize_json() (in module sammo.utils) set_static_text() (sammo.instructions.Section method) setup_logger() (in module sammo) ShortenSegment (class in sammo.mutators) show_report() (sammo.search.Optimizer method) shuffle() (sammo.data.DataTable method) sleep() (sammo.throttler.Throttler static method) split_into_phrases() (sammo.mutators.SyntaxTreeMutator class method) SplitLines (class in sammo.extractors) static_text() (sammo.instructions.Section method) StopwordsCompressor (class in sammo.mutators) store_as() (sammo.base.Component method) StoreAs (class in sammo.base) StripWhitespace (class in sammo.extractors) SubProgressBar (class in sammo.compactbars) SUFFIX (sammo.runners.GeminiChat attribute) (sammo.runners.OpenAIChat attribute) (sammo.runners.OpenAIEmbedding attribute) swap_all_elements() (sammo.mutators.SyntaxTreeMutator static method) sync() (in module sammo.utils) syntax_parser (sammo.mutators.SyntaxTreeMutator attribute) SyntaxTreeMutator (class in sammo.mutators)

T

Template (class in sammo.base) TEMPLATE (sammo.mutators.Paraphrase attribute) (sammo.mutators.Rewrite attribute) (sammo.mutators.SegmentToBulletPoints attribute) (sammo.mutators.ShortenSegment attribute) text (sammo.base.Component property) (sammo.base.Template property) TextResult (class in sammo.base) Throttler (class in sammo.throttler) TimeoutResult (class in sammo.base) to_dict() (sammo.base.Costs method) (sammo.base.EvaluationScore method)

to_json() (sammo.base.Result method) (sammo.data.DataTable method) (sammo.store.PersistentDict method) to_records() (sammo.data.DataTable method) to_short_string() (sammo.base.Component method) to_string() (sammo.css_matching.XmlTree static method) (sammo.data.DataTable method) ToNum (class in sammo.extractors) total (sammo.base.Costs property) (sammo.compactbars.SubProgressBar property) transform() (sammo.search.Optimizer method) type (sammo.throttler.AtMost attribute)

U

UNDERLINES (sammo.instructions.MarkdownRenderer attribute) Union (class in sammo.components)

update() (sammo.compactbars.SubProgressBar method) update_job_stats() (sammo.throttler.Throttler method) update_priors() (sammo.mutators.Mutator method)

V

vacuum() (sammo.store.PersistentDict method) validate() (sammo.search.Optimizer method)

value (sammo.throttler.AtMost attribute) values_as_list() (sammo.base.Result method) VerbatimText (class in sammo.base)

W

wait_in_line() (sammo.throttler.Throttler method) with_extractor() (sammo.instructions.MetaPrompt method)

with_op() (sammo.base.Result method) with_parent() (sammo.base.Result method) (sammo.mutators.MutatedCandidate method)

X

XML_TAGS (sammo.extractors.ParseXML attribute) XMLDataFormatter (class in sammo.dataformatters)

XmlRenderer (class in sammo.instructions) XmlTree (class in sammo.css_matching)

Y

YAMLParser (class in sammo.extractors)