Index

_

__init__() (ai.analysis.dataset_usage_analyzer.DatasetUsageAnalyzer method) (ai.analysis.dataset_usage_analyzer.FormattedAnalysis method) (ai.analysis.model.token_price_calculator.ModelPriceInfo method) (ai.analysis.money.currency.Currency method) (ai.analysis.money.money.Money method) (ai.analysis.run.analysis_result.AnalysisResult method) (ai.analysis.run.assistant_run.AssistantRun method) (ai.analysis.run.assistant_runs.AssistantRunsAnalyzer method) (ai.assistant.assistant.Assistant method) (ai.assistant.factories.assistant_factory.ChatAssistantFactory method) (ai.assistant.model.model_provider.ModelProvider method) (ai.assistant.model.model_provider.ModelProviders method) (config.config.Config method) (config.config.TextConfig method) (config.run_information.RunInformation method) (config.version.ReleaseInformation method) (config.version.Version method) (config.version.VersionType method) (graph.data.key_value_store.KeyValueStore method) (graph.nodes.core.executable_node.ExecutableNode method) (graph.nodes.core.random_collection_node.RandomCollectionNode method) (graph.nodes.core.random_table_node.RandomTableNode method) (random_collections.random_collection.RandomCollection method) (random_collections.random_collection_table.RandomTable method) (util.formatting.words.TextProcessor method) (util.lin_reg_plot_helper.LinRegPredictor method) (util.merge_datasets.FileInformation method) (util.number_interval_generator.NumberInterval method) (util.text_similarity.lsh_min_hash.lsh_min_hash.LSHMinHash method) (util.text_similarity.lsh_min_hash.lsh_min_hash.TextMinHash method) (util.text_similarity.lsh_min_hash.shingles_generator.MultipleShinglesGenerator method) (util.text_similarity.lsh_min_hash.shingles_generator.ShinglesGenerator method) (util.text_similarity.lsh_min_hash.shingles_generator.SimpleShinglesGenerator method) (util.text_similarity.lsh_min_hash.time_analysis.MeasureLSHTimeComplexity method) (util.text_similarity.lsh_min_hash.time_analysis.MeasurementParams method) (util.text_similarity.lsh_min_hash.time_analysis.RandomTextsGenerator method) (util.text_similarity.max_independent_set_calc_test.MeasureIndependentSetCalc method) (util.text_similarity.max_independent_set_calc_test.MeasurementResult method) (util.text_similarity.max_independent_set_calc_test.RandomGraphGenerator method) (util.text_similarity.max_independent_set_calc_test.ScatterData method) (util.text_similarity.max_independent_set_calc_test.StaticCalcNumPairs method) (util.text_similarity.texts_similarity_filter.TextsSimilarityFilter method)

_assistant_runs (ai.analysis.run.assistant_runs.AssistantRunsAnalyzer attribute) _completion_result (ai.analysis.run.assistant_run.AssistantRun attribute) _currency (ai.analysis.dataset_usage_analyzer.DatasetUsageAnalyzer attribute) _logger (ai.analysis.dataset_usage_analyzer.DatasetUsageAnalyzer attribute) (ai.analysis.run.assistant_run.AssistantRun attribute) _model_price_calculator (ai.analysis.run.assistant_run.AssistantRun attribute) _runs_by_assistant (ai.analysis.dataset_usage_analyzer.DatasetUsageAnalyzer attribute) _values (random_collections.random_collection.RandomCollection attribute) _weights (random_collections.random_collection.RandomCollection attribute)

A

AbstractAnalyzer (class in ai.analysis.run.abstract_analyzer) add() (ai.assistant.model.model_provider.ModelProviders method) add_dict() (ai.assistant.model.model_provider.ModelProviders method) add_run() (ai.analysis.dataset_usage_analyzer.DatasetUsageAnalyzer method) ai module ai.analysis module ai.analysis.cost_analyzer_decorator module ai.analysis.cost_analyzer_decorator_test module ai.analysis.dataset_usage_analyzer module ai.analysis.model module ai.analysis.model.assistant_chat_model module ai.analysis.model.token_price_calculator module ai.analysis.model.token_type module ai.analysis.money module ai.analysis.money.currency module ai.analysis.money.money module ai.analysis.money.money_test module ai.analysis.run module ai.analysis.run.abstract_analyzer module ai.analysis.run.analysis_result module ai.analysis.run.analysis_result_test module ai.analysis.run.assistant_run module

ai.analysis.run.assistant_runs module ai.assistant module ai.assistant.assistant module ai.assistant.factories module ai.assistant.factories.assistant_factory module ai.assistant.model module ai.assistant.model.model_provider module ai.assistant.model.model_provider_test module ai_model (ai.assistant.assistant.Assistant attribute), [1] ai_model_provider (ai.assistant.assistant.Assistant attribute), [1] amount (ai.analysis.money.money.Money attribute) amount_batches (config.run_information.RunInformation property) AnalysisResult (class in ai.analysis.run.analysis_result) analyze_calc_run() (util.text_similarity.max_independent_set_calc_test.MeasureIndependentSetCalc method) analyze_calc_runs() (util.text_similarity.max_independent_set_calc_test.MeasureIndependentSetCalc method) api_key (ai.assistant.model.model_provider.ModelProvider attribute), [1] approx_calc() (in module util.text_similarity.max_independent_set_calc_test) ApproximateIndependentSetCalc (class in util.text_similarity.max_independent_set_calc) arbitrary_types_allowed (ai.assistant.assistant.Assistant.Config attribute) as_file_version() (config.version.Version method) assistant (ai.analysis.dataset_usage_analyzer.FormattedAnalysis attribute), [1] (ai.analysis.run.analysis_result.AnalysisResult attribute), [1] (ai.analysis.run.assistant_run.AssistantRun attribute) Assistant (class in ai.assistant.assistant) Assistant.Config (class in ai.assistant.assistant) AssistantChatModel (class in ai.analysis.model.assistant_chat_model) AssistantName (class in ai.assistant.assistant) AssistantRun (class in ai.analysis.run.assistant_run) AssistantRunsAnalyzer (class in ai.analysis.run.assistant_runs) assistants (config.config.Config attribute), [1] AssistantsDontMatchError, [1] available_words (util.text_similarity.lsh_min_hash.time_analysis.RandomTextsGenerator attribute), [1] average_words (util.text_similarity.lsh_min_hash.time_analysis.RandomTextsGenerator attribute), [1]

B

base_prompt (ai.assistant.assistant.Assistant attribute), [1] base_url (ai.assistant.model.model_provider.ModelProvider attribute), [1] build_from_dict() (random_collections.random_collection_table.RandomTableBuilder static method)

build_from_enum() (random_collections.random_collection.RandomCollectionBuilder static method) build_from_list_of_values() (random_collections.random_collection.RandomCollectionBuilder static method) build_from_value_weight_dict() (random_collections.random_collection.RandomCollectionBuilder static method) build_from_weight_table() (random_collections.random_collection_table.RandomTableBuilder static method)

C

calc (util.text_similarity.max_independent_set_calc_test.MeasureIndependentSetCalc attribute) CalcNumPairs (class in util.text_similarity.max_independent_set_calc_test) chat() (ai.assistant.assistant.Assistant method) ChatAssistantFactory (class in ai.assistant.factories.assistant_factory) completion_tokens (ai.analysis.run.analysis_result.AnalysisResult attribute), [1] CompletionNotFoundException completions_cost (ai.analysis.dataset_usage_analyzer.FormattedAnalysis attribute), [1] (ai.analysis.run.analysis_result.AnalysisResult attribute), [1] config module Config (class in config.config) config.config module config.run_information module

config.version module config.version_test module convert_to() (ai.analysis.money.money.Money method) (ai.analysis.run.analysis_result.AnalysisResult method) core module cost_analyzer() (in module ai.analysis.cost_analyzer_decorator) count_words() (in module util.formatting.words) create() (ai.assistant.factories.assistant_factory.ChatAssistantFactory method) create_positive_unbounded_interval() (util.number_interval_generator.NumberInterval static method) create_random_pairs() (util.text_similarity.max_independent_set_calc_test.RandomGraphGenerator method) create_unbounded_interval() (util.number_interval_generator.NumberInterval static method) Currency (class in ai.analysis.money.currency) currency_type (ai.analysis.money.money.Money attribute)

D

DatasetUsageAnalyzer (class in ai.analysis.dataset_usage_analyzer) DE (util.formatting.words.Language attribute)

dense_graph_gen() (in module util.text_similarity.max_independent_set_calc_test) DEVELOPMENT (config.config.RunType attribute)

E

Email_Answer (ai.assistant.assistant.AssistantName attribute) Email_Generation (ai.assistant.assistant.AssistantName attribute) Email_Translation (ai.assistant.assistant.AssistantName attribute) empty() (ai.analysis.run.analysis_result.AnalysisResult class method) EN (util.formatting.words.Language attribute)

EUR (ai.analysis.money.currency.Currency attribute), [1] eur_money() (in module ai.analysis.money.money_test) ExecutableNode (class in graph.nodes.core.executable_node) execute() (graph.nodes.core.executable_node.ExecutableNode method) (graph.nodes.core.executable_node.INode method) exists() (config.version.ReleaseInformation method)

F

factor (util.text_similarity.lsh_min_hash.time_analysis.MeasurementParams attribute) file_extension (config.version.ReleaseInformation attribute), [1] file_path (util.merge_datasets.FileInformation attribute) file_prefix (config.version.ReleaseInformation attribute), [1] FileInformation (class in util.merge_datasets) filter_similar_texts() (util.text_similarity.texts_similarity_filter.TextsSimilarityFilter method)

find_max_set() (util.text_similarity.max_independent_set_calc.ApproximateIndependentSetCalc method) (util.text_similarity.max_independent_set_calc.GreedyIndependentSetCalc method) (util.text_similarity.max_independent_set_calc.MaxIndependentSetCalc method) (util.text_similarity.max_independent_set_calc.OptimalIndependentSetCalc method) format_timedelta() (in module util.formatting.format_timedelta) FormattedAnalysis (class in ai.analysis.dataset_usage_analyzer) from_string() (config.version.Version static method)

G

generate_bounded_number() (util.number_interval_generator.NormalizedNumberGenerator method) generate_cost_summary() (ai.analysis.dataset_usage_analyzer.DatasetUsageAnalyzer method) generate_interval() (util.number_interval_generator.NumberIntervalGenerator method) generate_measurements() (util.text_similarity.lsh_min_hash.time_analysis.MeasureLSHTimeComplexity method) (util.text_similarity.max_independent_set_calc_test.MeasureIndependentSetCalc method) generate_random_texts() (util.text_similarity.lsh_min_hash.time_analysis.RandomTextsGenerator method) generate_shingles() (util.text_similarity.lsh_min_hash.shingles_generator.MultipleShinglesGenerator method) (util.text_similarity.lsh_min_hash.shingles_generator.ShinglesGenerator method) (util.text_similarity.lsh_min_hash.shingles_generator.SimpleShinglesGenerator method) get() (graph.data.key_value_store.KeyValueStore method) get_assistant_updated() (ai.analysis.run.assistant_run.AssistantRun method) get_by_key() (graph.data.key_value_store.KeyValueStore method) get_cleaned_text() (in module util.formatting.words) get_cost() (ai.analysis.model.token_price_calculator.TokenPriceCalculator method) get_cost_analysis() (ai.analysis.dataset_usage_analyzer.DatasetUsageAnalyzer method) (ai.analysis.run.abstract_analyzer.AbstractAnalyzer method) (ai.analysis.run.assistant_run.AssistantRun method) (ai.analysis.run.assistant_runs.AssistantRunsAnalyzer method) get_cost_for() (ai.analysis.model.token_price_calculator.ModelPriceInfo method) get_cost_per_thousand_tickets() (ai.analysis.run.analysis_result.AnalysisResult method) get_next_existing() (config.version.ReleaseInformation method) get_num_pairs() (util.text_similarity.max_independent_set_calc_test.CalcNumPairs method) (util.text_similarity.max_independent_set_calc_test.LinSquareRootCalcNumPairs method) (util.text_similarity.max_independent_set_calc_test.LogCalcNumPairs method) (util.text_similarity.max_independent_set_calc_test.StaticCalcNumPairs method) get_output_file() (config.version.ReleaseInformation method) get_poly_coeffs() (util.text_similarity.lsh_min_hash.time_analysis.MeasureLSHTimeComplexity method) get_quadratic_coeff() (util.lin_reg_plot_helper.LinRegPredictor method) get_random_intervals() (in module util.number_interval_generator_test) get_random_num_words() (util.text_similarity.lsh_min_hash.time_analysis.RandomTextsGenerator method) get_random_numbers() (in module util.number_interval_generator_test) get_random_value() (random_collections.random_collection.RandomCollection method) (random_collections.random_collection_interface.IRandom method) (random_collections.random_collection_table.RandomTable method) get_share() (ai.analysis.run.analysis_result.AnalysisResult method) get_similar_pairs() (util.text_similarity.lsh_min_hash.lsh_min_hash.LSHMinHash method)

get_strongly_cleaned_text() (in module util.formatting.words) get_tickets() (graph.data.key_value_store.KeyValueStore method) get_xs() (util.text_similarity.lsh_min_hash.time_analysis.MeasurementParams method) GPT_4_1 (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1] GPT_4_1_MINI (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1] GPT_4_1_NANO (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1] GPT_4O (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1] GPT_4O_MINI (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1] graph module graph.data module graph.data.key_value_store module graph.nodes module graph.nodes.core module graph.nodes.core.executable_node module graph.nodes.core.inject_storage_objects module graph.nodes.core.random_collection_node module graph.nodes.core.random_table_node module graph.nodes.node_factories module graph.nodes.ticket_nodes module graph_generator (util.text_similarity.max_independent_set_calc_test.MeasureIndependentSetCalc attribute) graph_runs_per_batch (config.config.Config attribute), [1] (config.run_information.RunInformation attribute), [1] graph_ticket_runs (config.run_information.RunInformation property) greedy_calc() (in module util.text_similarity.max_independent_set_calc_test) GreedyIndependentSetCalc (class in util.text_similarity.max_independent_set_calc)

H

has_invalid_characters() (in module util.formatting.json_parsing)

I

in_formatted() (ai.analysis.money.money.Money method) index (util.text_similarity.lsh_min_hash.lsh_min_hash.TextMinHash attribute) inject_storage_objects() (in module graph.nodes.core.inject_storage_objects) INode (class in graph.nodes.core.executable_node) INPUT (ai.analysis.model.token_type.TokenType attribute), [1]

input_token_cost (ai.analysis.model.token_price_calculator.ModelPriceInfo attribute), [1] InvalidCharacterException IRandom (class in random_collections.random_collection_interface) is_to_high() (config.version.Version method) iterations (util.text_similarity.lsh_min_hash.time_analysis.MeasurementParams attribute)

K

KeyValueStore (class in graph.data.key_value_store)

L

label (util.text_similarity.max_independent_set_calc_test.ScatterData attribute) Language (class in util.formatting.words) LinRegPredictor (class in util.lin_reg_plot_helper) LinSquareRootCalcNumPairs (class in util.text_similarity.max_independent_set_calc_test) LLAMA_3B (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1] LLAMA_70B (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1] log_error() (in module ai.assistant.assistant)

LogCalcNumPairs (class in util.text_similarity.max_independent_set_calc_test) lower_bound (util.number_interval_generator.NumberInterval attribute), [1] lower_number_bounds (util.number_interval_generator.NumberIntervalGenerator attribute), [1] lower_number_generator (util.number_interval_generator.NumberIntervalGenerator attribute), [1] lsh (util.text_similarity.lsh_min_hash.lsh_min_hash.LSHMinHash attribute) (util.text_similarity.lsh_min_hash.time_analysis.MeasureLSHTimeComplexity attribute) lsh_min_hash (util.text_similarity.texts_similarity_filter.TextsSimilarityFilter attribute) LSHMinHash (class in util.text_similarity.lsh_min_hash.lsh_min_hash)

M

MAJOR (config.version.VersionType attribute), [1] max_diff_set_calc (util.text_similarity.texts_similarity_filter.TextsSimilarityFilter attribute) MaxIndependentSetCalc (class in util.text_similarity.max_independent_set_calc) mean (util.number_interval_generator.NormalizedNumberGenerator attribute), [1] (util.number_interval_generator.NumberIntervalGenerator attribute) mean_length (config.config.TextConfig attribute), [1] measure_avg_time() (util.text_similarity.lsh_min_hash.time_analysis.MeasureLSHTimeComplexity method) measure_time() (util.text_similarity.lsh_min_hash.time_analysis.MeasureLSHTimeComplexity method) MeasureIndependentSetCalc (class in util.text_similarity.max_independent_set_calc_test) MeasureLSHTimeComplexity (class in util.text_similarity.lsh_min_hash.time_analysis) MeasurementParams (class in util.text_similarity.lsh_min_hash.time_analysis) MeasurementResult (class in util.text_similarity.max_independent_set_calc_test) merge() (graph.data.key_value_store.KeyValueStore method) merge_json_and_assign_uuid() (in module util.merge_datasets) min_upper_bound_log_base (util.number_interval_generator.NumberIntervalGenerator attribute), [1] minhash (util.text_similarity.lsh_min_hash.lsh_min_hash.TextMinHash attribute) MINOR (config.version.VersionType attribute), [1] mock_lsh_min_hash() (in module util.text_similarity.texts_similarity_filter_test) mock_max_set_calc() (in module util.text_similarity.texts_similarity_filter_test) MockedAssistant (class in ai.analysis.cost_analyzer_decorator_test) model (ai.analysis.dataset_usage_analyzer.FormattedAnalysis attribute), [1] (ai.analysis.run.analysis_result.AnalysisResult attribute), [1] model_computed_fields (util.number_interval_generator.NormalizedNumberGenerator attribute) (util.number_interval_generator.NumberIntervalGenerator attribute) model_config (util.number_interval_generator.NormalizedNumberGenerator attribute) (util.number_interval_generator.NumberIntervalGenerator attribute) model_fields (util.number_interval_generator.NormalizedNumberGenerator attribute) (util.number_interval_generator.NumberIntervalGenerator attribute) model_post_init() (util.number_interval_generator.NormalizedNumberGenerator method) (util.number_interval_generator.NumberIntervalGenerator method) model_price_infos (ai.analysis.model.token_price_calculator.TokenPriceCalculator attribute) ModelPriceInfo (class in ai.analysis.model.token_price_calculator) ModelProvider (class in ai.assistant.model.model_provider) ModelProviders (class in ai.assistant.model.model_provider) module ai ai.analysis ai.analysis.cost_analyzer_decorator ai.analysis.cost_analyzer_decorator_test ai.analysis.dataset_usage_analyzer ai.analysis.model ai.analysis.model.assistant_chat_model ai.analysis.model.token_price_calculator ai.analysis.model.token_type ai.analysis.money ai.analysis.money.currency ai.analysis.money.money ai.analysis.money.money_test ai.analysis.run ai.analysis.run.abstract_analyzer ai.analysis.run.analysis_result ai.analysis.run.analysis_result_test ai.analysis.run.assistant_run ai.analysis.run.assistant_runs ai.assistant ai.assistant.assistant ai.assistant.factories ai.assistant.factories.assistant_factory ai.assistant.model ai.assistant.model.model_provider ai.assistant.model.model_provider_test config config.config config.run_information config.version config.version_test core graph graph.data graph.data.key_value_store graph.nodes graph.nodes.core graph.nodes.core.executable_node graph.nodes.core.inject_storage_objects graph.nodes.core.random_collection_node graph.nodes.core.random_table_node graph.nodes.node_factories graph.nodes.ticket_nodes random_collections random_collections.random_collection random_collections.random_collection_interface random_collections.random_collection_table ticket_generator util util.formatting util.formatting.format_timedelta util.formatting.json_parsing util.formatting.words util.formatting.words_test util.lin_reg_plot_helper util.merge_datasets util.number_interval_generator util.number_interval_generator_test util.text_similarity util.text_similarity.lsh_min_hash util.text_similarity.lsh_min_hash.lsh_min_hash util.text_similarity.lsh_min_hash.lsh_min_hash_test util.text_similarity.lsh_min_hash.shingles_generator util.text_similarity.lsh_min_hash.time_analysis util.text_similarity.max_independent_set_calc util.text_similarity.max_independent_set_calc_test util.text_similarity.texts_similarity_filter util.text_similarity.texts_similarity_filter_test

Money (class in ai.analysis.money.money) MultipleShinglesGenerator (class in util.text_similarity.lsh_min_hash.shingles_generator)

N

name (ai.assistant.assistant.Assistant attribute), [1] (ai.assistant.model.model_provider.ModelProvider attribute), [1] next_version (config.version.ReleaseInformation property) next_version() (config.version.Version method) ngram_size (util.text_similarity.lsh_min_hash.shingles_generator.SimpleShinglesGenerator attribute) ngram_sizes (util.text_similarity.lsh_min_hash.shingles_generator.MultipleShinglesGenerator attribute) NormalizedNumberGenerator (class in util.number_interval_generator) num_pairs() (util.text_similarity.max_independent_set_calc_test.RandomGraphGenerator method) num_perm (util.text_similarity.lsh_min_hash.lsh_min_hash.LSHMinHash attribute)

num_points (util.text_similarity.lsh_min_hash.time_analysis.MeasurementParams attribute) num_texts (util.text_similarity.max_independent_set_calc_test.MeasurementResult attribute) number_bounds (util.number_interval_generator.NormalizedNumberGenerator attribute), [1] number_of_tickets (config.config.Config attribute), [1] (config.run_information.RunInformation attribute), [1] number_total_available_words (util.text_similarity.lsh_min_hash.time_analysis.RandomTextsGenerator attribute), [1] number_translation_nodes (config.config.Config attribute), [1] (config.run_information.RunInformation attribute), [1] NumberInterval (class in util.number_interval_generator) NumberIntervalGenerator (class in util.number_interval_generator)

O

optimal_calc() (in module util.text_similarity.max_independent_set_calc_test) OptimalIndependentSetCalc (class in util.text_similarity.max_independent_set_calc) OUTPUT (ai.analysis.model.token_type.TokenType attribute), [1]

output_dir (config.version.ReleaseInformation attribute), [1] output_file (config.config.Config property) output_token_cost (ai.analysis.model.token_price_calculator.ModelPriceInfo attribute), [1]

P

PAIRS_LIN_LOG_FUNC() (in module util.text_similarity.max_independent_set_calc_test) Paraphrase (ai.assistant.assistant.AssistantName attribute) parse_json_from_markdown() (in module util.formatting.json_parsing) PATCH (config.version.VersionType attribute), [1] plot_algos() (in module util.text_similarity.max_independent_set_calc_test) plot_regression() (in module util.lin_reg_plot_helper) plot_scatter() (in module util.lin_reg_plot_helper)

predict() (util.lin_reg_plot_helper.LinRegPredictor method) process() (util.formatting.words.TextProcessor method) PROD (config.version.VersionTag attribute), [1] PRODUCTION (config.config.RunType attribute) prompt_cost (ai.analysis.dataset_usage_analyzer.FormattedAnalysis attribute), [1] prompt_tokens (ai.analysis.run.analysis_result.AnalysisResult attribute), [1] prompts_cost (ai.analysis.run.analysis_result.AnalysisResult attribute), [1]

Q

QWEN_2_5_7B (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1]

QWEN_2_5_7B_TOGETHER (ai.analysis.model.assistant_chat_model.AssistantChatModel attribute), [1]

R

random_collections module random_collections.random_collection module random_collections.random_collection_interface module random_collections.random_collection_table module random_graph_gen() (in module util.text_similarity.max_independent_set_calc_test) random_text_generator (util.text_similarity.lsh_min_hash.time_analysis.MeasureLSHTimeComplexity attribute) RandomCollection (class in random_collections.random_collection) RandomCollectionBuilder (class in random_collections.random_collection) RandomCollectionNode (class in graph.nodes.core.random_collection_node) RandomGraphGenerator (class in util.text_similarity.max_independent_set_calc_test) randomization_factor (random_collections.random_collection.RandomCollection attribute) RandomTable (class in random_collections.random_collection_table)

RandomTableBuilder (class in random_collections.random_collection_table) RandomTableNode (class in graph.nodes.core.random_table_node) RandomTextsGenerator (class in util.text_similarity.lsh_min_hash.time_analysis) range (util.number_interval_generator.NumberInterval property) release_information (config.config.Config attribute), [1] release_type (config.version.ReleaseInformation attribute), [1] ReleaseInformation (class in config.version) remove_duplicate_words() (in module util.formatting.words) remove_unnecessary_words() (in module util.formatting.words) result_size (util.text_similarity.max_independent_set_calc_test.MeasurementResult attribute) run_information (config.config.Config property) run_openai() (ai.analysis.cost_analyzer_decorator_test.MockedAssistant method) (ai.assistant.assistant.Assistant method) run_type (config.config.Config attribute), [1] RunInformation (class in config.run_information) RunType (class in config.config)

S

save() (graph.data.key_value_store.KeyValueStore method) save_by_key() (graph.data.key_value_store.KeyValueStore method) save_chat() (ai.assistant.assistant.Assistant method) save_parse() (ai.assistant.assistant.Assistant method) save_tickets() (graph.data.key_value_store.KeyValueStore method) ScatterData (class in util.text_similarity.max_independent_set_calc_test) share (ai.analysis.dataset_usage_analyzer.FormattedAnalysis attribute), [1] shingles_generator (util.text_similarity.lsh_min_hash.lsh_min_hash.LSHMinHash attribute) ShinglesGenerator (class in util.text_similarity.lsh_min_hash.shingles_generator)

similarity_filter() (in module util.text_similarity.texts_similarity_filter_test) SimpleShinglesGenerator (class in util.text_similarity.lsh_min_hash.shingles_generator) some_assistant() (in module ai.analysis.run.analysis_result_test) standard_deviation (config.config.TextConfig attribute), [1] (util.number_interval_generator.NormalizedNumberGenerator attribute), [1] (util.number_interval_generator.NumberIntervalGenerator attribute), [1] start (util.text_similarity.lsh_min_hash.time_analysis.MeasurementParams attribute) StaticCalcNumPairs (class in util.text_similarity.max_independent_set_calc_test) storage (graph.data.key_value_store.KeyValueStore attribute)

T

Tag_Generation (ai.assistant.assistant.AssistantName attribute) temperature (ai.assistant.assistant.Assistant attribute), [1] TEST (config.version.VersionTag attribute), [1] test_absolute_time_should_be_small() (in module util.text_similarity.lsh_min_hash.lsh_min_hash_test) test_addition() (in module ai.analysis.run.analysis_result_test) test_addition_with_different_currencies_failed() (in module ai.analysis.money.money_test) test_adds_provider_correctly() (in module ai.assistant.model.model_provider_test) test_adds_provider_from_dict_correctly() (in module ai.assistant.model.model_provider_test) test_convert_to() (in module ai.analysis.money.money_test) test_cost_analyzer() (in module ai.analysis.cost_analyzer_decorator_test) test_currency_conversion() (in module ai.analysis.money.money_test) test_division_with_different_currencies_failed() (in module ai.analysis.money.money_test) test_equal_method() (in module util.number_interval_generator_test) test_equality() (in module ai.analysis.money.money_test) test_filter_similar_texts() (in module util.text_similarity.texts_similarity_filter_test) test_find_max_set() (in module util.text_similarity.max_independent_set_calc_test) test_get_cost_per_thousand_tickets() (in module ai.analysis.run.analysis_result_test) test_get_share() (in module ai.analysis.run.analysis_result_test) test_get_similar_pairs() (in module util.text_similarity.lsh_min_hash.lsh_min_hash_test) test_greedy_accuracy() (in module util.text_similarity.max_independent_set_calc_test) test_handles_duplicate_provider_names() (in module ai.assistant.model.model_provider_test) test_handles_empty_provider_dict() (in module ai.assistant.model.model_provider_test) test_in_formatted() (in module ai.analysis.money.money_test) test_initialization() (in module ai.analysis.money.money_test) test_int_addition() (in module ai.analysis.money.money_test) test_int_division() (in module ai.analysis.money.money_test) test_int_multiplication() (in module ai.analysis.money.money_test) test_int_subtraction() (in module ai.analysis.money.money_test) test_large_text_set() (in module util.text_similarity.lsh_min_hash.lsh_min_hash_test) test_money_addition() (in module ai.analysis.money.money_test) test_money_division() (in module ai.analysis.money.money_test) test_money_multiplication() (in module ai.analysis.money.money_test) test_money_subtraction() (in module ai.analysis.money.money_test)

test_multiplication_with_different_currencies_failed() (in module ai.analysis.money.money_test) test_random_interval_distribution() (in module util.number_interval_generator_test) test_random_numbers_intervals_are_in_bound() (in module util.number_interval_generator_test) test_release_information_exists() (in module config.version_test) test_release_information_get_next_existing() (in module config.version_test) test_release_information_get_output_file() (in module config.version_test) test_release_information_next_version() (in module config.version_test) test_subtraction_with_different_currencies_failed() (in module ai.analysis.money.money_test) test_sum_assistant_analysis() (in module ai.analysis.run.analysis_result_test) test_text_length_upper_bound() (in module util.number_interval_generator_test) test_threshold_variation() (in module util.text_similarity.lsh_min_hash.lsh_min_hash_test) test_time_complexity() (in module util.text_similarity.max_independent_set_calc_test) test_total_cost() (in module ai.analysis.run.analysis_result_test) test_version_as_file_version() (in module config.version_test) test_version_from_string() (in module config.version_test) test_version_next_version() (in module config.version_test) test_version_with_tag() (in module config.version_test) text (util.text_similarity.lsh_min_hash.lsh_min_hash.TextMinHash attribute) text_config (config.config.Config attribute), [1] TextConfig (class in config.config) TextMinHash (class in util.text_similarity.lsh_min_hash.lsh_min_hash) TextProcessor (class in util.formatting.words) TextsSimilarityFilter (class in util.text_similarity.texts_similarity_filter) threshold (util.text_similarity.lsh_min_hash.lsh_min_hash.LSHMinHash attribute) ticket_generator module time (util.text_similarity.max_independent_set_calc_test.MeasurementResult attribute) time_zone (config.config.Config attribute), [1] TokenPriceCalculator (class in ai.analysis.model.token_price_calculator) TokenType (class in ai.analysis.model.token_type) Topic_Finder (ai.assistant.assistant.AssistantName attribute) total_cost (ai.analysis.dataset_usage_analyzer.FormattedAnalysis attribute), [1] (ai.analysis.run.analysis_result.AnalysisResult property) transform_field_names() (in module ai.analysis.dataset_usage_analyzer)

U

update() (ai.analysis.run.analysis_result.AnalysisResult method) upper_bound (util.number_interval_generator.NumberInterval attribute), [1] upper_bound_difference_log_factor (util.number_interval_generator.NumberIntervalGenerator attribute), [1] USD (ai.analysis.money.currency.Currency attribute), [1] util module util.formatting module util.formatting.format_timedelta module util.formatting.json_parsing module util.formatting.words module util.formatting.words_test module util.lin_reg_plot_helper module util.merge_datasets module util.number_interval_generator module

util.number_interval_generator_test module util.text_similarity module util.text_similarity.lsh_min_hash module util.text_similarity.lsh_min_hash.lsh_min_hash module util.text_similarity.lsh_min_hash.lsh_min_hash_test module util.text_similarity.lsh_min_hash.shingles_generator module util.text_similarity.lsh_min_hash.time_analysis module util.text_similarity.max_independent_set_calc module util.text_similarity.max_independent_set_calc_test module util.text_similarity.texts_similarity_filter module util.text_similarity.texts_similarity_filter_test module

V

validate_value_weight_dict() (random_collections.random_collection_table.RandomTableBuilder static method) value_weight_dict (random_collections.random_collection_table.RandomTable attribute) Version (class in config.version) version (config.version.ReleaseInformation attribute), [1] (util.merge_datasets.FileInformation attribute) VERSION_FILE_PREFIX (config.version.Version attribute) VERSION_FILE_SPLIT (config.version.Version attribute)

VERSION_LIMIT (config.version.Version attribute) VERSION_PARTS (config.version.Version attribute) version_parts (config.version.Version attribute), [1] VERSION_SPLIT (config.version.Version attribute) version_tag (config.version.Version attribute), [1] VersionTag (class in config.version) VersionType (class in config.version)

W

with_tag() (config.version.Version method)

X

xs (util.text_similarity.max_independent_set_calc_test.ScatterData attribute)

Y

ys (util.text_similarity.max_independent_set_calc_test.ScatterData attribute)

Z

zero() (util.text_similarity.max_independent_set_calc_test.MeasurementResult static method)