H2O Sonar Python API
H2O Sonar Python API reference.
Python API
- h2o_sonar package
- Subpackages
- h2o_sonar.explainers package
- Submodules
- h2o_sonar.explainers.adversarial_similarity_explainer module
- h2o_sonar.explainers.backtesting_explainer module
- h2o_sonar.explainers.calibration_score_explainer module
- h2o_sonar.explainers.dataset_and_model_insights_explainer module
- h2o_sonar.explainers.dia_explainer module
- h2o_sonar.explainers.drift_explainer module
- h2o_sonar.explainers.dt_surrogate_explainer module
- h2o_sonar.explainers.fi_kernel_shap_explainer module
- h2o_sonar.explainers.fi_naive_shapley_explainer module
- h2o_sonar.explainers.friedman_h_statistic_explainer module
- h2o_sonar.explainers.morris_sa_explainer module
- h2o_sonar.explainers.pd_2_features_explainer module
- h2o_sonar.explainers.pd_ice_explainer module
- h2o_sonar.explainers.residual_dt_surrogate_explainer module
- h2o_sonar.explainers.residual_pd_ice_explainer module
- h2o_sonar.explainers.segment_performance_explainer module
- h2o_sonar.explainers.size_dependency_explainer module
- h2o_sonar.explainers.summary_shap_explainer module
- h2o_sonar.explainers.transformed_fi_shapley_explainer module
- Module contents
- Submodules
- h2o_sonar.evaluators package
- Submodules
- h2o_sonar.evaluators.abc_byop_evaluator module
- h2o_sonar.evaluators.bleu_evaluator module
- h2o_sonar.evaluators.classification_evaluator module
- h2o_sonar.evaluators.contact_information_byop_evaluator module
- h2o_sonar.evaluators.fairness_bias_evaluator module
- h2o_sonar.evaluators.gptscore_evaluator module
- h2o_sonar.evaluators.gptscore_machine_translation_evaluator module
- h2o_sonar.evaluators.gptscore_question_answering_evaluator module
- h2o_sonar.evaluators.gptscore_summary_without_reference_evaluator module
- h2o_sonar.evaluators.gptscore_summary_with_reference_evaluator module
- h2o_sonar.evaluators.language_mismatch_byop_evaluator module
- h2o_sonar.evaluators.parameterizable_byop_evaluator module
- h2o_sonar.evaluators.perplexity_evaluator module
- h2o_sonar.evaluators.pii_leakage_evaluator module
- h2o_sonar.evaluators.rag_answer_correctness_evaluator module
- h2o_sonar.evaluators.rag_answer_relevancy_evaluator module
- h2o_sonar.evaluators.rag_answer_relevancy_no_judge_evaluator module
- h2o_sonar.evaluators.rag_answer_similarity_evaluator module
- h2o_sonar.evaluators.rag_chunk_relevancy_evaluator module
- h2o_sonar.evaluators.rag_context_precision_evaluator module
- h2o_sonar.evaluators.rag_context_recall_evaluator module
- h2o_sonar.evaluators.rag_context_relevancy_evaluator module
- h2o_sonar.evaluators.rag_faithfulness_evaluator module
- h2o_sonar.evaluators.rag_groundedness_evaluator module
- h2o_sonar.evaluators.rag_hallucination_evaluator module
- h2o_sonar.evaluators.rag_ragas_evaluator module
- h2o_sonar.evaluators.rag_tokens_presence_evaluator module
- h2o_sonar.evaluators.rouge_evaluator module
- h2o_sonar.evaluators.sensitive_data_leakage_evaluator module
- h2o_sonar.evaluators.sexism_byop_evaluator module
- h2o_sonar.evaluators.stereotype_byop_evaluator module
- h2o_sonar.evaluators.summarization_byop_evaluator module
- h2o_sonar.evaluators.summarization_evaluator module
- h2o_sonar.evaluators.toxicity_evaluator module
- Module contents
- Submodules
- h2o_sonar.lib package
- Subpackages
- h2o_sonar.lib.api package
- Submodules
- h2o_sonar.lib.api.commons module
- h2o_sonar.lib.api.datasets module
- h2o_sonar.lib.api.explainers module
- h2o_sonar.lib.api.explanations module
- h2o_sonar.lib.api.formats module
- h2o_sonar.lib.api.interpretations module
- h2o_sonar.lib.api.judges module
- h2o_sonar.lib.api.models module
- h2o_sonar.lib.api.persistences module
- h2o_sonar.lib.api.plots module
- h2o_sonar.lib.api.problems module
- h2o_sonar.lib.api.results module
- Module contents
- h2o_sonar.lib.container package
- h2o_sonar.lib.integrations package
- h2o_sonar.lib.api package
- Module contents
- Subpackages
- h2o_sonar.methods package
- h2o_sonar.utils package
- Submodules
- h2o_sonar.utils.binning module
- h2o_sonar.utils.caching module
cache_all_minilm_l6_v2()cache_all_models()cache_baai_bge_small_en()cache_baai_bge_small_env15()cache_bert_base_uncased()cache_bge_m3()cache_detoxify_models()cache_eval_studio_models()cache_gptscore_evaluator_model()cache_hkunlp_instructor()cache_lmppl_perplexity_evaluator_model()cache_nltk()cache_nltk_averaged_perceptron_tagger()cache_nltk_punkt()cache_nltk_wordnet()cache_summac_vitc()cache_tiktoken_blobs()cache_vectara_hallucination_model()
- h2o_sonar.utils.crypto module
- h2o_sonar.utils.io module
- h2o_sonar.utils.normalization module
- h2o_sonar.utils.preprocessing module
- h2o_sonar.utils.problem_detection module
- h2o_sonar.utils.perturbations module
AbcSynAntPerturbatorAntonymPerturbatorCommaPerturbatorContextualMisinformationPerturbatorCopyPerturbatorEncodingPerturbatorEncodingPerturbatorBase16KeywordTyposCharacterPerturbatorPerturbatorPerturbatorDescriptorPerturbatorRegistryQwertyPerturbatorRandomCharacterDeletePerturbatorRandomCharacterInsertPerturbatorRandomCharacterReplacementPerturbatorRandomOCRCharacterPerturbatorSynonymPerturbatorWordSwapPerturbatorregister_ootb_perturbators()
- h2o_sonar.utils.sampling module
- h2o_sonar.utils.sanitization module
- h2o_sonar.utils.testing module
- Module contents
- Submodules
- h2o_sonar.explainers package
- Submodules
- h2o_sonar.config module
ConfigItemTypeConfigKeysConnectionConfigConnectionConfig.ENCRYPTED_FIELDSConnectionConfig.KEY_AUTH_SERVER_URLConnectionConfig.KEY_CLIENT_IDConnectionConfig.KEY_ENV_URLConnectionConfig.KEY_EXTRA_PARAMSConnectionConfig.KEY_KEYConnectionConfig.KEY_PASSWORDConnectionConfig.KEY_REALM_NAMEConnectionConfig.KEY_SERVER_IDConnectionConfig.KEY_SERVER_URLConnectionConfig.KEY_TOKENConnectionConfig.KEY_TOKEN_USE_TYPEConnectionConfig.KEY_TYPEConnectionConfig.KEY_USERNAMEConnectionConfig.from_dict()ConnectionConfig.to_dict()
ConnectionConfigTypeConnectionConfigType.AMAZON_BEDROCKConnectionConfigType.ANTHROPIC_CHATConnectionConfigType.AZURE_OPENAI_CHATConnectionConfigType.DRIVERLESS_AIConnectionConfigType.DRIVERLESS_AI_AIEMConnectionConfigType.DRIVERLESS_AI_STEAMConnectionConfigType.H2O_3ConnectionConfigType.H2O_GPTConnectionConfigType.H2O_GPT_EConnectionConfigType.H2O_LLM_OPSConnectionConfigType.HF_SPACESConnectionConfigType.OLLAMAConnectionConfigType.OPENAI_CHATConnectionConfigType.OPENAI_RAG
EvaluationJudgeConfigEvaluationJudgeConfig.KEY_COLLECTION_IDEvaluationJudgeConfig.KEY_CONNECTIONEvaluationJudgeConfig.KEY_DESCRIPTIONEvaluationJudgeConfig.KEY_JUDGE_TYPEEvaluationJudgeConfig.KEY_KEYEvaluationJudgeConfig.KEY_LLM_MODEL_NAMEEvaluationJudgeConfig.KEY_NAMEEvaluationJudgeConfig.from_dict()EvaluationJudgeConfig.to_dict()
EvaluationJudgeTypeEvaluationJudgeType.anthropic_llmEvaluationJudgeType.azure_openai_llmEvaluationJudgeType.customEvaluationJudgeType.h2ogptEvaluationJudgeType.h2ogpteEvaluationJudgeType.h2ogpte_llmEvaluationJudgeType.h2ollmopsEvaluationJudgeType.ollamaEvaluationJudgeType.openai_llmEvaluationJudgeType.openai_rag
H2o3ConfigH2o3Config.DEFAULT_AUTO_CLEANUPH2o3Config.DEFAULT_AUTO_STARTH2o3Config.DEFAULT_AUTO_STOPH2o3Config.DEFAULT_HOSTH2o3Config.DEFAULT_MAX_MEM_SIZEH2o3Config.DEFAULT_MIN_MEM_SIZEH2o3Config.DEFAULT_PORTH2o3Config.KEYSH2o3Config.KEY_AUTO_CLEANUPH2o3Config.KEY_AUTO_STARTH2o3Config.KEY_AUTO_STOPH2o3Config.KEY_HOSTH2o3Config.KEY_MAX_MEM_SIZEH2o3Config.KEY_MIN_MEM_SIZEH2o3Config.KEY_PORT
H2oSonarConfigH2oSonarConfig.CFG_BRANDINGH2oSonarConfig.CFG_CREATE_HTML_REPRESENTATIONSH2oSonarConfig.CFG_CUSTOM_EXPLAINERSH2oSonarConfig.CFG_DEVICEH2oSonarConfig.CFG_DO_SAMPLEH2oSonarConfig.CFG_ENABLE_DATASET_DOWNLOADINGH2oSonarConfig.CFG_ENABLE_SLOW_PERTURBATORSH2oSonarConfig.CFG_FORCE_EVAL_JUDGEH2oSonarConfig.CFG_H2O_AUTO_CLEANUPH2oSonarConfig.CFG_H2O_AUTO_STARTH2oSonarConfig.CFG_H2O_AUTO_STOPH2oSonarConfig.CFG_H2O_HOSTH2oSonarConfig.CFG_H2O_MAX_MEM_SIZEH2oSonarConfig.CFG_H2O_MIN_MEM_SIZEH2oSonarConfig.CFG_H2O_PORTH2oSonarConfig.CFG_HTTP_SSL_CERT_VERIFYH2oSonarConfig.CFG_LOOK_AND_FEELH2oSonarConfig.CFG_MODEL_CACHE_DIRH2oSonarConfig.CFG_MP_START_METHODH2oSonarConfig.CFG_NUM_QUANTILESH2oSonarConfig.CFG_PER_EXPLAINER_LOGGERH2oSonarConfig.CFG_SAMPLE_SIZEH2oSonarConfig.ENV_VAR_CFG_PREFIXH2oSonarConfig.KEY_BRANDINGH2oSonarConfig.KEY_CONNECTIONSH2oSonarConfig.KEY_CREATE_HTML_REPRESENTATIONSH2oSonarConfig.KEY_CUSTOM_EXPLAINERSH2oSonarConfig.KEY_DEVICEH2oSonarConfig.KEY_ENABLE_SLOW_PERTURBATORSH2oSonarConfig.KEY_EVALUATION_JUDGESH2oSonarConfig.KEY_FORCE_EVAL_JUDGEH2oSonarConfig.KEY_HTTP_SSL_CERT_VERIFYH2oSonarConfig.KEY_LICENSESH2oSonarConfig.KEY_LOOK_AND_FEELH2oSonarConfig.KEY_MODEL_CACHE_DIRH2oSonarConfig.KEY_PER_EXPLAINER_LOGGERH2oSonarConfig.MP_START_METHOD_FORKH2oSonarConfig.MP_START_METHOD_FORKSERVERH2oSonarConfig.MP_START_METHOD_SPAWNH2oSonarConfig.VALUE_AUTOH2oSonarConfig.VALUE_CPUH2oSonarConfig.VALUE_CUDAH2oSonarConfig.VALUE_GPUH2oSonarConfig.VALUE_MPSH2oSonarConfig.VALUE_NPUH2oSonarConfig.VALUE_STR_FALSEH2oSonarConfig.VALUE_STR_TRUEH2oSonarConfig.add_connection()H2oSonarConfig.add_evaluation_judge()H2oSonarConfig.add_license()H2oSonarConfig.copy()H2oSonarConfig.custom_explainersH2oSonarConfig.describe_config_item()H2oSonarConfig.describe_config_items()H2oSonarConfig.env_and_override()H2oSonarConfig.from_toml()H2oSonarConfig.get_connection()H2oSonarConfig.get_evaluation_judge()H2oSonarConfig.get_license()H2oSonarConfig.h2o_auto_cleanupH2oSonarConfig.h2o_auto_startH2oSonarConfig.h2o_auto_stopH2oSonarConfig.h2o_hostH2oSonarConfig.h2o_portH2oSonarConfig.http_ssl_cert_verifyH2oSonarConfig.load()H2oSonarConfig.load_and_override()H2oSonarConfig.mli_nlp_append_to_english_stop_wordsH2oSonarConfig.mli_nlp_max_dfH2oSonarConfig.mli_nlp_max_ngramH2oSonarConfig.mli_nlp_min_dfH2oSonarConfig.mli_nlp_min_ngramH2oSonarConfig.mli_nlp_min_token_modeH2oSonarConfig.mli_nlp_stop_wordsH2oSonarConfig.mli_nlp_surrogate_tokenizerH2oSonarConfig.mli_nlp_surrogate_tokensH2oSonarConfig.mli_nlp_tokenizerH2oSonarConfig.mli_nlp_use_stop_wordsH2oSonarConfig.mli_num_quantilesH2oSonarConfig.mli_sampleH2oSonarConfig.mli_sample_sizeH2oSonarConfig.resolve_gpu_cpu_device()H2oSonarConfig.save()H2oSonarConfig.to_dict()H2oSonarConfig.to_toml()
LicenseConfigProductLicenseConfigTokenUseType
- h2o_sonar.errors module
DatasetTooBigErrorExplainerCompatibilityErrorInvalidArgumentErrorInvalidArgumentValueErrorInvalidDataErrorMliErrorMliJsonDeserializationErrorMliJsonSerializationErrorMliNotFoundErrorMliPredictMethodErrorMliTypeErrorMliUnsupportedDataFormatErrorMliUnsupportedErrorMliUnsupportedOperationErrorRenderingErrorUnknownExplainerError
- h2o_sonar.h2o_sonar_cli module
- h2o_sonar.interpret module
- h2o_sonar.loggers module
- h2o_sonar.version module
- h2o_sonar.config module
- Module contents
- Subpackages