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Add feature to s2sql that allow few-shots example tied to data model. (#571)
* 1.refactor the retrieval module. 2.refactor the http service module. 3.upgrade text2sql output format the parse for absolute time related expression in query. * fix bug. * upgrade the config module, now support config llm suppoted by langchain. * fix conflicts. * update text2sql config reload to be compitable with new config format. * modify default config. * 1.add self-consistency feature for text2sql. 2.upgrade llm api call from sync to async. 3.refactor text2sql module. 4. refactor semantical retriever modules. * merege with upstream master * add general retrieve service. * add api service for sql_agent for crud opereations of few-shots examples. * modify requirements * add auto-cot feature * 1. output log to a fixed log file. 2.allow few-shots examples tied to data model, and add strategy that extend examples when retrieved examples tied to a data model is not enough. 3. fix misformat in s2ql args. * add prior_ext to output. --------- Co-authored-by: shaoweigong <shaoweigong@tencent.com>
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@@ -70,6 +70,7 @@ def transform_sql_example_autoCoT_run(examplar_list, min_window_size, max_window
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transformed_sql_examplar = dict()
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transformed_sql_examplar['question'] = question
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transformed_sql_examplar['questionAugmented'] = question_augmented
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transformed_sql_examplar['modelName'] = table_name
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transformed_sql_examplar['dbSchema'] = db_schema
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transformed_sql_examplar['sql'] = sql
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transformed_sql_examplar['generatedSchemaLinkingCoT'] = generated_schema_linking_cot
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