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-rwxr-xr-xR2R/r2r/__init__.py110
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+import logging
+
+# Keep '*' imports for enhanced development velocity
+# corresponding flake8 error codes are F403, F405
+from .base import *
+from .integrations import *
+from .main import *
+from .parsers import *
+from .pipelines import *
+from .pipes import *
+from .prompts import *
+
+logger = logging.getLogger("r2r")
+logger.setLevel(logging.INFO)
+
+# Create a console handler and set the level to info
+ch = logging.StreamHandler()
+ch.setLevel(logging.INFO)
+
+# Create a formatter and set it for the handler
+formatter = logging.Formatter(
+ "%(asctime)s - %(levelname)s - %(name)s - %(message)s"
+)
+ch.setFormatter(formatter)
+
+# Add the handler to the logger
+logger.addHandler(ch)
+
+# Optional: Prevent propagation to the root logger
+logger.propagate = False
+
+__all__ = [
+ "R2RException",
+ "LoggingConfig",
+ "LocalKVLoggingProvider",
+ "PostgresLoggingConfig",
+ "PostgresKVLoggingProvider",
+ "RedisLoggingConfig",
+ "RedisKVLoggingProvider",
+ "KVLoggingSingleton",
+ "VectorEntry",
+ "VectorType",
+ "Vector",
+ "VectorSearchRequest",
+ "VectorSearchResult",
+ "AsyncPipe",
+ "PipeType",
+ "AsyncState",
+ "Prompt",
+ "DataType",
+ "DocumentType",
+ "Document",
+ "Extraction",
+ "ExtractionType",
+ "Fragment",
+ "FragmentType",
+ "SearchPipe",
+ # Parsers
+ "AsyncParser",
+ "CSVParser",
+ "DOCXParser",
+ "HTMLParser",
+ "JSONParser",
+ "MDParser",
+ "PDFParser",
+ "PPTParser",
+ "TextParser",
+ "XLSXParser",
+ "AsyncPipeline",
+ # Providers
+ "EmbeddingConfig",
+ "EmbeddingProvider",
+ "EvalConfig",
+ "EvalProvider",
+ "LLMEvalProvider",
+ "PromptConfig",
+ "PromptProvider",
+ "GenerationConfig",
+ "LLMChatCompletion",
+ "LLMChatCompletionChunk",
+ "LLMConfig",
+ "LLMProvider",
+ "VectorDBConfig",
+ "VectorDBProvider",
+ "R2RConfig",
+ "TextSplitter",
+ "RecursiveCharacterTextSplitter",
+ "generate_run_id",
+ "generate_id_from_label",
+ "R2REngine",
+ # Pipes
+ "EmbeddingPipe",
+ "EvalPipe",
+ "ParsingPipe",
+ "QueryTransformPipe",
+ "SearchRAGPipe",
+ "StreamingSearchRAGPipe",
+ "VectorSearchPipe",
+ "VectorStoragePipe",
+ "R2RPromptProvider",
+ "WebSearchPipe",
+ "R2RBuilder",
+ "R2R",
+ "KGAgentSearchPipe",
+ # Prebuilts
+ "MultiSearchPipe",
+ "R2RPipeFactoryWithMultiSearch",
+ # Integrations
+ "SerperClient",
+]