haystack/haystack/errors.py
2023-04-14 17:59:17 +02:00

206 lines
7.3 KiB
Python

"""Custom Errors for Haystack"""
from typing import Optional
class HaystackError(Exception):
"""
Any error generated by Haystack.
This error wraps its source transparently in such a way that its attributes
can be accessed directly: for example, if the original error has a `message` attribute,
`HaystackError.message` will exist and have the expected content.
The messages of errors that might contain user-specific information will not be sent, e.g., DocumentStoreError or OpenAIError.
"""
def __init__(
self, message: Optional[str] = None, docs_link: Optional[str] = None, send_message_in_event: bool = True
):
super().__init__()
if message:
self.message = message
self.docs_link = None
def __getattr__(self, attr):
# If self.__cause__ is None, it will raise the expected AttributeError
getattr(self.__cause__, attr)
def __str__(self):
if self.docs_link:
docs_message = f"\n\nCheck out the documentation at {self.docs_link}"
return self.message + docs_message
return self.message
def __repr__(self):
return str(self)
class ModelingError(HaystackError):
"""Exception for issues raised by the modeling module"""
def __init__(self, message: Optional[str] = None, docs_link: Optional[str] = "https://haystack.deepset.ai/"):
super().__init__(message=message, docs_link=docs_link)
class AgentError(HaystackError):
"""Exception for issues raised within an agent"""
def __init__(
self, message: Optional[str] = None, docs_link: Optional[str] = "https://docs.haystack.deepset.ai/docs/agents"
):
super().__init__(message=message, docs_link=docs_link)
class PipelineError(HaystackError):
"""Exception for issues raised within a pipeline"""
def __init__(
self,
message: Optional[str] = None,
docs_link: Optional[str] = "https://docs.haystack.deepset.ai/docs/pipelines",
):
super().__init__(message=message, docs_link=docs_link)
class DatasetsError(HaystackError):
"""Exception for issues raised within a dataset"""
def __init__(
self,
message: Optional[str] = None,
docs_link: Optional[str] = "https://docs.haystack.deepset.ai/docs/documents_answers_labels#document",
):
super().__init__(message=message, docs_link=docs_link)
class PipelineSchemaError(PipelineError):
"""Exception for issues arising when reading/building the JSON schema of pipelines"""
def __init__(self, message: Optional[str] = None):
super().__init__(message=message)
class PipelineConfigError(PipelineError):
"""Exception for issues raised within a pipeline's config file"""
def __init__(
self,
message: Optional[str] = None,
docs_link: Optional[str] = "https://docs.haystack.deepset.ai/docs/pipelines#yaml-file-definitions",
):
super().__init__(message=message, docs_link=docs_link)
class DocumentStoreError(HaystackError):
"""Exception for issues that occur in a document store"""
def __init__(self, message: Optional[str] = None, send_message_in_event: bool = False):
super().__init__(message=message, send_message_in_event=send_message_in_event)
class FilterError(DocumentStoreError):
"""Exception for issues that occur building complex filters"""
def __init__(self, message: Optional[str] = None):
super().__init__(message=message)
class PineconeDocumentStoreError(DocumentStoreError):
"""Exception for issues that occur in a Pinecone document store"""
def __init__(self, message: Optional[str] = None):
super().__init__(message=message)
class DuplicateDocumentError(DocumentStoreError, ValueError):
"""Exception for Duplicate document"""
def __init__(self, message: Optional[str] = None):
super().__init__(message=message)
class NodeError(HaystackError):
"""Exception for issues that occur in a node"""
def __init__(self, message: Optional[str] = None, send_message_in_event: bool = True):
super().__init__(message=message, send_message_in_event=send_message_in_event)
class OpenAIError(NodeError):
"""Exception for issues that occur in the OpenAI APIs"""
def __init__(
self, message: Optional[str] = None, status_code: Optional[int] = None, send_message_in_event: bool = False
):
super().__init__(message=message, send_message_in_event=send_message_in_event)
self.status_code = status_code
class OpenAIRateLimitError(OpenAIError):
"""
Rate limit error for OpenAI API (status code 429)
See https://help.openai.com/en/articles/5955604-how-can-i-solve-429-too-many-requests-errors
See https://help.openai.com/en/articles/5955598-is-api-usage-subject-to-any-rate-limits
"""
def __init__(self, message: Optional[str] = None, send_message_in_event: bool = False):
super().__init__(message=message, status_code=429, send_message_in_event=send_message_in_event)
class OpenAIUnauthorizedError(OpenAIError):
"""
Unauthorized error for OpenAI API (status code 401)
See https://platform.openai.com/docs/guides/error-codes/api-errors
"""
def __init__(self, message: Optional[str] = None, send_message_in_event: bool = False):
super().__init__(message=message, status_code=401, send_message_in_event=send_message_in_event)
class CohereError(NodeError):
"""Exception for issues that occur in the Cohere APIs"""
def __init__(
self, message: Optional[str] = None, status_code: Optional[int] = None, send_message_in_event: bool = False
):
super().__init__(message=message, send_message_in_event=send_message_in_event)
self.status_code = status_code
class CohereUnauthorizedError(CohereError):
"""Exception for unauthorized access to Cohere APIs"""
def __init__(self, message: Optional[str] = None, send_message_in_event: bool = False):
super().__init__(message=message, status_code=401, send_message_in_event=send_message_in_event)
class ImageToTextError(NodeError):
"""Exception for issues that occur in the ImageToText node"""
def __init__(self, message: Optional[str] = None):
super().__init__(message=message)
class HuggingFaceInferenceError(NodeError):
"""Exception for issues that occur in the HuggingFace inference node"""
def __init__(
self, message: Optional[str] = None, status_code: Optional[int] = None, send_message_in_event: bool = False
):
super().__init__(message=message, send_message_in_event=send_message_in_event)
self.status_code = status_code
class HuggingFaceInferenceLimitError(HuggingFaceInferenceError):
"""Exception for issues that occur in the HuggingFace inference node due to rate limiting"""
def __init__(self, message: Optional[str] = None, send_message_in_event: bool = False):
super().__init__(message=message, status_code=429, send_message_in_event=send_message_in_event)
class HuggingFaceInferenceUnauthorizedError(HuggingFaceInferenceError):
"""Exception for issues that occur in the HuggingFace inference node due to unauthorized access"""
def __init__(self, message: Optional[str] = None, send_message_in_event: bool = False):
super().__init__(message=message, status_code=401, send_message_in_event=send_message_in_event)