haystack/haystack/errors.py
Julian Risch 5ce7a404ac
feat: Add Agent (#4148)
* initial Agent implementation

* mypy and pylint fixes

* add missing ABC import

* improved prompt template

* refactor and shorten run method

* refactor and shorten run method

* add tests for extracting

* fix mixed up tool_input/observation & make tests more robust

* fix bug with max_iterations and update prompt template

* allow setting prompt_template in Agent init

* remove example yml for agent

* add final prediction to transcript

* add transcript to errors and accept PromptTemplate in init

* simplify if else to elif

Co-authored-by: Silvano Cerza <3314350+silvanocerza@users.noreply.github.com>

* add checks for max_iter<2 and empty list returned by prompt node

---------

Co-authored-by: Silvano Cerza <3314350+silvanocerza@users.noreply.github.com>
2023-02-21 14:27:40 +01:00

166 lines
5.7 KiB
Python

"""Custom Errors for Haystack"""
from typing import Optional
from haystack.telemetry import send_custom_event
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.
If send_message_in_event is set to True (default), the message will be sent as part of a telemetry event reporting the error.
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
):
payload = {"message": message} if send_message_in_event else {}
send_custom_event(event=f"{type(self).__name__} raised", payload=payload)
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 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 AudioNodeError(NodeError):
"""Exception for issues that occur in a node of the audio module"""
def __init__(self, message: Optional[str] = None):
super().__init__(message=message)
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 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 ImageToTextError(NodeError):
"""Exception for issues that occur in the ImageToText node"""
def __init__(self, message: Optional[str] = None):
super().__init__(message=message)