dspy.Retrieve
Constructor
The constructor initializes the Retrieve
class and sets up its attributes, taking in k
number of retrieval passages to return for a query.
class Retrieve(Parameter):
def __init__(self, k=3):
self.stage = random.randbytes(8).hex()
self.k = k
Parameters:
k
(Any): Number of retrieval responses
Method
__call__(self, *args, **kwargs):
This method serves as a wrapper for the forward
method. It allows making retrievals on an input query using the Retrieve
class.
Parameters:
**args
: Arguments required for retrieval.**kwargs
: Keyword arguments required for retrieval.
Returns:
- The result of the
forward
method.
Examples
query='When was the first FIFA World Cup held?'
# Call the retriever on a particular query.
retrieve = dspy.Retrieve(k=3)
topK_passages = retrieve(query).passages
print(f"Top {retrieve.k} passages for question: {query} \n", '-' * 30, '\n')
for idx, passage in enumerate(topK_passages):
print(f'{idx+1}]', passage, '\n')