In this video, I am going to explain DSPy in simple words with a simple example. If, by end of the video, you are still unable to understand what DSPy is I will return your money. Guaranteed.
Code Used:
!pip install dspy-ai
!pip install openai~=0.28.1
import dspy
class ShakespeareanTranslation(dspy.Signature):
"""Translate simple english to Shakespearean english."""
simple_english = dspy.InputField()
shakespearean_english = dspy.OutputField()
from google.colab import userdata
OPENAI_API_KEY=userdata.get('OPENAI_API_KEY')
turbo = dspy.OpenAI(model='gpt-3.5-turbo', max_tokens=1000, api_key=OPENAI_API_KEY)
dspy.settings.configure(lm=turbo)
from dspy.signatures.signature import signature_to_template
shakespeare_translation_as_template = signature_to_template(ShakespeareanTranslation)
class CoT(dspy.Module):
def __init__(self):
super().__init__()
self.prog = dspy.ChainOfThought(ShakespeareanTranslation)
def forward(self, simple_english):
return self.prog(simple_english=simple_english)
c = CoT()
c.forward("You should relax and have fun while it lasts.")