Tai Truong
fix readme
d202ada
import requests
from requests.auth import HTTPBasicAuth
from langflow.base.models.openai_constants import OPENAI_MODEL_NAMES
from langflow.custom import Component
from langflow.inputs import DropdownInput, SecretStrInput, StrInput
from langflow.io import MessageTextInput, Output
from langflow.schema import Data
from langflow.schema.message import Message
class CombinatorialReasonerComponent(Component):
display_name = "Combinatorial Reasoner"
description = "Uses Combinatorial Optimization to construct an optimal prompt with embedded reasons. Sign up here:\nhttps://forms.gle/oWNv2NKjBNaqqvCx6"
icon = "Icosa"
name = "Combinatorial Reasoner"
inputs = [
MessageTextInput(name="prompt", display_name="Prompt"),
SecretStrInput(
name="openai_api_key",
display_name="OpenAI API Key",
info="The OpenAI API Key to use for the OpenAI model.",
advanced=False,
value="OPENAI_API_KEY",
),
StrInput(
name="username",
display_name="Username",
info="Username to authenticate access to Icosa CR API",
advanced=False,
),
SecretStrInput(
name="password",
display_name="Password",
info="Password to authenticate access to Icosa CR API.",
advanced=False,
),
DropdownInput(
name="model_name",
display_name="Model Name",
advanced=False,
options=OPENAI_MODEL_NAMES,
value=OPENAI_MODEL_NAMES[0],
),
]
outputs = [
Output(
display_name="Optimized Prompt",
name="optimized_prompt",
method="build_prompt",
),
Output(display_name="Selected Reasons", name="reasons", method="build_reasons"),
]
def build_prompt(self) -> Message:
params = {
"prompt": self.prompt,
"apiKey": self.openai_api_key,
"model": self.model_name,
}
creds = HTTPBasicAuth(self.username, password=self.password)
response = requests.post(
"https://cr-api.icosacomputing.com/cr/langflow",
json=params,
auth=creds,
timeout=100,
)
response.raise_for_status()
prompt = response.json()["prompt"]
self.reasons = response.json()["finalReasons"]
return prompt
def build_reasons(self) -> Data:
# list of selected reasons
final_reasons = [reason[0] for reason in self.reasons]
return Data(value=final_reasons)