Commit
·
b63cc5a
1
Parent(s):
5f72272
Add app.py
Browse files- TextGen/router.py +47 -0
- app.py +1 -0
TextGen/router.py
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from pydantic import BaseModel
|
| 2 |
+
|
| 3 |
+
from .ConfigEnv import config
|
| 4 |
+
from fastapi.middleware.cors import CORSMiddleware
|
| 5 |
+
|
| 6 |
+
from langchain.llms import Clarifai
|
| 7 |
+
from langchain.chains import LLMChain
|
| 8 |
+
from langchain.prompts import PromptTemplate
|
| 9 |
+
from TextGen import app
|
| 10 |
+
|
| 11 |
+
class Generate(BaseModel):
|
| 12 |
+
text:str
|
| 13 |
+
|
| 14 |
+
def generate_text(prompt: str):
|
| 15 |
+
if prompt == "":
|
| 16 |
+
return {"detail": "Please provide a prompt."}
|
| 17 |
+
else:
|
| 18 |
+
prompt = PromptTemplate(template=prompt, input_variables=['Prompt'])
|
| 19 |
+
llm = Clarifai(
|
| 20 |
+
pat = config.CLARIFAI_PAT,
|
| 21 |
+
user_id = config.USER_ID,
|
| 22 |
+
app_id = config.APP_ID,
|
| 23 |
+
model_id = config.MODEL_ID,
|
| 24 |
+
model_version_id=config.MODEL_VERSION_ID,
|
| 25 |
+
)
|
| 26 |
+
llmchain = LLMChain(
|
| 27 |
+
prompt=prompt,
|
| 28 |
+
llm=llm
|
| 29 |
+
)
|
| 30 |
+
llm_response = llmchain.run({"Prompt": prompt})
|
| 31 |
+
return Generate(text=llm_response)
|
| 32 |
+
|
| 33 |
+
app.add_middleware(
|
| 34 |
+
CORSMiddleware,
|
| 35 |
+
allow_origins=["*"],
|
| 36 |
+
allow_credentials=True,
|
| 37 |
+
allow_methods=["*"],
|
| 38 |
+
allow_headers=["*"],
|
| 39 |
+
)
|
| 40 |
+
|
| 41 |
+
@app.get("/", tags=["Home"])
|
| 42 |
+
def api_home():
|
| 43 |
+
return {'detail': 'Welcome to FastAPI TextGen Tutorial!'}
|
| 44 |
+
|
| 45 |
+
@app.post("/api/generate", summary="Generate text from prompt", tags=["Generate"], response_model=Generate)
|
| 46 |
+
def inference(input_prompt: str):
|
| 47 |
+
return generate_text(prompt=input_prompt)
|
app.py
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
from TextGen import app
|