Spaces:
Sleeping
Sleeping
Saravanan666
commited on
Create router.py
Browse files- TestGen/router.py +53 -0
TestGen/router.py
ADDED
@@ -0,0 +1,53 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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 |
+
|
10 |
+
from TextGen import app
|
11 |
+
|
12 |
+
class Generate(BaseModel):
|
13 |
+
text:str
|
14 |
+
|
15 |
+
def generate_text(prompt: str):
|
16 |
+
if prompt == "":
|
17 |
+
return {"detail": "Please provide a prompt."}
|
18 |
+
else:
|
19 |
+
prompt = PromptTemplate(template=prompt, input_variables=['Prompt'])
|
20 |
+
|
21 |
+
llm = Clarifai(
|
22 |
+
pat = config.CLARIFAI_PAT,
|
23 |
+
user_id = config.USER_ID,
|
24 |
+
app_id = config.APP_ID,
|
25 |
+
model_id = config.MODEL_ID,
|
26 |
+
model_version_id=config.MODEL_VERSION_ID,
|
27 |
+
)
|
28 |
+
|
29 |
+
llmchain = LLMChain(
|
30 |
+
prompt=prompt,
|
31 |
+
llm=llm
|
32 |
+
)
|
33 |
+
|
34 |
+
llm_response = llmchain.run({"Prompt": prompt})
|
35 |
+
return Generate(text=llm_response)
|
36 |
+
|
37 |
+
|
38 |
+
|
39 |
+
app.add_middleware(
|
40 |
+
CORSMiddleware,
|
41 |
+
allow_origins=["*"],
|
42 |
+
allow_credentials=True,
|
43 |
+
allow_methods=["*"],
|
44 |
+
allow_headers=["*"],
|
45 |
+
)
|
46 |
+
|
47 |
+
@app.get("/", tags=["Home"])
|
48 |
+
def api_home():
|
49 |
+
return {'detail': 'Welcome to FastAPI TextGen Tutorial!'}
|
50 |
+
|
51 |
+
@app.post("/api/generate", summary="Generate text from prompt", tags=["Generate"], response_model=Generate)
|
52 |
+
def inference(input_prompt: str):
|
53 |
+
return generate_text(prompt=input_prompt)
|