Upload 4 files
Browse files- Dockerfile +27 -0
- main.py +20 -0
- requirements.txt +8 -0
- snake_rec.py +117 -0
Dockerfile
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Use a Python base image
|
| 2 |
+
FROM python:3.10-slim
|
| 3 |
+
|
| 4 |
+
# Set the working directory
|
| 5 |
+
WORKDIR /app
|
| 6 |
+
|
| 7 |
+
# Copy the requirements file and install dependencies
|
| 8 |
+
COPY requirements.txt .
|
| 9 |
+
RUN pip install --no-cache-dir --upgrade -r requirements.txt
|
| 10 |
+
|
| 11 |
+
# --- IMPORTANT: Configure Caching to /tmp ---
|
| 12 |
+
# Spaces only allow writing to /tmp, which is critical for many ML libraries.
|
| 13 |
+
# Although not strictly required for google-genai, it is a best practice.
|
| 14 |
+
ENV XDG_CACHE_HOME=/tmp/hf_cache
|
| 15 |
+
ENV HF_HOME=/tmp/hf_cache
|
| 16 |
+
|
| 17 |
+
# Copy your application code
|
| 18 |
+
# This copies main.py, snake_rec.py, and your .env (if you want to use it
|
| 19 |
+
# but using HF Secrets is much better, see Step 3)
|
| 20 |
+
COPY . .
|
| 21 |
+
|
| 22 |
+
# Expose the required port (7860 is the default for HF Spaces)
|
| 23 |
+
EXPOSE 7860
|
| 24 |
+
|
| 25 |
+
# The command to run your FastAPI application using uvicorn
|
| 26 |
+
# 'main:app' refers to the 'app' object in 'main.py'
|
| 27 |
+
CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]
|
main.py
ADDED
|
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastapi import FastAPI
|
| 2 |
+
from snake_rec import snake_app as snake
|
| 3 |
+
from fastapi.middleware.cors import CORSMiddleware
|
| 4 |
+
|
| 5 |
+
app=FastAPI()
|
| 6 |
+
app.add_middleware(
|
| 7 |
+
CORSMiddleware,
|
| 8 |
+
allow_origins=["*"],
|
| 9 |
+
allow_credentials=True,
|
| 10 |
+
allow_methods=["*"],
|
| 11 |
+
allow_headers=["*"],
|
| 12 |
+
)
|
| 13 |
+
|
| 14 |
+
@app.get("/")
|
| 15 |
+
|
| 16 |
+
def home():
|
| 17 |
+
return {"message":"SISISIS"}
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
app.include_router(snake)
|
requirements.txt
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fastapi
|
| 2 |
+
uvicorn[standard]
|
| 3 |
+
python-dotenv
|
| 4 |
+
google-genai
|
| 5 |
+
python-multipart
|
| 6 |
+
Pillow
|
| 7 |
+
requests
|
| 8 |
+
supabase-py
|
snake_rec.py
ADDED
|
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastapi import APIRouter, UploadFile, File, Form
|
| 2 |
+
from google.genai.types import GenerateContentConfig
|
| 3 |
+
from google import genai
|
| 4 |
+
from typing import Optional
|
| 5 |
+
from dotenv import load_dotenv
|
| 6 |
+
import os
|
| 7 |
+
from uuid import uuid4
|
| 8 |
+
import requests
|
| 9 |
+
import io
|
| 10 |
+
from PIL import Image
|
| 11 |
+
from supabase import create_client
|
| 12 |
+
|
| 13 |
+
# Load environment variables
|
| 14 |
+
load_dotenv()
|
| 15 |
+
url = os.getenv('url')
|
| 16 |
+
key = os.getenv('key')
|
| 17 |
+
GOOGLE_API_KEY = os.getenv('GOOGLE_API_KEY')
|
| 18 |
+
|
| 19 |
+
# Initialize clients
|
| 20 |
+
client = genai.Client(api_key=GOOGLE_API_KEY)
|
| 21 |
+
supabase = create_client(url, key)
|
| 22 |
+
|
| 23 |
+
# Memory for chat history
|
| 24 |
+
user = []
|
| 25 |
+
chatbot = []
|
| 26 |
+
|
| 27 |
+
snake_app = APIRouter()
|
| 28 |
+
|
| 29 |
+
# Prompt for image analysis
|
| 30 |
+
prompt_text = (
|
| 31 |
+
"You will get a snake image. You have to tell what kind of snake it is "
|
| 32 |
+
"and if it's venomous or non-venomous. If image is not a snake then just say "
|
| 33 |
+
"'There is no snake in image!'."
|
| 34 |
+
)
|
| 35 |
+
|
| 36 |
+
@snake_app.post("/snake")
|
| 37 |
+
async def snakeeee(f1: Optional[UploadFile] = File(None), text: Optional[str] = Form(None)):
|
| 38 |
+
memory = {
|
| 39 |
+
'User': user,
|
| 40 |
+
'Chatbot_response': chatbot
|
| 41 |
+
}
|
| 42 |
+
|
| 43 |
+
# Case 1: File only or file + text
|
| 44 |
+
if f1:
|
| 45 |
+
# Save file locally
|
| 46 |
+
file_extension = f1.filename.split(".")[-1]
|
| 47 |
+
file_name = f"{uuid4()}.{file_extension}"
|
| 48 |
+
file_data = await f1.read()
|
| 49 |
+
with open(file_name, "wb") as f:
|
| 50 |
+
f.write(file_data)
|
| 51 |
+
|
| 52 |
+
# Upload to Supabase
|
| 53 |
+
supabase.storage.from_("user_files").upload(
|
| 54 |
+
f"images/{file_name}",
|
| 55 |
+
file_data,
|
| 56 |
+
{"content-type": f"image/{file_extension}"}
|
| 57 |
+
)
|
| 58 |
+
public_url = supabase.storage.from_("user_files").get_public_url(f"images/{file_name}")
|
| 59 |
+
response = requests.get(public_url)
|
| 60 |
+
|
| 61 |
+
if response.status_code == 200:
|
| 62 |
+
image_response = io.BytesIO(response.content)
|
| 63 |
+
image_content = Image.open(image_response)
|
| 64 |
+
|
| 65 |
+
# Prepare contents for Gemini
|
| 66 |
+
contents = [image_content, prompt_text]
|
| 67 |
+
|
| 68 |
+
# Generate response
|
| 69 |
+
response_gemini = client.models.generate_content(
|
| 70 |
+
model="gemini-2.5-flash",
|
| 71 |
+
contents=contents
|
| 72 |
+
)
|
| 73 |
+
chatbot.append(response_gemini.text)
|
| 74 |
+
|
| 75 |
+
# If text is also provided, append to chat history and process
|
| 76 |
+
if text:
|
| 77 |
+
user.append(text)
|
| 78 |
+
prompt_chat = (
|
| 79 |
+
f"You are a Snake Chatbot. User queries about snakes. Make Sure your response should not be so long which make user difficult to understand. "
|
| 80 |
+
f"Chat history: {memory}"
|
| 81 |
+
)
|
| 82 |
+
response_text = client.models.generate_content(
|
| 83 |
+
model="gemini-2.5-flash",
|
| 84 |
+
config=GenerateContentConfig(
|
| 85 |
+
system_instruction=prompt_chat,
|
| 86 |
+
temperature=0.1
|
| 87 |
+
),
|
| 88 |
+
contents=text
|
| 89 |
+
)
|
| 90 |
+
chatbot.append(response_text.text)
|
| 91 |
+
return {
|
| 92 |
+
|
| 93 |
+
'Chatbot': response_text.text
|
| 94 |
+
}
|
| 95 |
+
|
| 96 |
+
return {'Chatbot': response_gemini.text}
|
| 97 |
+
|
| 98 |
+
# Case 2: Text only
|
| 99 |
+
if text:
|
| 100 |
+
user.append(text)
|
| 101 |
+
prompt_chat = (
|
| 102 |
+
f"You are a Snake Chatbot know . User queries about snakes. Make sure your response should not be so long which make user difficult to understand. "
|
| 103 |
+
f"Chat history: {memory}"
|
| 104 |
+
)
|
| 105 |
+
response_text = client.models.generate_content(
|
| 106 |
+
model="gemini-2.5-flash",
|
| 107 |
+
config=GenerateContentConfig(
|
| 108 |
+
system_instruction=prompt_chat,
|
| 109 |
+
temperature=0.1
|
| 110 |
+
),
|
| 111 |
+
contents=text
|
| 112 |
+
)
|
| 113 |
+
chatbot.append(response_text.text)
|
| 114 |
+
return {'Chatbot': response_text.text}
|
| 115 |
+
|
| 116 |
+
# Case 3: Neither file nor text
|
| 117 |
+
return {'error': 'No file or text provided'}
|