llama3.2-api / app.py
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import os
import requests
from flask import Flask, request, jsonify
from llama_cpp import Llama
import subprocess
import time
import json
app = Flask(__name__)
MODEL_PATH = "model/calme-3.3-llamaloi-3b.Q4_K_M.gguf"
GH_PAT = os.getenv("GH_PAT","ghp_TGVMURDWG3HkLIfWUa4hyJUGYOYgXH1EljIi") # GitHub Personal Access Token
REPO_URL = "https://github.com/NitinBot001/Audio-url-new-js.git"
def download_model():
os.makedirs("model", exist_ok=True)
if not os.path.exists(MODEL_PATH):
print("Downloading model...")
r = requests.get(
"https://huggingface.co/MaziyarPanahi/calme-3.3-llamaloi-3b-GGUF/resolve/main/calme-3.3-llamaloi-3b.Q4_K_M.gguf",
stream=True,
)
with open(MODEL_PATH, "wb") as f:
for chunk in r.iter_content(chunk_size=8192):
f.write(chunk)
def start_tunnel():
# Start nport tunnel
tunnel_process = subprocess.Popen(
["npx", "nport", "-s", "ai-service", "-p", "5000"],
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
)
time.sleep(10) # Wait for tunnel to establish
# Extract tunnel URL from logs
tunnel_url = None
for line in iter(tunnel_process.stdout.readline, b""):
line = line.decode("utf-8").strip()
if "your domain is:" in line:
tunnel_url = line.split("your domain is: ")[1]
break
if not tunnel_url:
raise Exception("Failed to extract tunnel URL")
return tunnel_url
def push_tunnel_url_to_repo(tunnel_url):
# Create instance.json
instance_data = {"tunnel_url": tunnel_url}
with open("instance.json", "w") as f:
json.dump(instance_data, f)
# Clone the repository
subprocess.run(
["git", "clone", f"https://x-access-token:{GH_PAT}@{REPO_URL.split('https://')[1]}", "repo"],
check=True,
)
os.chdir("repo")
# Move instance.json to the repository
subprocess.run(["mv", "../instance.json", "."], check=True)
# Commit and push changes
subprocess.run(["git", "config", "--global", "user.email", "[email protected]"], check=True)
subprocess.run(["git", "config", "--global", "user.name", "github-actions"], check=True)
subprocess.run(["git", "add", "instance.json"], check=True)
subprocess.run(["git", "commit", "-m", f"Update tunnel URL to {tunnel_url}"], check=True)
subprocess.run(["git", "push", "origin", "main"], check=True)
@app.route("/chat", methods=["POST"])
def chat():
data = request.json
prompt = f"<|begin_of_text|><|start_header_id|>user<|end_header_id|>\n{data.get('message','')}<|eot_id|>\n<|start_header_id|>assistant<|end_header_id|>\n"
output = llm(prompt, max_tokens=2048, stop=["<|eot_id|>"], temperature=0.8, top_p=0.9)
return jsonify({"response": output["choices"][0]["text"].strip()})
if __name__ == "__main__":
# Download the model
download_model()
# Initialize the LLM
llm = Llama(
model_path=MODEL_PATH,
n_ctx=8192,
n_threads=2,
n_gpu_layers=0,
verbose=False,
)
# Start the tunnel and push the URL
tunnel_url = start_tunnel()
push_tunnel_url_to_repo(tunnel_url)
# Run the Flask app
app.run(host="0.0.0.0", port=5000)