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from pathlib import Path
from typing import AsyncGenerator
from fastapi import FastAPI, Request
from fastapi.responses import StreamingResponse, HTMLResponse, JSONResponse
from fastapi.middleware.cors import CORSMiddleware
from huggingface_hub import hf_hub_download
from llama_cpp import Llama
try:
import git as gitlib; HAS_GIT = True
except: HAS_GIT = False
try:
from duckduckgo_search import DDGS; HAS_DDG = True
except: HAS_DDG = False
WORKSPACE = Path("/workspace")
WORKSPACE.mkdir(exist_ok=True)
print("Downloading model...")
model_path = hf_hub_download(repo_id="Qwen/Qwen2.5-Coder-1.5B-Instruct-GGUF",
filename="qwen2.5-coder-1.5b-instruct-q4_k_m.gguf")
print("Loading model...")
llm = Llama(model_path=model_path, n_ctx=8192,
n_threads=int(os.getenv("LLAMA_THREADS","2")), n_batch=512, verbose=False)
print("Model ready!")
# ββ tools βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def _safe(p):
path = (WORKSPACE / p).resolve()
if WORKSPACE.resolve() not in path.parents and path != WORKSPACE.resolve():
raise ValueError(f"Path '{p}' not allowed")
return path
def tool_write_file(path, content):
try:
p = _safe(path); p.parent.mkdir(parents=True, exist_ok=True)
p.write_text(str(content), encoding="utf-8")
return f"OK: wrote {len(str(content))} chars to /workspace/{path}"
except Exception as e: return f"ERROR: {e}"
def tool_read_file(path):
try: return _safe(path).read_text(encoding="utf-8", errors="replace")[:3000]
except Exception as e: return f"ERROR: {e}"
def tool_edit_file(path, find, replace):
try:
p = _safe(path); txt = p.read_text(encoding="utf-8")
if find not in txt: return f"ERROR: text not found in {path}"
p.write_text(txt.replace(find, replace), encoding="utf-8")
return f"OK: replaced in {path}"
except Exception as e: return f"ERROR: {e}"
def tool_delete_file(path):
try:
p = _safe(path)
shutil.rmtree(p) if p.is_dir() else p.unlink()
return f"OK: deleted {path}"
except Exception as e: return f"ERROR: {e}"
def tool_list_files(path="."):
try:
base = _safe(path)
files = [str(f.relative_to(WORKSPACE)) for f in sorted(base.rglob("*")) if f.is_file()]
return "\n".join(files[:300]) if files else "workspace is empty"
except Exception as e: return f"ERROR: {e}"
def tool_run(command, dir="."):
try:
cwd = _safe(dir)
r = subprocess.run(command, cwd=cwd, shell=True, capture_output=True, text=True, timeout=300)
out = (r.stdout or "")[-2500:]; err = (r.stderr or "")[-1000:]
return f"exit={r.returncode}\n{out}\n{err}".strip()
except subprocess.TimeoutExpired: return "ERROR: timeout after 300s"
except Exception as e: return f"ERROR: {e}"
def tool_git_clone(url, dest=""):
if not HAS_GIT: return "ERROR: git not available"
try:
name = dest or url.rstrip("/").split("/")[-1].replace(".git","")
target = _safe(name)
if target.exists(): return f"OK: {name} already exists"
gitlib.Repo.clone_from(url, target)
return f"OK: cloned to /workspace/{name}"
except Exception as e: return f"ERROR: {e}"
def tool_gradle_build(repo, task="assembleDebug"):
try:
cwd = _safe(repo); w = cwd/"gradlew"
if w.exists(): os.chmod(w, 0o755); cmd = f"./gradlew {task} --no-daemon"
else: cmd = f"gradle {task} --no-daemon"
r = subprocess.run(cmd, cwd=cwd, shell=True, capture_output=True, text=True, timeout=900)
apks = glob.glob(f"{cwd}/**/*.apk", recursive=True)
return f"exit={r.returncode}\n{(r.stdout or '')[-3000:]}\n{(r.stderr or '')[-1000:]}\nAPKs: {apks}"
except Exception as e: return f"ERROR: {e}"
def tool_web_search(query, max_results=5):
if not HAS_DDG: return "ERROR: search not available"
for attempt in range(3):
try:
if attempt: time.sleep(2*attempt)
results = []
with DDGS() as d:
for r in d.text(query, max_results=int(max_results)):
results.append(f"Title: {r.get('title','')}\nURL: {r.get('href','')}\nSnippet: {r.get('body','')}")
if results: return "\n---\n".join(results)
except Exception as e:
if attempt==2: return f"ERROR: {e}"
return "no results"
def tool_read_url(url):
try:
req = urllib.request.Request(url, headers={"User-Agent":"Mozilla/5.0"})
with urllib.request.urlopen(req, timeout=15) as resp:
c = resp.read().decode("utf-8","replace")
c = re.sub(r'<[^>]+>',' ',c); c = re.sub(r'\s+',' ',c).strip()
return c[:2500]
except Exception as e: return f"ERROR: {e}"
def tool_download_file(url, save_as):
try:
p = _safe(save_as); p.parent.mkdir(parents=True, exist_ok=True)
req = urllib.request.Request(url, headers={"User-Agent":"Mozilla/5.0"})
with urllib.request.urlopen(req, timeout=30) as resp, open(p,'wb') as f:
f.write(resp.read())
return f"OK: saved to /workspace/{save_as} ({p.stat().st_size} bytes)"
except Exception as e: return f"ERROR: {e}"
TOOLS = {
"write_file": (tool_write_file, ["path","content"], "Create or overwrite a file"),
"read_file": (tool_read_file, ["path"], "Read file contents"),
"edit_file": (tool_edit_file, ["path","find","replace"], "Find and replace in file"),
"delete_file": (tool_delete_file, ["path"], "Delete file or directory"),
"list_files": (tool_list_files, ["path"], "List workspace files"),
"run": (tool_run, ["command","dir"], "Execute shell command"),
"git_clone": (tool_git_clone, ["url","dest"], "Clone git repository"),
"gradle_build": (tool_gradle_build, ["repo","task"], "Build Android APK"),
"web_search": (tool_web_search, ["query","max_results"], "Search the web"),
"read_url": (tool_read_url, ["url"], "Fetch URL content"),
"download_file": (tool_download_file, ["url","save_as"], "Download file from URL"),
}
# ββ SYSTEM PROMPT βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Key: few-shot examples teach the model the EXACT pattern
# The model sees: user asks -> assistant writes ACTION: -> sees [RESULT:] -> continues
SYSTEM = """You are an AI agent inside a Linux container. You have tools. You MUST use them.
TOOLS:
- write_file(path, content) - create file
- read_file(path) - read file
- edit_file(path, find, replace) - edit file
- delete_file(path) - delete file
- list_files(path=".") - list files
- run(command, dir=".") - run shell command
- git_clone(url, dest="") - clone repo
- gradle_build(repo, task="assembleDebug") - build APK
- web_search(query) - search web
- read_url(url) - fetch URL
- download_file(url, save_as) - download file
TO USE A TOOL write exactly:
ACTION: tool_name("arg1", "arg2")
EXAMPLES:
User: list workspace files
Assistant: Checking workspace.
ACTION: list_files()
[RESULT: workspace is empty]
Workspace is empty.
User: create hello.py that prints hello
Assistant: Creating file.
ACTION: write_file("hello.py", "print('hello world')")
[RESULT: OK: wrote 22 chars to /workspace/hello.py]
ACTION: run("python3 hello.py")
[RESULT: exit=0\nhello world]
Done. Output: hello world
User: install requests and test it
Assistant: Installing requests.
ACTION: run("pip install requests -q")
[RESULT: exit=0\nSuccessfully installed requests]
ACTION: run("python3 -c \\"import requests; print(requests.get('https://httpbin.org/get').status_code)\\"")
[RESULT: exit=0\n200]
Installed and working.
User: search for python chess library
Assistant: Searching now.
ACTION: web_search("python chess library pygame")
[RESULT: Title: python-chess\nURL: https://python-chess.readthedocs.io\nSnippet: A chess library for Python]
Found: python-chess library.
User: make a chess game in python and upload to gofile
Assistant: Step 1: Install dependencies.
ACTION: run("pip install pygame -q")
[RESULT: exit=0\nSuccessfully installed pygame]
Step 2: Write chess game.
ACTION: write_file("chess.py", "# chess game code here")
[RESULT: OK: wrote file]
Step 3: Upload to gofile.
ACTION: run("curl -s -F 'file=@/workspace/chess.py' https://store1.gofile.io/uploadFile")
[RESULT: exit=0\n{"status":"ok","data":{"downloadPage":"https://gofile.io/d/abc123"}}]
Uploaded! Download: https://gofile.io/d/abc123
IMPORTANT RULES:
1. ALWAYS use ACTION: for any task involving files, code, search, commands
2. NEVER say "I cannot" or "I'm sorry" - you CAN do everything
3. You are in a container with internet access, python3, pip, curl, git
4. After [RESULT:] always continue - do next step or summarize
5. For uploads use: ACTION: run("curl -s -F 'file=@/workspace/FILE' https://store1.gofile.io/uploadFile")
"""
# Regex to find ACTION: lines
ACTION_RE = re.compile(r'ACTION:\s*(\w+)\(([^)]*(?:\([^)]*\)[^)]*)*)\)', re.DOTALL)
def call_tool(name, args_raw):
"""Parse args and call tool."""
if name not in TOOLS:
return f"ERROR: Unknown tool '{name}'. Available: {', '.join(TOOLS.keys())}"
fn = TOOLS[name][0]
args_raw = args_raw.strip()
if not args_raw:
try: return str(fn())
except: return str(fn("."))
# Parse quoted string arguments
args = []
i = 0
while i < len(args_raw):
# Skip whitespace and commas
while i < len(args_raw) and args_raw[i] in ' ,\t\n':
i += 1
if i >= len(args_raw):
break
if args_raw[i] in ('"', "'"):
# Quoted string
q = args_raw[i]; i += 1; s = ""
while i < len(args_raw):
c = args_raw[i]
if c == '\\' and i+1 < len(args_raw):
nc = args_raw[i+1]
if nc == 'n': s += '\n'; i += 2; continue
elif nc == 't': s += '\t'; i += 2; continue
elif nc in ('"', "'", '\\'): s += nc; i += 2; continue
if c == q:
i += 1; break
s += c; i += 1
args.append(s)
else:
# Unquoted - read until comma
j = i
while j < len(args_raw) and args_raw[j] != ',':
j += 1
args.append(args_raw[i:j].strip())
i = j
try:
return str(fn(*args))
except Exception as e:
try:
return str(fn(args_raw.strip('"').strip("'")))
except Exception as e2:
return f"ERROR: {e} | {e2}"
def run_agent_sync(message, history):
"""Run agent loop, return list of SSE event dicts."""
msgs = [{"role": "system", "content": SYSTEM}]
for h in history:
if isinstance(h, (list, tuple)) and len(h) == 2:
if h[0]: msgs.append({"role": "user", "content": str(h[0])})
if h[1]: msgs.append({"role": "assistant", "content": str(h[1])})
msgs.append({"role": "user", "content": message})
events = []
full_response = ""
accumulated = "" # full assistant turn so far
for step in range(15):
# Generate next chunk - stop ONLY at [RESULT: so model writes ACTION: freely
out = llm.create_chat_completion(
messages=msgs,
temperature=0.1,
max_tokens=700,
stop=["[RESULT:"], # stop when model tries to write its own result
)
chunk = out["choices"][0]["message"]["content"]
finish = out["choices"][0].get("finish_reason", "stop")
# Find ACTION: in this chunk
action_match = ACTION_RE.search(chunk)
if not action_match:
# Pure text - emit and done
full_response += chunk
events.append({"type": "token", "text": chunk})
break
# Emit text before ACTION:
action_pos = chunk.rfind("ACTION:")
pre = chunk[:action_pos].rstrip()
if pre:
full_response += pre + "\n"
events.append({"type": "token", "text": pre + "\n"})
tool_name = action_match.group(1)
args_raw = action_match.group(2)
# Emit tool_start
events.append({"type": "tool_start", "tool": tool_name,
"args": {"args": args_raw[:200]}})
# Execute tool
result = call_tool(tool_name, args_raw)
result_str = str(result)[:2000]
events.append({"type": "tool_result", "tool": tool_name, "result": result_str})
# Build assistant turn with result injected
accumulated += pre + "\n" if pre else ""
accumulated += f"ACTION: {tool_name}({args_raw})\n[RESULT: {result_str}]\n"
# Update messages: replace last assistant turn or append
if msgs and msgs[-1]["role"] == "assistant":
msgs[-1]["content"] = accumulated
else:
msgs.append({"role": "assistant", "content": accumulated})
full_response += f"[{tool_name}] {result_str[:80]}\n"
# Continue generating after result
# Add continuation prompt
if msgs[-1]["role"] != "user":
# Keep same assistant turn - model will continue from where it left off
pass
events.append({"type": "done", "full": full_response})
return events
async def stream_agent(message, history):
import asyncio
loop = asyncio.get_event_loop()
events = await loop.run_in_executor(None, run_agent_sync, message, history)
for ev in events:
yield f"data: {json.dumps(ev)}\n\n"
# ββ FastAPI βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
app = FastAPI(title="AI Agent")
app.add_middleware(CORSMiddleware, allow_origins=["*"], allow_methods=["*"], allow_headers=["*"])
HTML = r"""<!DOCTYPE html>
<html>
<head><title>AI Agent</title><meta name="viewport" content="width=device-width,initial-scale=1">
<style>
*{box-sizing:border-box;margin:0;padding:0}
body{font-family:'Segoe UI',system-ui,sans-serif;background:#0d1117;color:#e6edf3;height:100vh;display:flex;flex-direction:column}
#hdr{padding:12px 18px;background:#161b22;border-bottom:1px solid #30363d;display:flex;align-items:center;gap:10px}
#hdr h1{font-size:16px;color:#58a6ff;font-weight:700}
.badge{font-size:11px;background:#1f6feb22;color:#58a6ff;border:1px solid #1f6feb55;padding:2px 8px;border-radius:10px}
.dot{width:8px;height:8px;background:#3fb950;border-radius:50%;animation:pulse 2s infinite}
@keyframes pulse{0%,100%{opacity:1}50%{opacity:.4}}
#chat{flex:1;overflow-y:auto;padding:14px 16px;display:flex;flex-direction:column;gap:8px}
.msg{max-width:82%;padding:10px 14px;border-radius:12px;line-height:1.6;white-space:pre-wrap;word-wrap:break-word;font-size:14px}
.user{align-self:flex-end;background:#1f6feb;color:#fff;border-radius:12px 12px 2px 12px}
.bot{align-self:flex-start;background:#161b22;border:1px solid #30363d;border-radius:2px 12px 12px 12px}
.tc{align-self:flex-start;max-width:90%;background:#0d1f3c;border:1px solid #1f6feb55;border-radius:8px;padding:8px 12px;font-size:12px;font-family:monospace}
.tr{align-self:flex-start;max-width:90%;background:#071a07;border:1px solid #3fb95055;border-radius:8px;padding:8px 12px;font-size:12px;font-family:monospace;max-height:180px;overflow-y:auto}
.lbl{font-size:10px;color:#8b949e;margin-bottom:3px;text-transform:uppercase;letter-spacing:.5px}
#bot-area{padding:10px 14px;background:#161b22;border-top:1px solid #30363d}
#row{display:flex;gap:8px;align-items:flex-end}
#inp{flex:1;background:#0d1117;border:1px solid #30363d;border-radius:8px;color:#e6edf3;padding:10px 14px;font-size:14px;resize:none;min-height:44px;max-height:120px;outline:none;font-family:inherit}
#inp:focus{border-color:#58a6ff}
#btn{background:#1f6feb;color:#fff;border:none;border-radius:8px;padding:10px 16px;cursor:pointer;font-size:14px;font-weight:600;height:44px}
#btn:hover{background:#388bfd}#btn:disabled{background:#21262d;color:#555;cursor:not-allowed}
.hint{font-size:11px;color:#6e7681;margin-top:6px}
</style></head>
<body>
<div id="hdr"><div class="dot"></div><h1>π€ AI Agent</h1>
<span class="badge">Qwen2.5-Coder</span><span class="badge">11 Tools</span><span class="badge">Linux Container</span></div>
<div id="chat">
<div class="msg bot">Namaste! Main Linux container mein run ho raha hoon π€
Mere paas ye tools hain:
π write_file, read_file, edit_file, delete_file, list_files
β‘ run β koi bhi shell command (python3, pip, curl, etc.)
π¦ git_clone β GitHub repo clone
ποΈ gradle_build β Android APK build
π web_search β DuckDuckGo search
π read_url, download_file
Kuch bhi banao, chalao, ya dhundho!</div>
</div>
<div id="bot-area">
<div id="row">
<textarea id="inp" placeholder="e.g. Python se chess game banao aur gofile par upload karo" rows="1"></textarea>
<button id="btn" onclick="send()">Send β€</button>
</div>
<div class="hint">π‘ "Python se chess game banao" | "pip install flask aur hello world app banao" | "Search Android tutorial"</div>
</div>
<script>
const chat=document.getElementById('chat'),inp=document.getElementById('inp'),btn=document.getElementById('btn');
let history=[];
inp.addEventListener('keydown',e=>{if(e.key==='Enter'&&!e.shiftKey){e.preventDefault();send()}});
inp.addEventListener('input',()=>{inp.style.height='auto';inp.style.height=Math.min(inp.scrollHeight,120)+'px'});
function sc(){chat.scrollTop=chat.scrollHeight}
function mk(cls,par){const e=document.createElement('div');e.className=cls;(par||chat).appendChild(e);sc();return e}
async function send(){
const msg=inp.value.trim();if(!msg||btn.disabled)return;
const um=mk('msg user');um.textContent=msg;
inp.value='';inp.style.height='auto';btn.disabled=true;
const bd=mk('msg bot');bd.textContent='β³ Thinking...';
let botTxt='',firstTok=true,curTool=null;
try{
const r=await fetch('/chat',{method:'POST',headers:{'Content-Type':'application/json'},
body:JSON.stringify({message:msg,history})});
if(!r.ok)throw new Error('HTTP '+r.status);
const reader=r.body.getReader(),dec=new TextDecoder();let buf='';
while(true){
const{done,value}=await reader.read();if(done)break;
buf+=dec.decode(value,{stream:true});
const lines=buf.split('\n');buf=lines.pop();
for(const line of lines){
if(!line.startsWith('data: '))continue;
let d;try{d=JSON.parse(line.slice(6))}catch{continue}
if(d.type==='token'){
if(firstTok){bd.textContent='';firstTok=false}
botTxt+=d.text;bd.textContent=botTxt;sc();
}else if(d.type==='tool_start'){
if(firstTok){bd.textContent='';firstTok=false}
const args=d.args&&d.args.args?d.args.args:JSON.stringify(d.args);
curTool=mk('tc');curTool.innerHTML='<div class="lbl">π§ Tool Call</div><b>'+d.tool+'</b><br><span style="color:#8b949e;font-size:11px">'+String(args).substring(0,300).replace(/</g,'<')+'</span>';
botTxt='';bd.textContent='';
}else if(d.type==='tool_result'){
if(curTool){const tr=mk('tr');tr.innerHTML='<div class="lbl">β
Result: '+d.tool+'</div><pre style="white-space:pre-wrap;font-size:11px">'+String(d.result||'').substring(0,1000).replace(/</g,'<')+'</pre>';}
curTool=null;
const nb=mk('msg bot');nb.textContent='';
Object.defineProperty(bd,'textContent',{get:()=>nb.textContent,set:v=>{nb.textContent=v}});
botTxt='';firstTok=false;
}else if(d.type==='error'){
bd.textContent='β '+d.text;
}else if(d.type==='done'){
history.push([msg,d.full]);
}
}
}
}catch(e){bd.textContent='β '+e.message}
if(bd.textContent==='β³ Thinking...')bd.textContent='(done)';
btn.disabled=false;inp.focus();
}
</script></body></html>"""
@app.get("/", response_class=HTMLResponse)
async def root(): return HTMLResponse(HTML)
@app.post("/chat")
async def chat_ep(request: Request):
body = await request.json()
msg = body.get("message","").strip()
hist = body.get("history",[])
if not msg: return JSONResponse({"error":"empty"},status_code=400)
return StreamingResponse(stream_agent(msg,hist),
media_type="text/event-stream",
headers={"Cache-Control":"no-cache","X-Accel-Buffering":"no"})
@app.get("/health")
async def health(): return {"status":"ok","tools":list(TOOLS.keys())}
if __name__=="__main__":
import uvicorn
uvicorn.run(app, host="0.0.0.0", port=7860, timeout_keep_alive=300)
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