Instructions to use Subject-Emu-5259/NeuralAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Subject-Emu-5259/NeuralAI with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
| #!/usr/bin/env python3 | |
| """ | |
| NeuralAI Terminal 2.0 — Advanced Integrated Terminal | |
| - PTY-based shell sessions | |
| - Code execution with syntax checking | |
| - File operations (read, write, edit, browse) | |
| - Git integration | |
| - Python/Node execution | |
| - Package management (pip, npm) | |
| - Process management | |
| - Command history & autocomplete | |
| - Code snippets | |
| - Syntax highlighting | |
| """ | |
| import os | |
| import pty | |
| import select | |
| import struct | |
| import fcntl | |
| import termios | |
| import signal | |
| import threading | |
| import uuid | |
| import time | |
| import json | |
| import subprocess | |
| import re | |
| from pathlib import Path | |
| from functools import wraps | |
| import jwt | |
| from flask import Blueprint, request, Response, jsonify, current_app | |
| terminal_bp = Blueprint("terminal", __name__) | |
| # In-memory session store | |
| sessions = {} | |
| # ==================== | |
| # AUTH DECORATOR | |
| # ==================== | |
| def token_required(f): | |
| def decorated(*args, **kwargs): | |
| token = request.headers.get("Authorization") | |
| if not token or not token.startswith("Bearer "): | |
| return jsonify({"error": "Token is missing"}), 401 | |
| try: | |
| token = token.split(" ")[1] | |
| data = jwt.decode(token, current_app.config["SECRET_KEY"], algorithms=["HS256"]) | |
| request.user_id = data["user_id"] | |
| except: | |
| return jsonify({"error": "Token is invalid"}), 401 | |
| return f(*args, **kwargs) | |
| return decorated | |
| command_history = {} | |
| snippets = { | |
| "python": { | |
| "fib": "def fibonacci(n):\n if n <= 1: return n\n return fibonacci(n-1) + fibonacci(n-2)", | |
| "class": "class MyClass:\n def __init__(self):\n pass\n\n def method(self):\n pass", | |
| "main": 'if __name__ == "__main__":\n pass', | |
| "args": "import argparse\nparser = argparse.ArgumentParser()\nparser.add_argument('--input', type=str)\nargs = parser.parse_args()", | |
| "http": "import requests\nresponse = requests.get('https://api.example.com')\nprint(response.json())", | |
| "json": "import json\nwith open('data.json', 'r') as f:\n data = json.load(f)", | |
| "file": "with open('file.txt', 'r') as f:\n content = f.read()", | |
| "async": "import asyncio\n\nasync def main():\n pass\n\nasyncio.run(main())", | |
| }, | |
| "bash": { | |
| "loop": "for i in {1..10}; do\n echo $i\ndone", | |
| "if": "if [ condition ]; then\n # code\nfi", | |
| "function": "function_name() {\n # code\n}", | |
| "grep": "grep -r 'pattern' .", | |
| "find": "find . -name '*.py'", | |
| "tar": "tar -czvf archive.tar.gz directory/", | |
| "gitignore": "echo '*.pyc\\n__pycache__/\\n.env' > .gitignore", | |
| }, | |
| "javascript": { | |
| "func": "function name(params) {\n return;\n}", | |
| "arrow": "const func = (params) => {\n return;\n};", | |
| "async": "async function fetchData() {\n try {\n const response = await fetch(url);\n const data = await response.json();\n return data;\n } catch (error) {\n console.error(error);\n }\n}", | |
| "class": "class MyClass {\n constructor() {}\n\n method() {}\n}", | |
| "export": "export default function() {\n // code\n}", | |
| "import": "import { module } from 'package';", | |
| } | |
| } | |
| class TerminalSession: | |
| def __init__(self, session_id: str, rows: int = 24, cols: int = 80): | |
| self.session_id = session_id | |
| self.rows = rows | |
| self.cols = cols | |
| self.master_fd = None | |
| self.pid = None | |
| self.started = False | |
| self.last_activity = time.time() | |
| self.env = os.environ.copy() | |
| self.env["TERM"] = "xterm-256color" | |
| self.env["HOME"] = os.path.expanduser("~") | |
| self.env["USER"] = os.environ.get("USER", "neural") | |
| self.env["EDITOR"] = "nano" | |
| self.env["PAGER"] = "less" | |
| # NeuralAI Terminal Prompt - Root@Neural style | |
| self.env["PS1"] = "\\[\\033[1;32m\\]root@Neural\\[\\033[0m\\]:\\[\\033[1;36m\\]\\w\\[\\033[0m\\]# " | |
| self.env["PROMPT_COMMAND"] = "" | |
| self.buffer = [] # scrollback buffer | |
| self.buffer_size = 5000 | |
| self.history = [] | |
| self.history_index = -1 | |
| self.cwd = os.environ.get("HOME", "/root") | |
| self.env_vars = {} | |
| self.running_processes = {} | |
| self.last_command = "" | |
| self.output_handlers = {} | |
| def start(self): | |
| if self.started: | |
| return | |
| self.master_fd, slave_fd = pty.openpty() | |
| self.pid = os.fork() | |
| if self.pid == 0: | |
| # Child | |
| os.setsid() | |
| fcntl.ioctl(slave_fd, termios.TIOCSWINSZ, struct.pack("HHHH", self.rows, self.cols, 0, 0)) | |
| os.dup2(slave_fd, 0) | |
| os.dup2(slave_fd, 1) | |
| os.dup2(slave_fd, 2) | |
| if slave_fd > 2: | |
| os.close(slave_fd) | |
| os.chdir(self.cwd) | |
| for sig in (signal.SIGTERM, signal.SIGINT, signal.SIGHUP): | |
| signal.signal(sig, signal.SIG_DFL) | |
| os.execvp(os.environ.get("SHELL", "/bin/bash"), ["-bash", "--login"]) | |
| os._exit(1) | |
| else: | |
| os.close(slave_fd) | |
| flags = fcntl.fcntl(self.master_fd, fcntl.F_GETFL) | |
| fcntl.fcntl(self.master_fd, fcntl.F_SETFL, flags | os.O_NONBLOCK) | |
| self.started = True | |
| self.resize(self.rows, self.cols) | |
| def write(self, data: str): | |
| if not self.started or self.master_fd is None: | |
| return | |
| self.last_activity = time.time() | |
| try: | |
| os.write(self.master_fd, data.encode("utf-8")) | |
| except OSError: | |
| pass | |
| def read(self, timeout: float = 0.05) -> str: | |
| if not self.started or self.master_fd is None: | |
| return "" | |
| self.last_activity = time.time() | |
| output = [] | |
| try: | |
| while True: | |
| r, _, _ = select.select([self.master_fd], [], [], timeout) | |
| if not r: | |
| break | |
| try: | |
| data = os.read(self.master_fd, 4096) | |
| if not data: | |
| break | |
| decoded = data.decode("utf-8", errors="replace") | |
| output.append(decoded) | |
| self._buffer_add(decoded) | |
| except OSError: | |
| break | |
| except Exception: | |
| pass | |
| return "".join(output) | |
| def _buffer_add(self, text: str): | |
| self.buffer.append(text) | |
| if len(self.buffer) > self.buffer_size: | |
| self.buffer = self.buffer[-self.buffer_size:] | |
| def resize(self, rows: int, cols: int): | |
| if self.master_fd is None: | |
| return | |
| self.rows = rows | |
| self.cols = cols | |
| try: | |
| fcntl.ioctl(self.master_fd, termios.TIOCSWINSZ, struct.pack("HHHH", rows, cols, 0, 0)) | |
| except Exception: | |
| pass | |
| def is_alive(self) -> bool: | |
| if not self.started: | |
| return False | |
| if self.pid is None: | |
| return False | |
| try: | |
| os.kill(self.pid, 0) | |
| return True | |
| except OSError: | |
| return False | |
| def stop(self): | |
| if self.pid is not None: | |
| try: | |
| os.kill(self.pid, signal.SIGTERM) | |
| time.sleep(0.2) | |
| os.kill(self.pid, signal.SIGKILL) | |
| except OSError: | |
| pass | |
| self.pid = None | |
| if self.master_fd is not None: | |
| try: | |
| os.close(self.master_fd) | |
| except OSError: | |
| pass | |
| self.master_fd = None | |
| def get_buffer(self) -> str: | |
| return "".join(self.buffer) | |
| def add_to_history(self, cmd: str): | |
| if cmd.strip() and (not self.history or self.history[-1] != cmd): | |
| self.history.append(cmd) | |
| if len(self.history) > 1000: | |
| self.history = self.history[-1000:] | |
| self.history_index = len(self.history) | |
| def get_history(self, index: int) -> str: | |
| if 0 <= index < len(self.history): | |
| return self.history[index] | |
| return "" | |
| def cleanup_dead_sessions(): | |
| dead = [sid for sid, sess in sessions.items() if not sess.is_alive()] | |
| for sid in dead: | |
| sessions[sid].stop() | |
| del sessions[sid] | |
| def execute_python(code: str) -> dict: | |
| """Execute Python code and return result.""" | |
| try: | |
| result = subprocess.run( | |
| ["python3", "-c", code], | |
| capture_output=True, | |
| text=True, | |
| timeout=30 | |
| ) | |
| return { | |
| "stdout": result.stdout, | |
| "stderr": result.stderr, | |
| "returncode": result.returncode | |
| } | |
| except subprocess.TimeoutExpired: | |
| return {"error": "Execution timed out"} | |
| except Exception as e: | |
| return {"error": str(e)} | |
| def execute_javascript(code: str) -> dict: | |
| """Execute JavaScript code using node.""" | |
| try: | |
| result = subprocess.run( | |
| ["node", "-e", code], | |
| capture_output=True, | |
| text=True, | |
| timeout=30 | |
| ) | |
| return { | |
| "stdout": result.stdout, | |
| "stderr": result.stderr, | |
| "returncode": result.returncode | |
| } | |
| except subprocess.TimeoutExpired: | |
| return {"error": "Execution timed out"} | |
| except FileNotFoundError: | |
| return {"error": "Node.js not installed"} | |
| except Exception as e: | |
| return {"error": str(e)} | |
| def run_file(filepath: str) -> dict: | |
| """Run a file based on its extension.""" | |
| path = Path(filepath) | |
| if not path.exists(): | |
| return {"error": f"File not found: {filepath}"} | |
| ext = path.suffix.lower() | |
| if ext == ".py": | |
| result = subprocess.run( | |
| ["python3", str(path)], | |
| capture_output=True, | |
| text=True, | |
| timeout=60 | |
| ) | |
| return {"stdout": result.stdout, "stderr": result.stderr, "returncode": result.returncode} | |
| elif ext == ".js": | |
| result = subprocess.run( | |
| ["node", str(path)], | |
| capture_output=True, | |
| text=True, | |
| timeout=60 | |
| ) | |
| return {"stdout": result.stdout, "stderr": result.stderr, "returncode": result.returncode} | |
| elif ext == ".sh": | |
| result = subprocess.run( | |
| ["bash", str(path)], | |
| capture_output=True, | |
| text=True, | |
| timeout=60 | |
| ) | |
| return {"stdout": result.stdout, "stderr": result.stderr, "returncode": result.returncode} | |
| else: | |
| return {"error": f"Unsupported file type: {ext}"} | |
| def get_file_info(filepath: str) -> dict: | |
| """Get file information.""" | |
| path = Path(filepath) | |
| if not path.exists(): | |
| return {"error": "File not found"} | |
| stat = path.stat() | |
| return { | |
| "name": path.name, | |
| "size": stat.st_size, | |
| "modified": time.ctime(stat.st_mtime), | |
| "is_dir": path.is_dir(), | |
| "is_file": path.is_file(), | |
| "extension": path.suffix, | |
| "permissions": oct(stat.st_mode)[-3:], | |
| } | |
| def list_directory(dirpath: str = ".") -> dict: | |
| """List directory contents.""" | |
| path = Path(dirpath) | |
| if not path.exists(): | |
| return {"error": "Directory not found"} | |
| if not path.is_dir(): | |
| return {"error": "Not a directory"} | |
| items = [] | |
| for item in sorted(path.iterdir(), key=lambda x: (not x.is_dir(), x.name.lower())): | |
| items.append({ | |
| "name": item.name, | |
| "is_dir": item.is_dir(), | |
| "size": item.stat().st_size if item.is_file() else None, | |
| }) | |
| return {"path": str(path.absolute()), "items": items} | |
| def search_files(pattern: str, directory: str = ".") -> dict: | |
| """Search for files matching pattern.""" | |
| path = Path(directory) | |
| matches = list(path.glob(pattern)) | |
| return { | |
| "pattern": pattern, | |
| "directory": str(path.absolute()), | |
| "matches": [str(m.relative_to(path)) for m in matches[:50]] | |
| } | |
| def check_syntax(code: str, language: str) -> dict: | |
| """Check code syntax without executing.""" | |
| if language == "python": | |
| try: | |
| compile(code, "<string>", "exec") | |
| return {"valid": True, "message": "Syntax OK"} | |
| except SyntaxError as e: | |
| return {"valid": False, "line": e.lineno, "message": str(e)} | |
| elif language == "javascript": | |
| try: | |
| result = subprocess.run( | |
| ["node", "--check", "-e", code], | |
| capture_output=True, | |
| text=True | |
| ) | |
| if result.returncode == 0: | |
| return {"valid": True, "message": "Syntax OK"} | |
| return {"valid": False, "message": result.stderr} | |
| except Exception as e: | |
| return {"valid": False, "message": str(e)} | |
| return {"error": f"Unsupported language: {language}"} | |
| def get_git_status(directory: str = ".") -> dict: | |
| """Get git status.""" | |
| try: | |
| result = subprocess.run( | |
| ["git", "status", "--porcelain"], | |
| capture_output=True, | |
| text=True, | |
| cwd=directory | |
| ) | |
| branch = subprocess.run( | |
| ["git", "branch", "--show-current"], | |
| capture_output=True, | |
| text=True, | |
| cwd=directory | |
| ) | |
| return { | |
| "branch": branch.stdout.strip(), | |
| "status": result.stdout, | |
| "modified": len([l for l in result.stdout.split("\n") if l.strip()]) | |
| } | |
| except Exception as e: | |
| return {"error": str(e)} | |
| def get_process_list() -> dict: | |
| """Get list of running processes.""" | |
| try: | |
| result = subprocess.run( | |
| ["ps", "aux"], | |
| capture_output=True, | |
| text=True | |
| ) | |
| processes = [] | |
| for line in result.stdout.split("\n")[1:20]: # Top 20 | |
| if line.strip(): | |
| parts = line.split(None, 10) | |
| if len(parts) >= 11: | |
| processes.append({ | |
| "user": parts[0], | |
| "pid": parts[1], | |
| "cpu": parts[2], | |
| "mem": parts[3], | |
| "command": parts[10][:50] | |
| }) | |
| return {"processes": processes} | |
| except Exception as e: | |
| return {"error": str(e)} | |
| # Routes | |
| def create_session(): | |
| cleanup_dead_sessions() | |
| data = request.get_json(silent=True) or {} | |
| rows = int(data.get("rows", 24)) | |
| cols = int(data.get("cols", 100)) | |
| session_id = str(uuid.uuid4())[:8] | |
| sess = TerminalSession(session_id, rows=rows, cols=cols) | |
| sess.start() | |
| sessions[session_id] = sess | |
| command_history[session_id] = [] | |
| return { | |
| "session_id": session_id, | |
| "rows": rows, | |
| "cols": cols, | |
| "cwd": sess.cwd, | |
| "welcome": """NeuralAI Terminal 2.0 | |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ | |
| Ready. Type 'help' for commands. | |
| Built-in Commands: | |
| help - Show this help | |
| clear - Clear terminal | |
| ls [path] - List directory | |
| cd <path> - Change directory | |
| cat <file> - View file | |
| edit <file> - Edit file | |
| run <file> - Execute file (.py, .js, .sh) | |
| Code Execution: | |
| python <code> - Execute Python | |
| js <code> - Execute JavaScript | |
| check <lang> <code> - Syntax check | |
| Git Commands: | |
| git status - Repository status | |
| git log - Commit history | |
| git diff - Show changes | |
| Snippets: | |
| snippet <lang> <name> - Insert code snippet | |
| snippets <lang> - List available snippets | |
| Tools: | |
| ps - List processes | |
| kill <pid> - Kill process | |
| find <pattern> - Search files | |
| info <file> - File details | |
| Neural Integration: | |
| neural <msg> - Ask NeuralAI | |
| uplink - Check uplink status | |
| model - Show model info | |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ | |
| """ | |
| } | |
| def read_session(session_id): | |
| if session_id not in sessions: | |
| return {"error": "Session not found"}, 404 | |
| sess = sessions[session_id] | |
| output = sess.read(timeout=0.1) | |
| return { | |
| "output": output, | |
| "alive": sess.is_alive(), | |
| "rows": sess.rows, | |
| "cols": sess.cols, | |
| "cwd": sess.cwd | |
| } | |
| def write_session(session_id): | |
| if session_id not in sessions: | |
| return {"error": "Session not found"}, 404 | |
| data = request.get_json(silent=True) or {} | |
| cmd = data.get("input", "") | |
| if cmd: | |
| # Handle special commands | |
| cmd_lower = cmd.strip().lower() | |
| # Track command history | |
| if session_id in command_history: | |
| command_history[session_id].append(cmd.strip()) | |
| sessions[session_id].add_to_history(cmd) | |
| sessions[session_id].write(cmd) | |
| return {"ok": True} | |
| def execute_command(session_id): | |
| """Execute a command with enhanced handling.""" | |
| if session_id not in sessions: | |
| return {"error": "Session not found"}, 404 | |
| data = request.get_json(silent=True) or {} | |
| cmd = data.get("command", data.get("input", "")).strip() | |
| if not cmd: | |
| return {"error": "No command provided"} | |
| sess = sessions[session_id] | |
| parts = cmd.split() | |
| cmd_name = parts[0].lower() if parts else "" | |
| args = parts[1:] if len(parts) > 1 else [] | |
| # Built-in command handlers | |
| if cmd_name == "help": | |
| return {"output": sess.get_buffer().split("Built-in Commands:")[1].split("━")[0] if "Built-in Commands" in sess.get_buffer() else "Type 'help' for commands"} | |
| elif cmd_name == "ls": | |
| path = args[0] if args else "." | |
| return list_directory(path) | |
| elif cmd_name == "cd": | |
| if not args: | |
| return {"error": "Usage: cd <path>"} | |
| new_path = Path(sess.cwd) / args[0] | |
| if new_path.exists() and new_path.is_dir(): | |
| sess.cwd = str(new_path.resolve()) | |
| return {"cwd": sess.cwd} | |
| return {"error": f"Directory not found: {args[0]}"} | |
| elif cmd_name == "cat": | |
| if not args: | |
| return {"error": "Usage: cat <file>"} | |
| filepath = Path(sess.cwd) / args[0] | |
| if filepath.exists() and filepath.is_file(): | |
| try: | |
| content = filepath.read_text() | |
| return {"output": content[:10000]} # Limit output | |
| except Exception as e: | |
| return {"error": str(e)} | |
| return {"error": f"File not found: {args[0]}"} | |
| elif cmd_name == "run": | |
| if not args: | |
| return {"error": "Usage: run <file>"} | |
| filepath = Path(sess.cwd) / args[0] | |
| return run_file(str(filepath)) | |
| elif cmd_name == "python": | |
| code = " ".join(args) | |
| if not code: | |
| return {"error": "Usage: python <code>"} | |
| return execute_python(code) | |
| elif cmd_name == "js" or cmd_name == "javascript": | |
| code = " ".join(args) | |
| if not code: | |
| return {"error": "Usage: js <code>"} | |
| return execute_javascript(code) | |
| elif cmd_name == "check": | |
| if len(args) < 2: | |
| return {"error": "Usage: check <python|js> <code>"} | |
| lang = args[0] | |
| code = " ".join(args[1:]) | |
| return check_syntax(code, lang) | |
| elif cmd_name == "snippet": | |
| if len(args) < 2: | |
| return {"error": "Usage: snippet <lang> <name>"} | |
| lang = args[0] | |
| name = args[1] | |
| if lang in snippets and name in snippets[lang]: | |
| return {"code": snippets[lang][name]} | |
| return {"error": f"Snippet not found: {lang}/{name}"} | |
| elif cmd_name == "snippets": | |
| lang = args[0] if args else None | |
| if lang and lang in snippets: | |
| return {"snippets": list(snippets[lang].keys())} | |
| return {"languages": list(snippets.keys())} | |
| elif cmd_name == "info": | |
| if not args: | |
| return {"error": "Usage: info <file>"} | |
| filepath = Path(sess.cwd) / args[0] | |
| return get_file_info(str(filepath)) | |
| elif cmd_name == "find": | |
| pattern = args[0] if args else "*" | |
| return search_files(pattern, sess.cwd) | |
| elif cmd_name == "ps": | |
| return get_process_list() | |
| elif cmd_name == "git": | |
| if args and args[0] == "status": | |
| return get_git_status(sess.cwd) | |
| # Pass through to shell for other git commands | |
| pass | |
| elif cmd_name == "neural": | |
| msg = " ".join(args) | |
| if not msg: | |
| return {"error": "Usage: neural <message>"} | |
| # This will be handled by the frontend chat API | |
| return {"redirect": "chat", "message": msg} | |
| # Default: pass to shell | |
| sess.write(cmd + "\n") | |
| output = sess.read(timeout=0.5) | |
| return {"output": output} | |
| def resize_session(session_id): | |
| if session_id not in sessions: | |
| return {"error": "Session not found"}, 404 | |
| data = request.get_json(silent=True) or {} | |
| rows = int(data.get("rows", 24)) | |
| cols = int(data.get("cols", 100)) | |
| sessions[session_id].resize(rows, cols) | |
| return {"ok": True} | |
| def alive_session(session_id): | |
| if session_id not in sessions: | |
| return {"alive": False} | |
| return {"alive": sessions[session_id].is_alive()} | |
| def buffer_session(session_id): | |
| if session_id not in sessions: | |
| return {"error": "Session not found"}, 404 | |
| return {"buffer": sessions[session_id].get_buffer()} | |
| def history_session(session_id): | |
| if session_id not in sessions: | |
| return {"error": "Session not found"}, 404 | |
| sess = sessions[session_id] | |
| return {"history": sess.history[-50:]} # Last 50 commands | |
| def stop_session(session_id): | |
| if session_id in sessions: | |
| sessions[session_id].stop() | |
| del sessions[session_id] | |
| if session_id in command_history: | |
| del command_history[session_id] | |
| return {"ok": True} | |
| def list_sessions(): | |
| cleanup_dead_sessions() | |
| return { | |
| "sessions": [ | |
| { | |
| "session_id": sid, | |
| "alive": sess.is_alive(), | |
| "rows": sess.rows, | |
| "cols": sess.cols, | |
| "cwd": sess.cwd | |
| } | |
| for sid, sess in sessions.items() | |
| ] | |
| } | |
| def list_snippets(): | |
| """List all available code snippets.""" | |
| return { | |
| "snippets": { | |
| lang: list(names.keys()) | |
| for lang, names in snippets.items() | |
| } | |
| } | |
| def get_snippet(language, name): | |
| """Get a specific code snippet.""" | |
| if language in snippets and name in snippets[language]: | |
| return {"code": snippets[language][name]} | |
| return {"error": "Snippet not found"}, 404 | |