The Collatz conjecture is one of the most famous one. Take any positive integer n, if it is even divide it by 2, if it is odd multiply it by 3 and add 1 and continue indefinitely.The conjecture is that whatever is n the sequence will reach 1. There is many ways to approach this problem, each one of them had given beautifull graphs and impressive display of calculation power. The simplest approach can be found in this kata: http://www.codewars.com/kata/5286b2e162056fd0cb000c20
You look at the Collatz sequence of a number and see when it reaches 1.

In this kata we will take a look at the length of collatz sequences. And how they evolve. Write a function that take a positive integer n and return the number between 1 and n that has the maximum Collatz sequence length and the maximum length. The output has to take the form of an array [number, maxLength] For exemple the Collatz sequence of 4 is [4,2,1], 3 is [3,10,5,16,8,4,2,1], 2 is [2,1], 1 is [1], so `MaxCollatzLength(4)` should return `[3,8]`. If n is not a positive integer, the function have to return [].

* As you can see, numbers in Collatz sequences may exceed n.

The last tests use random big numbers so you may consider some optimisation in your code:

* You may get very unlucky and get only hard numbers: try submitting 2-3 times if it times out; if it still does, probably you need to optimize your code more;

* Optimisation 1: when calculating the length of a sequence, if n is odd, what 3n+1 will be ?

* Optimisation 2: when looping through 1 to n, take i such that i<n/2, what will be the lenght of the sequence for 2i ?

```python

USER_FILENAME = "<user_code>"
import sys, json, builtins
import math, heapq, bisect, itertools, functools, collections, statistics, fractions, decimal, operator, array, random, re, string, os, pathlib
try:
    import resource as _res
except Exception:
    _res = None
from collections import Counter, defaultdict, deque, OrderedDict
from functools import lru_cache, reduce
from itertools import accumulate, permutations, combinations, product
from math import gcd, ceil, floor, sqrt
from decimal import Decimal
try:
    from typing import *
except Exception:
    pass
try:
    sys.setrecursionlimit(1_000_000)
except Exception:
    pass
try:
    import site as _site
    try:
        _sys_sites = _site.getsitepackages() if hasattr(_site, "getsitepackages") else []
        for _p in _sys_sites:
            if _p and _p not in sys.path:
                sys.path.append(_p)
    except Exception:
        pass
    try:
        _usp = _site.getusersitepackages()
        if isinstance(_usp, str):
            _usp = [_usp]
        for _p in _usp:
            if _p and _p not in sys.path:
                sys.path.append(_p)
    except Exception:
        pass
except Exception:
    pass

def _disabled_input(*args, **kwargs):
    raise RuntimeError("input() is disabled in callable mode")
builtins.input = _disabled_input

ns = {"__name__": "__judge__"}  # prevent if __name__ == "__main__" blocks
for _k, _v in list(globals().items()):
    if not _k.startswith("_"):
        ns[_k] = _v
_CODE = 'from operator import itemgetter\n\ndef _collatz_len(n, lengths):\n    if n in lengths:\n        return [n, lengths[n]]\n\n    count = 0\n    curr_num = n\n    nums = []\n\n    while curr_num != 1:\n        nums.append(curr_num)\n\n        if curr_num in lengths:\n            for i, x in enumerate(nums):\n                if x not in lengths:\n                    lengths[x] = count + lengths[curr_num] - i\n            return [n, count + lengths[curr_num]]\n\n        if curr_num % 2:\n            nums.append(3 * curr_num + 1)\n            curr_num = (3 * curr_num + 1) // 2\n            count += 1\n        else:\n            curr_num //= 2\n        count += 1\n\n    count += 1\n\n    for i, x in enumerate(nums):\n        if x not in lengths:\n            lengths[x] = count - i\n\n    return [n, count]\n\ndef max_collatz_length(n):\n    if not isinstance(n, int) or isinstance(n, bool) or n <= 0:\n        return []\n\n    curr_len = max_len = 0\n    lengths = {1:1, 2:2}\n\n    results = [_collatz_len(x, lengths) for x in range(1, n // 2 + 1)]\n    for x in range(n // 2 + 1, n + 1):\n        if x % 2:\n            results.append(_collatz_len(x, lengths))\n        else:\n            results.append([x, results[x // 2 - 1][1] + 1])\n\n    return max(results, key=itemgetter(1))\n'
_co = compile(_CODE, USER_FILENAME, "exec")
exec(_co, ns, ns)

_target = None
_fn_name = 'max_collatz_length'
if _fn_name:
    if "Solution" in ns:
        try:
            _obj = ns["Solution"]()
            if hasattr(_obj, _fn_name):
                _target = getattr(_obj, _fn_name)
        except Exception:
            _target = None
    if _target is None and _fn_name in ns and callable(ns[_fn_name]):
        _target = ns[_fn_name]
# Fallback: if there's exactly one user-defined function, use it
if _target is None:
    _cands = [v for k, v in ns.items() if callable(v) and getattr(v, "__module__", "") in ("__judge__", "__main__")]
    _user_funcs = [c for c in _cands if getattr(c, "__name__", "").startswith("_") is False]
    if len(_user_funcs) == 1:
        _target = _user_funcs[0]
if _target is None:
    raise RuntimeError(f"Could not resolve callable '{_fn_name}'")

_raw = sys.stdin.read().strip()
if _raw:
    _parsed = json.loads(_raw)
    if isinstance(_parsed, dict):
        _kwargs = _parsed.get("kwargs", {})
        _args = _parsed.get("args", [])
    else:
        _args, _kwargs = _parsed, {}
else:
    _args, _kwargs = [], {}
if not isinstance(_args, (list, tuple)):
    _args = [_args]
_res = _target(*_args, **_kwargs)
try:
    sys.stdout.write(repr(_res) + "\n")
except Exception:
    pass

```

Measured memory_bytes: 5792