Problem:


Score : 100 points

Problem Statement

You are given an array a_0, a_1, ..., a_{N-1} of length N. Process Q queries of the following types.

The type of i-th query is represented by T_i.

T_i=1: You are given two integers X_i,V_i. Replace the value of A_{X_i} with V_i.

T_i=2: You are given two integers L_i,R_i. Calculate the maximum value among A_{L_i},A_{L_i+1},\cdots,A_{R_i}.

T_i=3: You are given two integers X_i,V_i. Calculate the minimum j such that X_i \leq j \leq N, V_i \leq A_j. If there is no such j, answer j=N+1 instead.

Constraints

1 \leq N \leq 2 \times 10^5

0 \leq A_i \leq 10^9

1 \leq Q \leq 2 \times 10^5

1 \leq T_i \leq 3

1 \leq X_i \leq N, 0 \leq V_i \leq 10^9 (T_i=1,3)

1 \leq L_i \leq R_i \leq N (T_i=2)

All values in Input are integer.

Input

Input is given from Standard Input in the following format:

N Q
A_1 A_2 \cdots A_N
First query
Second query
\vdots
Q-th query

Each query is given in the following format:

If T_i=1,3,

T_i X_i V_i

If T_i=2,

T_i L_i R_i

Output

For each query with T_i=2, 3, print the answer.

Sample Input 1

5 5
1 2 3 2 1
2 1 5
3 2 3
1 3 1
2 2 4
3 1 3

Sample Output 1

3
3
2
6

First query: Print 3, which is the maximum of (A_1,A_2,A_3,A_4,A_5)=(1,2,3,2,1).

Second query: Since 3>A_2, j=2 does not satisfy the condition．Since 3 \leq A_3, print j=3.

Third query: Replace the value of A_3 with 1. It becomes A=(1,2,1,2,1).

Fourth query: Print 2, which is the maximum of (A_2,A_3,A_4)=(2,1,2).

Fifth query: Since there is no j that satisfies the condition, print j=N+1=6.



Sample input:
5 5
1 2 3 2 1
2 1 5
3 2 3
1 3 1
2 2 4
3 1 3


Sample output:
3
3
2
6

Submission status: Accepted

Solution code:
# 今度こそメモリリークを直した
# TODO: 更新ルールの異なる複数のセグ木を作ったときに正しく動くか検証

# PyPy より遅いならこれ使う意味無いのでは…？
# 高速化しようとするならやりようはあると思うけど…

code_segtree = r"""
#define PY_SSIZE_T_CLEAN
#include <Python.h>
#include "structmember.h"

// >>> AtCoder >>>

#ifndef ATCODER_SEGTREE_HPP
#define ATCODER_SEGTREE_HPP 1

#include <algorithm>
#ifndef ATCODER_INTERNAL_BITOP_HPP
#define ATCODER_INTERNAL_BITOP_HPP 1

#ifdef _MSC_VER
#include <intrin.h>
#endif

namespace atcoder {

namespace internal {

// @param n `0 <= n`
// @return minimum non-negative `x` s.t. `n <= 2**x`
int ceil_pow2(int n) {
    int x = 0;
    while ((1U << x) < (unsigned int)(n)) x++;
    return x;
}

// @param n `1 <= n`
// @return minimum non-negative `x` s.t. `(n & (1 << x)) != 0`
int bsf(unsigned int n) {
#ifdef _MSC_VER
    unsigned long index;
    _BitScanForward(&index, n);
    return index;
#else
    return __builtin_ctz(n);
#endif
}

}  // namespace internal

}  // namespace atcoder

#endif  // ATCODER_INTERNAL_BITOP_HPP
#include <cassert>
#include <vector>

namespace atcoder {

template <class S, S (*op)(S, S), S (*e)()> struct segtree {
  public:
    segtree() : segtree(0) {}
    segtree(int n) : segtree(std::vector<S>(n, e())) {}
    segtree(const std::vector<S>& v) : _n(int(v.size())) {
        log = internal::ceil_pow2(_n);
        size = 1 << log;
        d = std::vector<S>(2 * size, e());
        for (int i = 0; i < _n; i++) d[size + i] = v[i];
        for (int i = size - 1; i >= 1; i--) {
            update(i);
        }
    }

    void set(int p, S x) {
        assert(0 <= p && p < _n);
        p += size;
        d[p] = x;
        for (int i = 1; i <= log; i++) update(p >> i);
    }

    S get(int p) {
        assert(0 <= p && p < _n);
        return d[p + size];
    }

    S prod(int l, int r) {
        assert(0 <= l && l <= r && r <= _n);
        S sml = e(), smr = e();
        l += size;
        r += size;

        while (l < r) {
            if (l & 1) sml = op(sml, d[l++]);
            if (r & 1) smr = op(d[--r], smr);
            l >>= 1;
            r >>= 1;
        }
        return op(sml, smr);
    }

    S all_prod() { return d[1]; }

    template <bool (*f)(S)> int max_right(int l) {
        return max_right(l, [](S x) { return f(x); });
    }
    template <class F> int max_right(int l, F f) {
        assert(0 <= l && l <= _n);
        assert(f(e()));
        if (l == _n) return _n;
        l += size;
        S sm = e();
        do {
            while (l % 2 == 0) l >>= 1;
            if (!f(op(sm, d[l]))) {
                while (l < size) {
                    l = (2 * l);
                    if (f(op(sm, d[l]))) {
                        sm = op(sm, d[l]);
                        l++;
                    }
                }
                return l - size;
            }
            sm = op(sm, d[l]);
            l++;
        } while ((l & -l) != l);
        return _n;
    }

    template <bool (*f)(S)> int min_left(int r) {
        return min_left(r, [](S x) { return f(x); });
    }
    template <class F> int min_left(int r, F f) {
        assert(0 <= r && r <= _n);
        assert(f(e()));
        if (r == 0) return 0;
        r += size;
        S sm = e();
        do {
            r--;
            while (r > 1 && (r % 2)) r >>= 1;
            if (!f(op(d[r], sm))) {
                while (r < size) {
                    r = (2 * r + 1);
                    if (f(op(d[r], sm))) {
                        sm = op(d[r], sm);
                        r--;
                    }
                }
                return r + 1 - size;
            }
            sm = op(d[r], sm);
        } while ((r & -r) != r);
        return 0;
    }

  private:
    int _n, size, log;
    std::vector<S> d;

    void update(int k) { d[k] = op(d[2 * k], d[2 * k + 1]); }
};

}  // namespace atcoder

#endif  // ATCODER_SEGTREE_HPP

// <<< AtCoder <<<

using namespace std;
using namespace atcoder;
#define PARSE_ARGS(types, ...) if(!PyArg_ParseTuple(args, types, __VA_ARGS__)) return NULL

struct AutoDecrefPtr{
    PyObject* p;
    AutoDecrefPtr(PyObject* _p) : p(_p) {};
    AutoDecrefPtr(const AutoDecrefPtr& rhs) : p(rhs.p) { Py_INCREF(p); };
    ~AutoDecrefPtr(){ Py_DECREF(p); }
    AutoDecrefPtr &operator=(const AutoDecrefPtr& rhs){
        Py_DECREF(p);
        p = rhs.p;
        Py_INCREF(p);
        return *this;
    }
};

static PyObject* segtree_op_py;
static AutoDecrefPtr segtree_op(AutoDecrefPtr a, AutoDecrefPtr b){
    auto tmp = PyObject_CallFunctionObjArgs(segtree_op_py, a.p, b.p, NULL);
    return AutoDecrefPtr(tmp);
}
static PyObject* segtree_e_py;
static AutoDecrefPtr segtree_e(){
    Py_INCREF(segtree_e_py);
    return AutoDecrefPtr(segtree_e_py);
}
static PyObject* segtree_f_py;
static bool segtree_f(AutoDecrefPtr x){
    PyObject* pyfunc_res = PyObject_CallFunctionObjArgs(segtree_f_py, x.p, NULL);
    int res = PyObject_IsTrue(pyfunc_res);
    if(res == -1) PyErr_Format(PyExc_ValueError, "error in SegTree f");
    return (bool)res;
}
struct SegTree{
    PyObject_HEAD
    segtree<AutoDecrefPtr, segtree_op, segtree_e>* seg;
    PyObject* op;
    PyObject* e;
    int n;
};

extern PyTypeObject SegTreeType;

static void SegTree_dealloc(SegTree* self){
    delete self->seg;
    Py_DECREF(self->op);
    Py_DECREF(self->e);
    Py_TYPE(self)->tp_free((PyObject*)self);
}
static PyObject* SegTree_new(PyTypeObject* type, PyObject* args, PyObject* kwds){
    SegTree* self;
    self = (SegTree*)type->tp_alloc(type, 0);
    return (PyObject*)self;
}
static inline void set_op_e(SegTree* self){
    segtree_op_py = self->op;
    segtree_e_py = self->e;
}
static int SegTree_init(SegTree* self, PyObject* args){
    if(Py_SIZE(args) != 3){
        self->op = Py_None;  // 何か入れておかないとヤバいことになる
        Py_INCREF(Py_None);
        self->e = Py_None;
        Py_INCREF(Py_None);
        PyErr_Format(PyExc_TypeError, "SegTree constructor expected 3 arguments (op, e, n), got %d", Py_SIZE(args));
        return -1;
    }
    PyObject* arg;
    if(!PyArg_ParseTuple(args, "OOO", &self->op, &self->e, &arg)) return -1;
    Py_INCREF(self->op);
    Py_INCREF(self->e);
    set_op_e(self);
    if(PyLong_Check(arg)){
        int n = (int)PyLong_AsLong(arg);
        if(PyErr_Occurred()) return -1;
        if(n < 0 || n > (int)1e8) {
            PyErr_Format(PyExc_ValueError, "constraint error in SegTree constructor (got %d)", n);
            return -1;
        }
        self->seg = new segtree<AutoDecrefPtr, segtree_op, segtree_e>(n);
        self->n = n;
    }else{
        PyObject *iterator = PyObject_GetIter(arg);
        if(iterator==NULL) return -1;
        PyObject *item;
        vector<AutoDecrefPtr> vec;
        if(Py_TYPE(arg)->tp_as_sequence != NULL) vec.reserve((int)Py_SIZE(arg));
        while(item = PyIter_Next(iterator)) {
            vec.push_back(item);
        }
        Py_DECREF(iterator);
        if (PyErr_Occurred()) return -1;
        self->seg = new segtree<AutoDecrefPtr, segtree_op, segtree_e>(vec);
        self->n = (int)vec.size();
    }
    return 0;
}
static PyObject* SegTree_set(SegTree* self, PyObject* args){
    long p;
    PyObject* x;
    PARSE_ARGS("lO", &p, &x);
    if(p < 0 || p >= self->n){
        PyErr_Format(PyExc_IndexError, "SegTree set index out of range (size=%d, index=%d)", self->n, p);
        return (PyObject*)NULL;
    }
    Py_INCREF(x);
    set_op_e(self);
    self->seg->set((int)p, AutoDecrefPtr(x));
    Py_RETURN_NONE;
}
static PyObject* SegTree_get(SegTree* self, PyObject* args){
    long p;
    PARSE_ARGS("l", &p);
    if(p < 0 || p >= self->n){
        PyErr_Format(PyExc_IndexError, "SegTree get index out of range (size=%d, index=%d)", self->n, p);
        return (PyObject*)NULL;
    }
    PyObject* res = self->seg->get((int)p).p;
    return Py_BuildValue("O", res);
}
static PyObject* SegTree_prod(SegTree* self, PyObject* args){
    long l, r;
    PARSE_ARGS("ll", &l, &r);
    set_op_e(self);
    auto res = self->seg->prod((int)l, (int)r).p;
    return Py_BuildValue("O", res);
}
static PyObject* SegTree_all_prod(SegTree* self, PyObject* args){
    PyObject* res = self->seg->all_prod().p;
    return Py_BuildValue("O", res);
}
static PyObject* SegTree_max_right(SegTree* self, PyObject* args){
    long l;
    PARSE_ARGS("lO", &l, &segtree_f_py);
    if(l < 0 || l > self->n){
        PyErr_Format(PyExc_IndexError, "SegTree max_right index out of range (size=%d, l=%d)", self->n, l);
        return (PyObject*)NULL;
    }
    set_op_e(self);
    int res = self->seg->max_right<segtree_f>((int)l);
    return Py_BuildValue("l", res);
}
static PyObject* SegTree_min_left(SegTree* self, PyObject* args){
    long r;
    PARSE_ARGS("lO", &r, &segtree_f_py);
    if(r < 0 || r > self->n){
        PyErr_Format(PyExc_IndexError, "SegTree max_right index out of range (size=%d, r=%d)", self->n, r);
        return (PyObject*)NULL;
    }
    set_op_e(self);
    int res = self->seg->min_left<segtree_f>((int)r);
    return Py_BuildValue("l", res);
}
static PyObject* SegTree_to_list(SegTree* self){
    PyObject* list = PyList_New(self->n);
    for(int i=0; i<self->n; i++){
        PyObject* val = self->seg->get(i).p;
        Py_INCREF(val);
        PyList_SET_ITEM(list, i, val);
    }
    return list;
}
static PyObject* SegTree_repr(PyObject* self){
    PyObject* list = SegTree_to_list((SegTree*)self);
    PyObject* res = PyUnicode_FromFormat("SegTree(%R)", list);
    Py_ReprLeave(self);
    Py_DECREF(list);
    return res;
}

static PyMethodDef SegTree_methods[] = {
    {"set", (PyCFunction)SegTree_set, METH_VARARGS, "Set item"},
    {"get", (PyCFunction)SegTree_get, METH_VARARGS, "Get item"},
    {"prod", (PyCFunction)SegTree_prod, METH_VARARGS, "Get item"},
    {"all_prod", (PyCFunction)SegTree_all_prod, METH_VARARGS, "Get item"},
    {"max_right", (PyCFunction)SegTree_max_right, METH_VARARGS, "Binary search on segtree"},
    {"min_left", (PyCFunction)SegTree_min_left, METH_VARARGS, "Binary search on segtree"},
    {"to_list", (PyCFunction)SegTree_to_list, METH_VARARGS, "Convert to list"},
    {NULL}  /* Sentinel */
};
PyTypeObject SegTreeType = {
    PyObject_HEAD_INIT(NULL)
    "atcoder.SegTree",                  /*tp_name*/
    sizeof(SegTree),                    /*tp_basicsize*/
    0,                                  /*tp_itemsize*/
    (destructor)SegTree_dealloc,        /*tp_dealloc*/
    0,                                  /*tp_print*/
    0,                                  /*tp_getattr*/
    0,                                  /*tp_setattr*/
    0,                                  /*reserved*/
    SegTree_repr,                       /*tp_repr*/
    0,                                  /*tp_as_number*/
    0,                                  /*tp_as_sequence*/
    0,                                  /*tp_as_mapping*/
    0,                                  /*tp_hash*/
    0,                                  /*tp_call*/
    0,                                  /*tp_str*/
    0,                                  /*tp_getattro*/
    0,                                  /*tp_setattro*/
    0,                                  /*tp_as_buffer*/
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE, /*tp_flags*/
    0,                                  /*tp_doc*/
    0,                                  /*tp_traverse*/
    0,                                  /*tp_clear*/
    0,                                  /*tp_richcompare*/
    0,                                  /*tp_weaklistoffset*/
    0,                                  /*tp_iter*/
    0,                                  /*tp_iternext*/
    SegTree_methods,                    /*tp_methods*/
    0,                                  /*tp_members*/
    0,                                  /*tp_getset*/
    0,                                  /*tp_base*/
    0,                                  /*tp_dict*/
    0,                                  /*tp_descr_get*/
    0,                                  /*tp_descr_set*/
    0,                                  /*tp_dictoffset*/
    (initproc)SegTree_init,             /*tp_init*/
    0,                                  /*tp_alloc*/
    SegTree_new,                        /*tp_new*/
    0,                                  /*tp_free*/
    0,                                  /*tp_is_gc*/
    0,                                  /*tp_bases*/
    0,                                  /*tp_mro*/
    0,                                  /*tp_cache*/
    0,                                  /*tp_subclasses*/
    0,                                  /*tp_weaklist*/
    0,                                  /*tp_del*/
    0,                                  /*tp_version_tag*/
    0,                                  /*tp_finalize*/
};

static PyModuleDef atcodermodule = {
    PyModuleDef_HEAD_INIT,
    "atcoder",
    NULL,
    -1,
};

PyMODINIT_FUNC PyInit_atcoder(void)
{
    PyObject* m;
    if(PyType_Ready(&SegTreeType) < 0) return NULL;

    m = PyModule_Create(&atcodermodule);
    if(m == NULL) return NULL;

    Py_INCREF(&SegTreeType);
    if (PyModule_AddObject(m, "SegTree", (PyObject*)&SegTreeType) < 0) {
        Py_DECREF(&SegTreeType);
        Py_DECREF(m);
        return NULL;
    }

    return m;
}
"""
code_setup = r"""
from distutils.core import setup, Extension
module = Extension(
    "atcoder",
    sources=["atcoder_library_wrapper.cpp"],
    extra_compile_args=["-O3", "-march=native", "-std=c++14"]
)
setup(
    name="atcoder-library",
    version="0.0.1",
    description="wrapper for atcoder library",
    ext_modules=[module]
)
"""

import os
import sys
if sys.argv[-1] == "ONLINE_JUDGE" or os.getcwd() != "/imojudge/sandbox":
    with open("atcoder_library_wrapper.cpp", "w") as f:
        f.write(code_segtree)
    with open("setup.py", "w") as f:
        f.write(code_setup)
    os.system(f"{sys.executable} setup.py build_ext --inplace")


from atcoder import SegTree

def main():
    input = sys.stdin.buffer.readline
    N, Q = map(int, input().split())
    A = map(int, input().split())

    op = lambda a, b: a if a > b else b
    e = -1
    seg = SegTree(op, e, A)

    Ans = []
    m = map(int, sys.stdin.buffer.read().split())
    for t, x, v in zip(m, m, m):
        x -= 1
        if t == 1:
            seg.set(x, v)
        elif t == 2:
            ans = seg.prod(x, v)
            Ans.append(ans)
        else:
            ans = seg.max_right(x, lambda a: a < v) + 1
            Ans.append(ans)
    if Ans:
        print("\n".join(map(str, Ans)))

main()

Submission status: Accepted

Solution code:
header_code = """
#include <vector>
#include <algorithm>
#include <cassert>
#include <vector>

namespace aclython {

int ceil_pow2(int n) {
    int x = 0;
    while ((1U << x) < (unsigned int)(n)) x++;
    return x;
}

template <class S, S (*op)(S, S), S (*e)()> struct segtree {
  public:
    segtree() : segtree(0) {}
    segtree(int n) : segtree(std::vector<S>(n, e())) {}
    segtree(const std::vector<S>& v) : _n(int(v.size())) {
        log = ceil_pow2(_n);
        size = 1 << log;
        d = std::vector<S>(2 * size, e());
        for (int i = 0; i < _n; i++) d[size + i] = v[i];
        for (int i = size - 1; i >= 1; i--) {
            update(i);
        }
    }

    void set(int p, S x) {
        assert(0 <= p && p < _n);
        p += size;
        d[p] = x;
        for (int i = 1; i <= log; i++) update(p >> i);
    }

    S get(int p) {
        assert(0 <= p && p < _n);
        return d[p + size];
    }

    S prod(int l, int r) {
        assert(0 <= l && l <= r && r <= _n);
        S sml = e(), smr = e();
        l += size;
        r += size;

        while (l < r) {
            if (l & 1) sml = op(sml, d[l++]);
            if (r & 1) smr = op(d[--r], smr);
            l >>= 1;
            r >>= 1;
        }
        return op(sml, smr);
    }

    S all_prod() { return d[1]; }

    template <bool (*f)(S)> int max_right(int l, S b) {
        return max_right(l, b, [](S x, S y) { return f(x, y); });
    }
    template <class F> int max_right(int l, S b, F f) {
        assert(0 <= l && l <= _n);
        assert(f(e()));
        if (l == _n) return _n;
        l += size;
        S sm = e();
        do {
            while (l % 2 == 0) l >>= 1;
            if (!f(op(sm, d[l]), b)) {
                while (l < size) {
                    l = (2 * l);
                    if (f(op(sm, d[l]), b)) {
                        sm = op(sm, d[l]);
                        l++;
                    }
                }
                return l - size;
            }
            sm = op(sm, d[l]);
            l++;
        } while ((l & -l) != l);
        return _n;
    }

    template <bool (*f)(S)> int min_left(int r, S b) {
        return min_left(r, b, [](S x, S y) { return f(x, y); });
    }
    template <class F> int min_left(int r, S b, F f) {
        assert(0 <= r && r <= _n);
        assert(f(e()));
        if (r == 0) return 0;
        r += size;
        S sm = e();
        do {
            r--;
            while (r > 1 && (r % 2)) r >>= 1;
            if (!f(op(d[r], sm), b)) {
                while (r < size) {
                    r = (2 * r + 1);
                    if (f(op(d[r], sm), b)) {
                        sm = op(d[r], sm);
                        r--;
                    }
                }
                return r + 1 - size;
            }
            sm = op(d[r], sm);
        } while ((r & -r) != r);
        return 0;
    }

  private:
    int _n, size, log;
    std::vector<S> d;

    void update(int k) { d[k] = op(d[2 * k], d[2 * k + 1]); }
};



int min_op(int n, int m){
    return std::min(n, m);
}

int min_e(){
    return (int)1e9;
}

struct segtree_min {
    public:
        segtree_min() : segtree_min(0) {}
        segtree_min(int n) : segtree_min(std::vector<int>(n, min_e())) {}
        segtree_min(const std::vector<int>& vec) : seg(vec) {}

        void set(int p, int x) {seg.set(p, x);}
        int get(int p) {return seg.get(p);}
        int prod(int l, int r) {return seg.prod(l, r);}
        int all_prod() {return seg.all_prod();}

        int max_right(int l, int v) {return seg.max_right(l, v, [](int x, int y) { return x<y; });}
        int min_left(int r, int v) {return seg.min_left(r, v, [](int x, int y) { return x<y; });}

    private:
        segtree<int, min_op, min_e> seg;
};

int max_op(int n, int m){
    return std::max(n, m);
}

int max_e(){
    return 0;
}

struct segtree_max {
    public:
        segtree_max() : segtree_max(0) {}
        segtree_max(int n) : segtree_max(std::vector<int>(n, max_e())) {}
        segtree_max(const std::vector<int>& vec) : seg(vec) {}

        void set(int p, int x) {seg.set(p, x);}
        int get(int p) {return seg.get(p);}
        int prod(int l, int r) {return seg.prod(l, r);}
        int all_prod() {return seg.all_prod();}

        int max_right(int l, int v) {return seg.max_right(l, v, [](int x, int y) { return x<y; });}
        int min_left(int r, int v) {return seg.min_left(r, v, [](int x, int y) { return x<y; });}

    private:
        segtree<int, max_op, max_e> seg;
};


}
"""

code = """

# distutils: language=c++
# distutils: include_dirs=[/home/USERNAME/.local/lib/python3.8/site-packages/numpy/core/include, /opt/atcoder-stl]
# cython: boundscheck=False
# cython: wraparound=False

from libc.stdio cimport getchar, printf
from libcpp.string cimport string
from libcpp.vector cimport vector
from libcpp cimport bool
cpdef inline vector[int] ReadInt(int n):
    cdef int b, c
    cdef vector[int] *v = new vector[int]()
    for i in range(n):
        c = 0
        while 1:
            b = getchar() - 48
            if b < 0: break
            c = c * 10 + b
        v.push_back(c)
    return v[0]

cpdef inline vector[string] Read(int n):
    cdef char c
    cdef vector[string] *vs = new vector[string]()
    cdef string *s
    for i in range(n):
        s = new string()
        while 1:
            c = getchar()
            if c<=32: break
            s.push_back(c)
        vs.push_back(s[0])
    return vs[0]

cpdef inline void PrintLongN(vector[long] l, int n):
    for i in range(n): printf("%ld\\n", l[i])

cpdef inline void PrintLong(vector[long] l, int n):
    for i in range(n): printf("%ld ", l[i])
cdef extern from "./intermediate.hpp" namespace "aclython" nogil:
    cdef cppclass segtree_min:
        segtree_min(vector[int] v)
        void set(int p, int x)
        int get(int p)
        int prod(int l, int r)
        int all_prod()
        int max_right(int l, int v)
        int min_left(int r, int v)

cdef class SegTreeMin:
    cdef segtree_min *_thisptr
    def __cinit__(self, vector[int] v):
        self._thisptr = new segtree_min(v)
    cpdef void set(self, int p, int x):
        self._thisptr.set(p, x)
    cpdef int get(self, int p):
        return self._thisptr.get(p)
    cpdef int prod(self, int l, int r):
        return self._thisptr.prod(l, r)
    cpdef int all_prod(self):
        return self._thisptr.all_prod()
    cpdef int max_right(self, int l, int v):
        return self._thisptr.max_right(l, v)
    cpdef int min_left(self, int r, int v):
        self._thisptr.min_left(r, v)

cdef extern from "./intermediate.hpp" namespace "aclython" nogil:
    cdef cppclass segtree_max:
        segtree_max(vector[int] v)
        void set(int p, int x)
        int get(int p)
        int prod(int l, int r)
        int all_prod()
        int max_right(int l, int v)
        int min_left(int r, int v)

cdef class SegTreeMax:
    cdef segtree_max *_thisptr
    def __cinit__(self, vector[int] v):
        self._thisptr = new segtree_max(v)
    cpdef void set(self, int p, int x):
        self._thisptr.set(p, x)
    cpdef int get(self, int p):
        return self._thisptr.get(p)
    cpdef int prod(self, int l, int r):
        return self._thisptr.prod(l, r)
    cpdef int all_prod(self):
        return self._thisptr.all_prod()
    cpdef int max_right(self, int l, int v):
        return self._thisptr.max_right(l, v)
    cpdef int min_left(self, int r, int v):
        self._thisptr.min_left(r, v)


def SegTree(v, op):
    if op=="min":
        return SegTreeMin(v)
    elif op=="max":
        return SegTreeMax(v)

"""


import os, sys, getpass

if sys.argv[-1] == 'ONLINE_JUDGE':
    code = code.replace("USERNAME", getpass.getuser())
    open('intermediate.hpp','w').write(header_code)
    open('atcoder.pyx','w').write(code)
    os.system('cythonize -i -3 -b atcoder.pyx')
    sys.exit(0)


from atcoder import ReadInt, SegTree, PrintLongN

N,Q = ReadInt(2)
ST = SegTree(ReadInt(N), "max")

ans = []
for i in range(Q):
    T = ReadInt(1)[0]
    if T==1:
        X,V = ReadInt(2)
        X -= 1
        ST.set(X,V)
    elif T==2:
        L,R = ReadInt(2)
        ans.append(ST.prod(L-1,R))
    else:
        X,V = ReadInt(2)
        X -= 1
        ans.append(ST.max_right(X,V)+1)
PrintLongN(ans,len(ans))

Submission status: Accepted

Solution code:
class SegmentTree: #1-indexed
    def __init__(self,list,f=lambda x,y:x+y,inf=0):
        self.height=(len(list)-1).bit_length()+1 #木の高さ
        self.zero=2**(self.height-1) #最下段に添字を合わせる用
        self.id=inf #単位元
        self.tree=[self.id]*(2**self.height) #木を単位元で初期化
        self.f=f
        for i in range(len(list)):
            self.tree[self.zero+i]=list[i]
        for i in range(self.zero-1,0,-1):
            self.tree[i]=self.f(self.tree[2*i],self.tree[2*i+1])
        
    def update(self,i,x): #i番目の要素をxに変更
        i+=self.zero
        self.tree[i]=x
        while i>1:
            i//=2
            self.tree[i]=self.f(self.tree[2*i],self.tree[2*i+1])
    
    def query(self,l,r): #区間[l,r)
        l+=self.zero
        r+=self.zero
        lf,rf=self.id,self.id
        while l<r:
            if l&1:
                lf=self.f(lf,self.tree[l])
                l+=1
            if r&1:
                r-=1
                rf=self.f(self.tree[r],rf)
            l//=2
            r//=2
        return self.f(lf,rf)
 
    '''
    Falseを探索するかTrueを探索するかは問題によって使い分ける(デフォはTrue探索)
    FFFFTTTTとしたときの最小のTを求める
    '''
    def BinarySearch(self,l,r,f): #fの返り値はboolにする
        if not f(self.query(l,r)):
            return r+1
        l+=self.zero
        r+=self.zero
        while True:
            if f(self.tree[l]):
                if l>=self.zero:
                    return l-self.zero+1 #最下段ならreturn
                else:
                    l*=2 #左の子供を見る
            else:
                if l%2==0:
                    l+=1 #左の子なら右を見る
                else:
                    l=(l//2)+1 #右の子なら親の右を見る
 
#####################################################
 
n,q=map(int,input().split())
a=list(map(int,input().split()))
seg=SegmentTree(a,max)
for i in range(q):
    t,x,y=map(int,input().split())
    if t==1:
        seg.update(x-1,y)
    elif t==2:
        print(seg.query(x-1,y))
    else:
        print(seg.BinarySearch(x-1,n,lambda x:x>=y))

Submission status: Accepted

Solution code:
class SegmentTree: #1-indexed
    def __init__(self,list,f=lambda x,y:x+y,inf=0):
        self.height=(len(list)-1).bit_length()+1 #木の高さ
        self.zero=2**(self.height-1) #最下段に添字を合わせる用
        self.id=inf #単位元
        self.tree=[self.id]*(2**self.height) #木を単位元で初期化
        self.f=f
        for i in range(len(list)):
            self.tree[self.zero+i]=list[i]
        for i in range(self.zero-1,0,-1):
            self.tree[i]=self.f(self.tree[2*i],self.tree[2*i+1])
        
    def update(self,i,x): #i番目の要素をxに変更
        i+=self.zero
        self.tree[i]=x
        while i>1:
            i//=2
            self.tree[i]=self.f(self.tree[2*i],self.tree[2*i+1])
    
    def query(self,l,r): #区間[l,r)
        l+=self.zero
        r+=self.zero
        lf,rf=self.id,self.id
        while l<r:
            if l&1:
                lf=self.f(lf,self.tree[l])
                l+=1
            if r&1:
                r-=1
                rf=self.f(self.tree[r],rf)
            l//=2
            r//=2
        return self.f(lf,rf)

    '''
    Falseを探索するかTrueを探索するかは問題によって使い分ける(デフォはTrue探索)
    FFFFTTTTとしたときの最小のTを求める
    '''
    def BinarySearch(self,l,r,f): #fの返り値はboolにする
        if not f(self.query(l,r)):
            return r+1
        l+=self.zero
        r+=self.zero
        while True:
            if f(self.tree[l]):
                if l>=self.zero:
                    return l-self.zero+1 #最下段ならreturn
                else:
                    l*=2 #左の子供を見る
            else:
                if l%2==0:
                    l+=1 #左の子なら右を見る
                else:
                    l=(l//2)+1 #右の子なら親の右を見る

#####################################################

n,q=map(int,input().split())
a=list(map(int,input().split()))
seg=SegmentTree(a,max)
for i in range(q):
    t,x,y=map(int,input().split())
    if t==1:
        seg.update(x-1,y)
    elif t==2:
        print(seg.query(x-1,y))
    else:
        print(seg.BinarySearch(x-1,n,lambda x:x>=y))