#include "grader.h"
#include <bits/stdc++.h>
using namespace std;
static constexpr int K = 56;
static constexpr int S = 65536; // symbols: 1..65535
static constexpr int B2 = 1 << 18; // bigram bins
static constexpr int B3 = 1 << 18; // trigram bins
static constexpr int B4 = 1 << 18; // 4-gram bins
// Tunables
static constexpr double ALPHA1 = 0.25; // unigram smoothing
static constexpr double ALPHA2 = 0.25; // bigram smoothing
static constexpr double ALPHA3 = 0.50; // trigram smoothing (higher helps sparsity)
static constexpr double ALPHA4 = 1.00; // 4-gram smoothing (even higher)
static constexpr double BETA = 1.0; // prior smoothing
// Interpolation weights (start conservative on higher grams)
static constexpr double W2 = 0.5;
static constexpr double W3 = 0.1;
static constexpr double W4 = 0.9;
// Unigram model (exact)
static uint32_t cnt1[K][S];
static uint32_t tot1[K];
static uint32_t types1[K];
static uint32_t ex[K];
static bitset<S> seen1[K];
// Hashed bigram model
static uint32_t cnt2[K][B2];
static uint32_t tot2[K];
static uint32_t types2[K];
static bitset<B2> seen2[K];
// Hashed trigram model
static uint32_t cnt3[K][B3];
static uint32_t tot3[K];
static uint32_t types3[K];
static bitset<B3> seen3[K];
// Hashed 4-gram model
static uint32_t cnt4[K][B4];
static uint32_t tot4[K];
static uint32_t types4[K];
static bitset<B4> seen4[K];
static inline uint32_t h2(uint32_t a, uint32_t b) {
uint32_t x = a * 0x9e3779b1u ^ (b + 0x85ebca6bu);
x ^= x >> 16;
x *= 0x7feb352du;
x ^= x >> 15;
return x & (B2 - 1);
}
static inline uint32_t h3(uint32_t a, uint32_t b, uint32_t c) {
uint32_t x = a * 0x9e3779b1u;
x ^= b + 0x85ebca6bu + (x << 6) + (x >> 2);
x ^= c + 0xc2b2ae35u + (x << 6) + (x >> 2);
x ^= x >> 16;
x *= 0x7feb352du;
x ^= x >> 15;
return x & (B3 - 1);
}
static inline uint32_t h4(uint32_t a, uint32_t b, uint32_t c, uint32_t d) {
uint32_t x = a * 0x9e3779b1u;
x ^= b + 0x85ebca6bu + (x << 6) + (x >> 2);
x ^= c + 0xc2b2ae35u + (x << 6) + (x >> 2);
x ^= d + 0x27d4eb2fu + (x << 6) + (x >> 2);
x ^= x >> 16;
x *= 0x7feb352du;
x ^= x >> 15;
return x & (B4 - 1);
}
static inline void learn(int L, const int E[100]) {
ex[L]++;
// unigrams
for (int i = 0; i < 100; i++) {
int x = E[i];
tot1[L]++;
if (!seen1[L].test(x)) {
seen1[L].set(x);
types1[L]++;
}
cnt1[L][x]++;
}
// bigrams
for (int i = 0; i + 1 < 100; i++) {
uint32_t id = h2((uint32_t)E[i], (uint32_t)E[i + 1]);
tot2[L]++;
if (!seen2[L].test(id)) {
seen2[L].set(id);
types2[L]++;
}
cnt2[L][id]++;
}
// trigrams
for (int i = 0; i + 2 < 100; i++) {
uint32_t id = h3((uint32_t)E[i], (uint32_t)E[i + 1], (uint32_t)E[i + 2]);
tot3[L]++;
if (!seen3[L].test(id)) {
seen3[L].set(id);
types3[L]++;
}
cnt3[L][id]++;
}
// 4-grams
for (int i = 0; i + 3 < 100; i++) {
uint32_t id = h4((uint32_t)E[i], (uint32_t)E[i + 1], (uint32_t)E[i + 2], (uint32_t)E[i + 3]);
tot4[L]++;
if (!seen4[L].test(id)) {
seen4[L].set(id);
types4[L]++;
}
cnt4[L][id]++;
}
}
void excerpt(int E[100]) {
// Pre-hash once
uint32_t big[99];
uint32_t tri[98];
uint32_t four[97];
for (int i = 0; i < 99; i++) big[i] = h2((uint32_t)E[i], (uint32_t)E[i + 1]);
for (int i = 0; i < 98; i++) tri[i] = h3((uint32_t)E[i], (uint32_t)E[i + 1], (uint32_t)E[i + 2]);
for (int i = 0; i < 97; i++) four[i] = h4((uint32_t)E[i], (uint32_t)E[i + 1], (uint32_t)E[i + 2], (uint32_t)E[i + 3]);
int bestL = 0;
double bestScore = -1e300;
for (int L = 0; L < K; L++) {
// prior
double score = log((double)ex[L] + BETA);
// --- unigram ---
double denom1 = (double)tot1[L] + ALPHA1 * ((double)types1[L] + 1.0);
score -= 100.0 * log(denom1);
for (int i = 0; i < 100; i++) {
int x = E[i];
if (seen1[L].test(x)) score += log((double)cnt1[L][x] + ALPHA1);
else score += log(ALPHA1);
}
// --- bigram (keep your original behavior) ---
double s2 = 0.0;
double denom2 = (double)tot2[L] + ALPHA2 * ((double)types2[L] + 1.0);
s2 -= 99.0 * log(denom2);
for (int i = 0; i < 99; i++) {
uint32_t id = big[i];
if (seen2[L].test(id)) s2 += log((double)cnt2[L][id] + ALPHA2);
else s2 += log(ALPHA2);
}
// --- trigram (GATED: unseen adds 0, avoids early constant penalty/noise) ---
double s3 = 0.0;
double denom3 = (double)tot3[L] + ALPHA3 * ((double)types3[L] + 1.0);
s3 -= 98.0 * log(denom3);
for (int i = 0; i < 98; i++) {
uint32_t id = tri[i];
if (seen3[L].test(id)) s3 += log((double)cnt3[L][id] + ALPHA3);
// else add 0.0
}
// --- 4-gram (GATED) ---
double s4 = 0.0;
double denom4 = (double)tot4[L] + ALPHA4 * ((double)types4[L] + 1.0);
s4 -= 97.0 * log(denom4);
for (int i = 0; i < 97; i++) {
uint32_t id = four[i];
if (seen4[L].test(id)) s4 += log((double)cnt4[L][id] + ALPHA4);
// else add 0.0
}
score += W2 * s2 + W3 * s3 + W4 * s4;
if (score > bestScore) {
bestScore = score;
bestL = L;
}
}
int correct = language(bestL);
learn(correct, E);
}
