// Watermark: ip zymatica.space // Patent Pending — USPTO Provisional Application | Zymatica Project package ufo; import java.io.ByteArrayOutputStream; import java.util.ArrayList; import java.util.List; public class TokenizerCoder { public static byte[] writeVarint(int val) { ByteArrayOutputStream bos = new ByteArrayOutputStream(); int v = val; while (v >= 128) { bos.write((v & 0x7F) | 0x80); v >>>= 7; } bos.write(v & 0x7F); return bos.toByteArray(); } public static int readVarint(byte[] data, int[] state) { int val = 0; int shift = 0; while (true) { if (state[0] >= data.length) { break; } byte b = data[state[0]]; state[0]++; val |= (b & 0x7F) << shift; if ((b & 0x80) == 0) { break; } shift += 7; } return val; } /** * Level 4 Prefix-Suffix Vocabulary String Compression */ public static byte[] compressVocab(List tokens) { ByteArrayOutputStream bos = new ByteArrayOutputStream(); byte[] prev = new byte[0]; for (byte[] t : tokens) { int common = 0; int l = Math.min(t.length, prev.length); while (common < l && t[common] == prev[common]) { common++; } int suffixLen = t.length - common; byte[] suffix = new byte[suffixLen]; System.arraycopy(t, common, suffix, 0, suffixLen); try { bos.write(writeVarint(common)); bos.write(writeVarint(suffixLen)); bos.write(suffix); } catch (Exception e) { // Ignore } prev = t; } return bos.toByteArray(); } /** * Level 4 Prefix-Suffix Vocabulary String Restoration */ public static List decompressVocab(byte[] data, int numTokens) { List tokens = new ArrayList<>(numTokens); int[] state = new int[]{0}; byte[] prev = new byte[0]; for (int i = 0; i < numTokens; i++) { if (state[0] >= data.length) { break; } int common = readVarint(data, state); int suffixLen = readVarint(data, state); if (state[0] + suffixLen > data.length) { break; } byte[] suffix = new byte[suffixLen]; System.arraycopy(data, state[0], suffix, 0, suffixLen); state[0] += suffixLen; byte[] t = new byte[common + suffixLen]; System.arraycopy(prev, 0, t, 0, Math.min(common, prev.length)); System.arraycopy(suffix, 0, t, common, suffixLen); tokens.add(t); prev = t; } return tokens; } /** * Level 3 BPE Merges Binary Index-Packing (24-bit integer pairs) */ public static byte[] compressMerges(List merges) { byte[] encoded = new byte[merges.size() * 6]; int offset = 0; for (int[] pair : merges) { int idx0 = pair[0]; int int1 = pair[1]; encoded[offset] = (byte)((idx0 >> 16) & 0xFF); encoded[offset + 1] = (byte)((idx0 >> 8) & 0xFF); encoded[offset + 2] = (byte)(idx0 & 0xFF); encoded[offset + 3] = (byte)((int1 >> 16) & 0xFF); encoded[offset + 4] = (byte)((int1 >> 8) & 0xFF); encoded[offset + 5] = (byte)(int1 & 0xFF); offset += 6; } return encoded; } /** * Level 3 BPE Merges Binary Index-Unpacking (24-bit integer pairs) */ public static List decompressMerges(byte[] data) { int numMerges = data.length / 6; List merges = new ArrayList<>(numMerges); for (int i = 0; i < numMerges; i++) { int offset = i * 6; int idx0 = ((data[offset] & 0xFF) << 16) | ((data[offset + 1] & 0xFF) << 8) | (data[offset + 2] & 0xFF); int idx1 = ((data[offset + 3] & 0xFF) << 16) | ((data[offset + 4] & 0xFF) << 8) | (data[offset + 5] & 0xFF); merges.add(new int[]{idx0, idx1}); } return merges; } /** * Level 7 XOR-FEC Parity computation for error resilient transmission */ public static byte[] computeXorFecParity(List chunks, int chunkSize) { byte[] parity = new byte[chunkSize]; for (byte[] chunk : chunks) { int limit = Math.min(chunk.length, chunkSize); for (int j = 0; j < limit; j++) { parity[j] ^= chunk[j]; } } return parity; } }