#include "brkeng.h"
#include "cmemory.h"
#include "dictbe.h"
+#include "lstmbe.h"
#include "charstr.h"
#include "dictionarydata.h"
#include "mutex.h"
UErrorCode status = U_ZERO_ERROR;
UScriptCode code = uscript_getScript(c, &status);
if (U_SUCCESS(status)) {
+ const LanguageBreakEngine *engine = nullptr;
+ // Try to use LSTM first
+ const LSTMData *data = CreateLSTMDataForScript(code, status);
+ if (U_SUCCESS(status)) {
+ if (data != nullptr) {
+ engine = CreateLSTMBreakEngine(code, data, status);
+ if (U_SUCCESS(status) && engine != nullptr) {
+ return engine;
+ }
+ if (engine != nullptr) {
+ delete engine;
+ engine = nullptr;
+ } else {
+ DeleteLSTMData(data);
+ }
+ }
+ }
+ status = U_ZERO_ERROR; // fallback to dictionary based
DictionaryMatcher *m = loadDictionaryMatcherFor(code);
if (m != NULL) {
- const LanguageBreakEngine *engine = NULL;
switch(code) {
case USCRIPT_THAI:
engine = new ThaiBreakEngine(m, status);
<ClCompile Include="brkeng.cpp" />
<ClCompile Include="brkiter.cpp" />
<ClCompile Include="dictbe.cpp" />
+ <ClCompile Include="lstmbe.cpp" />
<ClCompile Include="pluralmap.cpp" />
<ClCompile Include="rbbi.cpp" />
<ClCompile Include="rbbidata.cpp" />
<ClInclude Include="ubidiimp.h" />
<ClInclude Include="brkeng.h" />
<ClInclude Include="dictbe.h" />
+ <ClInclude Include="lstmbe.h" />
<ClInclude Include="rbbidata.h" />
<ClInclude Include="rbbinode.h" />
<ClInclude Include="rbbirb.h" />
<ClCompile Include="dictbe.cpp">
<Filter>break iteration</Filter>
</ClCompile>
+ <ClCompile Include="lstmbe.cpp">
+ <Filter>break iteration</Filter>
+ </ClCompile>
<ClCompile Include="rbbi.cpp">
<Filter>break iteration</Filter>
</ClCompile>
<ClInclude Include="dictbe.h">
<Filter>break iteration</Filter>
</ClInclude>
+ <ClInclude Include="lstmbe.h">
+ <Filter>break iteration</Filter>
+ </ClInclude>
<ClInclude Include="rbbidata.h">
<Filter>break iteration</Filter>
</ClInclude>
<ClCompile Include="brkeng.cpp" />
<ClCompile Include="brkiter.cpp" />
<ClCompile Include="dictbe.cpp" />
+ <ClCompile Include="lstmbe.cpp" />
<ClCompile Include="pluralmap.cpp" />
<ClCompile Include="rbbi.cpp" />
<ClCompile Include="rbbidata.cpp" />
<ClInclude Include="ubidiimp.h" />
<ClInclude Include="brkeng.h" />
<ClInclude Include="dictbe.h" />
+ <ClInclude Include="lstmbe.h" />
<ClInclude Include="rbbidata.h" />
<ClInclude Include="rbbinode.h" />
<ClInclude Include="rbbirb.h" />
--- /dev/null
+// © 2021 and later: Unicode, Inc. and others.
+// License & terms of use: http://www.unicode.org/copyright.html
+
+#include <utility>
+#include <ctgmath>
+
+#include "unicode/utypes.h"
+
+#if !UCONFIG_NO_BREAK_ITERATION
+
+#include "brkeng.h"
+#include "charstr.h"
+#include "cmemory.h"
+#include "lstmbe.h"
+#include "putilimp.h"
+#include "uassert.h"
+#include "ubrkimpl.h"
+#include "uresimp.h"
+#include "uvectr32.h"
+#include "uvector.h"
+
+#include "unicode/brkiter.h"
+#include "unicode/resbund.h"
+#include "unicode/ubrk.h"
+#include "unicode/uniset.h"
+#include "unicode/ustring.h"
+#include "unicode/utf.h"
+
+U_NAMESPACE_BEGIN
+
+// Uncomment the follwoing #define to debug.
+// #define LSTM_DEBUG 1
+// #define LSTM_VECTORIZER_DEBUG 1
+
+/**
+ * Interface for reading 1D array.
+ */
+class ReadArray1D {
+public:
+ virtual ~ReadArray1D();
+ virtual int32_t d1() const = 0;
+ virtual float get(int32_t i) const = 0;
+
+#ifdef LSTM_DEBUG
+ void print() const {
+ printf("\n[");
+ for (int32_t i = 0; i < d1(); i++) {
+ printf("%0.8e ", get(i));
+ if (i % 4 == 3) printf("\n");
+ }
+ printf("]\n");
+ }
+#endif
+};
+
+ReadArray1D::~ReadArray1D()
+{
+}
+
+/**
+ * Interface for reading 2D array.
+ */
+class ReadArray2D {
+public:
+ virtual ~ReadArray2D();
+ virtual int32_t d1() const = 0;
+ virtual int32_t d2() const = 0;
+ virtual float get(int32_t i, int32_t j) const = 0;
+};
+
+ReadArray2D::~ReadArray2D()
+{
+}
+
+/**
+ * A class to index a float array as a 1D Array without owning the pointer or
+ * copy the data.
+ */
+class ConstArray1D : public ReadArray1D {
+public:
+ ConstArray1D() : data_(nullptr), d1_(0) {}
+
+ ConstArray1D(const float* data, int32_t d1) : data_(data), d1_(d1) {}
+
+ virtual ~ConstArray1D();
+
+ // Init the object, the object does not own the data nor copy.
+ // It is designed to directly use data from memory mapped resources.
+ void init(const int32_t* data, int32_t d1) {
+ U_ASSERT(IEEE_754 == 1);
+ data_ = reinterpret_cast<const float*>(data);
+ d1_ = d1;
+ }
+
+ // ReadArray1D methods.
+ virtual int32_t d1() const { return d1_; }
+ virtual float get(int32_t i) const {
+ U_ASSERT(i < d1_);
+ return data_[i];
+ }
+
+private:
+ const float* data_;
+ int32_t d1_;
+};
+
+ConstArray1D::~ConstArray1D()
+{
+}
+
+/**
+ * A class to index a float array as a 2D Array without owning the pointer or
+ * copy the data.
+ */
+class ConstArray2D : public ReadArray2D {
+public:
+ ConstArray2D() : data_(nullptr), d1_(0), d2_(0) {}
+
+ ConstArray2D(const float* data, int32_t d1, int32_t d2)
+ : data_(data), d1_(d1), d2_(d2) {}
+
+ virtual ~ConstArray2D();
+
+ // Init the object, the object does not own the data nor copy.
+ // It is designed to directly use data from memory mapped resources.
+ void init(const int32_t* data, int32_t d1, int32_t d2) {
+ U_ASSERT(IEEE_754 == 1);
+ data_ = reinterpret_cast<const float*>(data);
+ d1_ = d1;
+ d2_ = d2;
+ }
+
+ // ReadArray2D methods.
+ inline int32_t d1() const { return d1_; }
+ inline int32_t d2() const { return d2_; }
+ float get(int32_t i, int32_t j) const {
+ U_ASSERT(i < d1_);
+ U_ASSERT(j < d2_);
+ return data_[i * d2_ + j];
+ }
+
+ // Expose the ith row as a ConstArray1D
+ inline ConstArray1D row(int32_t i) const {
+ U_ASSERT(i < d1_);
+ return ConstArray1D(data_ + i * d2_, d2_);
+ }
+
+private:
+ const float* data_;
+ int32_t d1_;
+ int32_t d2_;
+};
+
+ConstArray2D::~ConstArray2D()
+{
+}
+
+/**
+ * A class to allocate data as a writable 1D array.
+ * This is the main class implement matrix operation.
+ */
+class Array1D : public ReadArray1D {
+public:
+ Array1D() : memory_(nullptr), data_(nullptr), d1_(0) {}
+ Array1D(int32_t d1)
+ : memory_(uprv_malloc(d1 * sizeof(float))),
+ data_((float*)memory_), d1_(d1) {
+ clear();
+ }
+
+ virtual ~Array1D();
+
+ // A special constructor which does not own the memory but writeable
+ // as a slice of an array.
+ Array1D(float* data, int32_t d1)
+ : memory_(nullptr), data_(data), d1_(d1) {}
+
+ // ReadArray1D methods.
+ virtual int32_t d1() const { return d1_; }
+ virtual float get(int32_t i) const {
+ U_ASSERT(i < d1_);
+ return data_[i];
+ }
+
+ // Return the index which point to the max data in the array.
+ inline int32_t maxIndex() const {
+ int32_t index = 0;
+ float max = data_[0];
+ for (int32_t i = 1; i < d1_; i++) {
+ if (data_[i] > max) {
+ max = data_[i];
+ index = i;
+ }
+ }
+ return index;
+ }
+
+ // Slice part of the array to a new one.
+ inline Array1D slice(int32_t from, int32_t size) const {
+ U_ASSERT(from >= 0);
+ U_ASSERT(from < d1_);
+ U_ASSERT(from + size <= d1_);
+ return Array1D(data_ + from, size);
+ }
+
+ // Dot product of a 1D array and a 2D array into this one.
+ inline Array1D& dotProduct(const ReadArray1D& a, const ReadArray2D& b) {
+ U_ASSERT(a.d1() == b.d1());
+ U_ASSERT(b.d2() == d1());
+ for (int32_t i = 0; i < d1(); i++) {
+ data_[i] = 0;
+ for (int32_t j = 0; j < a.d1(); j++) {
+ data_[i] += a.get(j) * b.get(j, i);
+ }
+ }
+ return *this;
+ }
+
+ // Hadamard Product the values of another array of the same size into this one.
+ inline Array1D& hadamardProduct(const ReadArray1D& a) {
+ U_ASSERT(a.d1() == d1());
+ for (int32_t i = 0; i < d1(); i++) {
+ data_[i] *= a.get(i);
+ }
+ return *this;
+ }
+
+ // Add the values of another array of the same size into this one.
+ inline Array1D& add(const ReadArray1D& a) {
+ U_ASSERT(a.d1() == d1());
+ for (int32_t i = 0; i < d1(); i++) {
+ data_[i] += a.get(i);
+ }
+ return *this;
+ }
+
+ // Assign the values of another array of the same size into this one.
+ inline Array1D& assign(const ReadArray1D& a) {
+ U_ASSERT(a.d1() == d1());
+ for (int32_t i = 0; i < d1(); i++) {
+ data_[i] = a.get(i);
+ }
+ return *this;
+ }
+
+ // Apply tanh to all the elements in the array.
+ inline Array1D& tanh() {
+ for (int32_t i = 0; i < d1_; i++) {
+ data_[i] = std::tanh(data_[i]);
+ }
+ return *this;
+ }
+
+ // Apply sigmoid to all the elements in the array.
+ inline Array1D& sigmoid() {
+ for (int32_t i = 0; i < d1_; i++) {
+ data_[i] = 1.0f/(1.0f + expf(-data_[i]));
+ }
+ return *this;
+ }
+
+ inline Array1D& clear() {
+ uprv_memset(data_, 0, d1_ * sizeof(float));
+ return *this;
+ }
+
+private:
+ void* memory_;
+ float* data_;
+ int32_t d1_;
+};
+
+Array1D::~Array1D()
+{
+ uprv_free(memory_);
+}
+
+class Array2D : public ReadArray2D {
+public:
+ Array2D() : memory_(nullptr), data_(nullptr), d1_(0), d2_(0) {}
+ Array2D(int32_t d1, int32_t d2)
+ : memory_(uprv_malloc(d1 * d2 * sizeof(float))),
+ data_((float*)memory_), d1_(d1), d2_(d2) {
+ clear();
+ }
+ virtual ~Array2D();
+
+ // ReadArray2D methods.
+ virtual int32_t d1() const { return d1_; }
+ virtual int32_t d2() const { return d2_; }
+ virtual float get(int32_t i, int32_t j) const {
+ U_ASSERT(i < d1_);
+ U_ASSERT(j < d2_);
+ return data_[i * d2_ + j];
+ }
+
+ inline Array1D row(int32_t i) const {
+ U_ASSERT(i < d1_);
+ return Array1D(data_ + i * d2_, d2_);
+ }
+
+ inline Array2D& clear() {
+ uprv_memset(data_, 0, d1_ * d2_ * sizeof(float));
+ return *this;
+ }
+
+private:
+ void* memory_;
+ float* data_;
+ int32_t d1_;
+ int32_t d2_;
+};
+
+Array2D::~Array2D()
+{
+ uprv_free(memory_);
+}
+
+typedef enum {
+ BEGIN,
+ INSIDE,
+ END,
+ SINGLE
+} LSTMClass;
+
+typedef enum {
+ UNKNOWN,
+ CODE_POINTS,
+ GRAPHEME_CLUSTER,
+} EmbeddingType;
+
+struct LSTMData : public UMemory {
+ LSTMData(UResourceBundle* rb, UErrorCode &status);
+ ~LSTMData();
+ UHashtable* fDict;
+ EmbeddingType fType;
+ const UChar* fName;
+ ConstArray2D fEmbedding;
+ ConstArray2D fForwardW;
+ ConstArray2D fForwardU;
+ ConstArray1D fForwardB;
+ ConstArray2D fBackwardW;
+ ConstArray2D fBackwardU;
+ ConstArray1D fBackwardB;
+ ConstArray2D fOutputW;
+ ConstArray1D fOutputB;
+
+private:
+ UResourceBundle* fDataRes;
+ UResourceBundle* fDictRes;
+};
+
+LSTMData::LSTMData(UResourceBundle* rb, UErrorCode &status)
+ : fDict(nullptr), fType(UNKNOWN), fName(nullptr),
+ fDataRes(nullptr), fDictRes(nullptr)
+{
+ if (U_FAILURE(status)) {
+ return;
+ }
+ if (IEEE_754 != 1) {
+ status = U_UNSUPPORTED_ERROR;
+ return;
+ }
+ LocalUResourceBundlePointer embeddings_res(
+ ures_getByKey(rb, "embeddings", nullptr, &status));
+ int32_t embedding_size = ures_getInt(embeddings_res.getAlias(), &status);
+ LocalUResourceBundlePointer hunits_res(
+ ures_getByKey(rb, "hunits", nullptr, &status));
+ int32_t hunits = ures_getInt(hunits_res.getAlias(), &status);
+ const UChar* type = ures_getStringByKey(rb, "type", nullptr, &status);
+ if (u_strCompare(type, -1, u"codepoints", -1, false) == 0) {
+ fType = CODE_POINTS;
+ } else if (u_strCompare(type, -1, u"graphclust", -1, false) == 0) {
+ fType = GRAPHEME_CLUSTER;
+ }
+ fName = ures_getStringByKey(rb, "model", nullptr, &status);
+ fDataRes = ures_getByKey(rb, "data", nullptr, &status);
+ int32_t data_len = 0;
+ const int32_t* data = ures_getIntVector(fDataRes, &data_len, &status);
+ LocalUResourceBundlePointer fDictRes(
+ ures_getByKey(rb, "dict", nullptr, &status));
+ int32_t num_index = ures_getSize(fDictRes.getAlias());
+ fDict = uhash_open(uhash_hashUChars, uhash_compareUChars, nullptr, &status);
+ if (U_FAILURE(status)) {
+ return;
+ }
+
+ ures_resetIterator(fDictRes.getAlias());
+ int32_t idx = 0;
+ // put dict into hash
+ while(ures_hasNext(fDictRes.getAlias())) {
+ const char *tempKey = nullptr;
+ const UChar* str = ures_getNextString(fDictRes.getAlias(), nullptr, &tempKey, &status);
+ uhash_putiAllowZero(fDict, (void*)str, idx++, &status);
+ if (U_FAILURE(status)) {
+ return;
+ }
+#ifdef LSTM_VECTORIZER_DEBUG
+ printf("Assign [");
+ while (*str != 0x0000) {
+ printf("U+%04x ", *str);
+ str++;
+ }
+ printf("] map to %d\n", idx-1);
+#endif
+ }
+ int32_t mat1_size = (num_index + 1) * embedding_size;
+ int32_t mat2_size = embedding_size * 4 * hunits;
+ int32_t mat3_size = hunits * 4 * hunits;
+ int32_t mat4_size = 4 * hunits;
+ int32_t mat5_size = mat2_size;
+ int32_t mat6_size = mat3_size;
+ int32_t mat7_size = mat4_size;
+ int32_t mat8_size = 2 * hunits * 4;
+#if U_DEBUG
+ int32_t mat9_size = 4;
+ U_ASSERT(data_len == mat1_size + mat2_size + mat3_size + mat4_size + mat5_size +
+ mat6_size + mat7_size + mat8_size + mat9_size);
+#endif
+
+ fEmbedding.init(data, (num_index + 1), embedding_size);
+ data += mat1_size;
+ fForwardW.init(data, embedding_size, 4 * hunits);
+ data += mat2_size;
+ fForwardU.init(data, hunits, 4 * hunits);
+ data += mat3_size;
+ fForwardB.init(data, 4 * hunits);
+ data += mat4_size;
+ fBackwardW.init(data, embedding_size, 4 * hunits);
+ data += mat5_size;
+ fBackwardU.init(data, hunits, 4 * hunits);
+ data += mat6_size;
+ fBackwardB.init(data, 4 * hunits);
+ data += mat7_size;
+ fOutputW.init(data, 2 * hunits, 4);
+ data += mat8_size;
+ fOutputB.init(data, 4);
+}
+
+LSTMData::~LSTMData() {
+ uhash_close(fDict);
+ ures_close(fDictRes);
+ ures_close(fDataRes);
+}
+
+class Vectorizer : public UMemory {
+public:
+ Vectorizer(UHashtable* dict) : fDict(dict) {}
+ virtual ~Vectorizer();
+ virtual void vectorize(UText *text, int32_t startPos, int32_t endPos,
+ UVector32 &offsets, UVector32 &indices,
+ UErrorCode &status) const = 0;
+protected:
+ int32_t stringToIndex(const UChar* str) const {
+ UBool found = false;
+ int32_t ret = uhash_getiAndFound(fDict, (const void*)str, &found);
+ if (!found) {
+ ret = fDict->count;
+ }
+#ifdef LSTM_VECTORIZER_DEBUG
+ printf("[");
+ while (*str != 0x0000) {
+ printf("U+%04x ", *str);
+ str++;
+ }
+ printf("] map to %d\n", ret);
+#endif
+ return ret;
+ }
+
+private:
+ UHashtable* fDict;
+};
+
+Vectorizer::~Vectorizer()
+{
+}
+
+class CodePointsVectorizer : public Vectorizer {
+public:
+ CodePointsVectorizer(UHashtable* dict) : Vectorizer(dict) {}
+ virtual ~CodePointsVectorizer();
+ virtual void vectorize(UText *text, int32_t startPos, int32_t endPos,
+ UVector32 &offsets, UVector32 &indices,
+ UErrorCode &status) const;
+};
+
+CodePointsVectorizer::~CodePointsVectorizer()
+{
+}
+
+void CodePointsVectorizer::vectorize(
+ UText *text, int32_t startPos, int32_t endPos,
+ UVector32 &offsets, UVector32 &indices, UErrorCode &status) const
+{
+ if (offsets.ensureCapacity(endPos - startPos, status) &&
+ indices.ensureCapacity(endPos - startPos, status)) {
+ utext_setNativeIndex(text, startPos);
+ int32_t current;
+ UChar str[2] = {0, 0};
+ while (U_SUCCESS(status) &&
+ (current = (int32_t)utext_getNativeIndex(text)) < endPos) {
+ // Since the LSTMBreakEngine is currently only accept chars in BMP,
+ // we can ignore the possibility of hitting supplementary code
+ // point.
+ str[0] = (UChar) utext_next32(text);
+ U_ASSERT(!U_IS_SURROGATE(str[0]));
+ offsets.addElement(current, status);
+ indices.addElement(stringToIndex(str), status);
+ }
+ }
+}
+
+class GraphemeClusterVectorizer : public Vectorizer {
+public:
+ GraphemeClusterVectorizer(UHashtable* dict)
+ : Vectorizer(dict)
+ {
+ }
+ virtual ~GraphemeClusterVectorizer();
+ virtual void vectorize(UText *text, int32_t startPos, int32_t endPos,
+ UVector32 &offsets, UVector32 &indices,
+ UErrorCode &status) const;
+};
+
+GraphemeClusterVectorizer::~GraphemeClusterVectorizer()
+{
+}
+
+constexpr int32_t MAX_GRAPHEME_CLSTER_LENTH = 10;
+
+void GraphemeClusterVectorizer::vectorize(
+ UText *text, int32_t startPos, int32_t endPos,
+ UVector32 &offsets, UVector32 &indices, UErrorCode &status) const
+{
+ if (U_FAILURE(status)) {
+ return;
+ }
+ if (!offsets.ensureCapacity(endPos - startPos, status) ||
+ !indices.ensureCapacity(endPos - startPos, status)) {
+ return;
+ }
+ LocalPointer<BreakIterator> graphemeIter(BreakIterator::createCharacterInstance(Locale(), status));
+ if (U_FAILURE(status)) {
+ return;
+ }
+ graphemeIter->setText(text, status);
+ if (U_FAILURE(status)) {
+ return;
+ }
+
+ if (startPos != 0) {
+ graphemeIter->preceding(startPos);
+ }
+ int32_t last = startPos;
+ int32_t current = startPos;
+ UChar str[MAX_GRAPHEME_CLSTER_LENTH];
+ while ((current = graphemeIter->next()) != BreakIterator::DONE) {
+ if (current >= endPos) {
+ break;
+ }
+ if (current > startPos) {
+ utext_extract(text, last, current, str, MAX_GRAPHEME_CLSTER_LENTH, &status);
+ if (U_FAILURE(status)) {
+ break;
+ }
+ offsets.addElement(last, status);
+ indices.addElement(stringToIndex(str), status);
+ }
+ last = current;
+ }
+ if (U_FAILURE(status) || last >= endPos) {
+ return;
+ }
+ utext_extract(text, last, endPos, str, MAX_GRAPHEME_CLSTER_LENTH, &status);
+ if (U_SUCCESS(status)) {
+ offsets.addElement(last, status);
+ indices.addElement(stringToIndex(str), status);
+ }
+}
+
+// Computing LSTM as stated in
+// https://en.wikipedia.org/wiki/Long_short-term_memory#LSTM_with_a_forget_gate
+void compute(
+ const ReadArray2D& W, const ReadArray2D& U, const ReadArray1D& b,
+ const ReadArray1D& x, Array1D& h, Array1D& c)
+{
+ // ifco = x * W + h * U + b
+ Array1D ifco(b.d1());
+ ifco.dotProduct(x, W)
+ .add(Array1D(b.d1()).dotProduct(h, U))
+ .add(b);
+
+ int32_t hunits = b.d1() / 4;
+ ifco.slice(0*hunits, hunits).sigmoid(); // i: sigmod
+ ifco.slice(1*hunits, hunits).sigmoid(); // f: sigmoid
+ ifco.slice(2*hunits, hunits).tanh(); // c_: tanh
+ ifco.slice(3*hunits, hunits).sigmoid(); // o: sigmod
+
+ c.hadamardProduct(ifco.slice(hunits, hunits))
+ .add(Array1D(c.d1())
+ .assign(ifco.slice(0, hunits))
+ .hadamardProduct(ifco.slice(2*hunits, hunits)));
+
+ h.assign(c)
+ .tanh()
+ .hadamardProduct(ifco.slice(3*hunits, hunits));
+}
+
+// Minimum word size
+static const int32_t MIN_WORD = 2;
+
+// Minimum number of characters for two words
+static const int32_t MIN_WORD_SPAN = MIN_WORD * 2;
+
+int32_t
+LSTMBreakEngine::divideUpDictionaryRange( UText *text,
+ int32_t startPos,
+ int32_t endPos,
+ UVector32 &foundBreaks ) const {
+ utext_setNativeIndex(text, startPos);
+ utext_moveIndex32(text, MIN_WORD_SPAN);
+ if (utext_getNativeIndex(text) >= endPos) {
+ return 0; // Not enough characters for two words
+ }
+ utext_setNativeIndex(text, startPos);
+ UErrorCode status = U_ZERO_ERROR;
+
+ UVector32 offsets(status);
+ UVector32 indices(status);
+ fVectorizer->vectorize(text, startPos, endPos, offsets, indices, status);
+ int32_t* offsetsBuf = offsets.getBuffer();
+ int32_t* indicesBuf = indices.getBuffer();
+
+ int32_t input_seq_len = indices.size();
+ int32_t hunits = fData->fForwardU.d1();
+
+ // To save the needed memory usage, the following is different from the
+ // Python or ICU4X implementation. We first perform the Backward LSTM
+ // and then merge the iteration of the forward LSTM and the output layer
+ // together because we only neetdto remember the h[t-1] for Forward LSTM.
+ Array1D c(hunits);
+
+ // TODO: limit size of hBackward. If input_seq_len is too big, we could
+ // run out of memory.
+ // Backward LSTM
+ Array2D hBackward(input_seq_len, hunits);
+ for (int32_t i = input_seq_len - 1; i >= 0; i--) {
+ Array1D hRow = hBackward.row(i);
+ if (i != input_seq_len - 1) {
+ hRow.assign(hBackward.row(i+1));
+ }
+#ifdef LSTM_DEBUG
+ printf("hRow %d\n", i);
+ hRow.print();
+ printf("indicesBuf[%d] = %d\n", i, indicesBuf[i]);
+ printf("fData->fEmbedding.row(indicesBuf[%d]):\n", i);
+ fData->fEmbedding.row(indicesBuf[i]).print();
+#endif // LSTM_DEBUG
+ compute(fData->fBackwardW, fData->fBackwardU, fData->fBackwardB,
+ fData->fEmbedding.row(indicesBuf[i]),
+ hRow, c);
+ }
+
+ Array1D logp(4);
+
+ // Allocate fbRow and slice the internal array in two.
+ Array1D fbRow(2 * hunits);
+ Array1D forwardRow = fbRow.slice(0, hunits); // point to first half of data in fbRow.
+ Array1D backwardRow = fbRow.slice(hunits, hunits); // point to second half of data n fbRow.
+
+ // The following iteration merge the forward LSTM and the output layer
+ // together.
+ c.clear(); // reuse c since it is the same size.
+ for (int32_t i = 0; i < input_seq_len; i++) {
+#ifdef LSTM_DEBUG
+ printf("forwardRow %d\n", i);
+ forwardRow.print();
+#endif // LSTM_DEBUG
+ // Forward LSTM
+ // Calculate the result into forwardRow, which point to the data in the first half
+ // of fbRow.
+ compute(fData->fForwardW, fData->fForwardU, fData->fForwardB,
+ fData->fEmbedding.row(indicesBuf[i]),
+ forwardRow, c);
+
+ // assign the data from hBackward.row(i) to second half of fbRowa.
+ backwardRow.assign(hBackward.row(i));
+
+ logp.dotProduct(fbRow, fData->fOutputW).add(fData->fOutputB);
+#ifdef LSTM_DEBUG
+ printf("backwardRow %d\n", i);
+ backwardRow.print();
+ printf("logp %d\n", i);
+ logp.print();
+#endif // LSTM_DEBUG
+
+ // current = argmax(logp)
+ LSTMClass current = (LSTMClass)logp.maxIndex();
+ // BIES logic.
+ if (current == BEGIN || current == SINGLE) {
+ if (i != 0) {
+ foundBreaks.addElement(offsetsBuf[i], status);
+ }
+ }
+ }
+ return foundBreaks.size();
+}
+
+Vectorizer* createVectorizer(const LSTMData* data, UErrorCode &status) {
+ if (U_FAILURE(status)) {
+ return nullptr;
+ }
+ switch (data->fType) {
+ case CODE_POINTS:
+ return new CodePointsVectorizer(data->fDict);
+ break;
+ case GRAPHEME_CLUSTER:
+ return new GraphemeClusterVectorizer(data->fDict);
+ break;
+ default:
+ break;
+ }
+ UPRV_UNREACHABLE;
+}
+
+LSTMBreakEngine::LSTMBreakEngine(const LSTMData* data, const UnicodeSet& set, UErrorCode &status)
+ : DictionaryBreakEngine(), fData(data), fVectorizer(createVectorizer(fData, status))
+{
+ if (U_FAILURE(status)) {
+ fData = nullptr; // If failure, we should not delete fData in destructor because the caller will do so.
+ return;
+ }
+ setCharacters(set);
+}
+
+LSTMBreakEngine::~LSTMBreakEngine() {
+ delete fData;
+ delete fVectorizer;
+}
+
+const UChar* LSTMBreakEngine::name() const {
+ return fData->fName;
+}
+
+UnicodeString defaultLSTM(UScriptCode script, UErrorCode& status) {
+ // open root from brkitr tree.
+ UResourceBundle *b = ures_open(U_ICUDATA_BRKITR, "", &status);
+ b = ures_getByKeyWithFallback(b, "lstm", b, &status);
+ UnicodeString result = ures_getUnicodeStringByKey(b, uscript_getShortName(script), &status);
+ ures_close(b);
+ return result;
+}
+
+U_CAPI const LSTMData* U_EXPORT2 CreateLSTMDataForScript(UScriptCode script, UErrorCode& status)
+{
+ if (script != USCRIPT_KHMER && script != USCRIPT_LAO && script != USCRIPT_MYANMAR && script != USCRIPT_THAI) {
+ return nullptr;
+ }
+ UnicodeString name = defaultLSTM(script, status);
+ CharString namebuf;
+ namebuf.appendInvariantChars(name, status).truncate(namebuf.lastIndexOf('.'));
+
+ LocalUResourceBundlePointer rb(
+ ures_openDirect(U_ICUDATA_BRKITR, namebuf.data(), &status));
+ if (U_FAILURE(status)) {
+ return nullptr;
+ }
+
+ return CreateLSTMData(rb.getAlias(), status);
+}
+
+U_CAPI const LSTMData* U_EXPORT2 CreateLSTMData(UResourceBundle* rb, UErrorCode& status)
+{
+ return new LSTMData(rb, status);
+}
+
+U_CAPI const LanguageBreakEngine* U_EXPORT2
+CreateLSTMBreakEngine(UScriptCode script, const LSTMData* data, UErrorCode& status)
+{
+ UnicodeString unicodeSetString;
+ switch(script) {
+ case USCRIPT_THAI:
+ unicodeSetString = UnicodeString(u"[[:Thai:]&[:LineBreak=SA:]]");
+ break;
+ case USCRIPT_MYANMAR:
+ unicodeSetString = UnicodeString(u"[[:Mymr:]&[:LineBreak=SA:]]");
+ break;
+ default:
+ delete data;
+ return nullptr;
+ }
+ UnicodeSet unicodeSet;
+ unicodeSet.applyPattern(unicodeSetString, status);
+ const LanguageBreakEngine* engine = new LSTMBreakEngine(data, unicodeSet, status);
+ if (U_FAILURE(status) || engine == nullptr) {
+ if (engine != nullptr) {
+ delete engine;
+ } else {
+ status = U_MEMORY_ALLOCATION_ERROR;
+ }
+ return nullptr;
+ }
+ return engine;
+}
+
+U_CAPI void U_EXPORT2 DeleteLSTMData(const LSTMData* data)
+{
+ delete data;
+}
+
+
+U_NAMESPACE_END
+
+#endif /* #if !UCONFIG_NO_BREAK_ITERATION */
--- /dev/null
+// © 2021 and later: Unicode, Inc. and others.
+// License & terms of use: http://www.unicode.org/copyright.html
+
+#ifndef LSTMBE_H
+#define LSTMBE_H
+
+#include "unicode/utypes.h"
+
+#if !UCONFIG_NO_BREAK_ITERATION
+
+#include "unicode/uniset.h"
+#include "unicode/ures.h"
+#include "unicode/utext.h"
+#include "unicode/utypes.h"
+
+#include "brkeng.h"
+#include "dictbe.h"
+#include "uvectr32.h"
+
+U_NAMESPACE_BEGIN
+
+class Vectorizer;
+struct LSTMData;
+
+/*******************************************************************
+ * LSTMBreakEngine
+ */
+
+/**
+ * <p>LSTMBreakEngine is a kind of DictionaryBreakEngine that uses a
+ * LSTM to determine language-specific breaks.</p>
+ *
+ * <p>After it is constructed a LSTMBreakEngine may be shared between
+ * threads without synchronization.</p>
+ */
+class LSTMBreakEngine : public DictionaryBreakEngine {
+public:
+ /**
+ * <p>Constructor.</p>
+ */
+ LSTMBreakEngine(const LSTMData* data, const UnicodeSet& set, UErrorCode &status);
+
+ /**
+ * <p>Virtual destructor.</p>
+ */
+ virtual ~LSTMBreakEngine();
+
+ virtual const UChar* name() const;
+
+protected:
+ /**
+ * <p>Divide up a range of known dictionary characters handled by this break engine.</p>
+ *
+ * @param text A UText representing the text
+ * @param rangeStart The start of the range of dictionary characters
+ * @param rangeEnd The end of the range of dictionary characters
+ * @param foundBreaks Output of C array of int32_t break positions, or 0
+ * @return The number of breaks found
+ */
+ virtual int32_t divideUpDictionaryRange(UText *text,
+ int32_t rangeStart,
+ int32_t rangeEnd,
+ UVector32 &foundBreaks ) const;
+private:
+ const LSTMData* fData;
+ const Vectorizer* fVectorizer;
+};
+
+U_CAPI const LanguageBreakEngine* U_EXPORT2 CreateLSTMBreakEngine(
+ UScriptCode script, const LSTMData* data, UErrorCode& status);
+
+U_CAPI const LSTMData* U_EXPORT2 CreateLSTMData(
+ UResourceBundle* rb, UErrorCode& status);
+
+U_CAPI const LSTMData* U_EXPORT2 CreateLSTMDataForScript(
+ UScriptCode script, UErrorCode& status);
+
+U_CAPI void U_EXPORT2 DeleteLSTMData(const LSTMData* data);
+
+U_NAMESPACE_END
+
+#endif /* #if !UCONFIG_NO_BREAK_ITERATION */
+
+#endif /* LSTMBE_H */
locresdata.cpp
locutil.cpp
lsr.cpp
+lstmbe.cpp
messagepattern.cpp
normalizer2.cpp
normalizer2impl.cpp
PIC system_misc system_debug malloc_functions ubsan
c_strings c_string_formatting
int_functions floating_point trigonometry
+ exp_and_tanhf
stdlib_qsort
system_locale
stdio_input stdio_output file_io readlink_function dir_io mmap_functions dlfcn
group: floating_point
abs fabs floor ceil modf fmod log pow round sqrt trunc
+group: exp_and_tanhf
+ expf tanhf
+
group: trigonometry
acos asin atan atan2 cos sin tan
# Additional symbols in an optimized build.
brkiter.o brkeng.o ubrk.o
rbbi.o rbbinode.o rbbiscan.o rbbisetb.o rbbistbl.o rbbitblb.o
rbbidata.o rbbirb.o rbbi_cache.o
- dictionarydata.o dictbe.o
+ dictionarydata.o dictbe.o lstmbe.o
# BreakIterator::makeInstance() factory implementation makes for circular dependency
# between BreakIterator base and FilteredBreakIteratorBuilder.
filteredbrk.o
ucharstriebuilder # for filteredbrk.o
normlzr # for dictbe.o, should switch to Normalizer2
uvector32 # for dictbe.o
+ exp_and_tanhf # for lstmbe.o
group: unormcmp # unorm_compare()
unormcmp.o
tsmthred.o tsnmfmt.o tsputil.o tstnrapi.o tstnorm.o tzbdtest.o \
tzregts.o tztest.o ucdtest.o usettest.o ustrtest.o strcase.o transtst.o strtest.o thcoll.o \
bytestrietest.o ucharstrietest.o \
-itrbbi.o rbbiapts.o rbbitst.o rbbimonkeytest.o ittrans.o transapi.o cpdtrtst.o \
+itrbbi.o lstmbetst.o rbbiapts.o rbbitst.o rbbimonkeytest.o ittrans.o transapi.o cpdtrtst.o \
testutil.o transrt.o trnserr.o normconf.o sfwdchit.o \
jamotest.o srchtest.o reptest.o regextst.o \
itrbnf.o itrbnfrt.o itrbnfp.o ucaconf.o icusvtst.o \
<ClCompile Include="regiontst.cpp" />
<ClCompile Include="ucharstrietest.cpp" />
<ClCompile Include="itrbbi.cpp" />
+ <ClCompile Include="lstmbetst.cpp" />
<ClCompile Include="rbbiapts.cpp">
<DisableLanguageExtensions>false</DisableLanguageExtensions>
</ClCompile>
<ClCompile Include="itrbbi.cpp">
<Filter>break iteration</Filter>
</ClCompile>
+ <ClCompile Include="lstmbetst.cpp">
+ <Filter>break iteration</Filter>
+ </ClCompile>
<ClCompile Include="rbbiapts.cpp">
<Filter>break iteration</Filter>
</ClCompile>
#include "intltest.h"
#include "itrbbi.h"
+#include "lstmbetst.h"
#include "rbbiapts.h"
#include "rbbitst.h"
#include "rbbimonkeytest.h"
#if !UCONFIG_NO_FORMATTING
TESTCASE_AUTO_CLASS(RBBIMonkeyTest);
#endif
+ TESTCASE_AUTO_CLASS(LSTMBETest);
TESTCASE_AUTO_END;
}
--- /dev/null
+// © 2021 and later: Unicode, Inc. and others.
+// License & terms of use: http://www.unicode.org/copyright.html
+
+#include "unicode/utypes.h"
+
+#if !UCONFIG_NO_BREAK_ITERATION
+
+#include "lstmbetst.h"
+#include "lstmbe.h"
+
+#include <algorithm>
+#include <sstream>
+#include <vector>
+
+#include "charstr.h"
+
+//---------------------------------------------
+// runIndexedTest
+//---------------------------------------------
+
+
+void LSTMBETest::runIndexedTest( int32_t index, UBool exec, const char* &name, char* params )
+{
+ fTestParams = params;
+
+ TESTCASE_AUTO_BEGIN;
+
+ TESTCASE_AUTO(TestThaiGraphclust);
+ TESTCASE_AUTO(TestThaiCodepoints);
+ TESTCASE_AUTO(TestBurmeseGraphclust);
+
+ TESTCASE_AUTO_END;
+}
+
+
+//--------------------------------------------------------------------------------------
+//
+// LSTMBETest constructor and destructor
+//
+//--------------------------------------------------------------------------------------
+
+LSTMBETest::LSTMBETest() {
+ fTestParams = NULL;
+}
+
+
+LSTMBETest::~LSTMBETest() {
+}
+
+UScriptCode getScriptFromModelName(const std::string& modelName) {
+ if (modelName.find("Thai") == 0) {
+ return USCRIPT_THAI;
+ } else if (modelName.find("Burmese") == 0) {
+ return USCRIPT_MYANMAR;
+ }
+ // Add for other script codes.
+ UPRV_UNREACHABLE;
+}
+
+// Read file generated by
+// https://github.com/unicode-org/lstm_word_segmentation/blob/master/segment_text.py
+// as test cases and compare the Output.
+// Format of the file
+// Model:\t[Model Name (such as 'Thai_graphclust_model4_heavy')]
+// Embedding:\t[Embedding type (such as 'grapheme_clusters_tf')]
+// Input:\t[source text]
+// Output:\t[expected output separated by | ]
+// Input: ...
+// Output: ...
+// The test will ensure the Input contains only the characters can be handled by
+// the model. Since by default the LSTM models are not included, all the tested
+// models need to be included under source/test/testdata.
+
+void LSTMBETest::runTestFromFile(const char* filename) {
+ UErrorCode status = U_ZERO_ERROR;
+ LocalPointer<const LanguageBreakEngine> engine;
+ // Open and read the test data file.
+ const char *testDataDirectory = IntlTest::getSourceTestData(status);
+ CharString testFileName(testDataDirectory, -1, status);
+ testFileName.append(filename, -1, status);
+
+ int len;
+ UChar *testFile = ReadAndConvertFile(testFileName.data(), len, "UTF-8", status);
+ if (U_FAILURE(status)) {
+ errln("%s:%d Error %s opening test file %s", __FILE__, __LINE__, u_errorName(status), filename);
+ return;
+ }
+
+ // Put the test data into a UnicodeString
+ UnicodeString testString(FALSE, testFile, len);
+
+ int32_t start = 0;
+
+ UnicodeString line;
+ int32_t end;
+ std::string actual_sep_str;
+ int32_t caseNum = 0;
+ // Iterate through all the lines in the test file.
+ do {
+ int32_t cr = testString.indexOf(u'\r', start);
+ int32_t lf = testString.indexOf(u'\n', start);
+ end = cr >= 0 ? (lf >= 0 ? std::min(cr, lf) : cr) : lf;
+ line = testString.tempSubString(start, end < 0 ? INT32_MAX : end - start);
+ if (line.length() > 0) {
+ // Separate each line to key and value by TAB.
+ int32_t tab = line.indexOf(u'\t');
+ UnicodeString key = line.tempSubString(0, tab);
+ const UnicodeString value = line.tempSubString(tab+1);
+
+ if (key == "Model:") {
+ std::string modelName;
+ value.toUTF8String<std::string>(modelName);
+ engine.adoptInstead(createEngineFromTestData(modelName.c_str(), getScriptFromModelName(modelName), status));
+ if (U_FAILURE(status)) {
+ dataerrln("Could not CreateLSTMBreakEngine for " + line + UnicodeString(u_errorName(status)));
+ return;
+ }
+ } else if (key == "Input:") {
+ // First, we ensure all the char in the Input lines are accepted
+ // by the engine before we test them.
+ caseNum++;
+ bool canHandleAllChars = true;
+ for (int32_t i = 0; i < value.length(); i++) {
+ if (!engine->handles(value.charAt(i))) {
+ errln(UnicodeString("Test Case#") + caseNum + " contains char '" +
+ UnicodeString(value.charAt(i)) +
+ "' cannot be handled by the engine in offset " + i + "\n" + line);
+ canHandleAllChars = false;
+ break;
+ }
+ }
+ if (! canHandleAllChars) {
+ return;
+ }
+
+ // If the engine can handle all the chars in the Input line, we
+ // then find the break points by calling the engine.
+ std::stringstream ss;
+
+ // Construct the UText which is expected by the the engine as
+ // input from the UnicodeString.
+ UText ut = UTEXT_INITIALIZER;
+ utext_openConstUnicodeString(&ut, &value, &status);
+ if (U_FAILURE(status)) {
+ dataerrln("Could not utext_openConstUnicodeString for " + value + UnicodeString(u_errorName(status)));
+ return;
+ }
+
+ UVector32 actual(status);
+ if (U_FAILURE(status)) {
+ dataerrln("%s:%d Error %s Could not allocate UVextor32", __FILE__, __LINE__, u_errorName(status));
+ return;
+ }
+ engine->findBreaks(&ut, 0, value.length(), actual);
+ utext_close(&ut);
+ for (int32_t i = 0; i < actual.size(); i++) {
+ ss << actual.elementAti(i) << ", ";
+ }
+ ss << value.length();
+ // Turn the break points into a string for easy comparions
+ // output.
+ actual_sep_str = "{" + ss.str() + "}";
+ } else if (key == "Output:" && !actual_sep_str.empty()) {
+ std::string d;
+ int32_t sep;
+ int32_t start = 0;
+ int32_t curr = 0;
+ std::stringstream ss;
+ while ((sep = value.indexOf(u'|', start)) >= 0) {
+ int32_t len = sep - start;
+ if (len > 0) {
+ if (curr > 0) {
+ ss << ", ";
+ }
+ curr += len;
+ ss << curr;
+ }
+ start = sep + 1;
+ }
+ // Turn the break points into a string for easy comparions
+ // output.
+ std::string expected = "{" + ss.str() + "}";
+ std::string utf8;
+
+ assertEquals((value + " Test Case#" + caseNum).toUTF8String<std::string>(utf8).c_str(),
+ expected.c_str(), actual_sep_str.c_str());
+ actual_sep_str.clear();
+ }
+ }
+ start = std::max(cr, lf) + 1;
+ } while (end >= 0);
+
+ delete [] testFile;
+}
+
+void LSTMBETest::TestThaiGraphclust() {
+ runTestFromFile("Thai_graphclust_model4_heavy_Test.txt");
+}
+
+void LSTMBETest::TestThaiCodepoints() {
+ runTestFromFile("Thai_codepoints_exclusive_model5_heavy_Test.txt");
+}
+
+void LSTMBETest::TestBurmeseGraphclust() {
+ runTestFromFile("Burmese_graphclust_model5_heavy_Test.txt");
+}
+
+const LanguageBreakEngine* LSTMBETest::createEngineFromTestData(
+ const char* model, UScriptCode script, UErrorCode& status) {
+ const char* testdatapath=loadTestData(status);
+ if(U_FAILURE(status))
+ {
+ dataerrln("Could not load testdata.dat " + UnicodeString(testdatapath) + ", " +
+ UnicodeString(u_errorName(status)));
+ return nullptr;
+ }
+
+ LocalUResourceBundlePointer rb(
+ ures_openDirect(testdatapath, model, &status));
+ if (U_FAILURE(status)) {
+ dataerrln("Could not open " + UnicodeString(model) + " under " + UnicodeString(testdatapath) + ", " +
+ UnicodeString(u_errorName(status)));
+ return nullptr;
+ }
+
+ const LSTMData* data = CreateLSTMData(rb.getAlias(), status);
+ if (U_FAILURE(status)) {
+ dataerrln("Could not CreateLSTMData " + UnicodeString(model) + " under " + UnicodeString(testdatapath) + ", " +
+ UnicodeString(u_errorName(status)));
+ return nullptr;
+ }
+ if (data == nullptr) {
+ return nullptr;
+ }
+
+ LocalPointer<const LanguageBreakEngine> engine(CreateLSTMBreakEngine(script, data, status));
+ if (U_FAILURE(status) || engine.getAlias() == nullptr) {
+ dataerrln("Could not CreateLSTMBreakEngine " + UnicodeString(testdatapath) + ", " +
+ UnicodeString(u_errorName(status)));
+ DeleteLSTMData(data);
+ return nullptr;
+ }
+ return engine.orphan();
+}
+
+#endif // #if !UCONFIG_NO_BREAK_ITERATION
--- /dev/null
+// © 2021 and later: Unicode, Inc. and others.
+// License & terms of use: http://www.unicode.org/copyright.html
+
+#ifndef LSTMBETEST_H
+#define LSTMBETEST_H
+
+#include "unicode/utypes.h"
+
+#if !UCONFIG_NO_BREAK_ITERATION
+
+#include <memory>
+
+#include "intltest.h"
+
+#include "unicode/uscript.h"
+
+struct TestParams;
+
+U_NAMESPACE_BEGIN
+class LanguageBreakEngine;
+U_NAMESPACE_END
+
+
+/**
+ * Test the LSTMBreakEngine class giving different rules
+ */
+class LSTMBETest: public IntlTest {
+public:
+
+ LSTMBETest();
+ virtual ~LSTMBETest();
+
+ void runIndexedTest( int32_t index, UBool exec, const char* &name, char* par = NULL );
+
+ void TestThaiGraphclust();
+ void TestThaiCodepoints();
+ void TestBurmeseGraphclust();
+ void runTestFromFile(const char* filename);
+
+private:
+ const LanguageBreakEngine* createEngineFromTestData(const char* model, UScriptCode script, UErrorCode& status);
+
+ // Test parameters, from the test framework and test invocation.
+ const char* fTestParams;
+};
+
+#endif /* #if !UCONFIG_NO_BREAK_ITERATION */
+
+#endif
"testaliases",
"testempty",
"testtypes",
+ # LSTM models
+ "Thai_graphclust_model4_heavy",
+ "Thai_codepoints_exclusive_model5_heavy",
+ "Burmese_graphclust_model5_heavy"
# "metaZones",
# "timezoneTypes",
# "windowsZones",
input_files = [InFile("%s.txt" % bn) for bn in basenames],
output_files = [OutFile("%s.res" % bn) for bn in basenames],
tool = IcuTool("genrb"),
- args = "-q -s {IN_DIR} -d {OUT_DIR} {INPUT_FILE}",
+ args = "-q -s {IN_DIR} -eUTF-8 -d {OUT_DIR} {INPUT_FILE}",
format_with = {},
repeat_with = {}
),
)
]
-
def generate_copy(config, io, common_vars):
return [
CopyRequest(
--- /dev/null
+// © 2021 and later: Unicode, Inc. and others.
+// License & terms of use: http://www.unicode.org/copyright.html
+Burmese_graphclust_model5_heavy:table(nofallback){
+ model{"Burmese_graphclust_model5_heavy"}
+ type{"graphclust"}
+ embeddings:int{12}
+ hunits:int{12}
+ dict{
+ " ",
+ "း",
+ "ာ",
+ "င်",
+ "အ",
+ "တ",
+ "က်",
+ "ယ်",
+ "က",
+ "ရ",
+ "န်",
+ "ပ",
+ "ါ",
+ "မ",
+ "သ",
+ "လ",
+ "တွေ",
+ "စ်",
+ "ကို",
+ "ပ်",
+ "ည်",
+ "စ",
+ "တ်",
+ "မှ",
+ "။",
+ "ရေ",
+ "နေ",
+ "တဲ့",
+ "ပြ",
+ "နဲ့",
+ "န",
+ "ဖြ",
+ "ဝ",
+ "လို့",
+ "မ်",
+ "တေ",
+ "ခဲ့",
+ "ပြီ",
+ "နို",
+ "ဆို",
+ "ပေ",
+ "ာ်",
+ "ပြေ",
+ "ထ",
+ "ကြ",
+ "င့်",
+ "မှု",
+ "ရှိ",
+ "ဆ",
+ "ချ",
+ "သူ",
+ "ခ",
+ "လို",
+ "တို",
+ "ဘ",
+ "မြ",
+ "တွ",
+ "ဦ",
+ "ငံ",
+ "၊",
+ "ဆေ",
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+}
--- /dev/null
+# Copyright (C) 2021 and later: Unicode, Inc. and others.
+# License & terms of use: http://www.unicode.org/copyright.html
+Model: Burmese_graphclust_model5_heavy
+Embedding: grapheme_clusters_tf
+Input: အပြည်ပြည်ဆိုင်ရာလူ့အခွင့်အရေးကြေညာစာတမ်း
+Output: |အပြည်|ပြည်|ဆိုင်ရာ|လူ့|အခွင့်အရေး|ကြေညာစာတမ်း|
+Input: မျိုးရိုးဂုဏ်သိက္ခာနှင့်တကွ
+Output: |မျိုး|ရိုး|ဂုဏ်|သိက္ခာ|နှင့်|တ|ကွ|
--- /dev/null
+// © 2021 and later: Unicode, Inc. and others.
+// License & terms of use: http://www.unicode.org/copyright.html
+Thai_codepoints_exclusive_model5_heavy:table(nofallback){
+ model{"Thai_codepoints_exclusive_model5_heavy"}
+ type{"codepoints"}
+ embeddings:int{20}
+ hunits:int{15}
+ dict{
+ "ก",
+ "ข",
+ "ฃ",
+ "ค",
+ "ฅ",
+ "ฆ",
+ "ง",
+ "จ",
+ "ฉ",
+ "ช",
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+ "ท",
+ "ธ",
+ "น",
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+ "ป",
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+ "ม",
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+ "ล",
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+ "ส",
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+ "อ",
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+ "็",
+ "่",
+ "้",
+ "๊",
+ "๋",
+ "์",
+ "ํ",
+ "๎",
+ }
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+}
--- /dev/null
+# Copyright (C) 2020 and later: Unicode, Inc. and others.
+# License & terms of use: http://www.unicode.org/copyright.html
+Note: model Thai_codepoints_exclusive_model5_heavy has been trained using an exclusive data set. However, if you like you can still test it by other types of data sets (not recommended).
+Model: Thai_codepoints_exclusive_model5_heavy
+Embedding: codepoints
+Input: ปฏิญญาสากลว่าด้วยสิทธิมนุษยชน
+Output: |ปฏิญญา|สากลว่า|ด้วย|สิทธิ|มนุษย|ชน|
+Input: คำปรารภ
+Output: |คำ|ปรารภ|
+Input: โดยที่การยอมรับนับถือเกียรติศักดิ์ประจำตัว
+Output: |โดย|ที่|การ|ยอม|รับ|นับ|ถือ|เกียรติศักดิ์|ประจำ|ตัว|
+Input: และสิทธิเท่าเทียมกันและโอนมิได้ของบรรดา
+Output: |และ|สิทธิ|เท่า|เทียม|กัน|และ|โอน|มิ|ได้|ของ|บรรดา|
+Input: สมาชิก
+Output: |สมา|ชิก|
+Input: ทั้ง
+Output: |ทั้ง|
+Input: หลายแห่งครอบครัว
+Output: |หลาย|แห่ง|ครอบครัว|
+Input: มนุษย์เป็นหลักมูลเหตุแห่งอิสรภาพ
+Output: |มนุษย์|เป็น|หลักมูล|เหตุ|แห่ง|อิสรภาพ|
+Input: ความยุติธรรม
+Output: |ความ|ยุติ|ธรรม|
+Input: และสันติภาพในโลก
+Output: |และ|สันติภาพ|ใน|โลก|
+Input: โดยที่การไม่นำพาและการเหยียดหยามต่อสิทธิมนุษยชน
+Output: |โดย|ที่|การ|ไม่|นำ|พา|และ|การ|เหยียด|หยาม|ต่อ|สิทธิ|มนุษยชน|
+Input: ยังผลให้มีการหระทำอันป่าเถื่อน
+Output: |ยัง|ผล|ให้|มี|การ|หระทำ|อัน|ป่า|เถื่อ|น|
+Input: ซี่งเป็นการละเมิดมโนธรรมของมนุษยชาติอย่างร้ายแรง
+Output: |ซี่ง|เป็น|การ|ละเมิดมโนธรรม|ของ|มนุษยชาติ|อย่าง|ร้าย|แรง|
+Input: และใต้
+Output: |และ|ใต้|
+Input: ได้
+Output: |ได้|
+Input: มีการประกาศว่า
+Output: |มี|การ|ประกาศ|ว่า|
+Input: ปณิธานสูงสุดของสามัญชนได้แก่ความต้องการให้มนุษย์มีชีวิตอยู่ในโลกด้วยอิสรภาพในการพูด
+Output: |ปณิธาน|สูงสุด|ของ|สามัญชน|ได้|แก่|ความ|ต้องการ|ให้|มนุษย์|มี|ชีวิต|อยู่|ใน|โลก|ด้วย|อิสรภาพ|ใน|การ|พูด|
+Input: และความเชื่อถือ
+Output: |และ|ความ|เชื่อถือ|
+Input: และอิสรภาพพ้นจากความหวาดกลัวและความต้องการ
+Output: |และ|อิสรภาพ|พ้น|จาก|ความ|หวาด|กลัว|และ|ความ|ต้องการ|
+Input: โดยที่เป็นการจำเป็นอย่างยิ่งที่สิทธิมนุษยชนควรได้รับความคุ้มครองโดยหลักบังคับของกฎหมาย
+Output: |โดย|ที่|เป็น|การ|จำเป็น|อย่าง|ยิ่ง|ที่|สิทธิ|มนุษยชน|ควร|ได้|รับ|ความ|คุ้มครอง|โดย|หลัก|บังคับ|ของ|กฎหมาย|
+Input: ถ้าไม่ประสงค์จะให้คนตกอยู่ในบังคับให้หันเข้าหาการขบถขัดขืนต่อทรราชและการกดขี่เป็นวิถีทางสุดท้าย
+Output: |ถ้า|ไม่|ประสงค์|จะ|ให้|คน|ตก|อยู่|ใน|บังคับ|ให้|หัน|เข้า|หา|การ|ขบถ|ขัด|ขืน|ต่อทรราช|และ|การ|กด|ขี่|เป็น|วิถี|ทาง|สุด|ท้าย|
+Input: โดยที่ประชากรแห่งสหประชาชาติได้ยืนยันไว้ในกฎบัตรถึงความเชื่อมั่นในสิทธิมนุษยชนอันเป็นหลักมูล
+Output: |โดย|ที่|ประชากร|แห่ง|สหประชา|ชาติ|ได้|ยืน|ยัน|ไว้|ใน|กฎบัตร|ถึง|ความ|เชื่อมั่น|ใน|สิทธิ|มนุษยชน|อัน|เป็น|หลัก|มู|ล|
+Input: ในเกียรติศักดิ์และคุณค่าของมนุษย์และในสิทธิเท่าเทียมกันของบรรดาชายและหญิง
+Output: |ใน|เกียรติศักดิ์|และ|คุณค่า|ของ|มนุษย์|และ|ใน|สิทธิ|เท่า|เทียม|กัน|ของ|บรรดา|ชาย|และ|หญิง|
+Input: และได้ตกลงใจที่จะส่งเสริมความก้าวหน้าทางสังคม
+Output: |และ|ได้|ตก|ลงใจ|ที่|จะ|ส่ง|เสริม|ความ|ก้าว|หน้า|ทาง|สังคม|
+Input: และมาตรฐานแห่งชีวิตที่ดีขึ้นด้วยในอิสรภาพ
+Output: |และ|มาตรฐาน|แห่ง|ชีวิต|ที่|ดี|ขึ้น|ด้วย|ใน|อิสรภาพ|
+Input: อันกว้างขวางยิ่งขึ้น
+Output: |อัน|กว้าง|ขวาง|ยิ่ง|ขึ้น|
+Input: โดยที่รัฐสมาชิกต่างปฎิญาณจะให้บรรลุถึงซึ่งการส่งเสริมการเคารพและการปฎิบัติตามทั่วสากลต่อสิทธิมนุษยชนและอิสรภาพหลักมูล
+Output: |โดย|ที่|รัฐสมา|ชิก|ต่าง|ปฎิญาณ|จะ|ให้|บรรลุ|ถึง|ซึ่ง|การ|ส่ง|เสริม|การ|เคารพ|และ|การ|ปฎิบัติ|ตาม|ทั่วสากล|ต่อ|สิทธิ|มนุษยชน|และ|อิสรภาพ|หลัก|มู|ล|
+Input: โดยร่วมมือกับสหประชาชาติ
+Output: |โดย|ร่วม|มือ|กับ|สหประชา|ชาติ|
+Input: โดยที่ความเข้าใจร่วมกันในสิทธิ
+Output: |โดย|ที่|ความ|เข้าใจ|ร่วม|กัน|ใน|สิทธิ|
+Input: และอิสรภาพเหล่านี้เป็นสิ่งสำคัญอย่างยิ่ง
+Output: |และ|อิสรภาพ|เหล่า|นี้|เป็น|สิ่ง|สำคัญ|อย่าง|ยิ่ง|
+Input: เพื่อให้ปฏิญาณนี้สำเร็จผลเต็มบริบูรณ์
+Output: |เพื่อ|ให้|ปฏิญาณ|นี้|สำเร็จ|ผล|เต็ม|บริบูรณ์|
+Input: ฉะนั้น
+Output: |ฉะนั้น|
+Input: บัดนี้สมัชชาจึงประกาศว่า
+Output: |บัด|นี้|สมัชชา|จึง|ประกาศ|ว่า|
+Input: ปฏิญญาสากลว่าด้วยสิทธิมนุษยชนนี้
+Output: |ปฏิญญา|สากลว่า|ด้วย|สิทธิ|มนุษยชน|นี้|
+Input: เป็นมาตรฐานร่วมกันแห่งความสำเร็จสำหรับบรรดาประชากรและประชาชาติทั้งหลาย
+Output: |เป็น|มาตรฐาน|ร่วม|กัน|แห่ง|ความ|สำเร็จ|สำหรับ|บรรดา|ประชากร|และ|ประชาชาติ|ทั้ง|หลาย|
+Input: เพื่อจุดหมายปลายทางที่ว่า
+Output: |เพื่อ|จุดหมาย|ปลาย|ทาง|ที่|ว่า|
+Input: เอกชนทุกคนและองค์การชองสังคมทุกองค์การ
+Output: |เอกชน|ทุก|คน|และ|องค์|การ|ชอง|สังคม|ทุก|องค์|การ|
+Input: โดยการรำลึกถึงปฏิญญานี้เป็นเนืองนิจ
+Output: |โดย|การ|รำลึก|ถึง|ปฏิญญา|นี้|เป็น|เนือง|นิจ|
+Input: จะบากบั่นพยายามด้วยการสอนและศึกษา
+Output: |จะ|บาก|บั่นพยายาม|ด้วย|การ|สอน|และ|ศึกษา|
+Input: ในอันที่จะส่งเสริมการเคารพสิทธิและอิสรภาพเหล่านี้
+Output: |ใน|อัน|ที่|จะ|ส่ง|เสริม|การ|เคารพ|สิทธิ|และ|อิสรภาพ|เหล่า|นี้|
+Input: และด้วยมาตรการอันก้าวหน้าทั้งในประเทศและระหว่างประเทศ
+Output: |และ|ด้วย|มาตรการ|อัน|ก้าว|หน้า|ทั้ง|ใน|ประเทศ|และ|ระหว่าง|ประเทศ|
+Input: ในอันที่จะให้มีการยอมรับนับถือ
+Output: |ใน|อัน|ที่|จะ|ให้|มี|การ|ยอม|รับ|นับ|ถือ|
+Input: และการปฏิบัติตามโดยสากลและอย่างเป็นผลจริงจัง
+Output: |และ|การ|ปฏิบัติ|ตาม|โดย|สากล|และ|อย่าง|เป็น|ผล|จริง|จัง|
+Input: ทั้งในบรรดาประชาชนของรัฐสมาชิกด้วยกันเอง
+Output: |ทั้ง|ใน|บรรดา|ประชาชน|ของ|รัฐสมา|ชิก|ด้วย|กัน|เอง|
+Input: และในบรรดาประชาชนของดินแดนที่อยู่ใตัอำนาจของรัฐนั้น
+Output: |และ|ใน|บรรดา|ประชาชน|ของ|ดิน|แดน|ที่|อยู่|ใตัอำนาจ|ของ|รัฐ|นั้น|
+Input: ๆ
+Output: |ๆ|
--- /dev/null
+// © 2021 and later: Unicode, Inc. and others.
+// License & terms of use: http://www.unicode.org/copyright.html
+Thai_graphclust_model4_heavy:table(nofallback){
+ model{"Thai_graphclust_model4_heavy"}
+ type{"graphclust"}
+ embeddings:int{16}
+ hunits:int{23}
+ dict{
+ "า",
+ "น",
+ "อ",
+ "ง",
+ "เ",
+ " ",
+ "ก",
+ "ร",
+ "ย",
+ "ม",
+ "ว",
+ "ะ",
+ "ห",
+ "ไ",
+ "แ",
+ "บ",
+ "ล",
+ "ด",
+ "ใ",
+ "ค",
+ "จ",
+ "ป",
+ "ส",
+ "ที่",
+ "ต",
+ "ข",
+ "พ",
+ "ท",
+ "ด้",
+ "ม่",
+ "\"",
+ "ว่",
+ "ป็",
+ "โ",
+ "มี",
+ "ช",
+ "ห้",
+ ".",
+ "กั",
+ "ต่",
+ "รั",
+ "ก็",
+ "ณ",
+ "ล้",
+ "ข้",
+ "ล่",
+ "ลั",
+ "ต้",
+ "ถ",
+ "นี้",
+ "ทำ",
+ "ย่",
+ "วั",
+ "ษ",
+ "ผ",
+ "ๆ",
+ "ศ",
+ "ยู่",
+ "น้",
+ "ภ",
+ "ติ",
+ "ผู้",
+ "ดี",
+ "รื",
+ "ญ",
+ "รี",
+ "ร้",
+ "ช่",
+ "ธ",
+ "ริ",
+ "ตั",
+ "นั้",
+ "ยั",
+ "ส่",
+ "สี",
+ "กิ",
+ "นั",
+ "รื่",
+ "สั",
+ "มื",
+ "ช้",
+ "ขึ้",
+ "ก่",
+ "จั",
+ "0",
+ "1",
+ "วิ",
+ "ดิ",
+ "ฐ",
+ "ทั้",
+ "มั",
+ "บ้",
+ "ร่",
+ "2",
+ "ซึ่",
+ "ถึ",
+ "พื่",
+ "นิ",
+ "น้ำ",
+ "คุ",
+ "ท่",
+ "น่",
+ "อี",
+ "ดั",
+ "มื่",
+ ")",
+ "(",
+ "บั",
+ "รู้",
+ "จ้",
+ "ว้",
+ "คื",
+ "ทุ",
+ "พั",
+ "ลื",
+ "ม้",
+ "สำ",
+ "5",
+ "สุ",
+ "จำ",
+ "ค่",
+ "พิ",
+ "นำ",
+ "ห็",
+ "ตั้",
+ "จึ",
+ "ดู",
+ "ลู",
+ "ปั",
+ "หั",
+ "สิ",
+ "ณ์",
+ "3",
+ "ปี",
+ "นึ่",
+ "ร์",
+ "-",
+ "กำ",
+ "ที",
+ "ฉ",
+ "ยุ",
+ "อั",
+ "4",
+ "ตุ",
+ "ลิ",
+ "ย์",
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+ "ถู",
+ "ด็",
+ "๒",
+ "ผ่",
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+ "ข่",
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+ "ชื่",
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+ "e",
+ "พื้",
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+ "รู",
+ "๑",
+ "ธิ",
+ "นุ",
+ "ท้",
+ "สู",
+ "ปิ",
+ "คิ",
+ "พู",
+ ",",
+ "a",
+ "ก้",
+ "ทั",
+ "ค้",
+ "?",
+ "มิ",
+ "ห่",
+ "i",
+ "ฟ",
+ "บุ",
+ "ล็",
+ "ญิ",
+ "รุ",
+ "งิ",
+ "นั่",
+ "o",
+ "ซ",
+ "๐",
+ "ชิ",
+ "จุ",
+ "ดำ",
+ "ขั",
+ "พี",
+ "6",
+ "n",
+ "ลุ่",
+ "พ่",
+ "t",
+ "ลี่",
+ "ตำ",
+ "ผิ",
+ "อ่",
+ "สิ่",
+ "r",
+ "ร็",
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+ "9",
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+ "นี่",
+ "7",
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+ "๓",
+ "ฏิ",
+ "8",
+ "ฒ",
+ "น์",
+ "s",
+ "อ้",
+ "ฝ่",
+ "นื่",
+ "ทั่",
+ "ศั",
+ "มู",
+ "ยื",
+ "พิ่",
+ "ธี",
+ "ป่",
+ "ยิ",
+ "อำ",
+ "ศึ",
+ "บ่",
+ "ชั",
+ "ป้",
+ "ฤ",
+ "ถื",
+ "l",
+ "๔",
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+ "นี",
+ "สื่",
+ "ณี",
+ "ดื",
+ "ย้",
+ "สั่",
+ "ภั",
+ "ลำ",
+ "ว์",
+ "อิ",
+ "นุ่",
+ "มุ",
+ "ผ้",
+ "c",
+ "พี่",
+ "ขี",
+ "ยิ่",
+ "ริ่",
+ "ลื่",
+ "ลี้",
+ "ฟั",
+ "ฟ้",
+ "สึ",
+ "ต์",
+ "ลี",
+ "ชั้",
+ "พื",
+ "!",
+ "นึ",
+ "u",
+ "กุ",
+ "พ์",
+ "ส้",
+ "สู่",
+ "ถุ",
+ "ซื้",
+ "มั่",
+ "ง่",
+ "ธุ์",
+ "นู",
+ "ภู",
+ "นื้",
+ "ตี",
+ "มู่",
+ "ชื้",
+ "รุ่",
+ "ต็",
+ "m",
+ "นื",
+ "บี",
+ "ทิ",
+ "h",
+ "ซี",
+ "d",
+ "ย็",
+ "ห์",
+ "ข็",
+ "ชี้",
+ "ธ์",
+ "ผั",
+ "สื้",
+ "๖",
+ "ชั่",
+ "จิ",
+ "ซิ",
+ "๘",
+ "ท์",
+ "คู่",
+ "ยิ้",
+ "ฏ",
+ "จ็",
+ "ษั",
+ "ตู",
+ "จ่",
+ "ศิ",
+ "รึ",
+ "p",
+ "ถ่",
+ "ลึ",
+ "๙",
+ "๗",
+ "พุ",
+ "ฮ",
+ ":",
+ "g",
+ "ด่",
+ "ขั้",
+ "สิ้",
+ "กี",
+ "ยื่",
+ "ซ้",
+ "ต่ำ",
+ "วี",
+ "หิ",
+ "ถิ่",
+ "อ็",
+ "ดุ",
+ "กื",
+ "พ้",
+ "ฆ",
+ "ธุ",
+ "บู",
+ }
+ data:intvector{
+ 1022389126,
+ 1067251134,
+ -1073298609,
+ 1084522537,
+ -1118974035,
+ -1113849258,
+ 1017677956,
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--- /dev/null
+# Copyright (C) 2018 and later: Unicode, Inc. and others.
+# License & terms of use: http://www.unicode.org/copyright.html
+Model: Thai_graphclust_model4_heavy
+Embedding: grapheme_clusters_tf
+Input: ปฏิญญาสากลว่าด้วยสิทธิมนุษยชน
+Output: |ปฏิญญา|สากลว่า|ด้วย|สิทธิ|มนุ|ษย|ชน|
+Input: คำปรารภ
+Output: คำปราร|ภ|
+Input: โดยที่การยอมรับนับถือเกียรติศักดิ์ประจำตัว
+Output: |โดย|ที่|การ|ยอม|รับ|นับถือเกียรติ|ศักดิ์|ประจำ|ตัว|
+Input: และสิทธิเท่าเทียมกันและโอนมิได้ของบรรดา
+Output: |และ|สิทธิ|เท่า|เทีย|มกัน|และ|โอน|มิได้|ของ|บรรดา|
+Input: สมาชิก
+Output: |สมาชิก|
+Input: ทั้ง
+Output: ทั้ง|
+Input: หลายแห่งครอบครัว
+Output: |หลาย|แห่ง|ครอบ|ครัว|
+Input: มนุษย์เป็นหลักมูลเหตุแห่งอิสรภาพ
+Output: ม|นุ|ษย์|เป็น|หลักมูล|เหตุแห่งอิ|สรภาพ|
+Input: ความยุติธรรม
+Output: |ความ|ยุติธรรม|
+Input: และสันติภาพในโลก
+Output: |และ|สันติภาพ|ใน|โลก|
+Input: โดยที่การไม่นำพาและการเหยียดหยามต่อสิทธิมนุษยชน
+Output: |โดย|ที่|การ|ไม่|นำ|พา|และ|การ|เหยียด|หยาม|ต่อ|สิทธิ|มนุ|ษย|ชน|
+Input: ยังผลให้มีการหระทำอันป่าเถื่อน
+Output: |ยังผล|ให้|มี|การ|หระทำ|อัน|ป่า|เถื่อน|
+Input: ซี่งเป็นการละเมิดมโนธรรมของมนุษยชาติอย่างร้ายแรง
+Output: |ซี่ง|เป็น|การ|ละเมิดม|โนธรรม|ของ|มนุษย|ชาติ|อย่าง|ร้าย|แรง|
+Input: และใต้
+Output: |และ|ใต้|
+Input: ได้
+Output: |ได้|
+Input: มีการประกาศว่า
+Output: |มี|การ|ประกาศ|ว่า|
+Input: ปณิธานสูงสุดของสามัญชนได้แก่ความต้องการให้มนุษย์มีชีวิตอยู่ในโลกด้วยอิสรภาพในการพูด
+Output: |ปณิธา|นสูงสุด|ของ|สามัญชน|ได้|แก่|ความ|ต้อง|การ|ให้|ม|นุษย์|มี|ชีวิต|อยู่|ใน|โลก|ด้วยอิ|สรภาพ|ใน|การ|พูด|
+Input: และความเชื่อถือ
+Output: |และ|ความ|เชื่อถือ|
+Input: และอิสรภาพพ้นจากความหวาดกลัวและความต้องการ
+Output: และอิ|สรภาพพ้น|จาก|ความ|หวาดกลัว|และ|ความ|ต้องการ|
+Input: โดยที่เป็นการจำเป็นอย่างยิ่งที่สิทธิมนุษยชนควรได้รับความคุ้มครองโดยหลักบังคับของกฎหมาย
+Output: |โดย|ที่|เป็น|การ|จำเป็น|อย่าง|ยิ่งที่|สิทธิม|นุ|ษย|ชน|ควร|ได้|รับ|ความ|คุ้มครอง|โดย|หลักบัง|คับ|ของ|กฎหมา|ย|
+Input: ถ้าไม่ประสงค์จะให้คนตกอยู่ในบังคับให้หันเข้าหาการขบถขัดขืนต่อทรราชและการกดขี่เป็นวิถีทางสุดท้าย
+Output: |ถ้า|ไม่|ประสงค์|จะ|ให้|คน|ตก|อยู่|ใน|บังคับ|ให้|หั|นเข้า|หา|การ|ขบ|ถขัด|ขืน|ต่อ|ทรราช|และ|การ|กดขี่|เป็น|วิ|ถี|ทาง|สุดท้าย|
+Input: โดยที่ประชากรแห่งสหประชาชาติได้ยืนยันไว้ในกฎบัตรถึงความเชื่อมั่นในสิทธิมนุษยชนอันเป็นหลักมูล
+Output: |โดย|ที่|ประชากร|แห่ง|สหประชาชาติ|ได้|ยืนยัน|ไว้|ใน|กฎบัตร|ถึง|ความ|เชื่อมั่น|ใน|สิทธิ|มนุ|ษย|ชน|อัน|เป็น|หลักมูล|
+Input: ในเกียรติศักดิ์และคุณค่าของมนุษย์และในสิทธิเท่าเทียมกันของบรรดาชายและหญิง
+Output: |ใน|เกียรติ|ศักดิ์|และ|คุณค่า|ของ|มนุษย์|และ|ใน|สิทธิ|เท่า|เทีย|มกัน|ของ|บรรดา|ชาย|และ|หญิง|
+Input: และได้ตกลงใจที่จะส่งเสริมความก้าวหน้าทางสังคม
+Output: |และ|ได้|ตกลงใจ|ที่|จะ|ส่ง|เสริม|ความ|ก้าว|หน้าทาง|สังคม|
+Input: และมาตรฐานแห่งชีวิตที่ดีขึ้นด้วยในอิสรภาพ
+Output: |และ|มาตรฐาน|แห่งชีวิต|ที่|ดี|ขึ้น|ด้วย|ในอิ|สรภาพ|
+Input: อันกว้างขวางยิ่งขึ้น
+Output: |อัน|กว้าง|ขวาง|ยิ่ง|ขึ้น|
+Input: โดยที่รัฐสมาชิกต่างปฎิญาณจะให้บรรลุถึงซึ่งการส่งเสริมการเคารพและการปฎิบัติตามทั่วสากลต่อสิทธิมนุษยชนและอิสรภาพหลักมูล
+Output: |โดย|ที่|รัฐส|มา|ชิก|ต่าง|ปฎิญาณ|จะ|ให้|บรรลุ|ถึง|ซึ่ง|การ|ส่ง|เสริม|การ|เคา|รพ|และ|การ|ปฎิบัติ|ตา|มทั่วสาก|ล|ต่อ|สิทธิม|นุ|ษย|ชนและอิ|สรภาพ|หลักมูล|
+Input: โดยร่วมมือกับสหประชาชาติ
+Output: |โดย|ร่วมมือ|กับ|สหประชาชาติ|
+Input: โดยที่ความเข้าใจร่วมกันในสิทธิ
+Output: |โดย|ที่|ความ|เข้าใจ|ร่วม|กัน|ใน|สิทธิ|
+Input: และอิสรภาพเหล่านี้เป็นสิ่งสำคัญอย่างยิ่ง
+Output: และอิ|สรภาพ|เหล่า|นี้|เป็น|สิ่ง|สำคัญ|อย่าง|ยิ่ง|
+Input: เพื่อให้ปฏิญาณนี้สำเร็จผลเต็มบริบูรณ์
+Output: |เพื่อ|ให้|ปฏิญาณ|นี้|สำเร็จผล|เต็ม|บริบูรณ์|
+Input: ฉะนั้น
+Output: ฉะนั้น|
+Input: บัดนี้สมัชชาจึงประกาศว่า
+Output: |บัด|นี้|สมัชชา|จึง|ประกาศ|ว่า|
+Input: ปฏิญญาสากลว่าด้วยสิทธิมนุษยชนนี้
+Output: |ปฏิญญา|สากลว่า|ด้วย|สิทธิ|มนุ|ษย|ชน|นี้|
+Input: เป็นมาตรฐานร่วมกันแห่งความสำเร็จสำหรับบรรดาประชากรและประชาชาติทั้งหลาย
+Output: |เป็น|มาตรฐาน|ร่วม|กัน|แห่ง|ความ|สำเร็จ|สำหรับ|บรรดา|ประชากร|และ|ประชาชาติ|ทั้งหลา|ย|
+Input: เพื่อจุดหมายปลายทางที่ว่า
+Output: |เพื่อจุดหมาย|ปลาย|ทาง|ที่|ว่า|
+Input: เอกชนทุกคนและองค์การชองสังคมทุกองค์การ
+Output: |เอกชน|ทุก|คน|และ|องค์การ|ชอง|สังคม|ทุกองค์การ|
+Input: โดยการรำลึกถึงปฏิญญานี้เป็นเนืองนิจ
+Output: |โดย|การ|รำลึก|ถึง|ปฏิญญานี้|เป็น|เนือง|นิ|จ|
+Input: จะบากบั่นพยายามด้วยการสอนและศึกษา
+Output: |จะ|บาก|บั่น|พยายาม|ด้วย|การ|สอน|และ|ศึก|ษา|
+Input: ในอันที่จะส่งเสริมการเคารพสิทธิและอิสรภาพเหล่านี้
+Output: |ใน|อัน|ที่|จะ|ส่ง|เสริม|การ|เคารพ|สิทธิ|และอิ|สรภาพ|เหล่า|นี้|
+Input: และด้วยมาตรการอันก้าวหน้าทั้งในประเทศและระหว่างประเทศ
+Output: |และ|ด้วย|มาตรการ|อัน|ก้าว|หน้าทั้ง|ใน|ประเทศ|และ|ระหว่าง|ประเทศ|
+Input: ในอันที่จะให้มีการยอมรับนับถือ
+Output: |ใน|อัน|ที่|จะ|ให้|มี|การ|ยอม|รับ|นับถือ|
+Input: และการปฏิบัติตามโดยสากลและอย่างเป็นผลจริงจัง
+Output: |และ|การ|ปฏิบัติตาม|โดย|สากล|และ|อย่าง|เป็นผล|จริง|จัง|
+Input: ทั้งในบรรดาประชาชนของรัฐสมาชิกด้วยกันเอง
+Output: ทั้ง|ใน|บรรดา|ประชาชน|ของ|รัฐส|มาชิก|ด้วย|กัน|เอง|
+Input: และในบรรดาประชาชนของดินแดนที่อยู่ใตัอำนาจของรัฐนั้น
+Output: |และ|ใน|บรรดา|ประชาชน|ของ|ดินแดน|ที่|อยู่|ใตัอำนาจ|ของ|รัฐนั้น|
+Input: ๆ
+Output: |ๆ|
projects / icu / commitdiff