diff --git a/icu4c/source/common/brkeng.cpp b/icu4c/source/common/brkeng.cpp index 78492db6620..a4c88a4db6b 100644 --- a/icu4c/source/common/brkeng.cpp +++ b/icu4c/source/common/brkeng.cpp @@ -25,6 +25,7 @@ #include "brkeng.h" #include "cmemory.h" #include "dictbe.h" +#include "lstmbe.h" #include "charstr.h" #include "dictionarydata.h" #include "mutex.h" @@ -163,9 +164,26 @@ ICULanguageBreakFactory::loadEngineFor(UChar32 c) { 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); diff --git a/icu4c/source/common/common.vcxproj b/icu4c/source/common/common.vcxproj index ec2b30222f8..bf90db2e43c 100644 --- a/icu4c/source/common/common.vcxproj +++ b/icu4c/source/common/common.vcxproj @@ -87,6 +87,7 @@ + @@ -279,6 +280,7 @@ + diff --git a/icu4c/source/common/common.vcxproj.filters b/icu4c/source/common/common.vcxproj.filters index f1ba90109ce..61faae5282d 100644 --- a/icu4c/source/common/common.vcxproj.filters +++ b/icu4c/source/common/common.vcxproj.filters @@ -73,6 +73,9 @@ break iteration + + break iteration + break iteration @@ -651,6 +654,9 @@ break iteration + + break iteration + break iteration diff --git a/icu4c/source/common/common_uwp.vcxproj b/icu4c/source/common/common_uwp.vcxproj index da2b899c905..f22d46e14f5 100644 --- a/icu4c/source/common/common_uwp.vcxproj +++ b/icu4c/source/common/common_uwp.vcxproj @@ -221,6 +221,7 @@ + @@ -414,6 +415,7 @@ + diff --git a/icu4c/source/common/lstmbe.cpp b/icu4c/source/common/lstmbe.cpp new file mode 100644 index 00000000000..b051936fbe8 --- /dev/null +++ b/icu4c/source/common/lstmbe.cpp @@ -0,0 +1,815 @@ +// © 2021 and later: Unicode, Inc. and others. +// License & terms of use: http://www.unicode.org/copyright.html + +#include +#include + +#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(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(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 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 */ diff --git a/icu4c/source/common/lstmbe.h b/icu4c/source/common/lstmbe.h new file mode 100644 index 00000000000..8a1acda53d8 --- /dev/null +++ b/icu4c/source/common/lstmbe.h @@ -0,0 +1,84 @@ +// © 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 + */ + +/** + *

LSTMBreakEngine is a kind of DictionaryBreakEngine that uses a + * LSTM to determine language-specific breaks.

+ * + *

After it is constructed a LSTMBreakEngine may be shared between + * threads without synchronization.

+ */ +class LSTMBreakEngine : public DictionaryBreakEngine { +public: + /** + *

Constructor.

+ */ + LSTMBreakEngine(const LSTMData* data, const UnicodeSet& set, UErrorCode &status); + + /** + *

Virtual destructor.

+ */ + virtual ~LSTMBreakEngine(); + + virtual const UChar* name() const; + +protected: + /** + *

Divide up a range of known dictionary characters handled by this break engine.

+ * + * @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 */ diff --git a/icu4c/source/common/sources.txt b/icu4c/source/common/sources.txt index e0410daaa47..44735256b6f 100644 --- a/icu4c/source/common/sources.txt +++ b/icu4c/source/common/sources.txt @@ -40,6 +40,7 @@ locmap.cpp locresdata.cpp locutil.cpp lsr.cpp +lstmbe.cpp messagepattern.cpp normalizer2.cpp normalizer2impl.cpp diff --git a/icu4c/source/test/depstest/dependencies.txt b/icu4c/source/test/depstest/dependencies.txt index c8c39711384..cf6ecdadae9 100644 --- a/icu4c/source/test/depstest/dependencies.txt +++ b/icu4c/source/test/depstest/dependencies.txt @@ -19,6 +19,7 @@ system_symbols: 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 @@ -76,6 +77,9 @@ group: int_functions 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. @@ -207,7 +211,7 @@ group: breakiterator 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 @@ -219,6 +223,7 @@ group: breakiterator 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 diff --git a/icu4c/source/test/intltest/Makefile.in b/icu4c/source/test/intltest/Makefile.in index 13d3ea86dc9..4bb615f1b6e 100644 --- a/icu4c/source/test/intltest/Makefile.in +++ b/icu4c/source/test/intltest/Makefile.in @@ -52,7 +52,7 @@ tfsmalls.o tmsgfmt.o trcoll.o tscoll.o tsdate.o tsdcfmsy.o tsdtfmsy.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 \ diff --git a/icu4c/source/test/intltest/intltest.vcxproj b/icu4c/source/test/intltest/intltest.vcxproj index 319c3ab58f6..e8bdacd5fc9 100644 --- a/icu4c/source/test/intltest/intltest.vcxproj +++ b/icu4c/source/test/intltest/intltest.vcxproj @@ -82,6 +82,7 @@ + false diff --git a/icu4c/source/test/intltest/intltest.vcxproj.filters b/icu4c/source/test/intltest/intltest.vcxproj.filters index b7069801c5b..079cbbb1629 100644 --- a/icu4c/source/test/intltest/intltest.vcxproj.filters +++ b/icu4c/source/test/intltest/intltest.vcxproj.filters @@ -64,6 +64,9 @@ break iteration + + break iteration + break iteration diff --git a/icu4c/source/test/intltest/itrbbi.cpp b/icu4c/source/test/intltest/itrbbi.cpp index 819f413427f..3c9d8a0ec01 100644 --- a/icu4c/source/test/intltest/itrbbi.cpp +++ b/icu4c/source/test/intltest/itrbbi.cpp @@ -20,6 +20,7 @@ #include "intltest.h" #include "itrbbi.h" +#include "lstmbetst.h" #include "rbbiapts.h" #include "rbbitst.h" #include "rbbimonkeytest.h" @@ -36,6 +37,7 @@ void IntlTestRBBI::runIndexedTest( int32_t index, UBool exec, const char* &name, #if !UCONFIG_NO_FORMATTING TESTCASE_AUTO_CLASS(RBBIMonkeyTest); #endif + TESTCASE_AUTO_CLASS(LSTMBETest); TESTCASE_AUTO_END; } diff --git a/icu4c/source/test/intltest/lstmbetst.cpp b/icu4c/source/test/intltest/lstmbetst.cpp new file mode 100644 index 00000000000..f53421f9345 --- /dev/null +++ b/icu4c/source/test/intltest/lstmbetst.cpp @@ -0,0 +1,246 @@ +// © 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 +#include +#include + +#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 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(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(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 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 diff --git a/icu4c/source/test/intltest/lstmbetst.h b/icu4c/source/test/intltest/lstmbetst.h new file mode 100644 index 00000000000..da6f86d7e1a --- /dev/null +++ b/icu4c/source/test/intltest/lstmbetst.h @@ -0,0 +1,49 @@ +// © 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 + +#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 diff --git a/icu4c/source/test/testdata/BUILDRULES.py b/icu4c/source/test/testdata/BUILDRULES.py index 6e09938f9e6..7e25a1ac648 100644 --- a/icu4c/source/test/testdata/BUILDRULES.py +++ b/icu4c/source/test/testdata/BUILDRULES.py @@ -44,6 +44,10 @@ def generate_rb(config, io, common_vars): "testaliases", "testempty", "testtypes", + # LSTM models + "Thai_graphclust_model4_heavy", + "Thai_codepoints_exclusive_model5_heavy", + "Burmese_graphclust_model5_heavy" # "metaZones", # "timezoneTypes", # "windowsZones", @@ -59,7 +63,7 @@ def generate_rb(config, io, common_vars): 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 = {} ), @@ -169,7 +173,6 @@ def generate_conv(config, io, common_vars): ) ] - def generate_copy(config, io, common_vars): return [ CopyRequest( diff --git a/icu4c/source/test/testdata/Burmese_graphclust_model5_heavy.txt b/icu4c/source/test/testdata/Burmese_graphclust_model5_heavy.txt new file mode 100644 index 00000000000..93ab54db60f --- /dev/null +++ b/icu4c/source/test/testdata/Burmese_graphclust_model5_heavy.txt @@ -0,0 +1,7061 @@ +// © 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", + "ခံ", + "လု", + "ဒီ", + "ဟ", + "စီ", + "ဖို့", + "ကြေ", + "ဖွဲ့", + "ဒေ", + "ာ့", + "စို", + "ရှ", + "ကြီ", + "ရဲ့", + "ကေ", + "အေ", + "သွ", + "ခု", + "ကျ", + "ါ်", + "လေ", + "ဒ", + "ပို", + "ခို", + "ယ", + "၁", + "ကျေ", + "ဘီ", + "နှ", + "ခွ", + "ဖ", + "မျို", + "၂", + "၀", + "ရွ", + "လူ", + "ဆုံ", + "စု", + "သေ", + "ထေ", + "သိ", + "မေ", + "ဉ်", + "တီ", + "ပွဲ", + "ကု", + "ယ့်", + "ချု", + "ဂ", + "တို့", + "လုံ", + "မြို့", + "ထု", + "မြေ", + "ယူ", + "က္", + "မျ", + "ပြု", + "န့်", + "ထဲ", + "နေ့", + "ထွ", + "ဥ", + "ဘူ", + "ထိ", + "စ္", + "တွေ့", + "ခြ", + "ဌ", + "ဖေ", + "စေ", + "လွ", + "ဆွေ", + "ကွ", + "င", + "ရီ", + "မို", + "ညီ", + "N", + "ရုံ", + "န္", + "အဲ", + "လွှ", + "မ္", + "ထို", + "ရို", + "လ်", + "ဒု", + "နွေ", + "ခြေ", + "ပဲ", + "တိ", + "မိ", + "ခေ", + "မီ", + "ဘေ", + "လှ", + "င်္", + "ဆီ", + "ရဲ", + "ရိ", + "A", + "သုံ", + "ကိ", + "ရု", + "မှူ", + "C", + "ည့်", + "ယေ", + "ည", + "a", + "ဝေ", + "၅", + "ဂ္", + "၃", + "ကူ", + "တူ", + "ဇ", + "e", + "နီ", + "ပွ", + "ချိ", + "ပု", + "ငြိ", + "ဂျ", + "စိ", + "ဏ်", + "စွ", + "လဲ", + "ရွေ", + "၆", + "ပုံ", + "n", + "သူ့", + "(", + ")", + "S", + "အိ", + "သီ", + "၄", + "စွဲ", + "၇", + "၈", + "သံ", + "မူ", + "D", + "i", + "၉", + "တု", + "ခြုံ", + "o", + "r", + "ဟု", + "ချို့", + "မွ", + "ထူ", + "ဏ", + "ပူ", + "မဲ့", + "ငွေ", + "L", + "စုံ", + "P", + "ဗ", + "အို", + "ဗို", + "ကြို", + "t", + "ရှ်", + "ပိ", + "အု", + "ဒေ့", + "ရှေ့", + "မံ", + "လူ့", + "ဖွ", + "U", + "ဓ", + "ဖြေ", + "ဒ်", + "လီ", + "ပို့", + "ဘဲ", + "လေ့", + "l", + "ဇေ", + "I", + "ကြံ", + "ဧ", + "ဟေ", + "လိ", + "မဲ", + "မ့်", + "ကြိ", + "ဖြို", + "နှု", + "F", + "K", + "M", + "ရှေ", + "ဟို", + "ါ့", + "s", + "ခွဲ", + "ဖျ", + "ဏီ", + "ပျ", + "ဂို", + "ခဲ", + "R", + "ထွေ", + "ဘု", + "ချီ", + "လျှေ", + "ဖိ", + "ကျွ", + "ရွှေ", + "သို", + "ဓိ", + "-", + "h", + "နှို", + "လှု", + "c", + "ဝို", + "m", + "ဏ္", + "ညှိ", + "u", + "ဒိ", + "ညွှ", + "ဿ", + "ပြို", + "ချို", + "မျှ", + "ဋ္", + "တွဲ", + "ယံ", + "ဍ", + "ချေ", + "ဖွံ့", + "O", + "ငြ", + "ကျို", + "စံ", + "T", + "ဂု", + "ညွ", + "ဆု", + "ဆံ", + "လျ", + "d", + "ဖူ", + "H", + "တ္", + "ကျူ", + "ဃ", + "ဋိ", + 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+ 1071067055, + -1070208955, + -1070344688, + 1083691269, + 1083714968, + -1084661507, + -1088512516, + 1077417051, + -1103592968, + -1087996369, + 1060691850, + 1061584403, + -1089696425, + -1096689055, + 1074226586, + 999226581, + -1087461885, + 1083103447, + -1076435015, + -1076192815, + 1076674728, + -1088519593, + 1066717819, + 1068132215, + -1094782288, + -1080590472, + -1078679975, + 1053853057, + 1075403742, + -1080852249, + -1081758889, + 1076324339, + 1050605278, + 1066500353, + -1099518553, + 1048264037, + -1084826643, + -1117053290, + 1032251776, + 1051043181, + -1105778025, + } +} diff --git a/icu4c/source/test/testdata/Burmese_graphclust_model5_heavy_Test.txt b/icu4c/source/test/testdata/Burmese_graphclust_model5_heavy_Test.txt new file mode 100644 index 00000000000..a559cd7da26 --- /dev/null +++ b/icu4c/source/test/testdata/Burmese_graphclust_model5_heavy_Test.txt @@ -0,0 +1,8 @@ +# 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| diff --git a/icu4c/source/test/testdata/Thai_codepoints_exclusive_model5_heavy.txt b/icu4c/source/test/testdata/Thai_codepoints_exclusive_model5_heavy.txt new file mode 100644 index 00000000000..5e4ee8eca00 --- /dev/null +++ b/icu4c/source/test/testdata/Thai_codepoints_exclusive_model5_heavy.txt @@ -0,0 +1,6009 @@ +// © 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", + "ซ", + "ฌ", + "ญ", + 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-0,0 +1,97 @@ +# 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| diff --git a/icu4c/source/test/testdata/Thai_graphclust_model4_heavy.txt b/icu4c/source/test/testdata/Thai_graphclust_model4_heavy.txt new file mode 100644 index 00000000000..e0b50fabdaa --- /dev/null +++ b/icu4c/source/test/testdata/Thai_graphclust_model4_heavy.txt @@ -0,0 +1,13509 @@ +// © 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", + "ฉั", + "ถู", + "ด็", + "๒", + "ผ่", + "คำ", + "ชี", + "ข่", + "ถ้", + "ชื่", + "คั", + "รั้", + "e", + "พื้", + "ชุ", + "ญ่", + "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", + "กี่", + "อุ", + "ฯ", + "สื", + "ฎ", + "๕", + "อื่", + "9", + "ค์", + "บิ", + "นี่", + "7", + "ฝ", + "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", + "ลุ", + "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, + 1003942845, + -1128137457, + -1106745766, + -1121591513, + 1081715487, + -1160773200, + 983284104, + 996444050, + 1040931358, + -1102594288, + 1041068351, + -1117156308, + 1048763822, + 1052063507, + -1095517424, + 1025198600, + -1111586221, + 1023583435, + 1038210699, + 1025665246, + 1045239867, + 1052854629, + 1028029035, + -1130359118, + -1084587469, + -1113607735, + 1038640454, + -1115640705, + 1019854654, + -1100191095, + -1113138990, + -1122162195, + 1038173258, + 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-1112771689, + 1050995926, + -1089937807, + } +} diff --git a/icu4c/source/test/testdata/Thai_graphclust_model4_heavy_Test.txt b/icu4c/source/test/testdata/Thai_graphclust_model4_heavy_Test.txt new file mode 100644 index 00000000000..e8fc2c0423a --- /dev/null +++ b/icu4c/source/test/testdata/Thai_graphclust_model4_heavy_Test.txt @@ -0,0 +1,96 @@ +# 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|