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talk-llama : sync llama.cpp

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Georgi Gerganov 2024-02-20 12:09:57 +02:00
parent 276615d708
commit 59119f4f20
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4 changed files with 604 additions and 185 deletions
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575
examples/talk-llama/llama.cpp
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File diff suppressed because it is too large Load Diff

42
examples/talk-llama/llama.h
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@ -100,6 +100,7 @@ extern "C" {
LLAMA_FTYPE_MOSTLY_Q2_K_S = 21, // except 1d tensors
LLAMA_FTYPE_MOSTLY_Q3_K_XS = 22, // except 1d tensors
LLAMA_FTYPE_MOSTLY_IQ3_XXS = 23, // except 1d tensors
LLAMA_FTYPE_MOSTLY_IQ1_S = 24, // except 1d tensors
LLAMA_FTYPE_GUESSED = 1024, // not specified in the model file
};
@ -112,6 +113,12 @@ extern "C" {
LLAMA_ROPE_SCALING_MAX_VALUE = LLAMA_ROPE_SCALING_YARN,
};
enum llama_pooling_type {
LLAMA_POOLING_NONE = 0,
LLAMA_POOLING_MEAN = 1,
LLAMA_POOLING_CLS = 2,
};
enum llama_split_mode {
LLAMA_SPLIT_NONE = 0, // single GPU
LLAMA_SPLIT_LAYER = 1, // split layers and KV across GPUs
@ -236,6 +243,7 @@ extern "C" {
bool logits_all; // the llama_eval() call computes all logits, not just the last one (DEPRECATED - set llama_batch.logits instead)
bool embedding; // embedding mode only
bool offload_kqv; // whether to offload the KQV ops (including the KV cache) to GPU
bool do_pooling; // whether to pool (sum) embedding results by sequence id (ignored if no pooling layer)
};
// model quantization parameters
@ -297,6 +305,12 @@ extern "C" {
int32_t n_eval;
};
// used in chat template
typedef struct llama_chat_message {
const char * role;
const char * content;
} llama_chat_message;
// Helpers for getting default parameters
LLAMA_API struct llama_model_params llama_model_default_params(void);
LLAMA_API struct llama_context_params llama_context_default_params(void);
@ -305,7 +319,10 @@ extern "C" {
// Initialize the llama + ggml backend
// If numa is true, use NUMA optimizations
// Call once at the start of the program
LLAMA_API void llama_backend_init(bool numa);
LLAMA_API void llama_backend_init(void);
//optional:
LLAMA_API void llama_numa_init(enum ggml_numa_strategy numa);
// Call once at the end of the program - currently only used for MPI
LLAMA_API void llama_backend_free(void);
@ -628,6 +645,10 @@ extern "C" {
// shape: [n_embd] (1-dimensional)
LLAMA_API float * llama_get_embeddings(struct llama_context * ctx);
// Get the embeddings for the ith sequence
// llama_get_embeddings(ctx) + i*n_embd
LLAMA_API float * llama_get_embeddings_ith(struct llama_context * ctx, int32_t i);
//
// Vocab
//
@ -684,6 +705,25 @@ extern "C" {
char * buf,
int32_t length);
/// Apply chat template. Inspired by hf apply_chat_template() on python.
/// Both "model" and "custom_template" are optional, but at least one is required. "custom_template" has higher precedence than "model"
/// NOTE: This function only support some known jinja templates. It is not a jinja parser.
/// @param tmpl A Jinja template to use for this chat. If this is nullptr, the model’s default chat template will be used instead.
/// @param chat Pointer to a list of multiple llama_chat_message
/// @param n_msg Number of llama_chat_message in this chat
/// @param add_ass Whether to end the prompt with the token(s) that indicate the start of an assistant message.
/// @param buf A buffer to hold the output formatted prompt. The recommended alloc size is 2 * (total number of characters of all messages)
/// @param length The size of the allocated buffer
/// @return The total number of bytes of the formatted prompt. If is it larger than the size of buffer, you may need to re-alloc it and then re-apply the template.
LLAMA_API int32_t llama_chat_apply_template(
const struct llama_model * model,
const char * tmpl,
const struct llama_chat_message * chat,
size_t n_msg,
bool add_ass,
char * buf,
int32_t length);
//
// Grammar
//

2
examples/talk-llama/talk-llama.cpp
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@ -288,7 +288,7 @@ int main(int argc, char ** argv) {
// llama init
llama_backend_init(true);
llama_backend_init();
auto lmparams = llama_model_default_params();
if (!params.use_gpu) {

64
examples/talk-llama/unicode.h
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@ -264,26 +264,29 @@ static uint32_t codepoint_from_utf8(const std::string & utf8, size_t & offset) {
offset += 1;
return result;
}
else if (!(utf8[offset + 0] & 0x40)) {
if (!(utf8[offset + 0] & 0x40)) {
throw std::invalid_argument("invalid character");
}
else if (!(utf8[offset + 0] & 0x20)) {
if (offset + 1 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80))
if (!(utf8[offset + 0] & 0x20)) {
if (offset + 1 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80)) {
throw std::invalid_argument("invalid character");
}
auto result = ((utf8[offset + 0] & 0x1f) << 6) | (utf8[offset + 1] & 0x3f);
offset += 2;
return result;
}
else if (!(utf8[offset + 0] & 0x10)) {
if (offset + 2 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80) || ! ((utf8[offset + 2] & 0xc0) == 0x80))
if (!(utf8[offset + 0] & 0x10)) {
if (offset + 2 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80) || ! ((utf8[offset + 2] & 0xc0) == 0x80)) {
throw std::invalid_argument("invalid character");
}
auto result = ((utf8[offset + 0] & 0x0f) << 12) | ((utf8[offset + 1] & 0x3f) << 6) | (utf8[offset + 2] & 0x3f);
offset += 3;
return result;
}
else if (!(utf8[offset + 0] & 0x08)) {
if (offset + 3 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80) || ! ((utf8[offset + 2] & 0xc0) == 0x80) || !((utf8[offset + 3] & 0xc0) == 0x80))
if (!(utf8[offset + 0] & 0x08)) {
if (offset + 3 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80) || ! ((utf8[offset + 2] & 0xc0) == 0x80) || !((utf8[offset + 3] & 0xc0) == 0x80)) {
throw std::invalid_argument("invalid character");
}
auto result = ((utf8[offset + 0] & 0x07) << 18) | ((utf8[offset + 1] & 0x3f) << 12) | ((utf8[offset + 2] & 0x3f) << 6) | (utf8[offset + 3] & 0x3f);
offset += 4;
return result;
@ -331,21 +334,22 @@ static uint32_t codepoint_from_utf16(const std::vector<uint16_t> & utf16, size_t
offset += 1;
return result;
}
else {
if (offset + 1 >= utf16.size() || !((utf16[1] & 0xdc00) == 0xdc00))
if (offset + 1 >= utf16.size() || !((utf16[1] & 0xdc00) == 0xdc00)) {
throw std::invalid_argument("invalid character");
}
auto result = 0x10000 + (((utf16[0] & 0x03ff) << 10) | (utf16[1] & 0x03ff));
offset += 2;
return result;
}
throw std::invalid_argument("invalid string");
}
static std::vector<uint32_t> codepoints_from_utf16(const std::vector<uint16_t> & utf16) {
std::vector<uint32_t> result;
size_t offset = 0;
while (offset < utf16.size())
while (offset < utf16.size()) {
result.push_back(codepoint_from_utf16(utf16, offset));
}
return result;
}
@ -361,44 +365,52 @@ static std::vector<uint32_t> codepoints_from_utf16(const std::vector<uint16_t> &
static std::unordered_map<uint32_t, int> codepoint_type_map() {
std::unordered_map<uint32_t, int> codepoint_types;
for (auto p : digit_ranges) {
for(auto i = p.first; i <= p.second; ++ i)
for (auto i = p.first; i <= p.second; ++ i) {
codepoint_types[i] = CODEPOINT_TYPE_DIGIT;
}
for(auto p : letter_ranges) {
for(auto i = p.first; i <= p.second; ++ i)
}
for (auto p : letter_ranges) {
for (auto i = p.first; i <= p.second; ++ i) {
codepoint_types[i] = CODEPOINT_TYPE_LETTER;
}
for(auto p : whitespace_ranges) {
for(auto i = p.first; i <= p.second; ++ i)
}
for (auto p : whitespace_ranges) {
for (auto i = p.first; i <= p.second; ++ i) {
codepoint_types[i] = CODEPOINT_TYPE_WHITESPACE;
}
for(auto p : accent_mark_ranges) {
for(auto i = p.first; i <= p.second; ++ i)
}
for (auto p : accent_mark_ranges) {
for (auto i = p.first; i <= p.second; ++ i) {
codepoint_types[i] = CODEPOINT_TYPE_ACCENT_MARK;
}
for(auto p : punctuation_ranges) {
for(auto i = p.first; i <= p.second; ++ i)
}
for (auto p : punctuation_ranges) {
for (auto i = p.first; i <= p.second; ++ i) {
codepoint_types[i] = CODEPOINT_TYPE_PUNCTUATION;
}
}
for (auto p : symbol_ranges) {
for (auto i = p.first; i <= p.second; ++i)
for (auto i = p.first; i <= p.second; ++i) {
codepoint_types[i] = CODEPOINT_TYPE_SYMBOL;
}
for(auto p : control_ranges) {
for(auto i = p.first; i <= p.second; ++ i)
}
for (auto p : control_ranges) {
for (auto i = p.first; i <= p.second; ++ i) {
codepoint_types[i] = CODEPOINT_TYPE_CONTROL;
}
}
return codepoint_types;
}
static int codepoint_type(uint32_t cp) {
static std::unordered_map<uint32_t, int> codepoint_types = codepoint_type_map();
return codepoint_types[cp];
return codepoint_types.find(cp) == codepoint_types.end() ? CODEPOINT_TYPE_UNIDENTIFIED : codepoint_types.at(cp);
}
static int codepoint_type(const std::string & utf8) {
if (utf8.length() == 0)
if (utf8.length() == 0) {
return CODEPOINT_TYPE_UNIDENTIFIED;
}
size_t offset = 0;
return codepoint_type(codepoint_from_utf8(utf8, offset));
}