Felipe97/llama-cpp-compiled
01.1k
1#include "sampling.h"2#include "log.h"3 4#ifdef LLAMA_USE_LLGUIDANCE5 6# include "llguidance.h"7# include <cmath>8 9struct llama_sampler_llg {10 const llama_vocab * vocab;11 std::string grammar_kind;12 std::string grammar_data;13 LlgTokenizer * tokenizer;14 LlgMatcher * grammar;15};16 17static LlgMatcher * llama_sampler_llg_new(LlgTokenizer * tokenizer, const char * grammar_kind,18 const char * grammar_data) {19 LlgConstraintInit cinit;20 llg_constraint_init_set_defaults(&cinit, tokenizer);21 const char * log_level = getenv("LLGUIDANCE_LOG_LEVEL");22 if (log_level && *log_level) {23 cinit.log_stderr_level = atoi(log_level);24 }25 auto c = llg_new_matcher(&cinit, grammar_kind, grammar_data);26 if (llg_matcher_get_error(c)) {27 LOG_ERR("llg error: %s\n", llg_matcher_get_error(c));28 llg_free_matcher(c);29 return nullptr;30 }31 32 return c;33}34 35static const char * llama_sampler_llg_name(const llama_sampler * /*smpl*/) {36 return "llguidance";37}38 39static void llama_sampler_llg_accept_impl(llama_sampler * smpl, llama_token token) {40 auto * ctx = (llama_sampler_llg *) smpl->ctx;41 if (ctx->grammar) {42 llg_matcher_consume_token(ctx->grammar, token);43 }44}45 46static void llama_sampler_llg_apply(llama_sampler * smpl, llama_token_data_array * cur_p) {47 auto * ctx = (llama_sampler_llg *) smpl->ctx;48 if (ctx->grammar) {49 const uint32_t * mask = llg_matcher_get_mask(ctx->grammar);50 if (mask == nullptr) {51 if (llg_matcher_compute_mask(ctx->grammar) == 0) {52 mask = llg_matcher_get_mask(ctx->grammar);53 } else {54 LOG_ERR("llg error: %s\n", llg_matcher_get_error(ctx->grammar));55 llg_free_matcher(ctx->grammar);56 ctx->grammar = nullptr;57 return;58 }59 }60 61 for (size_t i = 0; i < cur_p->size; ++i) {62 auto token = cur_p->data[i].id;63 if ((mask[token / 32] & (1 << (token % 32))) == 0) {64 cur_p->data[i].logit = -INFINITY;65 }66 }67 }68}69 70static void llama_sampler_llg_reset(llama_sampler * smpl) {71 auto * ctx = (llama_sampler_llg *) smpl->ctx;72 if (ctx->grammar) {73 llg_matcher_reset(ctx->grammar);74 }75}76 77static llama_sampler * llama_sampler_llg_clone(const llama_sampler * smpl) {78 const auto * ctx = (const llama_sampler_llg *) smpl->ctx;79 80 auto * result = llama_sampler_init_llg(ctx->vocab, nullptr, nullptr);81 82 // copy the state83 {84 auto * result_ctx = (llama_sampler_llg *) result->ctx;85 86 if (ctx->grammar) {87 result_ctx->grammar_kind = ctx->grammar_kind;88 result_ctx->grammar_data = ctx->grammar_data;89 result_ctx->grammar = llg_clone_matcher(ctx->grammar);90 result_ctx->tokenizer = llg_clone_tokenizer(ctx->tokenizer);91 }92 }93 94 return result;95}96 97static void llama_sampler_llg_free(llama_sampler * smpl) {98 const auto * ctx = (llama_sampler_llg *) smpl->ctx;99 100 if (ctx->grammar) {101 llg_free_matcher(ctx->grammar);102 llg_free_tokenizer(ctx->tokenizer);103 }104 105 delete ctx;106}107 108static llama_sampler_i llama_sampler_llg_i = {109 /* .name = */ llama_sampler_llg_name,110 /* .accept = */ llama_sampler_llg_accept_impl,111 /* .apply = */ llama_sampler_llg_apply,112 /* .reset = */ llama_sampler_llg_reset,113 /* .clone = */ llama_sampler_llg_clone,114 /* .free = */ llama_sampler_llg_free,115 /* .backend_init = */ NULL,116 /* .backend_accept = */ NULL,117 /* .backend_apply = */ NULL,118 /* .backend_set_input = */ NULL,119 /* .backend_reset = */ NULL,120 /* .copy_state = */ NULL,121};122 123static size_t llama_sampler_llg_tokenize_fn(const void * user_data, const uint8_t * bytes, size_t bytes_len,124 uint32_t * output_tokens, size_t output_tokens_len) {125 const llama_vocab * vocab = (const llama_vocab *) user_data;126 int r = 0;127 try {128 r = llama_tokenize(vocab, (const char *) bytes, bytes_len, (int32_t *) output_tokens, output_tokens_len, false,129 true);130 } catch (const std::exception & e) {131 GGML_ABORT("llama_tokenize failed: %s\n", e.what());132 }133 if (r < 0) {134 return -r;135 }136 return r;137}138 139static LlgTokenizer * llama_sampler_llg_new_tokenizer(const llama_vocab * vocab) {140 // TODO store the tokenizer in the vocab somehow141 static const llama_vocab * vocab_cache;142 static LlgTokenizer * tokenizer_cache;143 144 if (vocab_cache == vocab) {145 return llg_clone_tokenizer(tokenizer_cache);146 }147 148 auto tok_eos = llama_vocab_eot(vocab);149 if (tok_eos == LLAMA_TOKEN_NULL) {150 tok_eos = llama_vocab_eos(vocab);151 }152 153 size_t vocab_size = llama_vocab_n_tokens(vocab);154 155 auto token_lens = new uint32_t[vocab_size];156 // we typically have ~7 bytes per token; let's go on the safe side here157 auto token_bytes_size = vocab_size * 16 + 1024 * 1024;158 auto token_bytes = new uint8_t[token_bytes_size];159 160 size_t offset = 0;161 for (size_t i = 0; i < vocab_size; i++) {162 size_t max_token = 1024;163 if (token_bytes_size - offset < max_token) {164 GGML_ABORT("token_bytes buffer too small\n");165 }166 167 llama_token token = i;168 auto dp = (char *) token_bytes + offset;169 auto size = llama_detokenize(vocab, &token, 1, dp, max_token, false, false);170 if (size < 0) {171 GGML_ABORT("llama_detokenize failed\n");172 }173 if (size == 0) {174 size = llama_detokenize(vocab, &token, 1, dp + 1, max_token - 1, false, true);175 if (size < 0) {176 GGML_ABORT("llama_detokenize failed\n");177 }178 if (size != 0) {179 *dp = '\xff'; // special token prefix marker180 size += 1;181 }182 }183 184 token_lens[i] = size;185 offset += size;186 }187 188 LlgTokenizerInit tinit = {189 /* .vocab_size = */ (uint32_t) vocab_size,190 /* .tok_eos = */ (uint32_t) tok_eos,191 /* .token_lens = */ token_lens,192 /* .token_bytes = */ token_bytes,193 /* .tokenizer_json = */ nullptr,194 /* .tokenize_assumes_string = */ true,195 /* .tokenize_fn = */ llama_sampler_llg_tokenize_fn,196 /* .use_approximate_greedy_tokenize_fn = */ false,197 /* .tokenize_user_data = */ vocab,198 /* .slices = */ nullptr,199 };200 201 char error_buffer[1024];202 LlgTokenizer * tokenizer = llg_new_tokenizer(&tinit, error_buffer, sizeof(error_buffer));203 204 delete[] token_bytes;205 delete[] token_lens;206 207 if (tokenizer == nullptr) {208 LOG_ERR("llg tokenizer error: %s\n", error_buffer);209 return tokenizer;210 }211 212 if (tokenizer_cache) {213 llg_free_tokenizer(tokenizer_cache);214 }215 vocab_cache = vocab;216 tokenizer_cache = tokenizer;217 218 return llg_clone_tokenizer(tokenizer_cache);219}220 221llama_sampler * llama_sampler_init_llg(const llama_vocab * vocab, const char * grammar_kind,222 const char * grammar_data) {223 auto * ctx = new llama_sampler_llg;224 225 if (grammar_kind != nullptr && grammar_kind[0] != '\0') {226 auto tokenizer = llama_sampler_llg_new_tokenizer(vocab);227 *ctx = {228 /* .vocab = */ vocab,229 /* .grammar_kind = */ grammar_kind,230 /* .grammar_data = */ grammar_data,231 /* .tokenizer = */ tokenizer,232 /* .grammar = */ llama_sampler_llg_new(tokenizer, grammar_kind, grammar_data),233 };234 if (ctx->grammar) {235 GGML_ASSERT(((size_t) llama_vocab_n_tokens(vocab) + 31) / 32 * 4 ==236 llg_matcher_get_mask_byte_size(ctx->grammar));237 }238 } else {239 *ctx = {240 /* .vocab = */ vocab,241 /* .grammar_kind = */ {},242 /* .grammar_data = */ {},243 /* .tokenizer = */ nullptr,244 /* .grammar = */ nullptr,245 };246 }247 248 return llama_sampler_init(249 /* .iface = */ &llama_sampler_llg_i,250 /* .ctx = */ ctx);251}252 253#else254 255llama_sampler * llama_sampler_init_llg(const llama_vocab *, const char *, const char *) {256 LOG_WRN("llguidance (cmake -DLLAMA_LLGUIDANCE=ON) is not enabled");257 return nullptr;258}259 260#endif // LLAMA_USE_LLGUIDANCE261 