diff --git a/Makefile b/Makefile index e620835ef..fb7c27cd9 100644 --- a/Makefile +++ b/Makefile @@ -323,6 +323,9 @@ llama.o: llama.cpp ggml.h ggml-cuda.h ggml-metal.h llama.h llama-util.h common.o: examples/common.cpp examples/common.h $(CXX) $(CXXFLAGS) -c $< -o $@ +grammar-parser.o: examples/grammar-parser.cpp examples/grammar-parser.h + $(CXX) $(CXXFLAGS) -c $< -o $@ + libllama.so: llama.o ggml.o $(OBJS) $(CXX) $(CXXFLAGS) -shared -fPIC -o $@ $^ $(LDFLAGS) @@ -333,7 +336,7 @@ clean: # Examples # -main: examples/main/main.cpp build-info.h ggml.o llama.o common.o $(OBJS) +main: examples/main/main.cpp build-info.h ggml.o llama.o common.o grammar-parser.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) @echo @echo '==== Run ./main -h for help. ====' @@ -357,7 +360,7 @@ embedding: examples/embedding/embedding.cpp build-info.h ggml. save-load-state: examples/save-load-state/save-load-state.cpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS) -server: examples/server/server.cpp examples/server/httplib.h examples/server/json.hpp build-info.h ggml.o llama.o common.o $(OBJS) +server: examples/server/server.cpp examples/server/httplib.h examples/server/json.hpp examples/server/index.html.hpp examples/server/index.js.hpp examples/server/completion.js.hpp build-info.h ggml.o llama.o common.o $(OBJS) $(CXX) $(CXXFLAGS) -Iexamples/server $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS) $(LWINSOCK2) $(LIB_PRE)embdinput$(DSO_EXT): examples/embd-input/embd-input.h examples/embd-input/embd-input-lib.cpp build-info.h ggml.o llama.o common.o $(OBJS) diff --git a/examples/CMakeLists.txt b/examples/CMakeLists.txt index 161960bb8..4b1f1cf44 100644 --- a/examples/CMakeLists.txt +++ b/examples/CMakeLists.txt @@ -13,6 +13,8 @@ set(TARGET common) add_library(${TARGET} OBJECT common.h common.cpp + grammar-parser.h + grammar-parser.cpp ) if (BUILD_SHARED_LIBS) diff --git a/examples/baby-llama/baby-llama.cpp b/examples/baby-llama/baby-llama.cpp index 4965881ec..f9dc0aaa6 100644 --- a/examples/baby-llama/baby-llama.cpp +++ b/examples/baby-llama/baby-llama.cpp @@ -8,6 +8,8 @@ #pragma warning(disable: 4244 4267) // possible loss of data #endif +static const float rms_norm_eps = 1e-6f; + float frand() { return (float)rand()/(float)RAND_MAX; } @@ -562,7 +564,7 @@ struct ggml_tensor * forward( // norm { // cur shape [n_embd,N,1,1] - cur = ggml_rms_norm(ctx0, inpL); + cur = ggml_rms_norm(ctx0, inpL, rms_norm_eps); // cur = attention_norm*cur cur = ggml_mul(ctx0, @@ -685,7 +687,7 @@ struct ggml_tensor * forward( // norm { // cur shape [n_embd,N,1,1] - cur = ggml_rms_norm(ctx0, inpFF); + cur = ggml_rms_norm(ctx0, inpFF, rms_norm_eps); // cur = ffn_norm*cur // cur shape [n_embd,N,1,1] @@ -729,7 +731,7 @@ struct ggml_tensor * forward( { // inpL shape [n_embd,N,1,1] - inpL = ggml_rms_norm(ctx0, inpL); + inpL = ggml_rms_norm(ctx0, inpL, rms_norm_eps); // inpL = norm*inpL // inpL shape [n_embd,N,1,1] @@ -817,7 +819,7 @@ struct ggml_tensor * forward_batch( // norm { // cur shape [n_embd,N*n_batch,1,1] - cur = ggml_rms_norm(ctx0, inpL); + cur = ggml_rms_norm(ctx0, inpL, rms_norm_eps); assert_shape_2d(cur, n_embd, N*n_batch); // cur = attention_norm*cur @@ -981,7 +983,7 @@ struct ggml_tensor * forward_batch( // norm { // cur shape [n_embd,N*n_batch,1,1] - cur = ggml_rms_norm(ctx0, inpFF); + cur = ggml_rms_norm(ctx0, inpFF, rms_norm_eps); assert_shape_2d(cur, n_embd, N*n_batch); // cur = ffn_norm*cur @@ -1034,7 +1036,7 @@ struct ggml_tensor * forward_batch( { // inpL shape [n_embd,N*n_batch,1,1] - inpL = ggml_rms_norm(ctx0, inpL); + inpL = ggml_rms_norm(ctx0, inpL, rms_norm_eps); assert_shape_2d(inpL, n_embd, N*n_batch); // inpL = norm*inpL @@ -1104,7 +1106,7 @@ struct ggml_tensor * forward_lora( // norm { // cur shape [n_embd,N,1,1] - cur = ggml_rms_norm(ctx0, inpL); + cur = ggml_rms_norm(ctx0, inpL, rms_norm_eps); // cur = attention_norm*cur cur = ggml_mul(ctx0, @@ -1251,7 +1253,7 @@ struct ggml_tensor * forward_lora( // norm { // cur shape [n_embd,N,1,1] - cur = ggml_rms_norm(ctx0, inpFF); + cur = ggml_rms_norm(ctx0, inpFF, rms_norm_eps); // cur = ffn_norm*cur // cur shape [n_embd,N,1,1] @@ -1295,7 +1297,7 @@ struct ggml_tensor * forward_lora( { // inpL shape [n_embd,N,1,1] - inpL = ggml_rms_norm(ctx0, inpL); + inpL = ggml_rms_norm(ctx0, inpL, rms_norm_eps); // inpL = norm*inpL // inpL shape [n_embd,N,1,1] diff --git a/examples/common.cpp b/examples/common.cpp index 7a1928f2b..0e88a128a 100644 --- a/examples/common.cpp +++ b/examples/common.cpp @@ -177,6 +177,12 @@ bool gpt_params_parse(int argc, char ** argv, gpt_params & params) { break; } params.n_gqa = std::stoi(argv[i]); + } else if (arg == "-eps" || arg == "--rms-norm-eps") { + if (++i >= argc) { + invalid_param = true; + break; + } + params.rms_norm_eps = std::stof(argv[i]); } else if (arg == "--rope-freq-base") { if (++i >= argc) { invalid_param = true; @@ -438,6 +444,28 @@ bool gpt_params_parse(int argc, char ** argv, gpt_params & params) { break; } params.input_suffix = argv[i]; + } else if (arg == "--grammar") { + if (++i >= argc) { + invalid_param = true; + break; + } + params.grammar = argv[i]; + } else if (arg == "--grammar-file") { + if (++i >= argc) { + invalid_param = true; + break; + } + std::ifstream file(argv[i]); + if (!file) { + fprintf(stderr, "error: failed to open file '%s'\n", argv[i]); + invalid_param = true; + break; + } + std::copy( + std::istreambuf_iterator(file), + std::istreambuf_iterator(), + std::back_inserter(params.grammar) + ); } else { fprintf(stderr, "error: unknown argument: %s\n", arg.c_str()); gpt_print_usage(argc, argv, default_params); @@ -497,6 +525,7 @@ void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) { fprintf(stdout, " -c N, --ctx-size N size of the prompt context (default: %d)\n", params.n_ctx); fprintf(stdout, " -b N, --batch-size N batch size for prompt processing (default: %d)\n", params.n_batch); fprintf(stdout, " -gqa N, --gqa N grouped-query attention factor (TEMP!!! use 8 for LLaMAv2 70B) (default: %d)\n", params.n_gqa); + fprintf(stdout, " -eps N, --rms-norm-eps N rms norm eps (TEMP!!! use 1e-5 for LLaMAv2) (default: %.1e)\n", params.rms_norm_eps); fprintf(stdout, " --top-k N top-k sampling (default: %d, 0 = disabled)\n", params.top_k); fprintf(stdout, " --top-p N top-p sampling (default: %.1f, 1.0 = disabled)\n", (double)params.top_p); fprintf(stdout, " --tfs N tail free sampling, parameter z (default: %.1f, 1.0 = disabled)\n", (double)params.tfs_z); @@ -514,6 +543,8 @@ void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) { fprintf(stdout, " modifies the likelihood of token appearing in the completion,\n"); fprintf(stdout, " i.e. `--logit-bias 15043+1` to increase likelihood of token ' Hello',\n"); fprintf(stdout, " or `--logit-bias 15043-1` to decrease likelihood of token ' Hello'\n"); + fprintf(stdout, " --grammar GRAMMAR BNF-like grammar to constrain generations (see samples in grammars/ dir)\n"); + fprintf(stdout, " --grammar-file FNAME file to read grammar from\n"); fprintf(stdout, " --cfg-negative-prompt PROMPT \n"); fprintf(stdout, " negative prompt to use for guidance. (default: empty)\n"); fprintf(stdout, " --cfg-scale N strength of guidance (default: %f, 1.0 = disable)\n", params.cfg_scale); @@ -591,6 +622,7 @@ struct llama_context_params llama_context_params_from_gpt_params(const gpt_param lparams.n_ctx = params.n_ctx; lparams.n_batch = params.n_batch; lparams.n_gqa = params.n_gqa; + lparams.rms_norm_eps = params.rms_norm_eps; lparams.n_gpu_layers = params.n_gpu_layers; lparams.main_gpu = params.main_gpu; lparams.tensor_split = params.tensor_split; diff --git a/examples/common.h b/examples/common.h index fb8f6d65f..894a0850a 100644 --- a/examples/common.h +++ b/examples/common.h @@ -22,18 +22,19 @@ int32_t get_num_physical_cores(); struct gpt_params { - uint32_t seed = -1; // RNG seed + uint32_t seed = -1; // RNG seed int32_t n_threads = get_num_physical_cores(); - int32_t n_predict = -1; // new tokens to predict - int32_t n_ctx = 512; // context size - int32_t n_batch = 512; // batch size for prompt processing (must be >=32 to use BLAS) - int32_t n_gqa = 1; // grouped-query attention factor (TODO: move to hparams) - int32_t n_keep = 0; // number of tokens to keep from initial prompt - int32_t n_chunks = -1; // max number of chunks to process (-1 = unlimited) - int32_t n_gpu_layers = 0; // number of layers to store in VRAM - int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors - float tensor_split[LLAMA_MAX_DEVICES] = {0}; // how split tensors should be distributed across GPUs - int32_t n_probs = 0; // if greater than 0, output the probabilities of top n_probs tokens. + int32_t n_predict = -1; // new tokens to predict + int32_t n_ctx = 512; // context size + int32_t n_batch = 512; // batch size for prompt processing (must be >=32 to use BLAS) + int32_t n_gqa = 1; // grouped-query attention factor (TODO: move to hparams) + int32_t n_keep = 0; // number of tokens to keep from initial prompt + int32_t n_chunks = -1; // max number of chunks to process (-1 = unlimited) + int32_t n_gpu_layers = 0; // number of layers to store in VRAM + int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors + float tensor_split[LLAMA_MAX_DEVICES] = {0}; // how split tensors should be distributed across GPUs + int32_t n_probs = 0; // if greater than 0, output the probabilities of top n_probs tokens. + float rms_norm_eps = 1e-6; // rms norm epsilon float rope_freq_base = 10000.0f; // RoPE base frequency float rope_freq_scale = 1.0f; // RoPE frequency scaling factor @@ -63,6 +64,7 @@ struct gpt_params { std::string path_prompt_cache = ""; // path to file for saving/loading prompt eval state std::string input_prefix = ""; // string to prefix user inputs with std::string input_suffix = ""; // string to suffix user inputs with + std::string grammar = ""; // optional BNF-like grammar to constrain sampling std::vector antiprompt; // string upon seeing which more user input is prompted std::string lora_adapter = ""; // lora adapter path diff --git a/examples/grammar-parser.cpp b/examples/grammar-parser.cpp new file mode 100644 index 000000000..019d5e1bf --- /dev/null +++ b/examples/grammar-parser.cpp @@ -0,0 +1,423 @@ +#include "grammar-parser.h" +#include +#include +#include +#include +#include +#include + +namespace grammar_parser { + // NOTE: assumes valid utf8 (but checks for overrun) + // copied from llama.cpp + std::pair decode_utf8(const char * src) { + static const int lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 }; + uint8_t first_byte = static_cast(*src); + uint8_t highbits = first_byte >> 4; + int len = lookup[highbits]; + uint8_t mask = (1 << (8 - len)) - 1; + uint32_t value = first_byte & mask; + const char * end = src + len; // may overrun! + const char * pos = src + 1; + for ( ; pos < end && *pos; pos++) { + value = (value << 6) + (static_cast(*pos) & 0x3F); + } + return std::make_pair(value, pos); + } + + uint32_t get_symbol_id(parse_state & state, const char * src, size_t len) { + uint32_t next_id = static_cast(state.symbol_ids.size()); + auto result = state.symbol_ids.insert(std::make_pair(std::string(src, len), next_id)); + return result.first->second; + } + + uint32_t generate_symbol_id(parse_state & state, const std::string & base_name) { + uint32_t next_id = static_cast(state.symbol_ids.size()); + state.symbol_ids[base_name + '_' + std::to_string(next_id)] = next_id; + return next_id; + } + + void add_rule( + parse_state & state, + uint32_t rule_id, + const std::vector & rule) { + if (state.rules.size() <= rule_id) { + state.rules.resize(rule_id + 1); + } + state.rules[rule_id] = rule; + } + + bool is_word_char(char c) { + return ('a' <= c && c <= 'z') || ('A' <= c && c <= 'Z') || c == '-' || ('0' <= c && c <= '9'); + } + + std::pair parse_hex(const char * src, int size) { + const char * pos = src; + const char * end = src + size; + uint32_t value = 0; + for ( ; pos < end && *pos; pos++) { + value <<= 4; + char c = *pos; + if ('a' <= c && c <= 'f') { + value += c - 'a' + 10; + } else if ('A' <= c && c <= 'F') { + value += c - 'A' + 10; + } else if ('0' <= c && c <= '9') { + value += c - '0'; + } else { + break; + } + } + if (pos != end) { + throw std::runtime_error("expecting " + std::to_string(size) + " hex chars at " + src); + } + return std::make_pair(value, pos); + } + + const char * parse_space(const char * src, bool newline_ok) { + const char * pos = src; + while (*pos == ' ' || *pos == '\t' || *pos == '#' || + (newline_ok && (*pos == '\r' || *pos == '\n'))) { + if (*pos == '#') { + while (*pos && *pos != '\r' && *pos != '\n') { + pos++; + } + } else { + pos++; + } + } + return pos; + } + + const char * parse_name(const char * src) { + const char * pos = src; + while (is_word_char(*pos)) { + pos++; + } + if (pos == src) { + throw std::runtime_error(std::string("expecting name at ") + src); + } + return pos; + } + + std::pair parse_char(const char * src) { + if (*src == '\\') { + switch (src[1]) { + case 'x': return parse_hex(src + 2, 2); + case 'u': return parse_hex(src + 2, 4); + case 'U': return parse_hex(src + 2, 8); + case 't': return std::make_pair('\t', src + 2); + case 'r': return std::make_pair('\r', src + 2); + case 'n': return std::make_pair('\n', src + 2); + case '\\': + case '"': + case '[': + case ']': + return std::make_pair(src[1], src + 2); + default: + throw std::runtime_error(std::string("unknown escape at ") + src); + } + } else if (*src) { + return decode_utf8(src); + } + throw std::runtime_error("unexpected end of input"); + } + + const char * parse_alternates( + parse_state & state, + const char * src, + const std::string & rule_name, + uint32_t rule_id, + bool is_nested); + + const char * parse_sequence( + parse_state & state, + const char * src, + const std::string & rule_name, + std::vector & out_elements, + bool is_nested) { + size_t last_sym_start = out_elements.size(); + const char * pos = src; + while (*pos) { + if (*pos == '"') { // literal string + pos++; + last_sym_start = out_elements.size(); + while (*pos != '"') { + auto char_pair = parse_char(pos); + pos = char_pair.second; + out_elements.push_back({LLAMA_GRETYPE_CHAR, char_pair.first}); + } + pos = parse_space(pos + 1, is_nested); + } else if (*pos == '[') { // char range(s) + pos++; + enum llama_gretype start_type = LLAMA_GRETYPE_CHAR; + if (*pos == '^') { + pos++; + start_type = LLAMA_GRETYPE_CHAR_NOT; + } + last_sym_start = out_elements.size(); + while (*pos != ']') { + auto char_pair = parse_char(pos); + pos = char_pair.second; + enum llama_gretype type = last_sym_start < out_elements.size() + ? LLAMA_GRETYPE_CHAR_ALT + : start_type; + + out_elements.push_back({type, char_pair.first}); + if (pos[0] == '-' && pos[1] != ']') { + auto endchar_pair = parse_char(pos + 1); + pos = endchar_pair.second; + out_elements.push_back({LLAMA_GRETYPE_CHAR_RNG_UPPER, endchar_pair.first}); + } + } + pos = parse_space(pos + 1, is_nested); + } else if (is_word_char(*pos)) { // rule reference + const char * name_end = parse_name(pos); + uint32_t ref_rule_id = get_symbol_id(state, pos, name_end - pos); + pos = parse_space(name_end, is_nested); + last_sym_start = out_elements.size(); + out_elements.push_back({LLAMA_GRETYPE_RULE_REF, ref_rule_id}); + } else if (*pos == '(') { // grouping + // parse nested alternates into synthesized rule + pos = parse_space(pos + 1, true); + uint32_t sub_rule_id = generate_symbol_id(state, rule_name); + pos = parse_alternates(state, pos, rule_name, sub_rule_id, true); + last_sym_start = out_elements.size(); + // output reference to synthesized rule + out_elements.push_back({LLAMA_GRETYPE_RULE_REF, sub_rule_id}); + if (*pos != ')') { + throw std::runtime_error(std::string("expecting ')' at ") + pos); + } + pos = parse_space(pos + 1, is_nested); + } else if (*pos == '*' || *pos == '+' || *pos == '?') { // repetition operator + if (last_sym_start == out_elements.size()) { + throw std::runtime_error(std::string("expecting preceeding item to */+/? at ") + pos); + } + + // apply transformation to previous symbol (last_sym_start to end) according to + // rewrite rules: + // S* --> S' ::= S S' | + // S+ --> S' ::= S S' | S + // S? --> S' ::= S | + uint32_t sub_rule_id = generate_symbol_id(state, rule_name); + std::vector sub_rule; + // add preceding symbol to generated rule + sub_rule.insert( + sub_rule.end(), out_elements.begin() + last_sym_start, out_elements.end()); + if (*pos == '*' || *pos == '+') { + // cause generated rule to recurse + sub_rule.push_back({LLAMA_GRETYPE_RULE_REF, sub_rule_id}); + } + // mark start of alternate def + sub_rule.push_back({LLAMA_GRETYPE_ALT, 0}); + if (*pos == '+') { + // add preceding symbol as alternate only for '+' (otherwise empty) + sub_rule.insert( + sub_rule.end(), out_elements.begin() + last_sym_start, out_elements.end()); + } + sub_rule.push_back({LLAMA_GRETYPE_END, 0}); + add_rule(state, sub_rule_id, sub_rule); + + // in original rule, replace previous symbol with reference to generated rule + out_elements.resize(last_sym_start); + out_elements.push_back({LLAMA_GRETYPE_RULE_REF, sub_rule_id}); + + pos = parse_space(pos + 1, is_nested); + } else { + break; + } + } + return pos; + } + + const char * parse_alternates( + parse_state & state, + const char * src, + const std::string & rule_name, + uint32_t rule_id, + bool is_nested) { + std::vector rule; + const char * pos = parse_sequence(state, src, rule_name, rule, is_nested); + while (*pos == '|') { + rule.push_back({LLAMA_GRETYPE_ALT, 0}); + pos = parse_space(pos + 1, true); + pos = parse_sequence(state, pos, rule_name, rule, is_nested); + } + rule.push_back({LLAMA_GRETYPE_END, 0}); + add_rule(state, rule_id, rule); + return pos; + } + + const char * parse_rule(parse_state & state, const char * src) { + const char * name_end = parse_name(src); + const char * pos = parse_space(name_end, false); + size_t name_len = name_end - src; + uint32_t rule_id = get_symbol_id(state, src, name_len); + const std::string name(src, name_len); + + if (!(pos[0] == ':' && pos[1] == ':' && pos[2] == '=')) { + throw std::runtime_error(std::string("expecting ::= at ") + pos); + } + pos = parse_space(pos + 3, true); + + pos = parse_alternates(state, pos, name, rule_id, false); + + if (*pos == '\r') { + pos += pos[1] == '\n' ? 2 : 1; + } else if (*pos == '\n') { + pos++; + } else if (*pos) { + throw std::runtime_error(std::string("expecting newline or end at ") + pos); + } + return parse_space(pos, true); + } + + parse_state parse(const char * src) { + try { + parse_state state; + const char * pos = parse_space(src, true); + while (*pos) { + pos = parse_rule(state, pos); + } + return state; + } catch (const std::exception & err) { + fprintf(stderr, "%s: error parsing grammar: %s\n", __func__, err.what()); + return parse_state(); + } + } + + void print_grammar_char(FILE * file, uint32_t c) { + if (0x20 <= c && c <= 0x7f) { + fprintf(file, "%c", static_cast(c)); + } else { + // cop out of encoding UTF-8 + fprintf(file, "", c); + } + } + + bool is_char_element(llama_grammar_element elem) { + switch (elem.type) { + case LLAMA_GRETYPE_CHAR: return true; + case LLAMA_GRETYPE_CHAR_NOT: return true; + case LLAMA_GRETYPE_CHAR_ALT: return true; + case LLAMA_GRETYPE_CHAR_RNG_UPPER: return true; + default: return false; + } + } + + void print_rule_binary(FILE * file, const std::vector & rule) { + for (auto elem : rule) { + switch (elem.type) { + case LLAMA_GRETYPE_END: fprintf(file, "END"); break; + case LLAMA_GRETYPE_ALT: fprintf(file, "ALT"); break; + case LLAMA_GRETYPE_RULE_REF: fprintf(file, "RULE_REF"); break; + case LLAMA_GRETYPE_CHAR: fprintf(file, "CHAR"); break; + case LLAMA_GRETYPE_CHAR_NOT: fprintf(file, "CHAR_NOT"); break; + case LLAMA_GRETYPE_CHAR_RNG_UPPER: fprintf(file, "CHAR_RNG_UPPER"); break; + case LLAMA_GRETYPE_CHAR_ALT: fprintf(file, "CHAR_ALT"); break; + } + switch (elem.type) { + case LLAMA_GRETYPE_END: + case LLAMA_GRETYPE_ALT: + case LLAMA_GRETYPE_RULE_REF: + fprintf(file, "(%u) ", elem.value); + break; + case LLAMA_GRETYPE_CHAR: + case LLAMA_GRETYPE_CHAR_NOT: + case LLAMA_GRETYPE_CHAR_RNG_UPPER: + case LLAMA_GRETYPE_CHAR_ALT: + fprintf(file, "(\""); + print_grammar_char(file, elem.value); + fprintf(file, "\") "); + break; + } + } + fprintf(file, "\n"); + } + + void print_rule( + FILE * file, + uint32_t rule_id, + const std::vector & rule, + const std::map & symbol_id_names) { + if (rule.empty() || rule.back().type != LLAMA_GRETYPE_END) { + throw std::runtime_error( + "malformed rule, does not end with LLAMA_GRETYPE_END: " + std::to_string(rule_id)); + } + fprintf(file, "%s ::= ", symbol_id_names.at(rule_id).c_str()); + for (size_t i = 0, end = rule.size() - 1; i < end; i++) { + llama_grammar_element elem = rule[i]; + switch (elem.type) { + case LLAMA_GRETYPE_END: + throw std::runtime_error( + "unexpected end of rule: " + std::to_string(rule_id) + "," + + std::to_string(i)); + case LLAMA_GRETYPE_ALT: + fprintf(file, "| "); + break; + case LLAMA_GRETYPE_RULE_REF: + fprintf(file, "%s ", symbol_id_names.at(elem.value).c_str()); + break; + case LLAMA_GRETYPE_CHAR: + fprintf(file, "["); + print_grammar_char(file, elem.value); + break; + case LLAMA_GRETYPE_CHAR_NOT: + fprintf(file, "[^"); + print_grammar_char(file, elem.value); + break; + case LLAMA_GRETYPE_CHAR_RNG_UPPER: + if (i == 0 || !is_char_element(rule[i - 1])) { + throw std::runtime_error( + "LLAMA_GRETYPE_CHAR_RNG_UPPER without preceding char: " + + std::to_string(rule_id) + "," + std::to_string(i)); + } + fprintf(file, "-"); + print_grammar_char(file, elem.value); + break; + case LLAMA_GRETYPE_CHAR_ALT: + if (i == 0 || !is_char_element(rule[i - 1])) { + throw std::runtime_error( + "LLAMA_GRETYPE_CHAR_ALT without preceding char: " + + std::to_string(rule_id) + "," + std::to_string(i)); + } + print_grammar_char(file, elem.value); + break; + } + if (is_char_element(elem)) { + switch (rule[i + 1].type) { + case LLAMA_GRETYPE_CHAR_ALT: + case LLAMA_GRETYPE_CHAR_RNG_UPPER: + break; + default: + fprintf(file, "] "); + } + } + } + fprintf(file, "\n"); + } + + void print_grammar(FILE * file, const parse_state & state) { + try { + std::map symbol_id_names; + for (auto kv : state.symbol_ids) { + symbol_id_names[kv.second] = kv.first; + } + for (size_t i = 0, end = state.rules.size(); i < end; i++) { + // fprintf(file, "%zu: ", i); + // print_rule_binary(file, state.rules[i]); + print_rule(file, i, state.rules[i], symbol_id_names); + // fprintf(file, "\n"); + } + } catch (const std::exception & err) { + fprintf(stderr, "\n%s: error printing grammar: %s\n", __func__, err.what()); + } + } + + std::vector parse_state::c_rules() { + std::vector ret; + for (const auto & rule : rules) { + ret.push_back(rule.data()); + } + return ret; + } +} diff --git a/examples/grammar-parser.h b/examples/grammar-parser.h new file mode 100644 index 000000000..9037d7272 --- /dev/null +++ b/examples/grammar-parser.h @@ -0,0 +1,29 @@ +// Implements a parser for an extended Backus-Naur form (BNF), producing the +// binary context-free grammar format specified by llama.h. Supports character +// ranges, grouping, and repetition operators. As an example, a grammar for +// arithmetic might look like: +// +// root ::= expr +// expr ::= term ([-+*/] term)* +// term ::= num | "(" space expr ")" space +// num ::= [0-9]+ space +// space ::= [ \t\n]* + +#pragma once +#include "llama.h" +#include +#include +#include +#include + +namespace grammar_parser { + struct parse_state { + std::map symbol_ids; + std::vector> rules; + + std::vector c_rules(); + }; + + parse_state parse(const char * src); + void print_grammar(FILE * file, const parse_state & state); +} diff --git a/examples/main/main.cpp b/examples/main/main.cpp index 3bd8ba262..16ddc2274 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -6,6 +6,7 @@ #include "common.h" #include "llama.h" #include "build-info.h" +#include "grammar-parser.h" #include #include @@ -337,6 +338,31 @@ int main(int argc, char ** argv) { fprintf(stderr, "generate: n_ctx = %d, n_batch = %d, n_predict = %d, n_keep = %d\n", n_ctx, params.n_batch, params.n_predict, params.n_keep); fprintf(stderr, "\n\n"); + grammar_parser::parse_state parsed_grammar; + llama_grammar * grammar = NULL; + if (!params.grammar.empty()) { + parsed_grammar = grammar_parser::parse(params.grammar.c_str()); + // will be empty (default) if there are parse errors + if (parsed_grammar.rules.empty()) { + return 1; + } + fprintf(stderr, "%s: grammar:\n", __func__); + grammar_parser::print_grammar(stderr, parsed_grammar); + fprintf(stderr, "\n"); + + { + auto it = params.logit_bias.find(llama_token_eos()); + if (it != params.logit_bias.end() && it->second == -INFINITY) { + fprintf(stderr, + "%s: warning: EOS token is disabled, which will cause most grammars to fail\n", __func__); + } + } + + std::vector grammar_rules(parsed_grammar.c_rules()); + grammar = llama_grammar_init( + grammar_rules.data(), grammar_rules.size(), parsed_grammar.symbol_ids.at("root")); + } + // TODO: replace with ring-buffer std::vector last_n_tokens(n_ctx); std::fill(last_n_tokens.begin(), last_n_tokens.end(), 0); @@ -570,6 +596,10 @@ int main(int argc, char ** argv) { logits[llama_token_nl()] = nl_logit; } + if (grammar != NULL) { + llama_sample_grammar(ctx, &candidates_p, grammar); + } + if (temp <= 0) { // Greedy sampling id = llama_sample_token_greedy(ctx, &candidates_p); @@ -595,6 +625,10 @@ int main(int argc, char ** argv) { } // printf("`%d`", candidates_p.size); + if (grammar != NULL) { + llama_grammar_accept_token(ctx, grammar, id); + } + last_n_tokens.erase(last_n_tokens.begin()); last_n_tokens.push_back(id); } @@ -725,6 +759,18 @@ int main(int argc, char ** argv) { } if (n_past > 0) { + if (is_interacting) { + // reset grammar state if we're restarting generation + if (grammar != NULL) { + llama_grammar_free(grammar); + + std::vector grammar_rules( + parsed_grammar.c_rules()); + grammar = llama_grammar_init( + grammar_rules.data(), grammar_rules.size(), + parsed_grammar.symbol_ids.at("root")); + } + } is_interacting = false; } } @@ -756,6 +802,9 @@ int main(int argc, char ** argv) { llama_free(ctx); llama_free_model(model); + if (grammar != NULL) { + llama_grammar_free(grammar); + } llama_backend_free(); return 0; diff --git a/examples/server/index.html.hpp b/examples/server/index.html.hpp index 42707fad9..1b21d4d55 100644 --- a/examples/server/index.html.hpp +++ b/examples/server/index.html.hpp @@ -111,103 +111,176 @@ unsigned char index_html[] = { 0x20, 0x20, 0x20, 0x70, 0x61, 0x64, 0x64, 0x69, 0x6e, 0x67, 0x3a, 0x20, 0x30, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x3a, 0x20, 0x30, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, - 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x74, 0x65, 0x78, 0x74, 0x61, - 0x72, 0x65, 0x61, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, - 0x70, 0x61, 0x64, 0x64, 0x69, 0x6e, 0x67, 0x3a, 0x20, 0x35, 0x70, 0x78, - 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6c, 0x65, 0x78, - 0x2d, 0x67, 0x72, 0x6f, 0x77, 0x3a, 0x20, 0x31, 0x3b, 0x0a, 0x20, 0x20, - 0x20, 0x20, 0x20, 0x20, 0x77, 0x69, 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0x3e, 0x0a }; -unsigned int index_html_len = 10752; +unsigned int index_html_len = 13790; diff --git a/examples/server/public/index.html b/examples/server/public/index.html index 8ace0b0af..ea93de4aa 100644 --- a/examples/server/public/index.html +++ b/examples/server/public/index.html @@ -73,6 +73,37 @@ margin: 0; } + fieldset.two { + display: grid; + grid-template: "a a"; + gap: 1em; + } + + fieldset.three { + display: grid; + grid-template: "a a a"; + gap: 1em; + } + + details { + border: 1px solid #aaa; + border-radius: 4px; + padding: 0.5em 0.5em 0; + margin-top: 0.5em; + } + + summary { + font-weight: bold; + margin: -0.5em -0.5em 0; + padding: 0.5em; + cursor: pointer; + } + + details[open] { + padding: 0.5em; + } + + textarea { padding: 5px; flex-grow: 1; @@ -125,10 +156,17 @@ const params = signal({ n_predict: 400, temperature: 0.7, - repeat_last_n: 256, - repeat_penalty: 1.18, - top_k: 40, - top_p: 0.5, + repeat_last_n: 256, // 0 = disable penalty, -1 = context size + repeat_penalty: 1.18, // 1.0 = disabled + top_k: 40, // <= 0 to use vocab size + top_p: 0.5, // 1.0 = disabled + tfs_z: 1.0, // 1.0 = disabled + typical_p: 1.0, // 1.0 = disabled + presence_penalty: 0.0, // 0.0 = disabled + frequency_penalty: 0.0, // 0.0 = disabled + mirostat: 0, // 0/1/2 + mirostat_tau: 5, // target entropy + mirostat_eta: 0.1, // learning rate }) const llamaStats = signal(null) @@ -264,6 +302,27 @@ const updateSession = (el) => session.value = { ...session.value, [el.target.name]: el.target.value } const updateParams = (el) => params.value = { ...params.value, [el.target.name]: el.target.value } const updateParamsFloat = (el) => params.value = { ...params.value, [el.target.name]: parseFloat(el.target.value) } + const updateParamsInt = (el) => params.value = { ...params.value, [el.target.name]: Math.floor(parseFloat(el.target.value)) } + + const FloatField = ({label, max, min, name, step, value}) => { + return html` +
+ + + ${value} +
+ ` + }; + + const IntField = ({label, max, min, name, value}) => { + return html` +
+ + + ${value} +
+ ` + }; return html`
@@ -272,7 +331,9 @@