diff --git a/convert.py b/convert.py index 8d7af06d13c6f..ac99579c49eb2 100755 --- a/convert.py +++ b/convert.py @@ -234,14 +234,21 @@ def load(model_plus: 'ModelPlus') -> 'Params': class SentencePieceVocab: - def __init__(self, fname_tokenizer: Path, fname_added_tokens: Optional[Path]) -> None: - self.sentencepiece_tokenizer = SentencePieceProcessor(str(fname_tokenizer)) + def __init__(self, fname_tokenizer: Path, fname_added_tokens: Optional[Path], vocabtype: Optional[str]) -> None: + self.vocabtype = vocabtype + if self.vocabtype == "bpe": + self.sentencepiece_tokenizer = json.loads(open(str(fname_tokenizer)).read()) + else: + self.sentencepiece_tokenizer = SentencePieceProcessor(str(fname_tokenizer)) added_tokens: Dict[str, int] if fname_added_tokens is not None: added_tokens = json.load(open(fname_added_tokens)) else: added_tokens = {} - vocab_size: int = self.sentencepiece_tokenizer.vocab_size() + if self.vocabtype == "bpe": + vocab_size: int = len(self.sentencepiece_tokenizer) + else: + vocab_size: int = self.sentencepiece_tokenizer.vocab_size() expected_ids = list(range(vocab_size, vocab_size + len(added_tokens))) actual_ids = sorted(added_tokens.values()) if expected_ids != actual_ids: @@ -255,22 +262,32 @@ def __init__(self, fname_tokenizer: Path, fname_added_tokens: Optional[Path]) -> def sentencepiece_tokens(self) -> Iterable[Tuple[bytes, float]]: tokenizer = self.sentencepiece_tokenizer - for i in range(tokenizer.vocab_size()): + if self.vocabtype == "bpe": + from transformers.models.gpt2 import tokenization_gpt2 + byte_encoder = tokenization_gpt2.bytes_to_unicode() + byte_decoder = {v: k for k, v in byte_encoder.items()} + for i, item in enumerate(tokenizer): text: bytes - if tokenizer.is_unknown(i): - text = " \u2047 ".encode("utf-8") - elif tokenizer.is_control(i): - text = b"" - elif tokenizer.is_byte(i): - piece = tokenizer.id_to_piece(i) - if len(piece) != 6: - raise Exception(f"Invalid token: {piece}") - byte_value = int(piece[3:-1], 16) - text = struct.pack("B", byte_value) - else: - text = tokenizer.id_to_piece(i).replace("\u2581", " ").encode("utf-8") - score: float = tokenizer.get_score(i) + text = b''.join([x.to_bytes(1, byteorder='big') for x in [byte_decoder[y] for y in item]]) + score: float = -i yield text, score + else: + for i in range(tokenizer.vocab_size()): + text: bytes + if tokenizer.is_unknown(i): + text = " \u2047 ".encode("utf-8") + elif tokenizer.is_control(i): + text = b"" + elif tokenizer.is_byte(i): + piece = tokenizer.id_to_piece(i) + if len(piece) != 6: + raise Exception(f"Invalid token: {piece}") + byte_value = int(piece[3:-1], 16) + text = struct.pack("B", byte_value) + else: + text = tokenizer.id_to_piece(i).replace("\u2581", " ").encode("utf-8") + score: float = tokenizer.get_score(i) + yield text, score def added_tokens(self) -> Iterable[Tuple[bytes, float]]: for text in self.added_tokens_list: @@ -1196,14 +1213,18 @@ def filter_and_sort_tensors(model: LazyModel) -> LazyModel: return {name: model[name] for name in TENSORS_LIST if name in model} -def load_vocab(path: Path) -> SentencePieceVocab: +def load_vocab(path: Path, vocabtype: Optional[str]) -> SentencePieceVocab: + print(f"vocabtype: {vocabtype}") # Be extra-friendly and accept either a file or a directory. Also, if it's # a directory, it might be the model directory, and tokenizer.model might # be in the parent of that. if path.is_dir(): - path2 = path / "tokenizer.model" + vocab_file = "tokenizer.model" + if vocabtype == 'bpe': + vocab_file = "vocab.json" + path2 = path / vocab_file # Use `.parent` instead of /.. to handle the symlink case better. - path3 = path.parent / "tokenizer.model" + path3 = path.parent / vocab_file if path2.exists(): path = path2 elif path3.exists(): @@ -1214,7 +1235,8 @@ def load_vocab(path: Path) -> SentencePieceVocab: "if it's in another directory, pass the directory as --vocab-dir") added_tokens_path = path.parent / "added_tokens.json" print(f"Loading vocab file {path}") - return SentencePieceVocab(path, added_tokens_path if added_tokens_path.exists() else None) + return SentencePieceVocab(path, added_tokens_path if added_tokens_path.exists() else None, + vocabtype) def default_outfile(model_paths: List[Path], file_type: GGMLFileType) -> Path: @@ -1252,6 +1274,7 @@ def main(args_in: Optional[List[str]] = None) -> None: parser.add_argument("--outfile", type=Path, help="path to write to; default: based on input") parser.add_argument("model", type=Path, help="directory containing model file, or model file itself (*.pth, *.pt, *.bin)") + parser.add_argument("--vocabtype", default='spm', choices=["spm", "bpe"], help="vocab format (default: spm)") args = parser.parse_args(args_in) vocab: Vocab @@ -1259,7 +1282,7 @@ def main(args_in: Optional[List[str]] = None) -> None: model_plus = lazy_load_file(args.model) do_dump_model(model_plus) elif args.vocab_only: - vocab = load_vocab(args.vocab_dir or args.model) + vocab = load_vocab(args.vocab_dir or args.model, args.vocabtype) assert args.outfile, "need --outfile if using --vocab-only" outfile = args.outfile OutputFile.write_vocab_only(outfile, vocab) @@ -1273,7 +1296,7 @@ def main(args_in: Optional[List[str]] = None) -> None: vocab = model_plus.vocab else: vocab_dir = args.vocab_dir if args.vocab_dir else model_plus.paths[0].parent - vocab = load_vocab(vocab_dir) + vocab = load_vocab(vocab_dir, args.vocabtype) params = Params.load(model_plus) model = model_plus.model model = do_necessary_conversions(model, params) diff --git a/examples/baby-llama/baby-llama.cpp b/examples/baby-llama/baby-llama.cpp index 4965881ecec22..6fa55b3194676 100644 --- a/examples/baby-llama/baby-llama.cpp +++ b/examples/baby-llama/baby-llama.cpp @@ -8,6 +8,12 @@ #pragma warning(disable: 4244 4267) // possible loss of data #endif +#ifdef LLAMA_DEFAULT_RMS_EPS +static const float rms_norm_eps = LLAMA_DEFAULT_RMS_EPS; +#else +static const float rms_norm_eps = 5e-6f; +#endif + float frand() { return (float)rand()/(float)RAND_MAX; } @@ -562,7 +568,7 @@ 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 +691,7 @@ 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 +735,7 @@ 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 +823,7 @@ 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 +987,7 @@ 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 +1040,7 @@ 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 +1110,7 @@ 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 +1257,7 @@ 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 +1301,7 @@ 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 779605f9d1cb7..dd964c8a7481a 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; @@ -426,6 +432,8 @@ bool gpt_params_parse(int argc, char ** argv, gpt_params & params) { exit(0); } else if (arg == "--random-prompt") { params.random_prompt = true; + } else if (arg == "--in-prefix-bos") { + params.input_prefix_bos = true; } else if (arg == "--in-prefix") { if (++i >= argc) { invalid_param = true; @@ -511,6 +519,7 @@ void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) { fprintf(stdout, " not supported with --interactive or other interactive options\n"); fprintf(stdout, " --prompt-cache-ro if specified, uses the prompt cache but does not update it.\n"); fprintf(stdout, " --random-prompt start with a randomized prompt.\n"); + fprintf(stdout, " --in-prefix-bos prefix BOS to user inputs, preceding the `--in-prefix` string\n"); fprintf(stdout, " --in-prefix STRING string to prefix user inputs with (default: empty)\n"); fprintf(stdout, " --in-suffix STRING string to suffix after user inputs with (default: empty)\n"); fprintf(stdout, " -f FNAME, --file FNAME\n"); @@ -519,6 +528,7 @@ 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); @@ -615,6 +625,7 @@ 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 7086606bf1a09..672dcf77c8f99 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 = LLAMA_DEFAULT_RMS_EPS; // rms norm epsilon float rope_freq_base = 10000.0f; // RoPE base frequency float rope_freq_scale = 1.0f; // RoPE frequency scaling factor @@ -81,6 +82,7 @@ struct gpt_params { bool interactive_first = false; // wait for user input immediately bool multiline_input = false; // reverse the usage of `\` + bool input_prefix_bos = false; // prefix BOS to user inputs, preceding input_prefix bool instruct = false; // instruction mode (used for Alpaca models) bool penalize_nl = true; // consider newlines as a repeatable token bool perplexity = false; // compute perplexity over the prompt diff --git a/examples/main/main.cpp b/examples/main/main.cpp index 16ddc22747f6b..3796a92301136 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -325,6 +325,10 @@ int main(int argc, char ** argv) { } } + if (params.input_prefix_bos) { + fprintf(stderr, "Input prefix with BOS\n"); + } + if (!params.input_prefix.empty()) { fprintf(stderr, "Input prefix: '%s'\n", params.input_prefix.c_str()); } @@ -633,16 +637,6 @@ int main(int argc, char ** argv) { last_n_tokens.push_back(id); } - // replace end of text token with newline token when in interactive mode - if (id == llama_token_eos() && params.interactive && !params.instruct) { - id = llama_token_newline.front(); - if (params.antiprompt.size() != 0) { - // tokenize and inject first reverse prompt - const auto first_antiprompt = ::llama_tokenize(ctx, params.antiprompt.front(), false); - embd_inp.insert(embd_inp.end(), first_antiprompt.begin(), first_antiprompt.end()); - } - } - // add it to the context embd.push_back(id); @@ -708,11 +702,34 @@ int main(int argc, char ** argv) { } } + // deal with end of text token in interactive mode + if (last_n_tokens.back() == llama_token_eos()) { + if (params.interactive) { + if (params.antiprompt.size() != 0) { + // tokenize and inject first reverse prompt + const auto first_antiprompt = ::llama_tokenize(ctx, params.antiprompt.front(), false); + embd_inp.insert(embd_inp.end(), first_antiprompt.begin(), first_antiprompt.end()); + is_antiprompt = true; + } + + is_interacting = true; + printf("\n"); + console_set_color(con_st, CONSOLE_COLOR_USER_INPUT); + fflush(stdout); + } else if (params.instruct) { + is_interacting = true; + } + } + if (n_past > 0 && is_interacting) { if (params.instruct) { printf("\n> "); } + if (params.input_prefix_bos) { + embd_inp.push_back(llama_token_bos()); + } + std::string buffer; if (!params.input_prefix.empty()) { buffer += params.input_prefix; @@ -776,13 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0x64, 0x79, 0x3e, 0x0a, 0x0a, 0x3c, 0x2f, 0x68, 0x74, 0x6d, 0x6c, + 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 8ace0b0affe58..ea93de4aafc48 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` +