From ac8852d25ecf155870ceae632b672031a4681abe Mon Sep 17 00:00:00 2001 From: Pavel Kirilin Date: Thu, 30 Apr 2026 03:46:35 +0200 Subject: [PATCH] Added MultiHeadSelfAttention. --- llmfs/__main__.py | 61 ++++- llmfs/attn.py | 87 +++++++ llmfs/datasets/__init__.py | 0 llmfs/datasets/v1.py | 47 ++++ llmfs/tokenizers/__init__.py | 10 +- llmfs/tokenizers/bpe.py | 12 +- llmfs/tokenizers/stoopid.py | 14 +- pyproject.toml | 20 +- uv.lock | 467 ++++++++++++++++++++++++++++++++++- 9 files changed, 691 insertions(+), 27 deletions(-) create mode 100644 llmfs/attn.py create mode 100644 llmfs/datasets/__init__.py create mode 100644 llmfs/datasets/v1.py diff --git a/llmfs/__main__.py b/llmfs/__main__.py index 4436007..36d1fbc 100644 --- a/llmfs/__main__.py +++ b/llmfs/__main__.py @@ -1,26 +1,65 @@ from pathlib import Path +import torch +from llmfs.attn import MultiHeadAttention +from llmfs.datasets.v1 import GPTDataSetV1 from llmfs.tokenizers import BPETokenizer - DATA_DIR = Path(__file__).parent.parent / "data" def process_text(text: str): - # tokenizer = SimpleTokenizerV1.build(text) - print("Building tokenizer") - tokenier = BPETokenizer.build("th is") - print("Vocab size", len(tokenier.forward)) - to_enc = "this" - enc = tokenier.encode(to_enc) - print("Text len", sum(len(txt) for txt in to_enc)) - print("Tokens", len(enc)) - print(tokenier.decode(enc)) + tokenizer = BPETokenizer.build(text) + vocab_size = tokenizer.max_token_value + 1 + max_len = 4 + ctx_len = max_len + output_dim = 256 + token_embedding_layer = torch.nn.Embedding(vocab_size, output_dim) + pos_embedding_layer = torch.nn.Embedding(ctx_len, output_dim) + pos_embeddings = pos_embedding_layer(torch.arange(ctx_len)) + dataset = GPTDataSetV1.data_loader( + text, + tokenizer, + batch_size=8, + max_len=4, + stride=1, + shuffle=False, + ) + # for inps, targs in iter(dataset): + # embeds = token_embedding_layer(inps) + # print(embeds.shape) + # embeds += pos_embeddings + # print(embeds.shape) + # break + # tokenizer = BPETokenizer.build(text) + + +def attn_test(): + inps = torch.Tensor( + [ + [0.43, 0.15, 0.89], + [0.55, 0.87, 0.66], + [0.57, 0.85, 0.64], + [0.22, 0.58, 0.43], + [0.77, 0.25, 0.10], + [0.05, 0.80, 0.55], + ] + ) + batch = torch.stack((inps, inps), dim=0) + attn = MultiHeadAttention( + inps.shape[1], + 4, + inps.shape[0], + dropout=True, + num_heads=2, + ) + print(attn(batch)) def main(): raw_text = (DATA_DIR / "the-verdict.txt").read_text() - process_text(raw_text) + # process_text(raw_text) + attn_test() if __name__ == "__main__": diff --git a/llmfs/attn.py b/llmfs/attn.py new file mode 100644 index 0000000..7a3a223 --- /dev/null +++ b/llmfs/attn.py @@ -0,0 +1,87 @@ +from typing import final +import torch + + +class SelfAttention(torch.nn.Module): + def __init__( + self, + d_in: int, + d_out: int, + ctx_len: int, + dropout: float, + bias: bool = False, + ) -> None: + super().__init__() + self.w_query = torch.nn.Linear(d_in, d_out, bias=bias) + self.w_key = torch.nn.Linear(d_in, d_out, bias=bias) + self.w_val = torch.nn.Linear(d_in, d_out, bias=bias) + self.dropout = torch.nn.Dropout(inplace=True) + self.register_buffer( + "mask", + torch.triu(torch.ones(ctx_len, ctx_len), diagonal=1).bool(), + ) + + def forward(self, data: torch.Tensor) -> torch.Tensor: + queries = self.w_query(data) + keys = self.w_key(data) + values = self.w_val(data) + attn_scores = queries @ keys.transpose(1, 2) + attn_scores.masked_fill(self.mask, -torch.inf) + attn_weights = (attn_scores / keys.shape[-1] ** 0.5).softmax(-1) + self.dropout(attn_weights) + return attn_weights @ values # Context vec + + +class MultiHeadAttention(torch.nn.Module): + def __init__( + self, + d_in: int, + d_out: int, + ctx_len: int, + dropout: float, + bias: bool = False, + num_heads: int = 2, + ) -> None: + super().__init__() + if d_out % num_heads != 0: + raise RuntimeError( + "Output dimention should be divisible by number of heads", + ) + self.d_out = d_out + self.num_heads = num_heads + self.head_dim = d_out // num_heads + self.w_query = torch.nn.Linear(d_in, d_out, bias=bias) + self.w_key = torch.nn.Linear(d_in, d_out, bias=bias) + self.w_val = torch.nn.Linear(d_in, d_out, bias=bias) + self.out_proj = torch.nn.Linear(d_out, d_out) + self.dropout = torch.nn.Dropout(inplace=True) + self.register_buffer( + "mask", + torch.triu(torch.ones(ctx_len, ctx_len), diagonal=1), + ) + + def forward(self, data: torch.Tensor) -> torch.Tensor: + batches, num_tokens, _features = data.shape + queries = self.w_query(data) + keys = self.w_key(data) + values = self.w_val(data) + keys_v = keys.view( + batches, num_tokens, self.num_heads, self.head_dim + ).transpose(1, 2) + values_v = values.view( + batches, num_tokens, self.num_heads, self.head_dim + ).transpose(1, 2) + queries_v = queries.view( + batches, num_tokens, self.num_heads, self.head_dim + ).transpose(1, 2) + attn_scores = queries_v @ keys_v.transpose(2, 3) + attn_scores.masked_fill_( + self.mask.bool()[:num_tokens, :num_tokens], + -torch.inf, + ) + attn_weights = (attn_scores / keys.shape[-1] ** 0.5).softmax(dim=-1) + self.dropout(attn_weights) + context_vec = (attn_weights @ values_v).transpose(1, 2) + context_vec = context_vec.contiguous().view(batches, num_tokens, self.d_out) + context_vec = self.out_proj(context_vec) + return context_vec diff --git a/llmfs/datasets/__init__.py b/llmfs/datasets/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/llmfs/datasets/v1.py b/llmfs/datasets/v1.py new file mode 100644 index 0000000..1487c45 --- /dev/null +++ b/llmfs/datasets/v1.py @@ -0,0 +1,47 @@ +from typing import override +import torch +from torch.utils.data import Dataset, DataLoader + + +from llmfs.tokenizers import Tokenizer + + +class GPTDataSetV1(Dataset[tuple[torch.Tensor, torch.Tensor]]): + def __init__( + self, text: str, tokenizer: Tokenizer, max_len: int, stride: int + ) -> None: + self.input_ids: list[torch.Tensor] = [] + self.target_ids: list[torch.Tensor] = [] + token_ids = tokenizer.encode(text) + for i in range(0, len(token_ids) - max_len, stride): + input_chunk = token_ids[i : i + max_len] + target_chunk = token_ids[i + 1 : i + max_len + 1] + self.input_ids.append(torch.tensor(input_chunk)) + self.target_ids.append(torch.tensor(target_chunk)) + + def __len__(self) -> int: + return len(self.input_ids) + + @override + def __getitem__(self, idx: int) -> tuple[torch.Tensor, torch.Tensor]: + return self.input_ids[idx], self.target_ids[idx] + + @staticmethod + def data_loader( + text: str, + encoder: Tokenizer, + batch_size: int = 4, + max_len: int = 256, + stride: int = 128, + shuffle: bool = True, + drop_last: bool = True, + num_worker: int = 0, + ) -> DataLoader[tuple[torch.Tensor, ...]]: + dataset = GPTDataSetV1(text, encoder, max_len, stride) + return DataLoader( + dataset, + batch_size=batch_size, + shuffle=shuffle, + drop_last=drop_last, + num_workers=num_worker, + ) diff --git a/llmfs/tokenizers/__init__.py b/llmfs/tokenizers/__init__.py index cdc33de..e51a69e 100644 --- a/llmfs/tokenizers/__init__.py +++ b/llmfs/tokenizers/__init__.py @@ -1,4 +1,12 @@ from .stoopid import StoopidTokenizer from .bpe import BPETokenizer +from typing import Protocol -__all__ = ["BPETokenizer", "StoopidTokenizer"] +__all__ = ["BPETokenizer", "StoopidTokenizer", "Tokenizer"] + + +class Tokenizer(Protocol): + def encode(self, text: str) -> list[int]: ... + def decode(self, tokens: list[int]) -> str: ... + @property + def max_token_value(self) -> int: ... diff --git a/llmfs/tokenizers/bpe.py b/llmfs/tokenizers/bpe.py index 90e729d..2ee7f9d 100644 --- a/llmfs/tokenizers/bpe.py +++ b/llmfs/tokenizers/bpe.py @@ -13,6 +13,10 @@ class BPETokenizer: self.reverse: dict[int, str] = {idx: token for token, idx in vocabulary.items()} self.unk_token: int = self.forward[self.UNKNOWN_TOKEN] + @property + def max_token_value(self) -> int: + return len(self.forward) + @classmethod def build(cls, text: str, target_vocab_size: int = -1) -> Self: preprocessed = list( @@ -26,7 +30,7 @@ class BPETokenizer: while True: if target_vocab_size > 0 and len(vocab) >= target_vocab_size: break - pairs = Counter() + pairs: Counter[str] = Counter() for word in all_words: for i in range(len(word) - 1): pairs["".join((word[i], word[i + 1]))] += 1 @@ -34,7 +38,7 @@ class BPETokenizer: if not mc: break [(mc_pair, _)] = mc - vocab.append("".join(mc_pair)) + vocab.append(mc_pair) new_words: list[list[str]] = [] for word in all_words: new_word: list[str] = [] @@ -96,8 +100,8 @@ class BPETokenizer: tokens.extend(self._encode_word(word)) return tokens - def decode(self, data: list[int]) -> str: + def decode(self, tokens: list[int]) -> str: text = "".join( - [self.reverse.get(token) or self.UNKNOWN_TOKEN for token in data] + [self.reverse.get(token) or self.UNKNOWN_TOKEN for token in tokens] ) return re.sub(r"\s+([\,\.:;\?\!\"\'\(\)\[\]\{\}])", r"\1", text) diff --git a/llmfs/tokenizers/stoopid.py b/llmfs/tokenizers/stoopid.py index 786f8b4..4e9487f 100644 --- a/llmfs/tokenizers/stoopid.py +++ b/llmfs/tokenizers/stoopid.py @@ -10,6 +10,7 @@ class StoopidTokenizer: def __init__(self, vocabulary: dict[str, int]): self.forward: dict[str, int] = vocabulary self.backward: dict[int, str] = {i: v for v, i in vocabulary.items()} + self._unk_idx: int = vocabulary.get(self.UNKNOWN_TOKEN, -1) @classmethod def build(cls, text: str) -> Self: @@ -25,12 +26,11 @@ class StoopidTokenizer: tokens = list( filter(bool, map(lambda x: x.strip(), self.SPLIT_PAT.split(text))) ) - unk = self.forward[self.UNKNOWN_TOKEN] - return list(filter(None, [self.forward.get(word, unk) for word in tokens])) + return [self.forward.get(word, self._unk_idx) for word in tokens] def decode(self, tokens: list[int]) -> str: - unk = self.backward[self.forward[self.UNKNOWN_TOKEN]] - text = " ".join( - filter(None, (self.backward.get(token, unk) for token in tokens)) - ) - return re.sub(r"\s+([\,\.:;\?\!\"\'\(\)\[\]\{\}])", r"\1", text) + if not tokens: + return "" + unk = self.backward.get(self._unk_idx, self.UNKNOWN_TOKEN) + text_list = [self.backward.get(token, unk) for token in tokens] + return " ".join(text_list) diff --git a/pyproject.toml b/pyproject.toml index a5bf002..8bb4116 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,7 +3,23 @@ name = "llmfs" version = "0.1.0" description = "LLM from scratch" readme = "README.md" -requires-python = ">=3.13" +requires-python = ">=3.13,<3.15" dependencies = [ - "tiktoken>=0.12.0", + "tiktoken>=0.12.0", + "torch>=2.11.0", + "torchvision>=0.26.0", ] + +[dependency-groups] +dev = [ + "mypy>=1.20.2", +] + +[tool.uv.sources] +torch = { index = "torch" } +torchvision = { index = "torch" } + +[[tool.uv.index]] +name = "torch" +url = "https://download.pytorch.org/whl/cpu" +explicit = true diff --git a/uv.lock b/uv.lock index c2df7a8..f2f323a 100644 --- a/uv.lock +++ b/uv.lock @@ -1,6 +1,10 @@ version = 1 revision = 3 -requires-python = ">=3.13" +requires-python = ">=3.13, <3.15" +resolution-markers = [ + 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