feat: add toy character-level transformer language model#161
Open
jbrown1618 wants to merge 1 commit intomainfrom
Open
feat: add toy character-level transformer language model#161jbrown1618 wants to merge 1 commit intomainfrom
jbrown1618 wants to merge 1 commit intomainfrom
Conversation
Implement a minimal GPT-style transformer operating at character level with deliberately tiny dimensions, suitable for this library's toy scale: - Tokenizer: character-level encoding (a-z + space, vocab size 27) - softmax: numerically stable softmax utility function - TransformerBlock: single-head self-attention with causal masking, feed-forward network with ReLU, and residual connections - LanguageModel: full model composing embeddings, positional encodings, transformer block, and output projection. Supports train() via finite-difference gradients and generate() with greedy decoding. Includes comprehensive tests for all new components (36 new tests). Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
Implements a minimal GPT-style transformer language model operating at character level, with deliberately tiny dimensions suitable for this library's toy scale.
New Components
Tokenizer.tsTransformerBlock.tsLanguageModel.tstrain()via finite-difference gradients;generate()with greedy decodingNumberUtilities.tssoftmax()utilityArchitecture
Tests
36 new tests across 4 test files covering all new components. All 694 tests pass, build succeeds.