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SamLynnEvans/Transformer

Transformer seq2seq model, program that can build a language translator from parallel corpus observed · 2026-08-28

github.com/SamLynnEvans/Transformer · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2906
  • days_rel: n/a
  • days_push: 1202
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1430 stars · 346 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A PyTorch implementation of the Transformer seq2seq model designed to build language translators from parallel corpora. It accompanies a tutorial explaining how to code the Transformer architecture from scratch.

Use cases

  • train a language translator from parallel text files
  • learn how the transformer model is implemented in pytorch
  • build a machine translation model for supported spacy languages
  • experiment with transformer hyperparameters like layers and attention heads
  • reproduce a seq2seq translation model on a single gpu

When to choose

  • you want a readable, educational transformer implementation for translation
  • you have parallel sentence pairs in languages supported by spacy
  • you want to train a small seq2seq model on a single consumer gpu

When to avoid

  • you need production-grade translation with subword tokenization and many languages
  • you want a maintained library with active development and broad model support
  • you need pretrained multilingual models rather than training from scratch

Facets

library · maturity maintenance

machine-learning deep-learning nlp llm-training machine-learning deep-learning python cross-platform transformer seq2seq pytorch machine-translation educational natural-language-processing gpu

1 source

Member repositories

RepositoryRoleHealth v2
SamLynnEvans/Transformermain32

For agents

markdown · JSON · MCP: product_card(name="SamLynnEvans/Transformer")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem