Feature Extraction
Transformers
Safetensors
PyTorch
English
eden
text-enhancement
grammar-correction
text-rewriting
encoder-decoder
transformer
custom_code
Instructions to use Rybib/EDEN with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Rybib/EDEN with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="Rybib/EDEN", trust_remote_code=True)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Rybib/EDEN", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
| """Shared constants, filesystem paths, and static data tables for EDEN. | |
| The workspace root defaults to the current working directory and can be moved by | |
| setting the ``EDEN_HOME`` environment variable. All training artifacts live under | |
| ``$EDEN_HOME/eden_system``. | |
| """ | |
| from __future__ import annotations | |
| import os | |
| from pathlib import Path | |
| ROOT = Path(os.environ.get("EDEN_HOME", Path.cwd())).resolve() | |
| SYSTEM_DIR = ROOT / "eden_system" | |
| DATA_DIR = SYSTEM_DIR / "data" | |
| CHECKPOINT_DIR = SYSTEM_DIR / "checkpoints" | |
| SESSIONS_DIR = SYSTEM_DIR / "training_sessions" | |
| EXPORT_DIR = SYSTEM_DIR / "exports" | |
| RUN_DIR = SYSTEM_DIR / "run" | |
| PAIRS_PATH = DATA_DIR / "pairs.jsonl" | |
| TOKENIZER_PATH = DATA_DIR / "tokenizer.json" | |
| CONFIG_PATH = DATA_DIR / "train_config.json" | |
| METRICS_PATH = RUN_DIR / "metrics.jsonl" | |
| STATE_PATH = RUN_DIR / "state.json" | |
| TRAIN_LOG_PATH = RUN_DIR / "train.log" | |
| PAUSE_REQUEST_PATH = RUN_DIR / "pause.request" | |
| SPECIAL_TOKENS = ["[UNK]", "[PAD]", "[BOS]", "[EOS]"] | |
| UNK_ID = 0 | |
| PAD_ID = 1 | |
| BOS_ID = 2 | |
| EOS_ID = 3 | |
| DATASET_SOURCES = [ | |
| { | |
| "name": "JFLEG", | |
| "detail": "Grammar-correction examples that teach rough sentence to corrected sentence patterns.", | |
| }, | |
| { | |
| "name": "Grammarly CoEdIT", | |
| "detail": "Correction and rewrite tasks for polishing, clarity, and instruction-style edits.", | |
| }, | |
| { | |
| "name": "W&I/LOCNESS", | |
| "detail": "Learner-English correction examples, loaded when the dataset is available.", | |
| }, | |
| { | |
| "name": "ASSET", | |
| "detail": "Sentence simplification and rewrite examples for cleaner wording.", | |
| }, | |
| { | |
| "name": "WikiSplit", | |
| "detail": "Sentence-flow examples that help with paragraph and sentence structure.", | |
| }, | |
| { | |
| "name": "MRPC", | |
| "detail": "Paraphrase pairs that teach meaning-preserving rewording.", | |
| }, | |
| { | |
| "name": "Seed writing examples", | |
| "detail": "Small built-in clean sentences used for offline setup and everyday writing style.", | |
| }, | |
| { | |
| "name": "Synthetic text noise", | |
| "detail": "Generated typos, dyslexia-like swaps, punctuation fixes, capitalization, and identity-preservation pairs.", | |
| }, | |
| ] | |
| KEYBOARD_ADJ = { | |
| "q": "wa", "w": "qeas", "e": "wrds", "r": "etdf", "t": "ryfg", | |
| "y": "tugh", "u": "yihj", "i": "uojk", "o": "ipkl", "p": "ol", | |
| "a": "qwsz", "s": "awedxz", "d": "serfcx", "f": "drtgvc", | |
| "g": "ftyhbv", "h": "gyujnb", "j": "huiknm", "k": "jiolm", | |
| "l": "kop", "z": "asx", "x": "zsdc", "c": "xdfv", "v": "cfgb", | |
| "b": "vghn", "n": "bhjm", "m": "njk", | |
| } | |
| LETTER_SWAPS = { | |
| "b": "d", "d": "b", "p": "q", "q": "p", "n": "u", "u": "n", | |
| "m": "w", "w": "m", | |
| } | |
| HOMOPHONES = [ | |
| ("their", "there"), ("their", "they're"), ("there", "their"), | |
| ("there", "they're"), ("your", "you're"), ("you're", "your"), | |
| ("its", "it's"), ("it's", "its"), ("to", "too"), ("too", "to"), | |
| ("then", "than"), ("than", "then"), ("affect", "effect"), | |
| ("effect", "affect"), ("loose", "lose"), ("lose", "loose"), | |
| ("weather", "whether"), ("whether", "weather"), ("were", "we're"), | |
| ("where", "were"), ("quiet", "quite"), ("quite", "quiet"), | |
| ] | |
| COMMON_TYPOS = { | |
| "the": ["teh", "hte", "th"], | |
| "and": ["adn", "nad", "an"], | |
| "that": ["taht", "tath", "thta"], | |
| "with": ["wiht", "whit", "wth"], | |
| "have": ["hvae", "ahve", "hve"], | |
| "this": ["tihs", "htis", "ths"], | |
| "from": ["form", "fomr", "frmo"], | |
| "their": ["thier", "tehir", "theri"], | |
| "which": ["whihc", "wihch", "wich"], | |
| "because": ["becuase", "becasue", "bc", "cuz", "coz"], | |
| "people": ["poeple", "pepole", "peolpe"], | |
| "should": ["shoud", "shold", "shoulld"], | |
| "would": ["wuold", "wolud", "woud"], | |
| "could": ["cuold", "colud", "coud"], | |
| "really": ["realy", "relly", "realli"], | |
| "everything": ["evrything", "everthing", "everythin"], | |
| "something": ["somthing", "sumthing", "soemthing"], | |
| "different": ["diffrent", "diferent", "difrent"], | |
| "important": ["importnat", "impotant", "importent"], | |
| "friend": ["freind", "frined", "frend"], | |
| "through": ["thorugh", "throuhg", "thru"], | |
| "write": ["rite", "wrte", "witre"], | |
| "writing": ["writting", "riteing", "writng"], | |
| "sentence": ["sentance", "sentnce", "sentense"], | |
| "paragraph": ["paragraf", "pargraph", "paragragh"], | |
| "structure": ["strucher", "structer", "strucutre"], | |
| "possible": ["posable", "possable", "posible"], | |
| "computer": ["coumputer", "compter", "comptuer"], | |
| "definitely": ["definately", "definatly", "definitly"], | |
| "separate": ["seperate", "seperete"], | |
| "necessary": ["neccessary", "necesary", "neccesary"], | |
| "believe": ["beleive", "belive"], | |
| "environment": ["enviroment", "enviornment"], | |
| "opportunity": ["oppurtunity", "oportunity"], | |
| "successful": ["succesful", "sucessful", "successfull"], | |
| "probably": ["probly", "probaly"], | |
| } | |
| SEED_CLEAN_SENTENCES = [ | |
| "I want to learn how to spell better and write stronger sentences.", | |
| "This paragraph has a few good ideas, but it needs clearer structure and smoother wording.", | |
| "Please revise this message so it sounds natural, polite, and easy to understand.", | |
| "The project is almost finished, but we still need to fix several bugs before launch.", | |
| "Training a model takes patience because it learns patterns from many examples over time.", | |
| "The meeting was helpful because everyone explained their concerns clearly.", | |
| "I am working on a tool that improves spelling, grammar, punctuation, and paragraph flow.", | |
| "Good writing keeps the original meaning while making the sentence easier to read.", | |
| "The assistant should correct mistakes without changing the user's voice too much.", | |
| "When a sentence is confusing, a careful rewrite can make the idea much clearer.", | |
| "I had trouble explaining the issue, so I rewrote the paragraph with more detail.", | |
| "The final version should sound confident, accurate, and friendly.", | |
| ] | |