GPT Multilingual Training LLM Tools

Tools for training GPT models on non-English languages and domain-specific datasets (poetry, regional languages). Does NOT include general English-language GPT implementations, architecture education, or inference-only tools.

There are 135 gpt multilingual training tools tracked. 1 score above 70 (verified tier). The highest-rated is Nixtla/nixtla at 71/100 with 3,792 stars. 1 of the top 10 are actively maintained.

Get all 135 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=llm-tools&subcategory=gpt-multilingual-training&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	Nixtla/nixtla TimeGPT-1: production ready pre-trained Time Series Foundation Model for...	71	Verified	3,792	Jupyter Notebook
2	andrewdalpino/NoPE-GPT A GPT-style small language model (SLM) with no positional embeddings (NoPE).	52	Established	8	Python
3	sigdelsanjog/gptmed pip install gptmed	52	Established	1	Python
4	akanyaani/gpt-2-tensorflow2.0 OpenAI GPT2 pre-training and sequence prediction implementation in Tensorflow 2.0	49	Emerging	263	Python
5	samkamau81/FinGPT_ FinGPT is an AI language model designed to understand and generate financial...	45	Emerging	14	Python
6	VinAIResearch/PhoGPT PhoGPT: Generative Pre-training for Vietnamese (2023)	44	Emerging	798	Python
7	teddykoker/image-gpt PyTorch Implementation of OpenAI's Image GPT	43	Emerging	260	Python
8	LIYUESEN/druggpt DrugGPT: A GPT-based Strategy for Designing Potential Ligands Targeting...	42	Emerging	122	Python
9	alibaba/graph-gpt Generative Pre-trained Graph Eulerian Transformer [ICML2025]	42	Emerging	101	Python
10	milmor/GPT Implementation of Generative Pretrained Transformer Model in Tensorflow / Keras	40	Emerging	34	Python
11	aaron-wheeler/MarketGPT MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial...	40	Emerging	17	Jupyter Notebook
12	mkt1412/GraspGPT_public code implementation of GraspGPT and FoundationGrasp	38	Emerging	143	Python
13	hunar4321/reweight-gpt Reweight GPT - a simple neural network using transformer architecture for...	38	Emerging	56	Jupyter Notebook
14	AspirinCode/iupacGPT IUPAC-based large-scale molecular pre-trained model for property prediction...	38	Emerging	11	Jupyter Notebook
15	abhaskumarsinha/Corpus2GPT Corpus2GPT: A project enabling users to train their own GPT models on...	34	Emerging	7	Jupyter Notebook
16	duydvu/gpt-j-6B-vietnamese-news-api Vietnamese GPT-J API service deployed with Docker & Helm chart	34	Emerging	10	Python
17	Koziev/verslibre Using transformers to generate Russian poetry	33	Emerging	37	Python
18	BanglaGPT/bangla-gpt Training code for BanglaGPT model	33	Emerging	6	Python
19	brown-palm/AntGPT Official code implemtation of paper AntGPT: Can Large Language Models Help...	32	Emerging	29	Python
20	tufts-ml/G2PT Graph generative pre-trained transformer	32	Emerging	19	Python
21	MetaTrustLabs/GPTScan Indexing three datasets for GPTScan	32	Emerging	65	Python
22	PointsCoder/GPT-Driver Learning to Drive with GPT	32	Emerging	297	Python
23	Rishikesh-Jadhav/Video-Compression-and-Future-Prediction-Using-GPT This repository presents a project focused on advanced video compression and...	31	Emerging	3	Jupyter Notebook
24	jmaczan/gpt Generative Pre-trained Transformer in PyTorch from scratch	31	Emerging	3	Python
25	creatorrr/cryptgpt Pretrain a model on ciphered text so only you can use it	31	Emerging	4	Python
26	VanekPetr/my-own-GPT A simple PyTorch re-implementation of the OpenAI GPT (Generative Pretrained...	31	Emerging	3	Python
27	fraserlove/gpt-alpha GPT-α is a 124 million parameter decoder-only language model following the...	31	Emerging	3	Python
28	MauroCE/DanteGPT DanteGPT	31	Emerging	3	Python
29	VachanVY/gpt.jax Generative Pretrained Model (GPT) in JAX. A step by step guide to train LLMs...	31	Emerging	4	Python
30	PetropoulakisPanagiotis/gpt-practice GPT code - I completed the tutorial for building GPT components by Andrej...	31	Emerging	3	Jupyter Notebook
31	n4ze3m/footgpt FootGPT is a GPT-based language model for football news	31	Emerging	3	Python
32	berkerdemirel/GPT-from-scratch Re-implementation of Andrej Karpathy's nanoGPT	30	Emerging	16	Python
33	s4m-mo/tf-gpt A TensorFlow implementation of GPT.	30	Emerging	2	Python
34	xtreamsrl/build-your-own-gpt Repository for the AMLD 2024 Workshop "At the cutting edge of Generative AI...	29	Experimental	19	Jupyter Notebook
35	nguyenphuminh/planckgpt Train a GPT from scratch on your laptop	28	Experimental	4	Python
36	ksupasate/GPTForAnything This is a repository aimed at promoting open-source contributions for...	28	Experimental	6	Jupyter Notebook
37	gromdimon/beLLM beLLM: GPT for belarusian language	28	Experimental	8	Python
38	jbxamora/reversenanogpt A minimal character-level language model using Transformer architecture in PyTorch	27	Experimental	9	Jupyter Notebook
39	xavierzheng/pxgpt Phenotype eXplore GPT. Use multimodel LLM for structural plant phenotyping	26	Experimental	1	Python
40	Laz4rz/GPT-2 Following Karpathy with GPT-2 implementation and training, writing lots of...	26	Experimental	171	Jupyter Notebook
41	mohd-faizy/GPT1-From-Scratch This project implements GPT-1 using PyTorch, focusing on foundational...	25	Experimental	4	Python
42	saforem2/wordplay Playing with words	25	Experimental	4	Python
43	ariannamethod/postgpt GPT with metaweights: weights that don't actually exist	25	Experimental	3	Python
44	jwchoi95/GPT_MLP Official source codes for implementing "Accelerating materials language...	24	Experimental	2	Jupyter Notebook
45	antonio-f/GPT_from_scratch Very simple implementation of GPT architecture using PyTorch and Jupyter.	24	Experimental	4	Jupyter Notebook
46	pguso/gpt-from-scratch Implementation of a small GPT-style transformer from scratch in PyTorch....	24	Experimental	4	Python
47	ashishsalunkhe/DickensSpeaks Text Generation trained on the Short Stories of Charles Dickens using RNN,...	23	Experimental	3	Jupyter Notebook
48	abdullateefv/PeptideGPT GPT powered plugin & fine tuned model for natural language interaction with...	23	Experimental	3	Jupyter Notebook
49	zhoucaiNi/poet-gpt-2 Generative LLM specifically trained to generate poems This LLM uses...	23	Experimental	4	Jupyter Notebook
50	betogaona7/gptpose GPT pose image generator to condition SD models with ControlNet OpenPose	23	Experimental	4	Python
51	aaditya29/GPT-2-124M- Reproducing GPT-2 (124M) from Scratch in PyTorch	23	Experimental	2	Python
52	fostiropoulos/ReGPT Code for our work published at ICJAI 2023 Workshop on Knowledge-Based...	22	Experimental	2	Python
53	DanielPuentee/gpt-from-zero Create your own GPT model from scratch	22	Experimental	1	Jupyter Notebook
54	muhammad-fiaz/gpt A simple implementation based on the "Attention is All You Need" paper,...	22	Experimental	1	Python
55	mkashirin/cattode Lil GPT and BPE built from scratch using PyTorch.	22	Experimental	1	Python
56	Michaelgathara/GPT FineWeb-EDU trained Billion+ Parameter Model	22	Experimental	14	Python
57	joshyattridge/GPTkeras Automates Keras model design using GPT - generates architectures, tunes...	22	Experimental	1	Python
58	mcpeixoto/gpt Implementation of a scalled down ChatGPT-like transformer pretraining using PyTorch	22	Experimental	2	Jupyter Notebook
59	LongpanZhou/Pat-GPT This is a GPT model but brain rot rizzler... Implements standard GPT-2...	21	Experimental	—	Python
60	amskit/in-naamgpt Generate authentic-sounding Hindi names using a minimalist GPT built from...	21	Experimental	—	JavaScript
61	Uokoroafor/gpt_from_scratch This is a PyTorch implementation of a smaller version of the GPT model	21	Experimental	—	Jupyter Notebook
62	kalvin807/sherlock an attempt to generate code change from issue using LLM	20	Experimental	5	Jupyter Notebook
63	mytechnotalent/gpt_from_scratch This notebook builds a complete GPT (Generative Pre-trained Transformer)...	20	Experimental	1	Jupyter Notebook
64	koayon/atp_star PyTorch and NNsight implementation of AtP* (Kramar et al 2024, DeepMind)	19	Experimental	20	Python
65	AlexGidiotis/gpt-light The easiest repo for building GPT applications.	19	Experimental	4	Python
66	HoangHao1009/hminiGPT Pre-train GPT model by your txt	19	Experimental	3	Jupyter Notebook
67	Pacatro/gpoetry A tiny GPT model to generate spanish poetry	18	Experimental	1	Python
68	sszzz830/TensorFlow-in-GPT-4-advanced-data-analysis-mode Install TensorFlow Lite on GPT-4 (advanced data analysis mode), or any other...	18	Experimental	2	—
69	purang2/GPT OpenAI GPT, Generative Pre-Training	18	Experimental	2	Jupyter Notebook
70	sumo1/gpt-reproduction-SFT-RLHF OpenAI...	18	Experimental	1	Jupyter Notebook
71	den1ksk/GPTClimat GPT model for climate analysis	17	Experimental	1	Jupyter Notebook
72	billh0420/MathAssertGPT Create a Generative Pretrained Transformer model for Metamath to generate...	17	Experimental	—	Jupyter Notebook
73	mjub/nlab-gpt A small, custom GPT trained on nLab text, with an analysis of emergent...	17	Experimental	—	Jupyter Notebook
74	azimonti/gpt-playground My playground for Generative Pre-trained Transformer (GPT) implementation	17	Experimental	1	Python
75	B4S1C-Coder/GPT-2-from-scratch GPT-2 Implementation using only PyTorch and Tiktoken	17	Experimental	—	Python
76	tedoaba/GPT-from-scratch GPT Model from scratch	17	Experimental	1	Python
77	mytechnotalent/ToyGPT ToyGPT, inspired by Andrej Karpathy’s GPT from scratch, creates a toy...	17	Experimental	1	Jupyter Notebook
78	UgurKap/gpt-implementation This repository contains my personal implementation and experiments while...	17	Experimental	—	Jupyter Notebook
79	yogeshHax/Big_Dragon_Hatchling BDH-Dragon: A custom dual-GPU Transformer model optimizing RoPE for...	15	Experimental	1	Python
80	sigdelsanjog/code-llm pip install gptgpt	14	Experimental	1	Python
81	SCCSMARTCODE/gpt2-from-scratch A fundamental implementation of the GPT-2 architecture from scratch,...	14	Experimental	1	Jupyter Notebook
82	derinworks/penr-oz-gpt-example Implementation of an example GPT for understanding how next character is...	14	Experimental	1	Python
83	krthr/poesia.pics-old Convierte tus fotografías en poemas usando BLIP + GPT-4	14	Experimental	17	TypeScript
84	binoydipu/kobigpt KobiGPT is a character-level GPT language model trained exclusively on the...	14	Experimental	3	Jupyter Notebook
85	seanwevans/pg_gpt2 gpt2 in postgres	14	Experimental	1	C
86	fraserlove/gpt-base GPT-base is a basic decoder-only language model following the architecture...	14	Experimental	4	Python
87	woodsj1206/Project-Gutenberg-GPT This project trains a GPT model on English eBooks from Project Gutenberg.	14	Experimental	1	Python
88	ravijo/TrumpGPT A GPT model trained to mimic Donald Trump's style - just for fun	13	Experimental	—	Jupyter Notebook
89	BlairStanek/gpt-statutes Probe how GPT-n performs on statutory reasoning	13	Experimental	10	Python
90	alphatechlogics/FaseehGPT FaseehGPT is an advanced pipeline for training a GPT-style language model...	13	Experimental	—	Jupyter Notebook
91	RisticDjordje/personalized-autocomplete-next-word-prediction-task A personalized autocomplete (next word prediction) project using three...	13	Experimental	10	Jupyter Notebook
92	MrFishPL/gpt I built this repo to prove to my granny that I can implement GPT.	13	Experimental	—	Python
93	BlazeWild/GPT_FROM_SCRATCH Minimal GPT implementation from scratch using PyTorch — trains a...	13	Experimental	—	Jupyter Notebook
94	onemriganka/GPT-0.5m A 0.5 million parameter character-level Transformer model in PyTorch, base...	13	Experimental	—	Jupyter Notebook
95	suryanshgupta9933/Hindi-GPT Hindi GPT is a transformer based language model trained on Hindi Oscar...	13	Experimental	—	Jupyter Notebook
96	KunkelAlexander/lets-play-with-gpts Explore GPTs based on a series of Youtube videos.	13	Experimental	—	Jupyter Notebook
97	lewisnjue/gpt-2 gpt-2	13	Experimental	—	Jupyter Notebook
98	patrykniemczyk/gpt A minimal from-scratch implementation of the GPT architecture with BPE...	13	Experimental	—	Python
99	ravijo/GPT101 Getting started with GPT for language modeling	13	Experimental	—	Jupyter Notebook
100	LakshayD02/Natural_Language_Generation_AIModel_Python An interactive application leveraging a pre-trained language model (GPT-2)...	12	Experimental	7	Python
101	Manas02/ScaffoldGPT Scaffold Generative Pretraining	12	Experimental	1	Jupyter Notebook
102	wansiqing1226/Younker_CISSP_GPT A GPT model using fine-tuning techniques for the purpose of CISSP study.	12	Experimental	1	HTML
103	RISHIT7/GPT-From-Scratch A repository that aims to model and train a GPT from scratch.	12	Experimental	1	Jupyter Notebook
104	zilaeric/othello-gpt-probing Training and exploration of linear probes into Othello-GPT by Li et al. (2022)	12	Experimental	1	Jupyter Notebook
105	ES7/GPT-from-Scratch In this repository, I have created the GPT architecture, provided the code...	12	Experimental	1	Jupyter Notebook
106	zmactep/pymol-gpt Fast and dirty GPT injection into PyMOL	12	Experimental	6	Python
107	hrithiksagar/Reproducing-GPT-2 Reproducing GPT-2 (124M) from scratch, following Mr. Karpathy's tutorial.	12	Experimental	1	Roff
108	abdussahid26/GPT-2-Model-from-Scratch-to-Generate-Text Implementation of a GPT-2 model from scratch for text generation. This...	12	Experimental	1	Jupyter Notebook
109	iamNCJ/YuanGPT GPT-like Large Language Model Pretrained on Inspur's Yuan Dataset	12	Experimental	1	Python
110	LaurenceLungo/GPT-from-Scratch PyTorch implementation of GPT from scratch	11	Experimental	—	Jupyter Notebook
111	satojkovic/gpt-tf-pytorch-jax GPT from scratch (tensorflow / pytorch / jax)	11	Experimental	—	Python
112	Mind-Interfaces/GPT-0 Generative Pre-trained Transformer	11	Experimental	—	Python
113	willdphan/gpt-pdf Using GPT to analyze PDFs	11	Experimental	—	Jupyter Notebook
114	Archistein/GPT-from-scratch GPT: build and pre-training from scratch	11	Experimental	3	Python
115	LuciAkirami/TRealestateGPT A Custom GPT that can find the best places to live based on the user's queries	11	Experimental	—	Jupyter Notebook
116	huntergregory/gpt-country-facts Educational UI: learn facts about countries using GPT	11	Experimental	—	Python
117	ighoshsubho/QuestionAnswerGPT Transformer based GPT finetuned on Standford Question Answer Dataset	11	Experimental	—	Jupyter Notebook
118	dirias/GPT-Privacy-Policies This repo creates a small GPT system along with a web interface to generate...	11	Experimental	—	Jupyter Notebook
119	r-gould/gpt An implementation of the GPT model in PyTorch.	11	Experimental	3	Python
120	mateoservent/gpt-batching Data preprocessing, processing, and collecting for batch jobs with OpenAI API	11	Experimental	—	Jupyter Notebook
121	MiguelCabreraVictoria/GPT This project is an implementation of a GPT-based model trained on a dataset...	11	Experimental	—	Jupyter Notebook
122	rimo02/TwistGpt GPT2 made from scratch and trained on a small text corpus	11	Experimental	—	Python
123	auhide/beet-gpt BeetGPT is a dialogue generation model trained on all 9 seasons of The Office.	11	Experimental	—	Python
124	qbxlvnf11/GPT-series Implementation of GPT models	11	Experimental	—	Jupyter Notebook
125	Jai0212/GPT-RNN-Poetry-Generator A generative pre-trained transformer (GPT) using a recurrent neural network...	11	Experimental	—	PureBasic
126	gabrieltenerife/GptDesde0 Building a Gpt-type model	10	Experimental	1	Python
127	nguyenhongson1902/gpt-from-scratch I built a GPT model from scratch to generate text	10	Experimental	2	Jupyter Notebook
128	nickgnd/gpt-from-scratch-with-nx-and-axon Implementation of "Let's build GPT: from scratch, in code, spelled out"...	10	Experimental	2	—
129	13X-Labs/13xlabs-gpt GPT-2 is a natural language processing technology developed by OpenAI and...	10	Experimental	2	Python
130	Dani1232312/gpt-api-evaluation A data analasys application in a Jupyter Notebook that is able to determine...	10	Experimental	2	Jupyter Notebook
131	JayThibs/gpt-experiments This repository contains various experiments and prototypes to get use to...	10	Experimental	2	Jupyter Notebook
132	vinhtran2611/KieuGPT AI writes poetry	10	Experimental	2	Python
133	xiahouzuoxin/zxlearn Minimum implementation things (e.g. transformer, torchrec, chatgpt_webui...	10	Experimental	2	Python
134	13X-Labs/gpt2-text-generation-xla As the quality of large language models increases, so do our expectations of...	10	Experimental	2	Python
135	inner-LMNt/Self-GPT My own attempt at implementing Language Models like GPT from scratch.	10	Experimental	2	Python

Comparisons in this category

nixtla and MarketGPT (71 vs 40)