fine-tuning

There are 64 repositories under fine-tuning topic.

LLaMA-Factory
hiyouga / LLaMA-Factory
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
fine-tuning llama llm peft transformers rlhf qlora quantization qwen instruction-tuning gpt lora large-language-models agent ai moe llama3 deepseek gemma nlp
Language:Python 58292
unsloth
unslothai / unsloth
Fine-tuning & Reinforcement Learning for LLMs. 🦥 Train OpenAI gpt-oss, Qwen3, Llama 4, DeepSeek-R1, Gemma 3, TTS 2x faster with 70% less VRAM.
fine-tuning llama llms lora mistral gemma llama3 unsloth llm deepseek deepseek-r1 gemma3 text-to-speech tts qwen qwen3 agent ai openai gpt-oss
Language:Python 45475
run-llama / llama_index
LlamaIndex is the leading framework for building LLM-powered agents over your data.
agents application data fine-tuning framework llamaindex llm rag vector-database multi-agents
Language:Python 44256
FunAudioLLM / CosyVoice
Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.
audio-generation gpt-4o text-to-speech tts cantonese chatbot chatgpt chinese english fine-grained fine-tuning japanese korean multi-lingual natural-language-generation python cosyvoice cross-lingual voice-cloning
Language:Python 16393
bentoml / OpenLLM
Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
llm llmops model-inference fine-tuning llm-serving llama vicuna bentoml llama2 llm-inference llm-ops open-source-llm openllm mistral mlops llama3-1 llama3-2 llama3-2-vision
Language:Python 11777
ludwig
ludwig-ai / ludwig
Low-code framework for building custom LLMs, neural networks, and other AI models
deep-learning deeplearning deep learning machine-learning machinelearning natural-language-processing natural-language computer-vision data-centric data-science pytorch neural-network ml llm llm-training fine-tuning llama mistral llama2
Language:Python 11584
cloneofsimo / lora
Using Low-rank adaptation to quickly fine-tune diffusion models.
diffusion lora stable-diffusion dreambooth fine-tuning
Language:Jupyter Notebook 7439
flyte
flyteorg / flyte
Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
flyte machine-learning golang scale workflow data-science data-analysis data kubernetes-operator kubernetes orchestration-engine mlops dataops grpc python production declarative fine-tuning llm hacktoberfest
Language:Go 6498
h2oai / h2o-llmstudio
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
ai chatbot chatgpt fine-tuning finetuning generative generative-ai gpt llama llama2 llm llm-training
Language:Python 4631
cognita
truefoundry / cognita
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
ai deep-learning generative-ai llmops machine-learning mlops model-deployment python rag retrieval-augmented-generation typescript agent application data fine-tuning framework llm llm-ops
Language:Python 4230
neosync
nucleuscloud / neosync
Open Source Data Security Platform for Developers to Monitor and Detect PII, Anonymize Production Data and Sync it across environments.
docker golang synthetic-data benthos etl orchestration testing typescript open-source reactjs self-hosted kubernetes nextjs test-data-generator fine-tuning synthetic-data-generation faker mysql postgresql
Language:Go 4131
Kiln
Kiln-AI / Kiln
The easiest tool for fine-tuning LLM models, synthetic data generation, and collaborating on datasets.
ai chain-of-thought collaboration dataset-generation fine-tuning machine-learning macos ml ollama openai prompt prompt-engineering python rlhf synthetic-data windows evals evaluation
Language:Python 4128
LLMBook-zh / LLMBook-zh.github.io
《大语言模型》作者：赵鑫，李军毅，周昆，唐天一，文继荣
artificial-intelligence deep-learning deep-neural-networks deep-reinforcement-learning fine-tuning language-model large-language-models natural-language-processing nlp pretrained-models
Language:Python 3962
hiyouga / ChatGLM-Efficient-Tuning
Fine-tuning ChatGLM-6B with PEFT | 基于 PEFT 的高效 ChatGLM 微调
chatglm chatgpt fine-tuning lora alpaca peft huggingface language-model transformers pytorch rlhf chatglm2 qlora
Language:Python 3714
ZhaoJ9014 / face.evoLVe
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
pytorch face-recognition face-detection face-alignment face-landmark-detection model-training feature-extraction fine-tuning data-augmentation deep-learning computer-vision imbalanced-learning transfer-learning hard-negative-mining supervised-learning nus tencent convolutional-neural-network machine-learning artificial-intelligence
Language:Python 3540
sentient-agi / OML-1.0-Fingerprinting
OML 1.0 via Fingerprinting: Open, Monetizable, and Loyal AI
fine-tuning fingerprint loyalty oml sentient verifiable-ai
Language:Python 3461
predibase / lorax
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
fine-tuning gpt llama llm llm-inference llm-serving llmops lora model-serving pytorch transformers
Language:Python 3418
iusztinpaul / hands-on-llms
🦖 𝗟𝗲𝗮𝗿𝗻 about 𝗟𝗟𝗠𝘀, 𝗟𝗟𝗠𝗢𝗽𝘀, and 𝘃𝗲𝗰𝘁𝗼𝗿 𝗗𝗕𝘀 for free by designing, training, and deploying a real-time financial advisor LLM system ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 𝘷𝘪𝘥𝘦𝘰 & 𝘳𝘦𝘢𝘥𝘪𝘯𝘨 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭𝘴
bytewax comet-ml huggingface mlops qdrant transformers beam langchain generative-ai llms 3-pipeline-design aws cicd fine-tuning llmops qlora streaming docker
Language:Jupyter Notebook 3351
dbiir / UER-py
Open Source Pre-training Model Framework in PyTorch & Pre-trained Model Zoo
bert pre-training fine-tuning gpt chinese natural-language-processing pytorch elmo classification ner t5 unilm roberta albert clue gpt-2 model-zoo bart pegasus xlm-roberta
Language:Python 3080
stochasticai / xTuring
Build, customize and control you own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHXuSJEk6
deep-learning fine-tuning gpt-2 gpt-j llama llm lora language-model alpaca finetuning adapter gen-ai generative-ai mistral mixed-precision peft quantization
Language:Python 2658
ashishpatel26 / LLM-Finetuning
LLM Finetuning with peft
falcon fine-tuning huggingface llama llama2 llm llms lora peft pytorch text-generation
Language:Jupyter Notebook 2645
roboflow / maestro
streamline the fine-tuning process for multimodal models: PaliGemma 2, Florence-2, and Qwen2.5-VL
captioning fine-tuning florence-2 multimodal objectdetection paligemma phi-3-vision qwen2-vl transformers vision-and-language vqa
Language:Python 2539
bghira / SimpleTuner
A general fine-tuning kit geared toward diffusion models.
diffusers diffusion-models fine-tuning flux-dev machine-learning stable-diffusion
Language:Python 2533
OneTrainer
Nerogar / OneTrainer
OneTrainer is a one-stop solution for all your stable diffusion training needs.
fine-tuning lora stable-diffusion training
Language:Python 2481
YiVal / YiVal
Your Automatic Prompt Engineering Assistant for GenAI Applications
ai prompt llm ai-experiments ai-toolkit promptengineering aigc generative-ai prompt-engineering fine-tuning prompt-tuning api autogpt framework gpt4 midjourney python stable-diffusion auto-prompting
Language:Python 2112
adobe-research / custom-diffusion
Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)
customization fine-tuning text-to-image-generation computer-vision diffusion-models few-shot pytorch
Language:Python 1965
kubeflow / trainer
Distributed AI Model Training and Fine-Tuning on Kubernetes
ai distributed fine-tuning gpu huggingface jax kubeflow kubernetes llm machine-learning mlops python pytorch tensorflow xgboost
Language:Python 1909
dstackai / dstack
dstack is an open-source control plane for running development, training, and inference jobs on GPUs—across hyperscalers, neoclouds, or on-prem.
machine-learning python gpu llms cloud orchestration fine-tuning training kubernetes k8s amd docker inference nvidia slurm containers
Language:Python 1889
smallcloudai / refact
AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, plans, executes, and iterates until it achieves a successful result.
ai-agent developer-tools enterprise fine-tuning on-prem open-source rag self-hosted vscode
Language:Rust 1866
llm-applications
ray-project / llm-applications
A comprehensive guide to building RAG-based LLM applications for production.
llms machine-learning ray anyscale fine-tuning llama2 openai serving
Language:Jupyter Notebook 1832
google-deepmind / penzai
A JAX research toolkit for building, editing, and visualizing neural networks.
fine-tuning interpretability jax neural-networks visualization
Language:Python 1818
eosphoros-ai / DB-GPT-Hub
A repository that contains models, datasets, and fine-tuning techniques for DB-GPT, with the purpose of enhancing model performance in Text-to-SQL
sql text2sql gpt llm text-to-sql datasets nl2sql database fine-tuning hacktoberfest
Language:Python 1728
THUDM / LongWriter
[ICLR 2025] LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs
fine-tuning llm long-context long-text
Language:Python 1718
pykeio / ort
Fast ML inference & training for ONNX models in Rust
ai inference machine-learning onnxruntime rust onnx ai-training fine-tuning
Language:Rust 1558
finetuner
jina-ai / finetuner
:dart: Task-oriented embedding tuning for BERT, CLIP, etc.
fine-tuning pretrained-models few-shot-learning negative-sampling metric-learning siamese-network triplet-loss transfer-learning jina neural-search finetuning similarity-learning bert openai-clip
Language:Python 1508
tianrun-chen / SAM-Adapter-PyTorch
Adapting Meta AI's Segment Anything to Downstream Tasks with Adapters and Prompts
2d-segmentation adapter camouflage-images camouflaged-object-detection camouflaged-target-detection fine-tune fine-tuning image-segmentation image-segmentation-pytorch segment-anything segment-anything-model
Language:Python 1246