Determined As-is Examples

This repository contains a variety of Determined examples that are not actively maintained by the Determined team.

Tutorials

Example	Dataset	Framework
fashion_mnist_tf_keras	Fashion MNIST	TensorFlow (tf.keras)

Blog posts

Example	Description
LLM Finetuning	Finetuning TinyLlama-1.1B on Text-to-SQL.
LLM Finetuning 2	Finetuning Mistral-7B on Text-to-SQL using LoRA and DeepSpeed.
LLM Finetuning 3	Finetuning Gemma-2B using DPO.
Python SDK demo	Example usage of the Determined Python SDK to run and administer experiments.

Computer Vision

Example	Dataset	Framework
cifar10_pytorch	CIFAR-10	PyTorch
cifar10_pytorch_inference	CIFAR-10	PyTorch
cifar10_tf_keras	CIFAR-10	TensorFlow (tf.keras)
fasterrcnn_coco_pytorch	Penn-Fudan Dataset	PyTorch
mmdetection	COCO	PyTorch
detr_coco_pytorch	COCO	PyTorch
deformabledetr_coco_pytorch	COCO	PyTorch
iris_tf_keras	Iris Dataset	TensorFlow (tf.keras)
unets_tf_keras	Oxford-IIIT Pet Dataset	TensorFlow (tf.keras)
efficientdet_pytorch	COCO	PyTorch
byol_pytorch	CIFAR-10 / STL-10 / ImageNet	PyTorch
deepspeed_cifar10_cpu_offloading	CIFAR-10	PyTorch (DeepSpeed)

Natural Language Processing (NLP)

Example	Dataset	Framework
albert_squad_pytorch	SQuAD	PyTorch
bert_glue_pytorch	GLUE	PyTorch
word_language_model	WikiText-2	PyTorch

HP Search Benchmarks

Example	Dataset	Framework
darts_cifar10_pytorch	CIFAR-10	PyTorch
darts_penntreebank_pytorch	Penn Treebank Dataset	PyTorch

Neural Architecture Search (NAS)

Example	Dataset	Framework
gaea_pytorch	DARTS	PyTorch

Meta Learning

Example	Dataset	Framework
protonet_omniglot_pytorch	Omniglot	PyTorch

Generative Adversarial Networks (GAN)

Example	Dataset	Framework
dc_gan_tf_keras	MNIST	TensorFlow (tf.keras)
gan_mnist_pytorch	MNIST	PyTorch
deepspeed_dcgan	MNIST / CIFAR-10	PyTorch (DeepSpeed)
pix2pix_tf_keras	pix2pix	TensorFlow (tf.keras)
cyclegan	monet2photo	PyTorch

Custom Reducers

Example	Dataset	Framework
custom_reducers_mnist_pytorch	MNIST	PyTorch

HP Search Constraints

Example	Dataset	Framework
hp_constraints_mnist_pytorch	MNIST	PyTorch

Custom Search Method

Example	Dataset	Framework
asha_search_method	MNIST	PyTorch