Sean NarenthiraninPyTorch Lightning Developer BlogLightning Transformers 0.2 — New 🤗Tasks, Community Features and Big Model Training & InferencePairing 🤗 Transformers and Lightning has become increasingly popular, leveraging Lightning to hide away the boilerplate of your training…3 min read·Nov 29, 2022----
Sean NarenthiraninPyTorch Lightning Developer BlogPart I: Simplifying Transformer Research with xFormers & LightningRecently we’ve seen a large growth in variations of the Transformer model (Efficient Transformers: A Survey). However, leveraging improved…5 min read·Dec 9, 2021--1--1
Sean NarenthiraninPyTorch Lightning Developer BlogLeverage Sparsity for Faster Inference with Lightning Flash and SparseMLSparseML brings GPU inference speeds to the CPU. This means substantial cost-saving, efficiency, and more options when it comes to…5 min read·Sep 21, 2021----
Sean NarenthiraninPyTorch Lightning Developer BlogFine-tune Transformers Faster with Lightning Flash and Torch ORTTorch ORT uses the ONNX Runtime to improve training and inference times for PyTorch models.4 min read·Aug 26, 2021----
Sean NarenthiraninPyTorch Lightning Developer BlogFine-tuning Wav2Vec for Speech Recognition with Lightning FlashAs a result of our recent Lightning Flash Taskathon, we introduced a new fine-tuning task backed by HuggingFace Wav2Vec, powered by PyTorch…4 min read·Jul 26, 2021--4--4
Sean NarenthiraninPyTorchIntroducing PyTorch Lightning Sharded: Train SOTA Models, With Half The MemoryLightning 1.1 reveals Sharded Training — train deep learning models on multiple GPUs saving over 50% on memory, with no performance loss…6 min read·Dec 10, 2020----
Sean NarenthiraninTowards Data ScienceTrain Conversational AI in 3 lines of code with NeMo and LightningTrain state-of-the-art speech recognition, NLP and TTS models at scale with NeMo and Lightning5 min read·Oct 28, 2020----
Sean NarenthiraninPyTorchTraining DeepSpeech using TorchElasticReduce cost and horizontally scale deepspeech.pytorch using TorchElastic with Kubernetes.4 min read·Aug 10, 2020----
Sean NarenthiranCORD-19-ANN: Semantic Search Engine Using S-BERTAllen Institute as a part of their open research efforts released a data dump of scholarly articles as an initiative to aid efforts in…6 min read·Apr 20, 2020--1--1
Sean NarenthiranScaling DeepSpeech using Mixed Precision and KubeFlowOver the past few years at Digital Reasoning we have been developing audio analytics software to be highly effective at processing the…7 min read·Jun 13, 2019--1--1