# Nemo Framework

> Documentation for Nemo Framework

## Pages

- [24.07_Overview.Html](2407-overviewhtml.md)
- [Latest_Best Practices.Html](latest-best-practiceshtml.md): Title: Best Practices for NeMo Developers#
- [Latest_Changelog.Html](latest-changeloghtml.md): Title: Changelog — NVIDIA NeMo Framework User Guide
- [Latest_Data_Finetune_Data.Html](latest-data-finetune-datahtml.md): Title: Fine-tuning with Custom Datasets — NVIDIA NeMo Framework User Guide
- [Latest_Data_Index.Html](latest-data-indexhtml.md): Title: NeMo 2.0 Data Modules — NVIDIA NeMo Framework User Guide
- [Latest_Datacuration_Api_Decontamination.Html](latest-datacuration-api-decontaminationhtml.md): Title: Task Decontamination — NVIDIA NeMo Framework User Guide
- [Latest_Datacuration_Api_Misc.Html](latest-datacuration-api-mischtml.md): Title: Miscellaneous — NVIDIA NeMo Framework User Guide
- [Latest_Libraries_Index.Html](latest-libraries-indexhtml.md): Title: Library Documentation — NVIDIA NeMo Framework User Guide
- [# To override the data argument](latest-llms-gemma2html.md): Title: Gemma 2 — NVIDIA NeMo Framework User Guide
- [For GPT-OSS 20B](latest-llms-gpt-osshtml.md): Title: GPT-OSS — NVIDIA NeMo Framework User Guide
- [# To override the data argument](latest-llms-mixtralhtml.md): Title: Mixtral — NVIDIA NeMo Framework User Guide
- [# To override the data argument](latest-llms-phi3html.md): Title: Phi 3 — NVIDIA NeMo Framework User Guide
- [# To override the data argument](latest-llms-t5html.md): Title: T5 — NVIDIA NeMo Framework User Guide
- [Latest_Model Optimization_Quantization_Quantization.Html](latest-model-optimization-quantization-quantizationhtml.md): Title: Quantization — NVIDIA NeMo Framework User Guide
- [Create TensorBoard logger](latest-nemo-20-features-logginghtml.md): Title: Logging and Checkpointing — NVIDIA NeMo Framework User Guide
- [Latest_Nemo 2.0_Features_Megatron.Html](latest-nemo-20-features-megatronhtml.md): Title: The Link Between Lightning and Megatron Core#
- [This string will get saved to a sh file and executed with bash](latest-nemo-20-indexhtml.md): Title: NeMo 2.0 — NVIDIA NeMo Framework User Guide
- [Distributed checkpoint setup](latest-nemo-20-migration-checkpointinghtml.md): Title: Migrate Checkpointing Configurations from NeMo 1.0 to NeMo 2.0#
- [Latest_Nemo 2.0_Migration_Exp Manager.Html](latest-nemo-20-migration-exp-managerhtml.md): Title: Migrate exp_manager to NeMoLogger and AutoResume#
- [Latest_Nemo 2.0_Migration_Precision.Html](latest-nemo-20-migration-precisionhtml.md): Title: Migrate Precision Configurations from NeMo 1.0 to NeMo 2.0#
- [Latest_Nemo 2.0_Migration_Sft.Html](latest-nemo-20-migration-sfthtml.md): Title: Migrate SFT Training and Inference from NeMo 1.0 to NeMo 2.0#
- [Change path for Hugging Face tokenizer](latest-nemo-20-migration-tokenizerhtml.md): Title: Tokenizers — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Asr_Speaker_Diarization_Api.Html](latest-nemotoolkit-asr-speaker-diarization-apihtml.md): Title: NeMo Speaker Diarization API — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Asr_Speaker_Diarization_Configs.Html](latest-nemotoolkit-asr-speaker-diarization-configshtml.md): Title: End-to-End Speaker Diarization Configuration Files — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Asr_Speaker_Diarization_Datasets.Html](latest-nemotoolkit-asr-speaker-diarization-datasetshtml.md): Title: Datasets — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Asr_Speaker_Diarization_Models.Html](latest-nemotoolkit-asr-speaker-diarization-modelshtml.md): Title: Models — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Asr_Speaker_Recognition_Api.Html](latest-nemotoolkit-asr-speaker-recognition-apihtml.md): Title: NeMo Speaker Recognition API — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Asr_Speaker_Recognition_Models.Html](latest-nemotoolkit-asr-speaker-recognition-modelshtml.md): Title: Models — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Asr_Ssl_Resources.Html](latest-nemotoolkit-asr-ssl-resourceshtml.md): Title: Resources and Documentation — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Common_Metrics.Html](latest-nemotoolkit-common-metricshtml.md): Title: Metrics — NVIDIA NeMo Framework User Guide
- [Get the list of supported modules / locations in a adapter compatible Model](latest-nemotoolkit-core-adapters-componentshtml.md): Title: Adapter Components — NVIDIA NeMo Framework User Guide
- [load the individual components model.preprocessor.load_state_dict(torch.load(“./asr_ckpts/preprocessor.ckpt”)) model.encoder.load_state_dict(torch.load(“./asr_ckpts/encoder.ckpt”)) model.decoder.load_state_dict(torch.load(“./asr_ckpts/decoder.ckpt”))](latest-nemotoolkit-core-apihtml.md): Title: NeMo Core APIs — NVIDIA NeMo Framework User Guide
- [We first instantiate the trainer based on the model configuration.](latest-nemotoolkit-core-corehtml.md): Title: NeMo Models — NVIDIA NeMo Framework User Guide
- [Required for Hydra launch of hyperparameter search via multirun](latest-nemotoolkit-core-exp-managerhtml.md): Title: Experiment Manager — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Features_Optimizations_Activation_Recomputation.Html](latest-nemotoolkit-features-optimizations-activation-recomputationhtml.md): Title: Activation Recomputation — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Nlp_Nemo_Megatron_Rampup_Batch_Size.Html](latest-nemotoolkit-nlp-nemo-megatron-rampup-batch-sizehtml.md): Title: Ramp Up Batch Size — NVIDIA NeMo Framework User Guide
- [Submit 8 consecutive jobs with random seeds](latest-nemotoolkit-speechlm2-training-and-scalinghtml.md): Title: Training and Scaling — NVIDIA NeMo Framework User Guide
- [Import NeMo's ASR, NLP and TTS collections](latest-nemotoolkit-starthere-introhtml.md): Title: Introduction — NVIDIA NeMo Framework User Guide
- [Load mel spectrogram generator](latest-nemotoolkit-tts-checkpointshtml.md): Title: Checkpoints — NVIDIA NeMo Framework User Guide
- [Latest_Nemotoolkit_Tts_Models.Html](latest-nemotoolkit-tts-modelshtml.md): Title: Models — NVIDIA NeMo Framework User Guide
- [Latest_Overview.Html](latest-overviewhtml.md): Title: Overview — NVIDIA NeMo Framework User Guide
- [Latest_Playbooks_Index.Html](latest-playbooks-indexhtml.md): Title: Tutorials — NVIDIA NeMo Framework User Guide
- [Define a function to extract the iteration number from a globally saved checkpoint path](latest-resiliencyhtml.md): Title: Resiliency Features — NVIDIA NeMo Framework User Guide
- [Latest_Sft_Peft_Supported_Methods.Html](latest-sft-peft-supported-methodshtml.md): Title: Supported PEFT Methods — NVIDIA NeMo Framework User Guide
- [Import recipe and change needed parameters](latest-usingautoconfiguratorhtml.md): Title: Use Auto Configurator to Find the Optimal Configuration#
- [Load the processor and tokenizer](latest-vlms-avlmhtml.md): Title: Audio-Vision Language Model — NVIDIA NeMo Framework User Guide
- [Get the fine-tuning recipe function (adjust for the specific Gemma VLM model)](latest-vlms-gemma3html.md): Title: Gemma 3 Models — NVIDIA NeMo Framework User Guide
- [Load the processor from the pretrained LLaVA-Next model](latest-vlms-llavanexthtml.md): Title: LLaVA-Next — NVIDIA NeMo Framework User Guide
- [Latest_Why Nemo.Html](latest-why-nemohtml.md): Title: Why NeMo Framework? — NVIDIA NeMo Framework User Guide