chat_completion_datapreprocess

Component to preprocess data for chat completion task. See docs to learn more.

chat_completion_model_import

Component to import PyTorch / MLFlow model. See docs to learn more.

chat_completion_pipeline

Pipeline Component to finetune Hugging Face pretrained models for chat completion task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

diffusers_text_to_image_dreambooth_pipeline

Pipeline component for text to image dreambooth training using diffusers library and transformers models.

diffusers_text_to_image_finetune

Component to finetune stable diffusion models using diffusers for text to image.

diffusers_text_to_image_model_import

Import PyTorch / MLflow model

finetune_common_validation

Component to validate the finetune job against Validation Service

ft_nlp_common_validation

Component to validate the finetune job against Validation Service

ft_nlp_model_converter

Component to convert the finetune job output to pytorch and mlflow model

image_framework_selector

Framework selector control flow component for image tasks

image_model_output_selector

Model output selector control flow component for image tasks

mmdetection_image_objectdetection_instancesegmentation_finetune

Component to finetune MMDetection models for image object detection and instance segmentation.

mmdetection_image_objectdetection_instancesegmentation_model_import

Import PyTorch / MLflow model

mmdetection_image_objectdetection_instancesegmentation_pipeline

Pipeline component for image object detection and instance segmentation using MMDetection models.

mmtracking_video_multi_object_tracking_finetune

Component to finetune MMTracking models for video multi-object tracking task.

mmtracking_video_multi_object_tracking_model_import

Import PyTorch / MLflow model

mmtracking_video_multi_object_tracking_pipeline

Pipeline component for multi-object tracking using MMTracking models.

multimodal_classification_datapreprocessing

Component to preprocess data for multimodal classification task

multimodal_classification_finetune

Component to finetune multimodal models for classification using MMEFT

multimodal_classification_model_import

Import PyTorch / MLflow model

multimodal_classification_pipeline

Pipeline component for multimodal classification models.

nlp_multiclass_datapreprocessing

Component to preprocess data for automl nlp multiclass classification task

nlp_multilabel_datapreprocessing

Component to preprocess data for automl nlp multilabel classification task

nlp_ner_datapreprocessing

Component to preprocess data for automl nlp ner task

nlp_textclassification_multiclass

Pipeline component for AutoML NLP Multiclass Text classification

nlp_textclassification_multilabel

Pipeline component for AutoML NLP Multilabel Text classification

nlp_textclassification_ner

Pipeline component for AutoML NLP NER

oss_chat_completion_finetune

FTaaS component to finetune model for Chat Completion task

oss_chat_completion_pipeline

FTaaS Pipeline component for chat completion

oss_distillation_batchscoring_datagen_pipeline

Component to generate data from teacher model endpoint by invoking it in batch.

oss_distillation_data_generation_batch_scoring_selector

Component to select the Batch Scoring Selector based on the task type

oss_distillation_data_generation_file_selector

Component to select the Batch Scoring Selector based on the task type

oss_distillation_data_generation_validation_file_checker

Component to Check if the validation file is present or not

oss_distillation_generate_data

Component to generate data from teacher model enpoint

oss_distillation_generate_data_batch_postprocess

Component to prepare data returned from teacher model enpoint in batch

oss_distillation_generate_data_batch_preprocess

Component to prepare data to invoke teacher model enpoint in batch

oss_distillation_pipeline

Component to generate data from teacher model enpoint and finetune student model on generated dataset

oss_distillation_seq_scoring_pipeline

Component to generate data from teacher model enpoint(sequentially) and finetune student model on generated dataset

oss_distillation_validate_pipeline

Component to validate inputs to the distillation pipeline

oss_text_generation_finetune

FTaaS component to finetune model for Text Generation task

oss_text_generation_pipeline

FTaaS Pipeline component for text generation

question_answering_datapreprocess

Component to preprocess data for question answering task. See docs to learn more.

question_answering_model_import

Component to import PyTorch / MLFlow model. See docs to learn more.

question_answering_pipeline

Pipeline Component to finetune Hugging Face pretrained models for extractive question answering task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

summarization_datapreprocess

Component to preprocess data for summarization task. See docs to learn more.

summarization_finetune

Component to finetune Hugging Face pretrained models for summarization task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

summarization_model_import

Component to import PyTorch / MLFlow model. See docs to learn more.

summarization_pipeline

Pipeline Component to finetune Hugging Face pretrained models for summarization task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

text_classification_datapreprocess

Component to preprocess data for single label classification task. See docs to learn more.

text_classification_finetune

Component to finetune Hugging Face pretrained models for text classification task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

text_classification_model_import

Component to import PyTorch / MLFlow model. See docs to learn more.

text_classification_pipeline

Pipeline component to finetune Hugging Face pretrained models for text classification task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

text_generation_datapreprocess

Component to preprocess data for text generation task

text_generation_finetune

Component to finetune model for Text Generation task

text_generation_model_import

Import PyTorch / MLFlow model

text_generation_pipeline

Pipeline component for text generation

text_generation_pipeline_singularity_basic_high

Pipeline component for text generation

text_generation_pipeline_singularity_basic_low

Pipeline component for text generation

text_generation_pipeline_singularity_basic_medium

Pipeline component for text generation

text_generation_pipeline_singularity_premium_high

Pipeline component for text generation

text_generation_pipeline_singularity_premium_low

Pipeline component for text generation

text_generation_pipeline_singularity_premium_medium

Pipeline component for text generation

text_generation_pipeline_singularity_standard_high

Pipeline component for text generation

text_generation_pipeline_singularity_standard_low

Pipeline component for text generation

text_generation_pipeline_singularity_standard_medium

Pipeline component for text generation

token_classification_datapreprocess

Component to preprocess data for token classification task. See docs to learn more.

token_classification_finetune

Component to finetune Hugging Face pretrained models for token classification task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

token_classification_model_import

Component to import PyTorch / MLFlow model. See docs to learn more.

token_classification_pipeline

Pipeline component to finetune Hugging Face pretrained models for token classification task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

transformers_image_classification_finetune

Component to finetune HuggingFace transformers models for image classification.

transformers_image_classification_model_import

Import PyTorch / MLflow model

transformers_image_classification_pipeline

Pipeline component for image classification using HuggingFace transformers models.

translation_datapreprocess

Component to preprocess data for translation task. See docs to learn more.

translation_finetune

Component to finetune Hugging Face pretrained models for translation task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.

translation_model_import

Component to import PyTorch / MLFlow model. See docs to learn more.

translation_pipeline

Pipeline component to finetune Hugging Face pretrained models for translation task. The component supports optimizations such as LoRA, Deepspeed and ONNXRuntime for performance enhancement. See docs to learn more.