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update pipeline components
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+41
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assets/training/finetune_acft_hf_nlp/components/pipeline_components/nlp_multiclass/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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name: nlp_textclassification_multiclass
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version: 0.0.2
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version: 0.0.3
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type: pipeline
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display_name: PipelineComponent for AutoML NLP Multiclass TextClassification
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description: Pipeline component for AutoML NLP Multiclass Text classification
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jobs:
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model_import:
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type: command
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component: azureml:text_classification_model_import:0.0.12_nlp
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component: azureml:text_classification_model_import:0.0.66
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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huggingface_id: ${{parent.inputs.model_name}}
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preprocess:
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type: command
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component: azureml:nlp_multiclass_datapreprocessing:0.0.1
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component: azureml:nlp_multiclass_datapreprocessing:0.0.2
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compute: ${{parent.inputs.compute_preprocess}}
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inputs:
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label_column_name: ${{parent.inputs.label_column_name}}
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enable_long_range_text: ${{parent.inputs.enable_long_range_text}}
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finetune:
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type: command
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component: azureml:text_classification_finetune:0.0.14_nlp
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component: azureml:text_classification_finetune:0.0.66
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch

assets/training/finetune_acft_hf_nlp/components/pipeline_components/nlp_multilabel/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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name: nlp_textclassification_multilabel
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version: 0.0.2
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version: 0.0.3
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type: pipeline
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display_name: PipelineComponent for AutoML NLP Multilabel TextClassification
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description: Pipeline component for AutoML NLP Multilabel Text classification
@@ -224,13 +224,13 @@ outputs:
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jobs:
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model_import:
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type: command
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component: azureml:text_classification_model_import:0.0.12_nlp
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component: azureml:text_classification_model_import:0.0.66
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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huggingface_id: ${{parent.inputs.model_name}}
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preprocess:
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type: command
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component: azureml:nlp_multilabel_datapreprocessing:0.0.1
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component: azureml:nlp_multilabel_datapreprocessing:0.0.2
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compute: ${{parent.inputs.compute_preprocess}}
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inputs:
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label_column_name: ${{parent.inputs.label_column_name}}
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enable_long_range_text: ${{parent.inputs.enable_long_range_text}}
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finetune:
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type: command
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component: azureml:text_classification_finetune:0.0.14_nlp
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component: azureml:text_classification_finetune:0.0.66
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch

assets/training/finetune_acft_hf_nlp/components/pipeline_components/nlp_ner/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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name: nlp_textclassification_ner
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version: 0.0.2
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version: 0.0.3
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type: pipeline
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display_name: PipelineComponent for AutoML NLP NER
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description: Pipeline component for AutoML NLP NER
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jobs:
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model_import:
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type: command
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component: azureml:token_classification_model_import:0.0.12_nlp
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component: azureml:token_classification_model_import:0.0.66
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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huggingface_id: ${{parent.inputs.model_name}}
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preprocess:
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type: command
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component: azureml:nlp_ner_datapreprocessing:0.0.1
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component: azureml:nlp_ner_datapreprocessing:0.0.2
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compute: ${{parent.inputs.compute_preprocess}}
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inputs:
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train_file_path: ${{parent.inputs.training_data}}
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valid_file_path: ${{parent.inputs.validation_data}}
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model_selector_output: ${{parent.jobs.model_import.outputs.output_dir}}
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finetune:
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type: command
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component: azureml:token_classification_finetune:0.0.14_nlp
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component: azureml:token_classification_finetune:0.0.66
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch

assets/training/finetune_acft_image/components/pipeline_components/classification/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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type: pipeline
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version: 0.0.22
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version: 0.0.23
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name: image_classification_pipeline
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display_name: Image Classification Pipeline
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description: Pipeline component for image classification.
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finetune_common_validation:
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type: command
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component: azureml:finetune_common_validation:0.0.7
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component: azureml:finetune_common_validation:0.0.8
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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train_mltable_path: ${{parent.inputs.training_data}}
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framework_selector:
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type: command
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component: azureml:image_framework_selector:0.0.19
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component: azureml:image_framework_selector:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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task_type: 'image-classification'
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image_classification_runtime_component:
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type: command
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component: azureml:train_image_classification_model:0.0.12
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component: azureml:train_image_classification_model:0.0.13
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compute: ${{parent.inputs.compute_finetune}}
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resources:
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shm_size: '16g'
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hugging_face_model_import:
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type: command
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component: azureml:transformers_image_classification_model_import:0.0.19
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component: azureml:transformers_image_classification_model_import:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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model_family: 'HuggingFaceImage'
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hugging_face_finetune:
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type: command
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component: azureml:transformers_image_classification_finetune:0.0.19
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component: azureml:transformers_image_classification_finetune:0.0.20
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch
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output_selector:
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type: command
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component: azureml:image_model_output_selector:0.0.18
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component: azureml:image_model_output_selector:0.0.19
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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mlflow_model_t: ${{parent.jobs.image_classification_runtime_component.outputs.mlflow_model_folder}}

assets/training/finetune_acft_image/components/pipeline_components/hf_classification/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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type: pipeline
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version: 0.0.22
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version: 0.0.23
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name: transformers_image_classification_pipeline
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display_name: Image Classification HuggingFace Transformers Pipeline
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description: Pipeline component for image classification using HuggingFace transformers models.
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jobs:
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finetune_common_validation:
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type: command
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component: azureml:finetune_common_validation:0.0.7
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component: azureml:finetune_common_validation:0.0.8
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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mlflow_model_path: ${{parent.inputs.mlflow_model}}
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image_classification_model_import:
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type: command
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component: azureml:transformers_image_classification_model_import:0.0.19
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component: azureml:transformers_image_classification_model_import:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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model_family: ${{parent.inputs.model_family}}
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image_classification_finetune:
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type: command
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component: azureml:transformers_image_classification_finetune:0.0.19
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component: azureml:transformers_image_classification_finetune:0.0.20
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch

assets/training/finetune_acft_image/components/pipeline_components/instance_segmentation/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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type: pipeline
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version: 0.0.24
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version: 0.0.25
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name: image_instance_segmentation_pipeline
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display_name: Image Instance Segmentation Pipeline
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description: Pipeline component for image instance segmentation.
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finetune_common_validation:
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type: command
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component: azureml:finetune_common_validation:0.0.7
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component: azureml:finetune_common_validation:0.0.8
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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train_mltable_path: ${{parent.inputs.training_data}}
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framework_selector:
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type: command
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component: azureml:image_framework_selector:0.0.19
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component: azureml:image_framework_selector:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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task_type: ${{parent.inputs.task_type}}
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image_instance_segmentation_runtime_component:
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type: command
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component: azureml:train_instance_segmentation_model:0.0.12
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component: azureml:train_instance_segmentation_model:0.0.13
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compute: ${{parent.inputs.compute_finetune}}
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resources:
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shm_size: '16g'
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mm_detection_model_import:
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type: command
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_model_import:0.0.19
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_model_import:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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model_family: 'MmDetectionImage'
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mm_detection_finetune:
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_finetune:0.0.19
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_finetune:0.0.21
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch
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output_selector:
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type: command
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component: azureml:image_model_output_selector:0.0.18
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component: azureml:image_model_output_selector:0.0.19
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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mlflow_model_t: ${{parent.jobs.image_instance_segmentation_runtime_component.outputs.mlflow_model_folder}}

assets/training/finetune_acft_image/components/pipeline_components/mmd_od_is/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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type: pipeline
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version: 0.0.25
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version: 0.0.26
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name: mmdetection_image_objectdetection_instancesegmentation_pipeline
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display_name: Image Object Detection and Instance Segmentation MMDetection Pipeline
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description: Pipeline component for image object detection and instance segmentation using MMDetection models.
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finetune_common_validation:
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component: azureml:finetune_common_validation:0.0.7
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component: azureml:finetune_common_validation:0.0.8
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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mlflow_model_path: ${{parent.inputs.mlflow_model}}
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image_od_is_model_import:
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type: command
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_model_import:0.0.19
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_model_import:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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model_family: ${{parent.inputs.model_family}}
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image_od_is_finetune:
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type: command
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_finetune:0.0.20
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_finetune:0.0.21
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch

assets/training/finetune_acft_image/components/pipeline_components/object_detection/spec.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/pipelineComponent.schema.json
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type: pipeline
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version: 0.0.24
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version: 0.0.25
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name: image_object_detection_pipeline
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display_name: Image Object Detection Pipeline
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description: Pipeline component for image object detection.
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finetune_common_validation:
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type: command
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component: azureml:finetune_common_validation:0.0.7
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component: azureml:finetune_common_validation:0.0.8
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compute: ${{parent.inputs.compute_model_import}}
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train_mltable_path: ${{parent.inputs.training_data}}
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framework_selector:
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component: azureml:image_framework_selector:0.0.19
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component: azureml:image_framework_selector:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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task_type: ${{parent.inputs.task_type}}
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image_object_detection_runtime_component:
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type: command
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component: azureml:train_object_detection_model:0.0.12
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component: azureml:train_object_detection_model:0.0.13
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compute: ${{parent.inputs.compute_finetune}}
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resources:
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shm_size: '16g'
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mm_detection_model_import:
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type: command
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_model_import:0.0.19
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_model_import:0.0.20
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compute: ${{parent.inputs.compute_model_import}}
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model_family: 'MmDetectionImage'
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mm_detection_finetune:
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type: command
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_finetune:0.0.19
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component: azureml:mmdetection_image_objectdetection_instancesegmentation_finetune:0.0.21
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compute: ${{parent.inputs.compute_finetune}}
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distribution:
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type: pytorch
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output_selector:
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component: azureml:image_model_output_selector:0.0.18
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component: azureml:image_model_output_selector:0.0.19
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compute: ${{parent.inputs.compute_model_import}}
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inputs:
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mlflow_model_t: ${{parent.jobs.image_object_detection_runtime_component.outputs.mlflow_model_folder}}

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