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Merge remote-tracking branch 'origin/main' into runhli/try_upgrade_mlflow
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assets/large_language_models/components_pipelines/data_ingestion_dataset_to_acs_basic/spec.yaml

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tags:
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Preview: ""
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version: 0.0.83
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version: 0.0.85
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name: llm_ingest_dataset_to_acs_basic
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display_name: LLM - Dataset to ACS Pipeline
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is_deterministic: false
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_validate_deployments:0.0.77'
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component: 'azureml:llm_rag_validate_deployments:0.0.80'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_crack_and_chunk:0.0.74'
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component: 'azureml:llm_rag_crack_and_chunk:0.0.77'
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inputs:
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input_data: ${{parent.inputs.input_data}}
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input_glob: ${{parent.inputs.input_glob}}
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_generate_embeddings:0.0.67'
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component: 'azureml:llm_rag_generate_embeddings:0.0.70'
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inputs:
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chunks_source:
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type: uri_folder
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_update_acs_index:0.0.71'
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component: 'azureml:llm_rag_update_acs_index:0.0.74'
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inputs:
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embeddings:
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type: uri_folder
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.71'
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.74'
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inputs:
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storage_uri: ${{parent.jobs.create_acs_index_job.outputs.index}}
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asset_name: ${{parent.inputs.embeddings_dataset_name}}

assets/large_language_models/components_pipelines/data_ingestion_dataset_to_acs_user_id/spec.yaml

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tags:
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version: 0.0.81
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version: 0.0.83
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name: llm_ingest_dataset_to_acs_user_id
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display_name: LLM - Dataset to ACS Pipeline
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is_deterministic: false
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_validate_deployments:0.0.77'
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component: 'azureml:llm_rag_validate_deployments:0.0.80'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_crack_and_chunk:0.0.74'
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component: 'azureml:llm_rag_crack_and_chunk:0.0.77'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_generate_embeddings:0.0.67'
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component: 'azureml:llm_rag_generate_embeddings:0.0.70'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_update_acs_index:0.0.71'
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component: 'azureml:llm_rag_update_acs_index:0.0.74'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.71'
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.74'
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identity:
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type: user_identity
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inputs:

assets/large_language_models/components_pipelines/data_ingestion_dataset_to_faiss_basic/spec.yaml

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tags:
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version: 0.0.82
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version: 0.0.84
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name: llm_ingest_dataset_to_faiss_basic
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display_name: LLM - Dataset to FAISS Pipeline
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is_deterministic: false
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_validate_deployments:0.0.77'
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component: 'azureml:llm_rag_validate_deployments:0.0.80'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_crack_and_chunk:0.0.74'
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component: 'azureml:llm_rag_crack_and_chunk:0.0.77'
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inputs:
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input_data: ${{parent.inputs.input_data}}
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input_glob: ${{parent.inputs.input_glob}}
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_generate_embeddings:0.0.67'
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component: 'azureml:llm_rag_generate_embeddings:0.0.70'
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inputs:
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chunks_source:
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type: uri_folder
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_create_faiss_index:0.0.72'
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component: 'azureml:llm_rag_create_faiss_index:0.0.75'
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inputs:
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embeddings:
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type: uri_folder
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.71'
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.74'
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inputs:
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storage_uri: ${{parent.jobs.create_faiss_index_job.outputs.index}}
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asset_name: ${{parent.inputs.embeddings_dataset_name}}

assets/large_language_models/components_pipelines/data_ingestion_dataset_to_faiss_user_id/spec.yaml

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tags:
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version: 0.0.81
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version: 0.0.83
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name: llm_ingest_dataset_to_faiss_user_id
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display_name: LLM - Dataset to FAISS Pipeline
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is_deterministic: false
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_validate_deployments:0.0.77'
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component: 'azureml:llm_rag_validate_deployments:0.0.80'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_crack_and_chunk:0.0.74'
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component: 'azureml:llm_rag_crack_and_chunk:0.0.77'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_generate_embeddings:0.0.67'
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component: 'azureml:llm_rag_generate_embeddings:0.0.70'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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component: 'azureml:llm_rag_create_faiss_index:0.0.72'
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component: 'azureml:llm_rag_create_faiss_index:0.0.75'
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identity:
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type: user_identity
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inputs:
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properties:
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compute_specification:
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automatic: true
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.71'
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component: 'azureml:llm_rag_register_mlindex_asset:0.0.74'
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identity:
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type: user_identity
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inputs:

assets/large_language_models/rag/components/crack_and_chunk/spec.yaml

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tags:
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version: 0.0.75
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version: 0.0.77
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name: llm_rag_crack_and_chunk
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display_name: LLM - Crack and Chunk Data
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is_deterministic: true

assets/large_language_models/rag/components/crack_and_chunk_and_embed/spec.yaml

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tags:
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version: 0.0.46
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version: 0.0.48
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name: llm_rag_crack_and_chunk_and_embed
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display_name: LLM - Crack, Chunk and Embed Data
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is_deterministic: true

assets/large_language_models/rag/components/crack_chunk_embed_index_and_register/spec.yaml

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name: llm_rag_crack_chunk_embed_index_and_register
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version: 0.0.34
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version: 0.0.36
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tags:
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assets/large_language_models/rag/components/crawl_url/spec.yaml

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tags:
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version: 0.0.33
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name: llm_rag_crawl_url
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display_name: LLM - Crawl URL to Retrieve Data
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is_deterministic: true

assets/large_language_models/rag/components/create_faiss_index/spec.yaml

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tags:
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version: 0.0.73
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version: 0.0.75
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name: llm_rag_create_faiss_index
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display_name: LLM - Create FAISS Index
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is_deterministic: true

assets/large_language_models/rag/components/create_promptflow/spec.yaml

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tags:
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version: 0.0.84
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name: llm_rag_create_promptflow
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display_name: LLM - Create Prompt Flow
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is_deterministic: true

assets/large_language_models/rag/components/data_import_acs/spec.yaml

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tags:
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name: llm_rag_data_import_acs
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display_name: LLM - Import Data from ACS
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is_deterministic: false

assets/large_language_models/rag/components/generate_embeddings/spec.yaml

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tags:
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name: llm_rag_generate_embeddings
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display_name: LLM - Generate Embeddings
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is_deterministic: true

assets/large_language_models/rag/components/generate_embeddings_parallel/spec.yaml

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tags:
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name: llm_rag_generate_embeddings_parallel
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display_name: LLM - Generate Embeddings Parallel
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is_deterministic: true

assets/large_language_models/rag/components/git_clone/spec.yaml

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tags:
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name: llm_rag_git_clone
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display_name: LLM - Clone Git Repo
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is_deterministic: true

assets/large_language_models/rag/components/image_embed_index/spec.yaml

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tags:
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name: llm_rag_image_embed_index
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display_name: LLM - Embedding images with Florence
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is_deterministic: true

assets/large_language_models/rag/components/qa_data_generation/spec.yaml

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tags:
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name: llm_rag_qa_data_generation
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display_name: LLM - Generate QnA Test Data
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is_deterministic: true

assets/large_language_models/rag/components/register_mlindex_asset/spec.yaml

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tags:
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name: llm_rag_register_mlindex_asset
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display_name: LLM - Register Vector Index Asset
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is_deterministic: true

assets/large_language_models/rag/components/register_qa_data_asset/spec.yaml

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tags:
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name: llm_rag_register_qa_data_asset
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display_name: LLM - Register QA Generation Data Asset
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is_deterministic: true

assets/large_language_models/rag/components/update_acs_index/spec.yaml

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tags:
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name: llm_rag_update_acs_index
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display_name: LLM - Update ACS Index
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is_deterministic: true

assets/large_language_models/rag/components/update_azure_cosmos_mongo_vcore_index/spec.yaml

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tags:
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name: llm_rag_update_cosmos_mongo_vcore_index
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display_name: LLM - Update Azure Cosmos Mongo vCore Index
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is_deterministic: true

assets/large_language_models/rag/components/update_milvus_index/spec.yaml

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tags:
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name: llm_rag_update_milvus_index
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display_name: LLM - Update Milvus Index
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is_deterministic: true

assets/large_language_models/rag/components/update_pinecone_index/spec.yaml

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tags:
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name: llm_rag_update_pinecone_index
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display_name: LLM - Update Pinecone Index
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is_deterministic: true

assets/large_language_models/rag/components/validate_deployments/spec.yaml

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tags:
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name: llm_rag_validate_deployments
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display_name: LLM - Validate Deployments
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is_deterministic: false

assets/large_language_models/rag/environments/rag/context/conda_dependencies.yaml

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- scikit-learn
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- pip:
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# RAG package
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- azureml-rag[azure,langchain,cognitive_search,data_generation,pinecone,milvus,azure_cosmos_mongo_vcore,azure_cosmos_nosql]==0.2.37
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- azureml-rag[azure,langchain,cognitive_search,data_generation,milvus,azure_cosmos_mongo_vcore,azure_cosmos_nosql]==0.2.37.1
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# Azure
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- azure-ai-formrecognizer==3.3.1
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- azure-identity=={{latest-pypi-version}}

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