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263 lines (252 loc) · 8.03 KB
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- step:
name: test-insurance-connection
image: python:3.12
command:
- pip install -r requirements.txt
- python -m test_insurance_connection
- step:
name: load-insurance-data
image: python:3.12
command:
- pip install -r requirements.txt
- python -m load_insurance_data {parameters}
inputs:
- name: data_csv
optional: false
parameters:
- name: db_name
optional: true
type: string
default: INSURANCE
- name: schema_name
optional: true
default: ML_PIPE
type: string
- name: warehouse_name
optional: true
type: string
default: VH_DEV_WAREHOUSE
- name: role
optional: true
type: string
default: VH_DEV
- name: train_db_name
default: SOURCE_OF_TRUTH
optional: true
type: string
- name: incoming_data_db_name
default: INCOMING_DATA_SOURCE
optional: true
type: string
- name: train_rows
default: 10000
optional: true
type: integer
- step:
name: train-and-save-model
image: python:3.12
command:
- pip install -r requirements.txt
- python -m train_and_save_model {parameters}
parameters:
- name: db_name
optional: true
type: string
default: INSURANCE
- name: schema_name
optional: true
type: string
default: ML_PIPE
- name: warehouse_name
optional: true
type: string
default: VH_DEV_WAREHOUSE
- name: role
optional: true
type: string
default: VH_DEV
- name: source_table
default: SOURCE_OF_TRUTH
optional: true
type: string
- name: model_name
default: INSURANCE_CHARGES_PREDICTION
optional: true
type: string
- step:
name: make-predictions
image: python:3.12
command:
- pip install -r requirements.txt
- python -m make_predictions {parameters}
parameters:
- name: db_name
optional: true
type: string
default: INSURANCE
- name: schema_name
optional: true
type: string
default: ML_PIPE
- name: warehouse_name
optional: true
type: string
default: VH_DEV_WAREHOUSE
- name: role
optional: true
type: string
default: VH_DEV
- name: streamdb_name
default: STREAM_ON_LANDING
optional: true
type: string
- name: model_name
default: INSURANCE_CHARGES_PREDICTION
optional: true
type: string
- name: target_db_name
default: INSURANCE_GOLD
optional: true
type: string
- step:
name: simulate-streamed-data
image: python:3.12
command:
- pip install -r requirements.txt
- python -m simulate_streamed_data {parameters}
parameters:
- name: db_name
optional: true
type: string
default: INSURANCE
- name: schema_name
optional: true
type: string
default: ML_PIPE
- name: warehouse_name
optional: true
type: string
default: VH_DEV_WAREHOUSE
- name: role
optional: true
type: string
default: VH_DEV
- name: incoming_data_db_name
default: INCOMING_DATA_SOURCE
optional: true
type: string
- name: number_of_rows
default: 50000
optional: true
type: integer
- name: landing_table_name
default: LANDING_TABLE
optional: true
type: string
- step:
name: deploy-streamlit-app
image: python:3.12
command:
- pip install -r requirements.txt
- python -m deploy_streamlit_app {parameters}
parameters:
- name: db_name
optional: true
type: string
default: INSURANCE
- name: schema_name
optional: true
type: string
default: ML_PIPE
- name: warehouse_name
optional: true
type: string
default: VH_DEV_WAREHOUSE
- name: role
optional: true
type: string
default: VH_DEV
- name: streamlit_image
optional: false
type: string
default: /vh_snowflake_db/public/vh_dev_repository/insurance_streamlit_v2:latest
- name: compute_pool_name
optional: false
type: string
default: vh_dev_compute_pool
- name: service_name
default: InsuranceStreamlitApp
optional: true
type: string
# - pipeline:
# name: insurance-full-pipeline
# nodes:
# - name: load_data
# type: execution
# step: load-insurance-data
# - name: train
# type: execution
# step: train-and-save-model
# - name: pretend_to_stream_data
# type: execution
# step: simulate-streamed-data
# - name: make_predictions
# type: execution
# step: make-predictions
# - name: deploy_streamlit_app
# type: execution
# step: deploy-streamlit-app
# edges:
# - [load_data.parameter.db_name, train.parameter.db_name]
# - [load_data.parameter.schema_name, train.parameter.schema_name]
# - [load_data.parameter.warehouse_name, train.parameter.warehouse_name]
# - [load_data.parameter.role, train.parameter.role]
# - [load_data.parameter.train_db_name, train.parameter.source_table]
# - [train.parameter.db_name, pretend_to_stream_data.parameter.db_name]
# - [train.parameter.schema_name, pretend_to_stream_data.parameter.schema_name]
# - [train.parameter.warehouse_name, pretend_to_stream_data.parameter.warehouse_name]
# - [train.parameter.role, pretend_to_stream_data.parameter.role]
# - [pretend_to_stream_data.parameter.db_name, make_predictions.parameter.db_name]
# - [pretend_to_stream_data.parameter.schema_name, make_predictions.parameter.schema_name]
# - [pretend_to_stream_data.parameter.warehouse_name, make_predictions.parameter.warehouse_name]
# - [pretend_to_stream_data.parameter.role, make_predictions.parameter.role]
# - [make_predictions.parameter.db_name, deploy_streamlit_app.parameter.db_name]
# - [make_predictions.parameter.schema_name, deploy_streamlit_app.parameter.schema_name]
# - [make_predictions.parameter.warehouse_name, deploy_streamlit_app.parameter.warehouse_name]
# - [make_predictions.parameter.role, deploy_streamlit_app.parameter.role]
- pipeline:
name: insurance-train-model
nodes:
- name: load_data
type: execution
step: load-insurance-data
- name: train
type: execution
step: train-and-save-model
edges:
- [load_data.parameter.db_name, train.parameter.db_name]
- [load_data.parameter.schema_name, train.parameter.schema_name]
- [load_data.parameter.warehouse_name, train.parameter.warehouse_name]
- [load_data.parameter.role, train.parameter.role]
- [load_data.parameter.train_db_name, train.parameter.source_table]
- pipeline:
name: insurance-batch-inference
nodes:
- name: pretend_to_stream_data
type: execution
step: simulate-streamed-data
- name: make_predictions
type: execution
step: make-predictions
- name: deploy_streamlit_app
type: execution
step: deploy-streamlit-app
edges:
- [pretend_to_stream_data.parameter.db_name, make_predictions.parameter.db_name]
- [pretend_to_stream_data.parameter.schema_name, make_predictions.parameter.schema_name]
- [pretend_to_stream_data.parameter.warehouse_name, make_predictions.parameter.warehouse_name]
- [pretend_to_stream_data.parameter.role, make_predictions.parameter.role]
- [make_predictions.parameter.db_name, deploy_streamlit_app.parameter.db_name]
- [make_predictions.parameter.schema_name, deploy_streamlit_app.parameter.schema_name]
- [make_predictions.parameter.warehouse_name, deploy_streamlit_app.parameter.warehouse_name]
- [make_predictions.parameter.role, deploy_streamlit_app.parameter.role]