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412 lines (391 loc) · 15.5 KB
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bundle:
name: routing-address-first
variables:
catalog:
description: Unity Catalog catalog for all routing assets and tables
default: demos
schema:
description: Unity Catalog schema for all routing assets and tables
default: routing
volume:
description: Shared managed volume for Photon / OSRM assets
default: routing_assets
region:
description: GeoFabrik region slug
default: indiana
cpu_spark_version:
description: DBR for asset prep, geocoding, and CPU routing
default: 17.3.x-cpu-ml-scala2.13
cpu_node_type_id:
description: CPU node type with local disk
default: m5d.4xlarge
geocode_node_type_id:
description: CPU node type used for Photon + OSRM geocoding init
default: m5d.4xlarge
targets:
dev:
default: true
mode: development
workspace:
profile: DEFAULT
resources:
jobs:
routing_end_to_end:
job_clusters:
- job_cluster_key: asset_prep_cluster
new_cluster:
aws_attributes:
availability: SPOT_WITH_FALLBACK
first_on_demand: 1
zone_id: us-east-2a
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 0
spark_conf:
spark.databricks.cluster.profile: singleNode
spark.master: local[*]
custom_tags:
ResourceClass: SingleNode
- job_cluster_key: geocode_cluster
new_cluster:
aws_attributes:
availability: SPOT_WITH_FALLBACK
first_on_demand: 1
zone_id: us-east-2a
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.geocode_node_type_id}
num_workers: 2
spark_conf:
spark.databricks.pyspark.dataFrameChunk.enabled: "true"
spark.task.resource.gpu.amount: "0"
init_scripts:
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/photon-worker.sh
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/osrm-worker.sh
- job_cluster_key: cpu_distance_cluster
new_cluster:
aws_attributes:
availability: SPOT_WITH_FALLBACK
first_on_demand: 1
zone_id: us-east-2a
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 4
spark_conf:
spark.databricks.pyspark.dataFrameChunk.enabled: "true"
spark.task.resource.gpu.amount: "0"
init_scripts:
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/osrm-worker.sh
- job_cluster_key: gpu_distance_cluster
new_cluster:
aws_attributes:
availability: SPOT_WITH_FALLBACK
first_on_demand: 1
zone_id: us-east-2a
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 2
spark_conf:
spark.databricks.pyspark.dataFrameChunk.enabled: "true"
spark.task.resource.gpu.amount: "0"
init_scripts:
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/osrm-worker.sh
- job_cluster_key: cpu_optimize_cluster
new_cluster:
aws_attributes:
availability: SPOT_WITH_FALLBACK
first_on_demand: 1
zone_id: us-east-2a
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 4
spark_conf:
spark.databricks.pyspark.dataFrameChunk.enabled: "true"
spark.task.resource.gpu.amount: "0"
azure:
mode: development
variables:
cpu_node_type_id: Standard_D16ds_v5
geocode_node_type_id: Standard_D32ds_v5
resources:
jobs:
routing_end_to_end:
job_clusters:
- job_cluster_key: asset_prep_cluster
new_cluster:
azure_attributes:
availability: SPOT_WITH_FALLBACK_AZURE
first_on_demand: 1
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 0
spark_conf:
spark.databricks.cluster.profile: singleNode
spark.master: local[*]
custom_tags:
ResourceClass: SingleNode
- job_cluster_key: geocode_cluster
new_cluster:
azure_attributes:
availability: SPOT_WITH_FALLBACK_AZURE
first_on_demand: 1
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.geocode_node_type_id}
num_workers: 0
spark_conf:
spark.databricks.cluster.profile: singleNode
spark.master: local[*]
custom_tags:
ResourceClass: SingleNode
init_scripts:
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/photon-worker.sh
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/osrm-worker.sh
- job_cluster_key: cpu_distance_cluster
new_cluster:
azure_attributes:
availability: SPOT_WITH_FALLBACK_AZURE
first_on_demand: 1
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 4
spark_conf:
spark.databricks.pyspark.dataFrameChunk.enabled: "true"
spark.task.resource.gpu.amount: "0"
init_scripts:
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/osrm-worker.sh
- job_cluster_key: gpu_distance_cluster
new_cluster:
azure_attributes:
availability: SPOT_WITH_FALLBACK_AZURE
first_on_demand: 1
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 2
spark_conf:
spark.databricks.pyspark.dataFrameChunk.enabled: "true"
spark.task.resource.gpu.amount: "0"
init_scripts:
- volumes:
destination: /Volumes/${var.catalog}/${var.schema}/${var.volume}/init/osrm-worker.sh
- job_cluster_key: cpu_optimize_cluster
new_cluster:
azure_attributes:
availability: SPOT_WITH_FALLBACK_AZURE
first_on_demand: 1
data_security_mode: SINGLE_USER
single_user_name: ${workspace.current_user.userName}
spark_version: ${var.cpu_spark_version}
node_type_id: ${var.cpu_node_type_id}
num_workers: 4
spark_conf:
spark.databricks.pyspark.dataFrameChunk.enabled: "true"
spark.task.resource.gpu.amount: "0"
resources:
jobs:
routing_intro:
name: "[${bundle.target}] Routing Introduction"
max_concurrent_runs: 1
performance_target: PERFORMANCE_OPTIMIZED
environments:
- environment_key: intro_cpu
spec:
environment_version: "5"
dependencies:
- "ortools==9.14.6206"
- environment_key: intro_gpu
spec:
environment_version: "4"
tasks:
- task_key: intro_cpu
environment_key: intro_cpu
notebook_task:
notebook_path: 0-introduction/01_cpu_intro.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
sample_table: intro_shipments
output_table: intro_routes_cpu
num_shipments: "50"
num_routes: "6"
- task_key: intro_gpu
depends_on:
- task_key: intro_cpu
environment_key: intro_gpu
compute:
hardware_accelerator: GPU_1xA10
notebook_task:
notebook_path: 0-introduction/02_gpu_intro.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
sample_table: intro_shipments
output_table: intro_routes_gpu
num_shipments: "50"
num_routes: "6"
solver_minutes: "2"
routing_end_to_end:
name: "[${bundle.target}] Routing Address-First"
max_concurrent_runs: 1
performance_target: PERFORMANCE_OPTIMIZED
environments:
- environment_key: serverless_spark
spec:
environment_version: "5"
- environment_key: serverless_gpu
spec:
environment_version: "4"
tasks:
- task_key: 1a_load_normalize_addresses
environment_key: serverless_spark
notebook_task:
notebook_path: 1-preprocessing-geocoding/03_load_and_normalize_addresses.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
row_limit: "50000"
- task_key: 1_prepare_assets
job_cluster_key: asset_prep_cluster
notebook_task:
notebook_path: 1-preprocessing-geocoding/01_prepare_assets.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
volume: ${var.volume}
region: ${var.region}
- task_key: 1_validate_services
depends_on:
- task_key: 1_prepare_assets
job_cluster_key: geocode_cluster
notebook_task:
notebook_path: 1-preprocessing-geocoding/02_validate_services.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
volume: ${var.volume}
region: ${var.region}
- task_key: 1b_geocode_addresses
depends_on:
- task_key: 1a_load_normalize_addresses
- task_key: 1_validate_services
job_cluster_key: geocode_cluster
notebook_task:
notebook_path: 1-preprocessing-geocoding/04_geocode_addresses_photon.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
- task_key: 1c_build_shipments
depends_on:
- task_key: 1b_geocode_addresses
environment_key: serverless_spark
notebook_task:
notebook_path: 1-preprocessing-geocoding/05_build_shipments.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
- task_key: 2a_cluster_shipments
depends_on:
- task_key: 1c_build_shipments
environment_key: serverless_spark
notebook_task:
notebook_path: 2a-cpu-route-optimization/01_cluster_shipments.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
shipments_table: raw_shipments
num_shipments: "40000"
num_routes: "320"
- task_key: 2a_resolve_osrm
depends_on:
- task_key: 2a_cluster_shipments
job_cluster_key: cpu_distance_cluster
notebook_task:
notebook_path: 2a-cpu-route-optimization/02_resolve_osrm_distances.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
num_shipments: "40000"
- task_key: 2a_finalize_routing
depends_on:
- task_key: 2a_resolve_osrm
environment_key: serverless_spark
notebook_task:
notebook_path: 2a-cpu-route-optimization/03_build_routing_table.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
num_shipments: "40000"
- task_key: 2a_cpu_optimize
depends_on:
- task_key: 2a_finalize_routing
job_cluster_key: cpu_optimize_cluster
notebook_task:
notebook_path: 2a-cpu-route-optimization/04_route_optimization.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
num_shipments: "40000"
temp_volume: ${var.volume}
optimized_routes_table: optimized_routes
- task_key: 2b_prepare_sparse_graph
depends_on:
- task_key: 1c_build_shipments
environment_key: serverless_spark
notebook_task:
notebook_path: 2b-gpu-route-optimization/01_prepare_sparse_graph.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
shipments_table: raw_shipments
num_shipments: "10000"
num_routes: "80"
- task_key: 2b_resolve_sparse_osrm
depends_on:
- task_key: 2b_prepare_sparse_graph
job_cluster_key: gpu_distance_cluster
notebook_task:
notebook_path: 2b-gpu-route-optimization/02_resolve_sparse_osrm.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
num_shipments: "10000"
- task_key: 2b_gpu_optimize
depends_on:
- task_key: 2b_resolve_sparse_osrm
environment_key: serverless_gpu
compute:
hardware_accelerator: GPU_1xA10
notebook_task:
notebook_path: 2b-gpu-route-optimization/03_route_optimization.py
base_parameters:
catalog: ${var.catalog}
schema: ${var.schema}
shipments_table: raw_shipments
num_shipments: "10000"
num_routes: "80"
max_van: "8000"
solver_minutes: "20"
optimized_routes_table: optimized_routes_gpu_10000