hf_text-generation-inference/aml/deployment.yaml

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$schema: https://azuremlschemas.azureedge.net/latest/managedOnlineDeployment.schema.json
name: bloom-deployment
endpoint_name: bloom-inference
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model: azureml:bloom:1
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model_mount_path: /var/azureml-model
environment_variables:
MODEL_BASE_PATH: /var/azureml-model/bloom
MODEL_NAME: bigscience/bloom
NUM_GPUS: 8
environment:
image: db4c2190dd824d1f950f5d1555fbadf0.azurecr.io/text-generation-inference:0.3.1
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inference_config:
liveness_route:
port: 3000
path: /health
readiness_route:
port: 3000
path: /health
scoring_route:
port: 3000
path: /generate
instance_type: Standard_ND96amsr_A100_v4
request_settings:
request_timeout_ms: 90000
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max_concurrent_requests_per_instance: 256
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liveness_probe:
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initial_delay: 600
timeout: 90
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period: 120
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success_threshold: 1
failure_threshold: 5
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readiness_probe:
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initial_delay: 600
timeout: 90
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period: 120
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success_threshold: 1
failure_threshold: 5
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instance_count: 1