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extract_model.md

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Model deployment

Tutorial

Steps

  • gcloud auth login
  • bq --project_id taxi-rides-ny extract -m nytaxi.tip_model gs://taxi_ml_model/tip_model
  • mkdir /tmp/model
  • gsutil cp -r gs://taxi_ml_model/tip_model /tmp/model
  • mkdir -p serving_dir/tip_model/1
  • cp -r /tmp/model/tip_model/* serving_dir/tip_model/1
  • docker pull tensorflow/serving
  • docker run -p 8501:8501 --mount type=bind,source=pwd/serving_dir/tip_model,target= /models/tip_model -e MODEL_NAME=tip_model -t tensorflow/serving &
  • curl -d '{"instances": [{"passenger_count":1, "trip_distance":12.2, "PULocationID":"193", "DOLocationID":"264", "payment_type":"2","fare_amount":20.4,"tolls_amount":0.0}]}' -X POST http://localhost:8501/v1/models/tip_model:predict
  • http://localhost:8501/v1/models/tip_model