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Update MLflow notebook #1122

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merged 3 commits into from
Nov 20, 2019
Merged

Update MLflow notebook #1122

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4ed2bc0
Import resources from MLflow talk
Nov 20, 2019
efdfe1f
Update structure of notebook
Nov 20, 2019
1926c3e
Add link to SparkAI Summit talk
Nov 20, 2019
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10 changes: 10 additions & 0 deletions examples/models/mlflow_server_ab_test_ambassador/MLproject
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Original file line number Diff line number Diff line change
@@ -0,0 +1,10 @@
name: mlflow-talk

conda_env: conda.yaml

entry_points:
main:
parameters:
alpha: float
l1_ratio: {type: float, default: 0.1}
command: "python train.py {alpha} {l1_ratio}"
32 changes: 16 additions & 16 deletions ...es/models/mlflow_server_ab_test_ambassador/ab-test-mlflow-model-server-seldon-config.yaml
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Expand Up @@ -6,19 +6,19 @@ metadata:
spec:
name: mlflow-deployment
predictors:
- graph:
children: []
implementation: MLFLOW_SERVER
modelUri: gs://seldon-models/mlflow/elasticnet_wine
name: wines-classifier
name: a-mlflow-deployment-dag
replicas: 1
traffic: 20
- graph:
children: []
implementation: MLFLOW_SERVER
modelUri: gs://seldon-models/mlflow/elasticnet_wine
name: wines-classifier
name: b-mlflow-deployment-dag
replicas: 1
traffic: 80
- graph:
children: []
implementation: MLFLOW_SERVER
modelUri: gs://seldon-models/mlflow/model-a
name: wines-classifier
name: a-mlflow-deployment-dag
replicas: 1
traffic: 80
- graph:
children: []
implementation: MLFLOW_SERVER
modelUri: gs://seldon-models/mlflow/model-b
name: wines-classifier
name: b-mlflow-deployment-dag
replicas: 1
traffic: 20
8 changes: 8 additions & 0 deletions examples/models/mlflow_server_ab_test_ambassador/conda.yaml
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Original file line number Diff line number Diff line change
@@ -0,0 +1,8 @@
name: mlflow-talk
channels:
- defaults
dependencies:
- python=3.6
- scikit-learn=0.19.1
- pip:
- mlflow>=1.0
Binary file modified examples/models/mlflow_server_ab_test_ambassador/images/grafana-mlflow.jpg
100755 → 100644
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14 changes: 7 additions & 7 deletions examples/models/mlflow_server_ab_test_ambassador/mlflow-model-server-seldon-config.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -6,10 +6,10 @@ metadata:
spec:
name: mlflow-deployment
predictors:
- graph:
children: []
implementation: MLFLOW_SERVER
modelUri: gs://seldon-models/mlflow/elasticnet_wine
name: wines-classifier
name: mlflow-deployment-dag
replicas: 1
- graph:
children: []
implementation: MLFLOW_SERVER
modelUri: gs://seldon-models/mlflow/model-a
name: wines-classifier
name: mlflow-deployment-dag
replicas: 1
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