SaschaHeyer
/ description.py
Created
September 21, 2022 18:50
Vertex AI Model Versioining - Description
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| aiplatform.Model.upload( | |
| version_description="This is a test version description" | |
| ) |
SaschaHeyer
/ version.py
Created
September 21, 2022 18:42
Vertex AI Model Versioning - Model Version
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| aiplatform.Model.upload( | |
| labels={"release": "stable"}, | |
| ) |
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| models = aiplatform.Model.list(filter=f"labels.release=stable") | |
| print("Number of models:", len(models)) | |
| print("Version ID:", models[0].version_id) |
SaschaHeyer
/ remove_models_with_no_traffic.py
Created
September 11, 2022 09:00
Vertex AI Model Versioning
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| for model in endpoint.list_models(): | |
| if model.id not in endpoint.traffic_split: | |
| endpoint.undeploy(deployed_model_id = model.id) |
SaschaHeyer
/ embedding.json
Last active
September 5, 2022 19:45
Recommendations System Deep Learning embedding
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| [0.173280731, -0.180692792, 0.184972495, -0.158537686, 0.0464187413, 0.0330387875, -0.082017608, | |
| 0.116319604, 0.114213862, -0.0770902932, 0.140490398, -0.123474516, -0.143807605, -0.16269505, | |
| 0.0953937843, 0.00816709, -0.180989, 0.174584985, 0.0205909405, -0.0414723866, -0.0688794553, | |
| -0.101598516, -0.0432119258, 0.0707893446, -0.0506613851, -0.132895559, -0.00127901766, -0.111646101, | |
| 0.126078412, 0.13549535, -0.0555192493, 0.196069285, -0.080629319, 0.130173147, -0.145848453, | |
| 0.17148535, 0.000497843954, 0.0905586, -0.0872443244, -0.0277212523, 0.0125280414, -0.0683887079, | |
| -0.0402347669, 0.165481687, 0.0783747, -0.000467181439, 0.0971193463, 0.134140953, 0.102389038, | |
| -0.109147869, 0.186242402, 0.158349961, 0.0761855766, -0.187734008, 0.0172080304, 0.159282789, | |
| -0.155050635, -0.0161176361, -0.0204912461, -0.12683472, -0.0215795655, -0.184450388, 0.0941895545, | |
| -0.0449598655] |
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| { | |
| "parentModel": "", | |
| "modelId": "", | |
| "model": { } | |
| } |
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| model_uploaded = aiplatform.Model.upload( | |
| serving_container_image_uri = "us-central1-docker.pkg.dev/cloud-ml-algos/two-tower/deploy", | |
| ) |
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| training_args = ["--training_data_path", TRAINING_DATA_PATH, | |
| "--input_schema_path", INPUT_SCHEMA_PATH, | |
| "--job-dir", OUTPUT_DIR, | |
| "--train_batch_size", str(TRAIN_BATCH_SIZE), | |
| "--num_epochs", str(NUM_EPOCHS) | |
| ] | |
| worker_pool_specs = [ | |
| { | |
| "machine_spec": { |
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| { | |
| "query":{ | |
| "user_id":{ | |
| "feature_type":"Id", | |
| "config":{ | |
| "num_buckets":91 | |
| } | |
| } | |
| }, | |
| "candidate":{ |
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| { | |
| "predictions": [ | |
| { | |
| "confidence": 0.9409326314926147, | |
| "sentiment": "POSITIVE" | |
| }, | |
| { | |
| "confidence": 0.9964427351951599, | |
| "sentiment": "NEGATIVE" | |
| } |