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Arize enum to specify your model environment represented in the platform for further analysis and comparisons
| Environment | SDK Environment | Description |
|---|---|---|
| Training | Environments.TRAINING | An environment used to develop and train ML models (data prep, data processing, and model tuning) |
| Validation | Environments.VALIDATION | An environment used to evaluate and fine-tune ML models before deployment (testing performance separate from training data) |
| Production | Environments.PRODUCTION | An environment to deploy ML modelsand serve predictions |
| Corpus | Environments.CORPUS | An environment used to send Corpus/Knowledge Base data to Arize. |
Code Example
response = arize_client.log(
(model_id = "sample-model"),
...(environment = Environments.TRAINING)
);
response = arize_client.log(
(model_id = "sample-model"),
...(environment = Environments.VALIDATION)
);
response = arize_client.log(
(model_id = "sample-model"),
...(environment = Environments.PRODUCTION)
);
response = arize_client.log(
(model_id = "sample-model"),
...(environment = Environments.CORPUS)
);