From 884fdab3d6be8614711df4fabb5422c45f45dcd2 Mon Sep 17 00:00:00 2001
From: "Mats E. Mollestad" <mats@mollestad.no>
Date: Mon, 27 Dec 2021 12:32:56 +0100
Subject: [PATCH] Bumped poetry version

---
 README.md      | 19 +++++++++++++++++++
 pyproject.toml |  2 +-
 2 files changed, 20 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index bc91f00..4d71641 100644
--- a/README.md
+++ b/README.md
@@ -119,6 +119,25 @@ await (DataImporters.data_set(DataSets.IRIS)
     .export_model(Exporters.aws_s3(...))
 ```
 
+## Predict
+```python
+ModelLoaders
+    .aws_s3("path/to/model", s3_config)
+    .import_data(
+        DataImporters.sql(sql_url, sql_query)
+    )
+    .predict()
+```
+
+## Extract result
+```python
+ModelLoaders
+    .aws_s3(...)
+    .import_data(...)
+    .predict()
+    .extract(prediction_as="target", metadata=['entry_id'], exporter=DataExporters.disk("predictions.csv"))
+```
+
 ## Examples
 An example of the IRIS data set which trains a model to perfection
 
diff --git a/pyproject.toml b/pyproject.toml
index ed9bb19..ea9833c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "benderml"
-version = "0.1.4"
+version = "0.1.5"
 description = "A Python package that makes ML processes easier, faster and less error prone"
 authors = ["Mats E. Mollestad <mats@mollestad.no>"]
 license = "Apache-2.0"