From 3560159de0b4b8bb5687edc5b38991d5a79ce17b Mon Sep 17 00:00:00 2001
From: Allegro AI <51604379+allegroai-git@users.noreply.github.com>
Date: Sun, 6 Mar 2022 02:10:30 +0200
Subject: [PATCH] Update readme.md

---
 examples/sklearn/readme.md | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/examples/sklearn/readme.md b/examples/sklearn/readme.md
index ae4908a..7e7acf7 100644
--- a/examples/sklearn/readme.md
+++ b/examples/sklearn/readme.md
@@ -15,13 +15,17 @@ The output will be a model created on the project "serving examples", by the nam
 1. Create serving Service: `clearml-serving create --name "serving example"` (write down the service ID)
 2. Create model endpoint: 
 `clearml-serving --id <service_id> model add --engine sklearn --endpoint "test_model_sklearn" --preprocess "examples/sklearn/preprocess.py" --name "train sklearn model" --project "serving examples"`
+
 Or auto update 
+
 `clearml-serving --id <service_id> model auto-update --engine sklearn --endpoint "test_model_sklearn_auto" --preprocess "examples/sklearn/preprocess.py" --name "train sklearn model" --project "serving examples" --max-versions 2`
+
 Or add Canary endpoint
+
 `clearml-serving --id <service_id> model canary --endpoint "test_model_sklearn_auto" --weights 0.1 0.9 --input-endpoint-prefix test_model_sklearn_auto`
 
-4. Run the clearml-serving container `docker run -v ~/clearml.conf:/root/clearml.conf -p 8080:8080 -e CLEARML_SERVING_TASK_ID=<service_id> clearml-serving:latest`
-5. Test new endpoint: `curl -X POST "http://127.0.0.1:8080/serve/test_model_sklearn" -H "accept: application/json" -H "Content-Type: application/json" -d '{"x0": 1, "x1": 2}'`
+3. Run the clearml-serving container `docker run -v ~/clearml.conf:/root/clearml.conf -p 8080:8080 -e CLEARML_SERVING_TASK_ID=<service_id> clearml-serving:latest`
+4. Test new endpoint: `curl -X POST "http://127.0.0.1:8080/serve/test_model_sklearn" -H "accept: application/json" -H "Content-Type: application/json" -d '{"x0": 1, "x1": 2}'`
 
 > **_Notice:_**  You can also change the serving service while it is already running!
 This includes adding/removing endpoints, adding canary model routing etc.