fix CI

examples/flex-flows/basic/README.md

@@ -25,7 +25,20 @@ cat ../.env
 python programmer.py
 ```
 
-- Test flow
+- Test flow with connection
+
+Storing connection info in .env with plaintext is not safe. We recommend to use `pf connection` to guard secrets like `api_key` from leak.
+
+- Show or create `open_ai_connection`
+```bash
+# create connection from `azure_openai.yml` file
+# Override keys with --set to avoid yaml file changes
+pf connection create --file ../../connections/azure_openai.yml --set api_key=<your_api_key> api_base=<your_api_base>
+
+# check if connection exists
+pf connection show -n open_ai_connection
+```
+
 ```bash
 # test with default input value in flow.flex.yaml
 pf flow test --flow .
@@ -62,39 +75,6 @@ pf run show-details --name $name
 pf run visualize --name $name
 ```
 
-## Run flow with connection
-Storing connection info in .env with plaintext is not safe. We recommend to use `pf connection` to guard secrets like `api_key` from leak.
-
-- Show or create `open_ai_connection`
-```bash
-# create connection from `azure_openai.yml` file
-# Override keys with --set to avoid yaml file changes
-pf connection create --file ../../connections/azure_openai.yml --set api_key=<your_api_key> api_base=<your_api_base>
-
-# check if connection exists
-pf connection show -n open_ai_connection
-```
-
-- Test using connection secret specified in environment variables
-**Note**: we used `'` to wrap value since it supports raw value without escape in powershell & bash. For windows command prompt, you may remove the `'` to avoid it become part of the value.
-
-```bash
-# test with default input value in flow.flex.yaml
-pf flow test --flow . --environment-variables AZURE_OPENAI_API_KEY='${open_ai_connection.api_key}' AZURE_OPENAI_ENDPOINT='${open_ai_connection.api_base}'
-```
-
-- Create run using connection secret binding specified in environment variables, see [run.yml](run.yml)
-```bash
-# create run
-pf run create --flow . --data ./data.jsonl --stream --environment-variables AZURE_OPENAI_API_KEY='${open_ai_connection.api_key}' AZURE_OPENAI_ENDPOINT='${open_ai_connection.api_base}' --column-mapping text='${data.text}'
-# create run using yaml file
-pf run create --file run.yml --stream
-
-# show outputs
-name=$(pf run list -r 10 | jq '.[] | select(.name | contains("basic_")) | .name'| head -n 1 | tr -d '"')
-pf run show-details --name $name
-```
-
 ## Run flow in cloud with connection
 - Assume we already have a connection named `open_ai_connection` in workspace.
 ```bash
@@ -106,7 +86,7 @@ az configure --defaults group=<your_resource_group_name> workspace=<your_workspa
 - Create run
 ```bash
 # run with environment variable reference connection in azureml workspace
-pfazure run create --flow . --data ./data.jsonl --environment-variables AZURE_OPENAI_API_KEY='${open_ai_connection.api_key}' AZURE_OPENAI_ENDPOINT='${open_ai_connection.api_base}' --column-mapping text='${data.text}' --stream
+pfazure run create --flow . --data ./data.jsonl --column-mapping text='${data.text}' --stream
 # run using yaml file
 pfazure run create --file run.yml --stream
 ```
@@ -128,4 +108,3 @@ pfazure run show-details --name $name
 # visualize run in browser
 pfazure run visualize --name $name
 ```
-