diff --git a/docs/source/develop.md b/docs/source/develop.md
index 4d0812ae..0d4f7f26 100644
--- a/docs/source/develop.md
+++ b/docs/source/develop.md
@@ -10,39 +10,80 @@ We use the following toolsseed isortseed isortseed isort for linting and formatt
 
 Style configurations of yapf and isort can be found in [setup.cfg](../../setup.cfg).
 We use [pre-commit hook](https://pre-commit.com/) that checks and formats for `flake8`, `yapf`, `seed-isort-config`, `isort`, `trailing whitespaces`,
- fixes `end-of-files`, sorts `requirments.txt` automatically on every commit.
- The config for a pre-commit hook is stored in [.pre-commit-config](../../.pre-commit-config.yaml).
- After you clone the repository, you will need to install initialize pre-commit hook.
- ```bash
- pip install -r requirements/tests.txt
- ```
- From the repository folder
- ```bash
- pre-commit install
- ```
-
- After this on every commit check code linters and formatter will be enforced.
-
- If you want to use pre-commit to check all the files, you can run
- ```bash
- pre-commit run --all-files
- ```
-
- If you only want to format and lint your code, you can run
- ```bash
- make linter
- ```
-
- ## 2. Test
- ### 2.1 Unit test
- ```bash
- make test
- ```
-
- ### 2.2 Test data
- TODO
-
- ## 3. Build pip package
- ```bash
- make whl
- ```
+fixes `end-of-files`, sorts `requirments.txt` automatically on every commit.
+The config for a pre-commit hook is stored in [.pre-commit-config](../../.pre-commit-config.yaml).
+After you clone the repository, you will need to install initialize pre-commit hook.
+```bash
+pip install -r requirements/tests.txt
+```
+From the repository folder
+```bash
+pre-commit install
+```
+
+After this on every commit check code linters and formatter will be enforced.
+
+If you want to use pre-commit to check all the files, you can run
+```bash
+pre-commit run --all-files
+```
+
+If you only want to format and lint your code, you can run
+```bash
+make linter
+```
+
+## 2. Test
+### 2.1 Unit test
+```bash
+make test
+```
+
+### 2.2 Test data
+TODO
+
+## Code Review
+
+1. Run following command to create an aone CR, replace `TARGET_BRANCH` and `CR_NAME` with the one you want.
+    ```shell
+    git push origin HEAD:refs/for/TARGET_BRANCH/CR_NAME
+    ```
+
+    Please refer to [https://yuque.antfin.com/aone/platform/lcg8yr](https://yuque.antfin.com/aone/platform/lcg8yr) for more details.
+
+    The following output is expected.
+    ```shell
+    Counting objects: 5, done.
+    Delta compression using up to 96 threads.
+    Compressing objects: 100% (5/5), done.
+    Writing objects: 100% (5/5), 543 bytes | 0 bytes/s, done.
+    Total 5 (delta 4), reused 0 (delta 0)
+    remote: +------------------------------------------------------------------------+
+    remote: | Merge Request #8949062 was created or updated.                         |
+    remote: | View merge request at URL:                                             |
+    remote: | https://code.aone.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/8949062 |
+    remote: +------------------------------------------------------------------------+
+    To git@gitlab.alibaba-inc.com:Ali-MaaS/MaaS-lib.git
+    * [new branch]      HEAD -> refs/for/master/support_kwargs_pipeline
+    ```
+
+2. Open the remote url `https://code.aone.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/ID` and edit the title of CR with following format before merging your code:
+    * Feature
+        ```shell
+        [to #AONE_ID] feat: commit title
+        * commit msg1
+        * commit msg2
+        ```
+    * Bugfix
+        ```shell
+        [to #AONE_ID] fix: commit title
+        * commit msg1
+        * commit msg2
+        ```
+
+
+
+## Build pip package
+```bash
+make whl
+```
diff --git a/maas_lib/pipelines/builder.py b/maas_lib/pipelines/builder.py
index 703dd33f..acaccf05 100644
--- a/maas_lib/pipelines/builder.py
+++ b/maas_lib/pipelines/builder.py
@@ -67,10 +67,12 @@ def pipeline(task: str = None,
 
     if pipeline_name is None:
         # get default pipeline for this task
-        assert task in PIPELINES.modules, f'No pipeline is registerd for Task {task}'
+        assert task in PIPELINES.modules, f'No pipeline is registered for Task {task}'
         pipeline_name = get_default_pipeline(task)
 
     cfg = ConfigDict(type=pipeline_name)
+    if kwargs:
+        cfg.update(kwargs)
 
     if model:
         assert isinstance(model, (str, Model)), \