YAML based query language
Project description
YQML
YAML based query language.
This library will help you convert a YAML into a Query script.
Why using YAML for the query?
The query is purely text, hard to parse and convert into any form that we want. Also programming language can't read query text properly. But YAML does.
If you have a query that become a source of truth in your service, and need to be convertible or extract to every form let say json/yaml/erd/schema/others then this is the answer.
By using YQML, you write the Query in YAML format and it's transformable into SQL syntax.
Advantage
- Your query will be easy to read by your programming language, since its YAML
- Your query is not isolated with Query engine (say Postgres, MySQL, Bigquery), when you're doing some migration, your query is safe.
- you can use sharing function / available yqml library around the world to get you covered, say for building SCD table, Fact accumulated, etc
- You can apply any templating/function before render into some query
Sample
| SQL | YQML |
|---|---|
-- simple syntax
SELECT
id,
name,
address
FROM
persons
|
select:
- id
- name
- address
from: persons
|
-- syntax with CTE
WITH
raw_data AS (
SELECT
id,
name as person_name,
left(address,10) as address
FROM
persons
WHERE
id > 1213
)
SELECT
address,
count(*) total_person
FROM raw_data
GROUP BY 1
|
with:
raw_data:
select:
- name: id
- name: person_name
source: name
- aname: address
source: left(address,10)
from: persons
where: >
id > 1213
select:
- name: address
- name: total_persons
source: count(*)
from: raw_data
group_by:
- address
|
-- syntax with complex templating/function
WITH
scd_type2_raw AS (
SELECT
id,
name as person_name,
left(address,10) as address
FROM
persons
)
-- ..... 1000lines more here
SELECT
person_id,
person_name,
person_address
FROM semi_final_raw
|
function:
- log_to_scd_type2
log_to_scd_type2:
select:
- name: person_id
source: id
- name: person_name
source: name
- name: person_address
source: address
from:
persons
|
Installation
Use the package manager pip to install yqml.
pip install yqml
Usage
from yqml.yqml import YQML
import yaml
content = yaml.safe_load(file)
engine = YQML(content, engine='bigquery')
sql = engine.to_sql()
print(sql)
What's supported now
- Supporting simple SQL (Select, From, Where, Join)
TODO
- Supporting CTE
- Supporting MERGE
- Supporting Scripting
- Better to handling multiple JOIN statement
- Supporting function import / tmplating
Contributing
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.
Please make sure to update tests as appropriate.
License
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