mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-04 04:49:08 +08:00
105 lines
2.8 KiB
Markdown
105 lines
2.8 KiB
Markdown
|
# MEP: Default Value
|
||
|
|
||
|
Current state: Under Discussion
|
||
|
|
||
|
ISSUE: [[Feature]: Support Default Value #23337](https://github.com/milvus-io/milvus/issues/23337)
|
||
|
|
||
|
Keywords: Default, Insert, Upsert
|
||
|
|
||
|
Released: v2.3.1
|
||
|
|
||
|
## Summary
|
||
|
|
||
|
Support Default Value when input data.
|
||
|
|
||
|
## Motivation
|
||
|
|
||
|
For now, Milvus don't support Default function. If the user pass in the same data under a certain field schema, the data can only be passed in repeatedly, which is not so flexible and user-friendly。
|
||
|
|
||
|
We need a way to support Default function, which is more efficient.
|
||
|
|
||
|
## Public Interfaces
|
||
|
|
||
|
Add new field `default_value` in `FieldSchema`
|
||
|
```proto
|
||
|
message FieldSchema {
|
||
|
...
|
||
|
ScalarField default_value = 11; // default_value only support scalars for now
|
||
|
}
|
||
|
```
|
||
|
|
||
|
## Design Details
|
||
|
|
||
|
1. Add the default_value in the field schema as an optional field.
|
||
|
|
||
|
```proto
|
||
|
|
||
|
message FieldSchema {
|
||
|
...
|
||
|
ScalarField default_value = 11; // default_value only support scalars for now
|
||
|
}
|
||
|
```
|
||
|
|
||
|
2. Will use the default_value if no data pass(the field get nil when insert and upsert).
|
||
|
|
||
|
```proto
|
||
|
|
||
|
message FieldData {
|
||
|
...
|
||
|
oneof field {
|
||
|
ScalarField scalars = 3;
|
||
|
VectorField vectors = 4;
|
||
|
}
|
||
|
}
|
||
|
```
|
||
|
|
||
|
```python
|
||
|
# create collection
|
||
|
nb = 3000
|
||
|
fields = [
|
||
|
FieldSchema(name="int64", dtype=DataType.INT64, is_primary=True),
|
||
|
# restrict at most one value to be passed in as the default value
|
||
|
FieldSchema(name="float", dtype=DataType.FLOAT, default_value=1.0)
|
||
|
]
|
||
|
schema = CollectionSchema(
|
||
|
fields=fields, description="collection")
|
||
|
|
||
|
collection = Collection(name="hello_milvus", schema=default_schema)
|
||
|
|
||
|
# insert data
|
||
|
collection.insert(
|
||
|
[
|
||
|
[i for i in range(nb)],
|
||
|
# will use the default_value
|
||
|
[],
|
||
|
]
|
||
|
)
|
||
|
```
|
||
|
## Compatibility, Deprecation, and Migration Plan
|
||
|
|
||
|
| Test Cases | ExpectedBehavior |
|
||
|
|:-----------------------------------------: | :---------------------------------------: |
|
||
|
| schema built in 2.2.x | can be used normally in the new version |
|
||
|
|
||
|
## Test Plan
|
||
|
|
||
|
### Unit Tests
|
||
|
|
||
|
- Test for using default value in proxy
|
||
|
|
||
|
|
||
|
### E2E Tests
|
||
|
| Test Cases | Expected Behavior |
|
||
|
| :------------------------------------------: | :--------------------------------------: |
|
||
|
| set illegal default value | report error |
|
||
|
| set legal default value | use default value as fields data |
|
||
|
| schema built in 2.2.x | can be used normally in the new version |
|
||
|
| don't set default value | the same |
|
||
|
|
||
|
## Rejected Alternatives
|
||
|
|
||
|
Default value is set by column, and the writing method of [1,2,3, {default}, {default}, 4, 5] is not supported.
|
||
|
|
||
|
## References
|
||
|
|
||
|
None
|