CREATE TABLE#
To create a table, we can specify the schema of the table.
CREATE TABLE [IF NOT EXISTS] table_name ( [
column_name data_type
[, ... ]
] );
Below is an example:
CREATE TABLE IF NOT EXISTS MyCSV (
id INTEGER UNIQUE,
frame_id INTEGER,
video_id INTEGER,
dataset_name TEXT,
label TEXT,
bbox NDARRAY FLOAT32(4),
object_id INTEGER
);
Below are all supported column types:
INTEGER
TEXT
FLOAT
NDARRAY
BOOLEAN
Note
Check NdArrayType for available NDARRAY types.
We can also create table from the output of a SELECT
query.
CREATE TABLE [IF NOT EXISTS] table_name
AS select_query
Below is an example:
CREATE TABLE UADETRAC_FastRCNN AS
SELECT id, FastRCNNObjectDetector(frame).labels
FROM UADETRAC
WHERE id<5;
CREATE FUNCTION#
To register an user-defined function, specify the implementation details of the function.
CREATE FUNCTION IF NOT EXISTS FastRCNNObjectDetector
INPUT (frame NDARRAY UINT8(3, ANYDIM, ANYDIM))
OUTPUT (labels NDARRAY STR(ANYDIM), bboxes NDARRAY FLOAT32(ANYDIM, 4),
scores NDARRAY FLOAT32(ANYDIM))
TYPE Classification
IMPL 'evadb/functions/fastrcnn_object_detector.py';
CREATE FUNCTION via Type#
CREATE [OR REPLACE] FUNCTION [IF NOT EXISTS] function_name
[ FROM ( select ) ]
TYPE function_type
[ parameter [ ...] ]
Where the parameter is key value
pair.
Warning
For one CREATE FUNCTION
query, we can specify OR REPLACE
or IF NOT EXISTS
or neither, but not both.
Note
Go over HuggingFace Models, Model Training with Ludwig, and Time Series Forecasting to check examples for creating function via type.