4paradigm / 4paradigm/OpenMLDB

The continuous feature values in the gcformat sample data generated by the OpenMLDB SQL feature extraction script are incorrect

Abierto
#3,922 0 comentarios 0 reacciones 1 asignado Asignado a @wyl4pd Ver en GitHub
bug
Lenguaje dominante
C++
Estrellas
1.7k
Forks
331
Merge medio
12 d 12 h
PR fusionados (30 d)
1

Descripción

**Bug Description**
Service Version: 0.9.0
The gcformat sample data generated by the OpenMLDB SQL feature extraction script contains incorrect continuous feature values, all of which are set to 0.

**Expected Behavior**
Current incorrect format: label| slot:sign:origin-value
Correct format: label index| slot:sign:origin-value

**Relation Case**
OpenMLDB SQL Feature Extraction Example:
```
0| 1:0:1 2:4599670039981440374 3:6365000770384461703 4:0:93.200000
1| 1:0:2 2:5613161932270271752 3:-1384602352766124944 4:0:93.075000
0| 1:0:3 2:4599670039981440374 3:-6239076729344379818 4:0:92.893000
```
PICO Feature Extraction Example:
```
0 0| 2:-8773247204422130117:1 3:4042412524814531440 4:6048373541161169225 5:4681710344575317709:0x1.74ccccccccccdp6
1 1| 2:-8773247204422130117:2 3:6142047291687075953 4:1461111459061395210 5:4681710344575317709:0x1.744cccccccccdp6
0 2| 2:-8773247204422130117:3 3:4042412524814531440 4:3353218529862650678 5:4681710344575317709:0x1.73926e978d4fep6
```

**Steps to Reproduce**
1. data schema:
```
id[Int],age[Int],job[String],cons_price_idx[Double],y[Int]
```
2. PICO Feature Extraction Script:
```
target_y = binary_label(y)
f_id = continuous(id)
f_age = discrete(age)
f_job = discrete(job)
f_cons_price_idx = continuous(cons_price_idx)
```
4. OpenMLDB SQL Feature Extraction Script:
```
select gcformat(
binary_label(bool(y)),
continuous(id),
discrete(age),
discrete(job),
continuous(cons_price_idx)
) as instance from main_table
```

Guía de contribución

Abrir la guía de contribución

Línea de trabajo

The issue is about the `gcformat` function in OpenMLDB's SQL feature extraction script incorrectly outputting continuous feature values as 0. Look at the SQL function implementation for `gcformat`, likely in the SQL engine or UDF code. Compare the output format with the expected PICO format. The fix involves adjusting the formatting logic for continuous values. Test with the provided sample schema and SQL query to verify the corrected output.

Escrito por el modelo de indexación a partir del texto del issue.

Evaluación

Stack tecnológico
sql
Área
databases, machine-learning
Tipo de issue
Error
Dificultad
3/5
Tiempo estimado
1-2 días
Estado de actividad
Estancado
Claridad
Bien especificado
Aptitud para principiantes
45/100

Recibe los nuevos issues en tu correo

Un resumen breve de issues de GitHub para principiantes.