4paradigm / 4paradigm/OpenMLDB

load data: load parquet to online, unable to ensure correctness

Abierto
#3,424 0 comentarios 0 reacciones 2 asignados Reclamado por @vagetablechicken Ver en GitHub
batch-engine bug high-priority
Lenguaje dominante
C++
Estrellas
1.7k
Forks
331
Merge medio
12 d 12 h
PR fusionados (30 d)
1

Descripción

load data can't ensure correctness: insert more rows to online than parquet file

Steps:
1. load data from parquet ( 600 million rows, 3.5 G parquet file in disk, 300 parquet files total )
2. with spark local, driver memory: 64G, max task in parallel: 8
3. spark will split job into 50 tasks, and 8 tasks one time
4. tasks might fail due to `IOException`, rpc to tablet server timeout of 20s
5. spark sees to retry the whole job (50 tasks), result in insert data from parquet double times

Guía de contribución

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Línea de trabajo

The issue describes a data loading correctness problem in OpenMLDB involving Spark jobs and Parquet files. Look at the load data flow, likely in the Spark connector or ingestion module, focusing on task failure handling and retry logic. Check for idempotency mechanisms and RPC timeout configurations to tablet servers. Running a test with a smaller dataset to reproduce the duplicate insertion would be a first step.

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

Evaluación

Stack tecnológico
spark
Área
data-engineering, databases
Tipo de issue
Error
Dificultad
4/5
Tiempo estimado
3-5 días
Estado de actividad
Estancado
Claridad
Bastante claro
Aptitud para principiantes
35/100

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