AWS Glue error to write redshift > 50000 records

Trying to write the records from S3 text file to Redshit. It running when the record count is around 10000, but running long and further connection timing out when trying to write the entire file (50K records)

df.write.format("jdbc").
option("url", redshiftclusterurl).
option("dbtable", dbtable).
option("user", username).
option("password", password).
option("connectTimeout", "120000").
mode('append').save()