Real ChatGPT answer · index seedBh6Vmbcm7WkcompleteB2B software · data and analytics platformsinformational
I keep getting memory limit errors when running my AWS Glue job to process a large JSON dataset, how do I debug this and optimize my Spark configurations?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I keep getting memory limit errors when running my AWS Glue job to process a large JSON dataset, how do I debug this and optimize my Spark configurations?
3 real searches · 1 real-search pass
AWS Glue Spark job memory optimization JSON data Spark UI skew partitioning worker types documentationGoogle ↗
OBSERVEDReason
AWS Glue job parameters Spark memory executor memory worker type G.2X documentationGoogle ↗
OBSERVEDInstruction
AWS Glue observability metrics memory utilization spill Spark UI documentationGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
AWS Glue Spark job memory optimization JSON data Spark UI skew partitioning worker types documentation Google ↗
AWS Glue job parameters Spark memory executor memory worker type G.2X documentation Google ↗
AWS Glue observability metrics memory utilization spill Spark UI documentation Google ↗
- Parallelize tasks · docs.aws.amazon.com
- Optimize shuffles · docs.aws.amazon.com
- Configuring job properties for Spark jobs in AWS Glue · docs.aws.amazon.com
- AWS Glue worker types · docs.aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AWS Glue Spark job memory optimization JSON data Spark UI skew partitioning worker types documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AWS Glue job parameters Spark memory executor memory worker type G.2X documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AWS Glue observability metrics memory utilization spill Spark UI documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |