ExampleGen
E457342
ExampleGen is a TensorFlow Extended (TFX) component responsible for ingesting and converting raw data into standardized examples for machine learning pipelines.
Statements (49)
| Predicate | Object |
|---|---|
| instanceOf |
TFX component
ⓘ
data ingestion component ⓘ |
| abbreviationOf | Example Generator ⓘ |
| category |
MLOps tooling
ⓘ
data engineering for ML ⓘ |
| configurableBy |
input configuration
ⓘ
output configuration ⓘ splits configuration ⓘ |
| developedBy | Google NERFINISHED ⓘ |
| documentedAt | https://www.tensorflow.org/tfx/guide/examplegen ⓘ |
| ecosystem | TensorFlow ecosystem ⓘ |
| hasSubcomponent |
BigQueryExampleGen
NERFINISHED
ⓘ
CsvExampleGen NERFINISHED ⓘ FileBasedExampleGen ⓘ ImportExampleGen NERFINISHED ⓘ custom ExampleGen subclasses ⓘ |
| implementedWith | Apache Beam NERFINISHED ⓘ |
| input | raw data ⓘ |
| license | Apache License 2.0 ⓘ |
| output |
TFX Example artifacts
ⓘ
standardized examples ⓘ tf.Example records ⓘ |
| partOf |
TFX pipeline orchestration
ⓘ
TensorFlow Extended NERFINISHED ⓘ |
| precedes |
SchemaGen
NERFINISHED
ⓘ
StatisticsGen NERFINISHED ⓘ Trainer ⓘ Transform ⓘ |
| responsibleFor |
creating standardized examples
ⓘ
data conversion ⓘ data ingestion ⓘ |
| supportsFeature |
beam-based data processing
ⓘ
custom split configuration ⓘ data shuffling ⓘ incremental data ingestion ⓘ span-based data versioning ⓘ train-eval data splitting ⓘ |
| supportsFormat |
Avro
NERFINISHED
ⓘ
BigQuery NERFINISHED ⓘ CSV NERFINISHED ⓘ Parquet NERFINISHED ⓘ TFRecord NERFINISHED ⓘ custom data sources ⓘ |
| usedBy |
TFX Evaluator component
ⓘ
TFX Trainer component ⓘ TFX Transform component NERFINISHED ⓘ |
| usedIn |
TensorFlow Extended pipelines
NERFINISHED
ⓘ
machine learning pipelines ⓘ |
| writtenIn | Python NERFINISHED ⓘ |
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.