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# JSON Compatibility
Comet can evaluate JSON expressions (`get_json_object`, `from_json`, `to_json`,
`json_array_length`) two ways:
- **Codegen dispatcher (default):** Spark's own `doGenCode` for the expression
runs inside the Comet pipeline (via Comet's Arrow-direct codegen dispatcher),
giving byte-exact compatibility with Spark at the cost of a JNI roundtrip per
batch. This rides the codegen dispatcher
(`spark.comet.exec.scalaUDF.codegen.enabled`, enabled by default); if the
dispatcher is disabled, the operator falls back to Spark.
- **Native (rust) path:** the native DataFusion implementation. Faster, but has
known compatibility gaps with Spark on certain inputs, so it is **opt-in per
expression** via the expression's `allowIncompatible` config. Any expression or
input case with no native implementation falls back to the codegen dispatcher.
## Expression coverage
| SQL | Native (rust) path | Opt-in config |
| ------------------- | ---------------------------------------------------------------------------------------------- | ------------------------------------------------------------ |
| `get_json_object` | Supported, with gaps on single-quoted JSON and unescaped control characters | `spark.comet.expression.GetJsonObject.allowIncompatible` |
| `from_json` | Supported with restrictions (PERMISSIVE mode only, simple schema types only) | `spark.comet.expression.JsonToStructs.allowIncompatible` |
| `to_json` | Supported for struct inputs only, no options | `spark.comet.expression.StructsToJson.allowIncompatible` |
| `json_array_length` | Supported, with gaps on single-quoted JSON, unescaped control characters, and trailing content | `spark.comet.expression.LengthOfJsonArray.allowIncompatible` |
When the native path is enabled but an expression or input case has no native
implementation (for example `to_json` with map or array inputs, or `from_json`
with an unsupported schema), Comet falls back to the codegen dispatcher for that
case.
## When to use the native path
- You want the faster native path and your inputs avoid the known compatibility
gaps above.
- Enable it per expression, for example
`spark.comet.expression.GetJsonObject.allowIncompatible=true`. Cases the native path
does not cover still fall back to the codegen dispatcher.