Class SemanticChunkingConfiguration
- All Implemented Interfaces:
Serializable,SdkPojo,ToCopyableBuilder<SemanticChunkingConfiguration.Builder,SemanticChunkingConfiguration>
Settings for semantic document chunking for a data source. Semantic chunking splits a document into into smaller documents based on groups of similar content derived from the text with natural language processing.
With semantic chunking, each sentence is compared to the next to determine how similar they are. You specify a threshold in the form of a percentile, where adjacent sentences that are less similar than that percentage of sentence pairs are divided into separate chunks. For example, if you set the threshold to 90, then the 10 percent of sentence pairs that are least similar are split. So if you have 101 sentences, 100 sentence pairs are compared, and the 10 with the least similarity are split, creating 11 chunks. These chunks are further split if they exceed the max token size.
You must also specify a buffer size, which determines whether sentences are compared in isolation, or within a moving
context window that includes the previous and following sentence. For example, if you set the buffer size to
1, the embedding for sentence 10 is derived from sentences 9, 10, and 11 combined.
- See Also:
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Nested Class Summary
Nested Classes -
Method Summary
Modifier and TypeMethodDescriptionfinal IntegerThe dissimilarity threshold for splitting chunks.final IntegerThe buffer size.builder()final booleanfinal booleanequalsBySdkFields(Object obj) final <T> Optional<T>getValueForField(String fieldName, Class<T> clazz) final inthashCode()final IntegerThe maximum number of tokens that a chunk can contain.static Class<? extends SemanticChunkingConfiguration.Builder>final StringtoString()Returns a string representation of this object.Methods inherited from class java.lang.Object
clone, finalize, getClass, notify, notifyAll, wait, wait, waitMethods inherited from interface software.amazon.awssdk.utils.builder.ToCopyableBuilder
copy
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Method Details
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maxTokens
The maximum number of tokens that a chunk can contain.
- Returns:
- The maximum number of tokens that a chunk can contain.
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bufferSize
The buffer size.
- Returns:
- The buffer size.
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breakpointPercentileThreshold
The dissimilarity threshold for splitting chunks.
- Returns:
- The dissimilarity threshold for splitting chunks.
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toBuilder
- Specified by:
toBuilderin interfaceToCopyableBuilder<SemanticChunkingConfiguration.Builder,SemanticChunkingConfiguration>
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builder
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serializableBuilderClass
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hashCode
public final int hashCode() -
equals
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equalsBySdkFields
- Specified by:
equalsBySdkFieldsin interfaceSdkPojo
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toString
Returns a string representation of this object. This is useful for testing and debugging. Sensitive data will be redacted from this string using a placeholder value. -
getValueForField
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sdkFields
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sdkFieldNameToField
- Specified by:
sdkFieldNameToFieldin interfaceSdkPojo
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