Class that selects examples based on semantic similarity. It extends the BaseExampleSelector class.
class SemanticSimilarityExampleSelectorconst exampleSelector = await SemanticSimilarityExampleSelector.fromExamples(
[
{ input: "happy", output: "sad" },
{ input: "tall", output: "short" },
{ input: "energetic", output: "lethargic" },
{ input: "sunny", output: "gloomy" },
{ input: "windy", output: "calm" },
],
new OpenAIEmbeddings(),
HNSWLib,
{ k: 1 },
);
const dynamicPrompt = new FewShotPromptTemplate({
exampleSelector,
examplePrompt: PromptTemplate.fromTemplate(
"Input: {input}\nOutput: {output}",
),
prefix: "Give the antonym of every input",
suffix: "Input: {adjective}\nOutput:",
inputVariables: ["adjective"],
});
console.log(await dynamicPrompt.format({ adjective: "rainy" }));A path to the module that contains the class, eg. ["langchain", "llms"] Usually should be the same as the entrypoint the class is exported from.
Adds an example to the example selector.
Selects examples from the example selector given the input variables.
Creates a new instance of LengthBasedExampleSelector and adds a list of examples to it.
The name of the serializable. Override to provide an alias or to preserve the serialized module name in minified environments.
Implemented as a static method to support loading logic.
A path to the module that contains the class, eg. ["langchain", "llms"]
Adds an example to the example selector.
Selects examples from the example selector given the input variables.
The name of the serializable. Override to provide an alias or
A path to the module that contains the class, eg. ["langchain", "llms"]