107 lines
3.1 KiB
V
107 lines
3.1 KiB
V
module jina
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import incubaid.herolib.core.httpconnection
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import json
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pub enum JinaRerankModel {
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reranker_v2_base_multilingual // 278M
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reranker_v1_base_en // 137M
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reranker_v1_tiny_en // 33M
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reranker_v1_turbo_en // 38M
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colbert_v1_en // 137M
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}
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// RankAPIInput represents the input for reranking requests
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pub struct RerankInput {
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pub mut:
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model string @[required] // Model name
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query string @[required] // Query text
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documents []string @[required] // Document texts
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top_n ?int // Optional: Number of top results to return
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return_documents ?bool // Optional: Flag to determine if the documents should be returned
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}
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// RankingOutput represents the response from reranking requests
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pub struct RankingOutput {
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pub mut:
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model string
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results []RankResult
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usage Usage
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object string
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}
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// RankResult represents a single reranking result
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pub struct RankResult {
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pub mut:
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document RankDocument
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index int
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relevance_score f64
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}
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// RankDocument represents a single document for reranking
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pub struct RankDocument {
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pub mut:
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text string
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}
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// to_string converts a JinaRerankModel enum to its string representation as expected by the Jina API
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pub fn (m JinaRerankModel) to_string() string {
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return match m {
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.reranker_v2_base_multilingual { 'jina-reranker-v2-base-multilingual' }
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.reranker_v1_base_en { 'jina-reranker-v1-base-en' }
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.reranker_v1_tiny_en { 'jina-reranker-v1-tiny-en' }
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.reranker_v1_turbo_en { 'jina-reranker-v1-turbo-en' }
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.colbert_v1_en { 'jina-colbert-v1-en' }
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}
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}
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// from_string converts a string to a JinaRerankModel enum, returning an error if the string is invalid
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pub fn jina_rerank_model_from_string(s string) !JinaRerankModel {
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return match s {
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'jina-reranker-v2-base-multilingual' { JinaRerankModel.reranker_v2_base_multilingual }
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'jina-reranker-v1-base-en' { JinaRerankModel.reranker_v1_base_en }
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'jina-reranker-v1-tiny-en' { JinaRerankModel.reranker_v1_tiny_en }
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'jina-reranker-v1-turbo-en' { JinaRerankModel.reranker_v1_turbo_en }
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'jina-colbert-v1-en' { JinaRerankModel.colbert_v1_en }
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else { return error('Invalid JinaRerankModel string: ${s}') }
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}
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}
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@[params]
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pub struct RerankParams {
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pub mut:
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model JinaRerankModel @[required]
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query string @[required]
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documents []string @[required]
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top_n ?int // Optional: Number of top results to return
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return_documents ?bool // Optional: Flag to determine if the documents should be returned
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}
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// Rerank documents based on a query
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pub fn (mut j Jina) rerank(params RerankParams) !RankingOutput {
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mut rank_input := RerankInput{
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model: params.model.to_string()
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query: params.query
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documents: params.documents
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}
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if v := params.top_n {
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rank_input.top_n = v
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}
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if v := params.return_documents {
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rank_input.return_documents = v
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}
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req := httpconnection.Request{
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method: .post
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prefix: 'v1/rerank'
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dataformat: .json
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data: json.encode(rank_input)
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}
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mut httpclient := j.httpclient()!
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response := httpclient.post_json_str(req)!
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return json.decode(RankingOutput, response)!
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}
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