mirror of
https://github.com/infiniflow/ragflow.git
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### What problem does this PR solve? Add a Go driver for Voyage AI (https://voyageai.com), one of the unchecked providers on the umbrella tracking issue #14736. Voyage AI is **embed + rerank only** — no chat, no streaming, no `/v1/models` endpoint. It's the first provider in the Go layer of this shape. Until this PR, a tenant who configured `voyage` as a model provider in the Go layer fell through to the default branch of `internal/entity/models/factory.go` and got the dummy driver. ### What this PR includes - New `internal/entity/models/voyage.go` with a `VoyageModel` implementing the `ModelDriver` interface. - New `conf/models/voyage.json` with 6 embedding models (`voyage-3.5`, `voyage-3.5-lite`, `voyage-3-large`, `voyage-code-3`, `voyage-law-2`, `voyage-finance-2`) and 2 rerank models (`rerank-2`, `rerank-2-lite`). - `factory.go`: route `"voyage"` to `NewVoyageModel`. - `internal/entity/models/voyage_test.go`: 19 unit tests. ### How the driver works - **Embed**: `POST /v1/embeddings`. Response is OpenAI-shaped (`{data: [{embedding, index, object, text}], model, usage}`). Driver reorders by `index`, rejects duplicate / out-of-range / missing slots, and short-circuits empty input without an HTTP call. - **Rerank**: `POST /v1/rerank`. Voyage uses **`top_k`** as the request param name (not `top_n` like Aliyun/SiliconFlow); the driver translates `RerankConfig.TopN` → `top_k`. Response is Cohere-shaped (`{data: [{relevance_score, index}], model}`), so the existing `RerankResponse{Data: []RerankResult{Index, RelevanceScore}}` shape fits cleanly. - **`ListModels`**: returns a hardcoded list of `voyageKnownModels`. Voyage does **not** expose `/v1/models` (probed live, returns 404), so the driver synthesizes the list from the same set the config ships. New upstream models are added by extending one slice. - **`CheckConnection`**: pings a 1-input embed call against `voyage-3.5`. Without `/v1/models`, this is the cheapest way to verify the API key + network path before a tenant tries a real workload. - **`ChatWithMessages` / `ChatStreamlyWithSender` / `Balance` / `TranscribeAudio` / `AudioSpeech` / `OCRFile`**: all return `"no such method"`. Voyage does not host any of these surfaces. No interface change. No new dependencies. ### How was this tested? **19 unit tests** in `internal/entity/models/voyage_test.go` — all pass on go 1.25: ``` $ go test -vet=off -run TestVoyage -count=1 ./internal/entity/models/... ok ragflow/internal/entity/models 0.036s ``` Coverage: Name; Embed (happy path, reorder, empty-input, missing key/model, duplicate index, out-of-range index, missing slot); Rerank (happy path with `top_k` assertion, default-to-len-documents, empty documents, out-of-range index); ListModels (static list, missing key); CheckConnection (happy, 401); chat methods sentinels; Balance sentinel; audio/OCR sentinels. `go build ./internal/entity/models/...` exits 0. **Live integration test** against `api.voyageai.com`: ``` === RUN TestVoyageLiveSmoke [OK] Name() = "voyage" [OK] ListModels (static): 8 models -> [voyage-3.5 voyage-3.5-lite voyage-3-large voyage-code-3 voyage-law-2 voyage-finance-2 rerank-2 rerank-2-lite] [OK] CheckConnection [OK] Embed vectors=3 dim=1024 indices=[0 1 2] [OK] Embed(empty) -> 0 vectors [OK] Rerank results=3 scores=[0.8125 0.59765625 0.39453125] [OK] ChatWithMessages returns voyage, no such method [OK] Balance returns voyage, no such method VOYAGE LIVE SMOKE PASSED --- PASS: TestVoyageLiveSmoke (0.81s) ``` What the live run proves on the wire: - Auth (`Bearer <key>`) accepted by `api.voyageai.com`. - Embed `voyage-3.5` on 3 inputs returns 3 vectors at dim 1024 with `index` field preserved as `[0, 1, 2]` — the reorder-by-index code is exercised on real data. - Empty input short-circuits without an HTTP call (mock server would have been hit if it did). - Rerank `rerank-2` on 3 docs returns 3 real `relevance_score` floats `[0.8125, 0.598, 0.395]`. The `top_k` translation works on the live wire. - All sentinel methods return the documented `"no such method"` strings. ### Note on PR history This branch was previously named for LocalAI Embed work which is now consolidated into PR #14813. The branch was reset to `upstream/main` and rebuilt for Voyage. Diff against `main` is a clean +838 lines across 4 files. ### Type of change - [x] New Feature (non-breaking change which adds functionality) Tracking: #14736 --------- Co-authored-by: Jin Hai <haijin.chn@gmail.com>
400 lines
13 KiB
Go
400 lines
13 KiB
Go
package models
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import (
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"encoding/json"
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"io"
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"net/http"
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"net/http/httptest"
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"strings"
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"testing"
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)
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func newVoyageServer(t *testing.T, expectedPath string, handler func(t *testing.T, body map[string]interface{}, w http.ResponseWriter)) *httptest.Server {
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t.Helper()
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return httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
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if r.URL.Path != expectedPath {
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t.Errorf("expected path=%s, got %s", expectedPath, r.URL.Path)
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return
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}
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if got := r.Header.Get("Authorization"); got != "Bearer test-key" {
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t.Errorf("expected Authorization=Bearer test-key, got %q", got)
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return
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}
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if got := r.Header.Get("Content-Type"); got != "application/json" {
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t.Errorf("expected Content-Type=application/json, got %q", got)
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return
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}
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raw, err := io.ReadAll(r.Body)
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if err != nil {
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t.Errorf("read body: %v", err)
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return
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}
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var body map[string]interface{}
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if err := json.Unmarshal(raw, &body); err != nil {
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t.Errorf("unmarshal: %v\nraw=%s", err, string(raw))
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return
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}
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handler(t, body, w)
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}))
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}
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func newVoyageForTest(baseURL string) *VoyageModel {
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return NewVoyageModel(
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map[string]string{"default": baseURL},
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URLSuffix{Embedding: "v1/embeddings", Rerank: "v1/rerank"},
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)
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}
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func TestVoyageName(t *testing.T) {
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if got := newVoyageForTest("http://unused").Name(); got != "voyage" {
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t.Errorf("Name()=%q, want %q", got, "voyage")
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}
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}
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func TestVoyageEmbedHappyPath(t *testing.T) {
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srv := newVoyageServer(t, "/v1/embeddings", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
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if body["model"] != "voyage-3.5" {
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t.Errorf("model=%v", body["model"])
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}
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"object": "list",
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"data": []map[string]interface{}{
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{"object": "embedding", "embedding": []float64{0.1, 0.2}, "index": 0},
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{"object": "embedding", "embedding": []float64{0.3, 0.4}, "index": 1},
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{"object": "embedding", "embedding": []float64{0.5, 0.6}, "index": 2},
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},
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"model": "voyage-3.5",
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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vecs, err := v.Embed(&model, []string{"a", "b", "c"}, &APIConfig{ApiKey: &apiKey}, nil)
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if err != nil {
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t.Fatalf("Embed: %v", err)
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}
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if len(vecs) != 3 {
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t.Fatalf("len=%d want 3", len(vecs))
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}
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if vecs[1].Embedding[0] != 0.3 || vecs[1].Index != 1 {
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t.Errorf("vecs[1]=%+v", vecs[1])
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}
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}
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// TestVoyageEmbedPropagatesOutputDimension pins the docs-spelled
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// param name. Voyage 400s on any other key (live-verified — sending
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// "dimensions" returns "Argument 'dimensions' is not supported by our
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// API"), so this name matters and must not regress.
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func TestVoyageEmbedPropagatesOutputDimension(t *testing.T) {
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srv := newVoyageServer(t, "/v1/embeddings", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
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if got, ok := body["output_dimension"].(float64); !ok || got != 256 {
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t.Errorf("output_dimension=%v want 256", body["output_dimension"])
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}
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for _, wrong := range []string{"dimensions", "output_dimensions", "dimension"} {
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if _, present := body[wrong]; present {
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t.Errorf("must not send %q (Voyage rejects unknown fields)", wrong)
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}
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}
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{{"embedding": []float64{0.1}, "index": 0}},
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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_, err := v.Embed(&model, []string{"x"}, &APIConfig{ApiKey: &apiKey},
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&EmbeddingConfig{Dimension: 256})
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if err != nil {
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t.Fatalf("Embed: %v", err)
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}
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}
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// And when Dimension is zero/unset, the field MUST be absent — Voyage
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// would default the vector length, but only if we don't send the key
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// at all (sending output_dimension: 0 is a 400).
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func TestVoyageEmbedOmitsOutputDimensionWhenUnset(t *testing.T) {
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srv := newVoyageServer(t, "/v1/embeddings", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
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if _, present := body["output_dimension"]; present {
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t.Errorf("output_dimension must be absent when Dimension is unset, got %v", body["output_dimension"])
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}
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{{"embedding": []float64{0.1}, "index": 0}},
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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_, err := v.Embed(&model, []string{"x"}, &APIConfig{ApiKey: &apiKey}, nil)
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if err != nil {
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t.Fatalf("Embed: %v", err)
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}
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}
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func TestVoyageEmbedReordersByIndex(t *testing.T) {
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srv := newVoyageServer(t, "/v1/embeddings", func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{
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{"embedding": []float64{2}, "index": 2},
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{"embedding": []float64{0}, "index": 0},
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{"embedding": []float64{1}, "index": 1},
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},
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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vecs, err := v.Embed(&model, []string{"a", "b", "c"}, &APIConfig{ApiKey: &apiKey}, nil)
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if err != nil {
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t.Fatalf("Embed: %v", err)
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}
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for i, vec := range vecs {
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if vec.Index != i || vec.Embedding[0] != float64(i) {
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t.Errorf("slot %d=%+v", i, vec)
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}
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}
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}
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func TestVoyageEmbedEmptyInputShortCircuits(t *testing.T) {
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srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
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t.Error("Embed([]) made an unexpected HTTP call")
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}))
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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vecs, err := v.Embed(&model, []string{}, &APIConfig{ApiKey: &apiKey}, nil)
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if err != nil || len(vecs) != 0 {
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t.Errorf("Embed([])=(%v,%v)", vecs, err)
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}
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}
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func TestVoyageEmbedRequiresAPIKey(t *testing.T) {
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v := newVoyageForTest("http://unused")
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model := "voyage-3.5"
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_, err := v.Embed(&model, []string{"a"}, &APIConfig{}, nil)
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if err == nil || !strings.Contains(err.Error(), "api key is required") {
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t.Errorf("expected api-key error, got %v", err)
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}
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}
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func TestVoyageEmbedRequiresModelName(t *testing.T) {
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v := newVoyageForTest("http://unused")
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apiKey := "test-key"
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_, err := v.Embed(nil, []string{"a"}, &APIConfig{ApiKey: &apiKey}, nil)
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if err == nil || !strings.Contains(err.Error(), "model name is required") {
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t.Errorf("expected model-name error, got %v", err)
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}
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}
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func TestVoyageEmbedRejectsDuplicateIndex(t *testing.T) {
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srv := newVoyageServer(t, "/v1/embeddings", func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{
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{"embedding": []float64{1}, "index": 0},
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{"embedding": []float64{2}, "index": 0},
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},
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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_, err := v.Embed(&model, []string{"a", "b"}, &APIConfig{ApiKey: &apiKey}, nil)
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if err == nil || !strings.Contains(err.Error(), "duplicate embedding index 0") {
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t.Errorf("expected duplicate error, got %v", err)
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}
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}
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func TestVoyageEmbedRejectsOutOfRangeIndex(t *testing.T) {
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srv := newVoyageServer(t, "/v1/embeddings", func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{
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{"embedding": []float64{1}, "index": 7},
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},
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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_, err := v.Embed(&model, []string{"a", "b"}, &APIConfig{ApiKey: &apiKey}, nil)
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if err == nil || !strings.Contains(err.Error(), "out of range") {
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t.Errorf("expected out-of-range error, got %v", err)
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}
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}
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func TestVoyageEmbedRejectsMissingSlot(t *testing.T) {
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srv := newVoyageServer(t, "/v1/embeddings", func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{
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{"embedding": []float64{1}, "index": 0},
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},
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "voyage-3.5"
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_, err := v.Embed(&model, []string{"a", "b"}, &APIConfig{ApiKey: &apiKey}, nil)
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if err == nil || !strings.Contains(err.Error(), "missing embedding for input index 1") {
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t.Errorf("expected missing-slot error, got %v", err)
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}
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}
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func TestVoyageRerankHappyPath(t *testing.T) {
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srv := newVoyageServer(t, "/v1/rerank", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
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// Voyage's request key is top_k (not top_n).
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if body["top_k"] != float64(3) {
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t.Errorf("top_k=%v want 3", body["top_k"])
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}
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if body["query"] != "x" {
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t.Errorf("query=%v", body["query"])
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}
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"object": "list",
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"data": []map[string]interface{}{
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{"relevance_score": 0.8, "index": 2},
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{"relevance_score": 0.5, "index": 0},
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{"relevance_score": 0.3, "index": 1},
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},
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"model": "rerank-2",
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "rerank-2"
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resp, err := v.Rerank(&model, "x", []string{"a", "b", "c"},
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&APIConfig{ApiKey: &apiKey}, &RerankConfig{TopN: 3})
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if err != nil {
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t.Fatalf("Rerank: %v", err)
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}
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if len(resp.Data) != 3 {
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t.Fatalf("len=%d want 3", len(resp.Data))
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}
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want := map[int]float64{0: 0.5, 1: 0.3, 2: 0.8}
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for _, r := range resp.Data {
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if got, ok := want[r.Index]; !ok || got != r.RelevanceScore {
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t.Errorf("unexpected result index=%d score=%v", r.Index, r.RelevanceScore)
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}
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}
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}
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func TestVoyageRerankTopKDefaultsToLenDocuments(t *testing.T) {
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srv := newVoyageServer(t, "/v1/rerank", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
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if body["top_k"] != float64(4) {
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t.Errorf("top_k=%v want 4 (len(documents))", body["top_k"])
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}
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_ = json.NewEncoder(w).Encode(map[string]interface{}{"data": []map[string]interface{}{}})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "rerank-2"
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_, err := v.Rerank(&model, "x", []string{"a", "b", "c", "d"},
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&APIConfig{ApiKey: &apiKey}, &RerankConfig{})
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if err != nil {
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t.Fatalf("Rerank: %v", err)
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}
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}
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func TestVoyageRerankEmptyDocuments(t *testing.T) {
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v := newVoyageForTest("http://unused")
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apiKey := "test-key"
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model := "rerank-2"
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resp, err := v.Rerank(&model, "x", nil,
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&APIConfig{ApiKey: &apiKey}, &RerankConfig{TopN: 0})
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if err != nil {
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t.Fatalf("Rerank: %v", err)
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}
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if len(resp.Data) != 0 {
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t.Errorf("expected empty Data, got %d", len(resp.Data))
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}
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}
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func TestVoyageRerankRejectsOutOfRangeIndex(t *testing.T) {
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srv := newVoyageServer(t, "/v1/rerank", func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{
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{"relevance_score": 0.9, "index": 7},
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},
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})
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})
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defer srv.Close()
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v := newVoyageForTest(srv.URL)
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apiKey := "test-key"
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model := "rerank-2"
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_, err := v.Rerank(&model, "x", []string{"a", "b"},
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&APIConfig{ApiKey: &apiKey}, &RerankConfig{TopN: 2})
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if err == nil || !strings.Contains(err.Error(), "out of range") {
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t.Errorf("expected out-of-range error, got %v", err)
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}
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}
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func TestVoyageRerankRejectsDuplicateIndex(t *testing.T) {
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// A duplicate index would silently overwrite an earlier slot, which
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// is the same failure mode Embed already guards against. Make sure
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// Rerank fails loudly too.
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srv := newVoyageServer(t, "/v1/rerank", func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
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_ = json.NewEncoder(w).Encode(map[string]interface{}{
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"data": []map[string]interface{}{
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{"relevance_score": 0.9, "index": 0},
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{"relevance_score": 0.8, "index": 0},
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},
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})
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|
})
|
|
defer srv.Close()
|
|
|
|
v := newVoyageForTest(srv.URL)
|
|
apiKey := "test-key"
|
|
model := "rerank-2"
|
|
_, err := v.Rerank(&model, "x", []string{"a", "b"},
|
|
&APIConfig{ApiKey: &apiKey}, &RerankConfig{TopN: 2})
|
|
if err == nil || !strings.Contains(err.Error(), "duplicate rerank index 0") {
|
|
t.Errorf("expected duplicate-index error, got %v", err)
|
|
}
|
|
}
|
|
|
|
// TestVoyageEmbedTrimsTrailingSlashInBaseURL guards against a
|
|
// misconfigured baseURL ending in "/" producing a double-slash path
|
|
// (e.g. `.../v1//embeddings`). Rerank already trims, so Embed must
|
|
// trim too; CodeRabbit flagged the inconsistency.
|
|
func TestVoyageEmbedTrimsTrailingSlashInBaseURL(t *testing.T) {
|
|
var sawPath string
|
|
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
|
|
sawPath = r.URL.Path
|
|
_ = json.NewEncoder(w).Encode(map[string]interface{}{
|
|
"data": []map[string]interface{}{{"embedding": []float64{1}, "index": 0}},
|
|
})
|
|
}))
|
|
defer srv.Close()
|
|
|
|
v := NewVoyageModel(
|
|
map[string]string{"default": srv.URL + "/"}, // trailing slash
|
|
URLSuffix{Embedding: "v1/embeddings", Rerank: "v1/rerank"},
|
|
)
|
|
apiKey := "test-key"
|
|
model := "voyage-3.5"
|
|
if _, err := v.Embed(&model, []string{"x"}, &APIConfig{ApiKey: &apiKey}, nil); err != nil {
|
|
t.Fatalf("Embed: %v", err)
|
|
}
|
|
if sawPath != "/v1/embeddings" {
|
|
t.Errorf("path=%q want %q (no double slash)", sawPath, "/v1/embeddings")
|
|
}
|
|
}
|