Files
ragflow/internal/entity/models/longcat_test.go
tmimmanuel cb01529d8b Go: implement provider: Voyage AI (#14811)
### 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>
2026-05-14 09:46:54 +08:00

468 lines
16 KiB
Go

package models
import (
"encoding/json"
"io"
"net/http"
"net/http/httptest"
"strings"
"testing"
)
func newLongCatServer(t *testing.T, expectedPath string, handler func(t *testing.T, body map[string]interface{}, w http.ResponseWriter)) *httptest.Server {
t.Helper()
return httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
if r.URL.Path != expectedPath {
t.Errorf("expected path=%s, got %s", expectedPath, r.URL.Path)
return
}
if got := r.Header.Get("Authorization"); got != "Bearer test-key" {
t.Errorf("expected Authorization=Bearer test-key, got %q", got)
return
}
if r.Method == http.MethodPost {
// Accept "application/json" with or without a parameter
// suffix like "; charset=utf-8" — both are valid JSON.
if got := r.Header.Get("Content-Type"); !strings.HasPrefix(got, "application/json") {
t.Errorf("expected Content-Type to start with application/json, got %q", got)
return
}
raw, err := io.ReadAll(r.Body)
if err != nil {
t.Errorf("read body: %v", err)
return
}
var body map[string]interface{}
if err := json.Unmarshal(raw, &body); err != nil {
t.Errorf("unmarshal: %v\nraw=%s", err, string(raw))
return
}
handler(t, body, w)
return
}
handler(t, nil, w)
}))
}
func newLongCatForTest(baseURL string) *LongCatModel {
return NewLongCatModel(
map[string]string{"default": baseURL},
URLSuffix{Chat: "openai/v1/chat/completions"},
)
}
// newLongCatSSEServer returns an httptest.Server that asserts the
// request contract (POST + path + Authorization + Content-Type prefix)
// before writing the supplied SSE payload. Used by the streaming tests
// so a regression in the wire shape can't slip through unnoticed.
func newLongCatSSEServer(t *testing.T, expectedPath, ssePayload string) *httptest.Server {
t.Helper()
return httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
if r.Method != http.MethodPost {
t.Errorf("expected POST, got %s", r.Method)
return
}
if r.URL.Path != expectedPath {
t.Errorf("expected path=%s, got %s", expectedPath, r.URL.Path)
return
}
if got := r.Header.Get("Authorization"); got != "Bearer test-key" {
t.Errorf("expected Authorization=Bearer test-key, got %q", got)
return
}
if got := r.Header.Get("Content-Type"); !strings.HasPrefix(got, "application/json") {
t.Errorf("expected Content-Type to start with application/json, got %q", got)
return
}
w.Header().Set("Content-Type", "text/event-stream")
_, _ = io.WriteString(w, ssePayload)
}))
}
func TestLongCatName(t *testing.T) {
if got := newLongCatForTest("http://unused").Name(); got != "longcat" {
t.Errorf("Name()=%q, want %q", got, "longcat")
}
}
func TestLongCatChatHappyPath(t *testing.T) {
srv := newLongCatServer(t, "/openai/v1/chat/completions", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
if body["model"] != "LongCat-Flash-Chat" {
t.Errorf("model=%v", body["model"])
}
if body["stream"] != false {
t.Errorf("stream=%v want false", body["stream"])
}
_ = json.NewEncoder(w).Encode(map[string]interface{}{
"choices": []map[string]interface{}{{
"message": map[string]interface{}{"content": "pong"},
}},
})
})
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
resp, err := m.ChatWithMessages("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "ping"}},
&APIConfig{ApiKey: &apiKey}, nil)
if err != nil {
t.Fatalf("Chat: %v", err)
}
if resp.Answer == nil || resp.ReasonContent == nil {
t.Fatalf("Answer/ReasonContent must be non-nil pointers, got Answer=%v ReasonContent=%v", resp.Answer, resp.ReasonContent)
}
if *resp.Answer != "pong" {
t.Errorf("answer=%q want pong", *resp.Answer)
}
if *resp.ReasonContent != "" {
t.Errorf("ReasonContent=%q want empty", *resp.ReasonContent)
}
}
func TestLongCatChatExtractsReasoningContent(t *testing.T) {
// LongCat-Flash-Thinking returns the chain-of-thought in
// message.reasoning_content (OpenAI o-series shape). Live-probed
// against api.longcat.chat; the fixture mimics the actual response
// shape captured there.
srv := newLongCatServer(t, "/openai/v1/chat/completions", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
if body["model"] != "LongCat-Flash-Thinking" {
t.Errorf("model=%v", body["model"])
}
_ = json.NewEncoder(w).Encode(map[string]interface{}{
"choices": []map[string]interface{}{{
"message": map[string]interface{}{
"role": "assistant",
"content": "15% of 80 is 12.",
"reasoning_content": "We need to compute 15% of 80. 0.15 * 80 = 12.",
},
}},
})
})
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
resp, err := m.ChatWithMessages("LongCat-Flash-Thinking",
[]Message{{Role: "user", Content: "15% of 80?"}},
&APIConfig{ApiKey: &apiKey}, nil)
if err != nil {
t.Fatalf("Chat: %v", err)
}
if resp.Answer == nil || resp.ReasonContent == nil {
t.Fatalf("Answer/ReasonContent must be non-nil pointers, got Answer=%v ReasonContent=%v", resp.Answer, resp.ReasonContent)
}
if *resp.Answer != "15% of 80 is 12." {
t.Errorf("Answer=%q", *resp.Answer)
}
if *resp.ReasonContent != "We need to compute 15% of 80. 0.15 * 80 = 12." {
t.Errorf("ReasonContent=%q", *resp.ReasonContent)
}
}
// TestLongCatChatDropsUndocumentedFields guards against re-introducing
// stop / reasoning_effort / response_format / tools etc. The LongCat
// docs only list model, messages, stream, max_tokens, temperature,
// top_p — anything else is undocumented and must not be sent, since
// the maintainer specifically flagged this on PR #14809.
func TestLongCatChatDropsUndocumentedFields(t *testing.T) {
srv := newLongCatServer(t, "/openai/v1/chat/completions", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
for _, k := range []string{"stop", "reasoning_effort", "response_format", "tools", "tool_choice", "presence_penalty", "frequency_penalty", "n", "logprobs"} {
if _, present := body[k]; present {
t.Errorf("undocumented field %q must not be sent: %v", k, body[k])
}
}
// Documented fields, on the other hand, MUST be forwarded when set.
for _, k := range []string{"model", "messages", "stream", "max_tokens", "temperature", "top_p"} {
if _, present := body[k]; !present {
t.Errorf("documented field %q missing from request body", k)
}
}
_ = json.NewEncoder(w).Encode(map[string]interface{}{
"choices": []map[string]interface{}{{
"message": map[string]interface{}{"content": "ok"},
}},
})
})
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
mt := 32
temp := 0.7
topP := 0.9
stop := []string{"END"}
effort := "high"
_, err := m.ChatWithMessages("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey},
// Deliberately pass Stop/Effort to prove they are filtered out.
&ChatConfig{MaxTokens: &mt, Temperature: &temp, TopP: &topP, Stop: &stop, Effort: &effort})
if err != nil {
t.Fatalf("Chat: %v", err)
}
}
func TestLongCatChatRequiresAPIKey(t *testing.T) {
m := newLongCatForTest("http://unused")
_, err := m.ChatWithMessages("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{}, nil)
if err == nil || !strings.Contains(err.Error(), "api key is required") {
t.Errorf("expected api-key error, got %v", err)
}
}
func TestLongCatChatRequiresMessages(t *testing.T) {
m := newLongCatForTest("http://unused")
apiKey := "test-key"
_, err := m.ChatWithMessages("LongCat-Flash-Chat", nil, &APIConfig{ApiKey: &apiKey}, nil)
if err == nil || !strings.Contains(err.Error(), "messages is empty") {
t.Errorf("expected messages-empty error, got %v", err)
}
}
func TestLongCatChatRejectsHTTPError(t *testing.T) {
srv := newLongCatServer(t, "/openai/v1/chat/completions", func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
w.WriteHeader(http.StatusUnauthorized)
_, _ = w.Write([]byte(`{"error":"unauthorized"}`))
})
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
_, err := m.ChatWithMessages("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey}, nil)
if err == nil || !strings.Contains(err.Error(), "401") {
t.Errorf("expected 401 propagated, got %v", err)
}
}
func TestLongCatStreamHappyPath(t *testing.T) {
srv := newLongCatSSEServer(t, "/openai/v1/chat/completions",
`data: {"choices":[{"index":0,"delta":{"role":"assistant"}}]}`+"\n"+
`data: {"choices":[{"index":0,"delta":{"content":"Hello"}}]}`+"\n"+
`data: {"choices":[{"index":0,"delta":{"content":" world"},"finish_reason":"stop"}]}`+"\n"+
`data: [DONE]`+"\n",
)
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
var chunks []string
var sawDone bool
err := m.ChatStreamlyWithSender("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "hi"}},
&APIConfig{ApiKey: &apiKey}, nil,
func(c *string, _ *string) error {
if c == nil {
return nil
}
if *c == "[DONE]" {
sawDone = true
return nil
}
chunks = append(chunks, *c)
return nil
})
if err != nil {
t.Fatalf("stream: %v", err)
}
if strings.Join(chunks, "") != "Hello world" {
t.Errorf("content=%v", chunks)
}
if !sawDone {
t.Error("expected [DONE] sentinel")
}
}
func TestLongCatStreamExtractsReasoningContent(t *testing.T) {
// Fixture matches the shape captured live from
// LongCat-Flash-Thinking against api.longcat.chat: deltas
// interleave reasoning_content and content within the stream.
srv := newLongCatSSEServer(t, "/openai/v1/chat/completions",
`data: {"choices":[{"index":0,"delta":{"role":"assistant"}}]}`+"\n"+
`data: {"choices":[{"index":0,"delta":{"reasoning_content":"step 1. "}}]}`+"\n"+
`data: {"choices":[{"index":0,"delta":{"reasoning_content":"step 2."}}]}`+"\n"+
`data: {"choices":[{"index":0,"delta":{"content":"final answer"},"finish_reason":"stop"}]}`+"\n"+
`data: [DONE]`+"\n",
)
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
var content, reasoning []string
err := m.ChatStreamlyWithSender("LongCat-Flash-Thinking",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey}, nil,
func(c *string, r *string) error {
if c != nil && r != nil {
t.Errorf("sender called with both args non-nil")
}
if r != nil && *r != "" {
reasoning = append(reasoning, *r)
}
if c != nil && *c != "" && *c != "[DONE]" {
content = append(content, *c)
}
return nil
})
if err != nil {
t.Fatalf("stream: %v", err)
}
if got := strings.Join(reasoning, ""); got != "step 1. step 2." {
t.Errorf("reasoning=%q", got)
}
if got := strings.Join(content, ""); got != "final answer" {
t.Errorf("content=%q", got)
}
}
func TestLongCatStreamRejectsExplicitFalse(t *testing.T) {
m := newLongCatForTest("http://unused")
apiKey := "test-key"
stream := false
err := m.ChatStreamlyWithSender("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey},
&ChatConfig{Stream: &stream},
func(*string, *string) error { return nil })
if err == nil || !strings.Contains(err.Error(), "stream must be true") {
t.Errorf("expected stream-true guard, got %v", err)
}
}
func TestLongCatStreamRequiresSender(t *testing.T) {
m := newLongCatForTest("http://unused")
apiKey := "test-key"
err := m.ChatStreamlyWithSender("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey}, nil, nil)
if err == nil || !strings.Contains(err.Error(), "sender is required") {
t.Errorf("expected sender-required error, got %v", err)
}
}
func TestLongCatStreamFailsWithoutTerminal(t *testing.T) {
srv := newLongCatSSEServer(t, "/openai/v1/chat/completions",
`data: {"choices":[{"delta":{"content":"half"}}]}`+"\n",
)
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
err := m.ChatStreamlyWithSender("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey}, nil,
func(*string, *string) error { return nil })
if err == nil || !strings.Contains(err.Error(), "stream ended before") {
t.Errorf("expected truncation error, got %v", err)
}
}
// A malformed SSE frame (invalid JSON) used to be silently skipped,
// which masked truncated or corrupted streams. The driver must now
// fail hard with a "longcat: invalid SSE event" wrapper.
func TestLongCatStreamRejectsMalformedFrame(t *testing.T) {
srv := newLongCatSSEServer(t, "/openai/v1/chat/completions",
`data: {"choices":[{"delta":{"content":"ok"}}]}`+"\n"+
`data: {this is not valid json}`+"\n",
)
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
err := m.ChatStreamlyWithSender("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey}, nil,
func(*string, *string) error { return nil })
if err == nil || !strings.Contains(err.Error(), "invalid SSE event") {
t.Errorf("expected invalid-SSE error, got %v", err)
}
}
// An upstream {"error": ...} frame mid-stream used to fall through to
// the "no choices" continue and leave the caller with a generic
// truncation error. The driver must surface the upstream error verbatim.
func TestLongCatStreamSurfacesUpstreamError(t *testing.T) {
srv := newLongCatSSEServer(t, "/openai/v1/chat/completions",
`data: {"choices":[{"delta":{"content":"partial "}}]}`+"\n"+
`data: {"error":{"message":"rate limit exceeded","type":"rate_limit_error"}}`+"\n",
)
defer srv.Close()
m := newLongCatForTest(srv.URL)
apiKey := "test-key"
err := m.ChatStreamlyWithSender("LongCat-Flash-Chat",
[]Message{{Role: "user", Content: "x"}},
&APIConfig{ApiKey: &apiKey}, nil,
func(*string, *string) error { return nil })
if err == nil || !strings.Contains(err.Error(), "upstream stream error") {
t.Errorf("expected upstream-error surfacing, got %v", err)
}
if err != nil && !strings.Contains(err.Error(), "rate limit") {
t.Errorf("expected upstream message included, got %v", err)
}
}
// LongCat does not document /models or /health endpoints, so per
// maintainer guidance ListModels and CheckConnection both return the
// "no such method" sentinel rather than inventing fake catalogs or
// burning chat completions for connection checks.
func TestLongCatListModelsReturnsNoSuchMethod(t *testing.T) {
apiKey := "test-key"
_, err := newLongCatForTest("http://unused").ListModels(&APIConfig{ApiKey: &apiKey})
if err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("ListModels: want 'no such method', got %v", err)
}
}
func TestLongCatCheckConnectionReturnsNoSuchMethod(t *testing.T) {
apiKey := "test-key"
err := newLongCatForTest("http://unused").CheckConnection(&APIConfig{ApiKey: &apiKey})
if err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("CheckConnection: want 'no such method', got %v", err)
}
}
func TestLongCatEmbedReturnsNoSuchMethod(t *testing.T) {
m := newLongCatForTest("http://unused")
model := "x"
_, err := m.Embed(&model, []string{"a"}, &APIConfig{}, nil)
if err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("Embed: want 'no such method', got %v", err)
}
}
func TestLongCatRerankReturnsNoSuchMethod(t *testing.T) {
m := newLongCatForTest("http://unused")
model := "x"
_, err := m.Rerank(&model, "q", []string{"a"}, &APIConfig{}, &RerankConfig{TopN: 1})
if err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("Rerank: want 'no such method', got %v", err)
}
}
func TestLongCatBalanceReturnsNoSuchMethod(t *testing.T) {
m := newLongCatForTest("http://unused")
_, err := m.Balance(&APIConfig{})
if err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("Balance: want 'no such method', got %v", err)
}
}
func TestLongCatAudioOCRReturnNoSuchMethod(t *testing.T) {
m := newLongCatForTest("http://unused")
model := "x"
if _, err := m.TranscribeAudio(&model, &model, &APIConfig{}, nil); err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("TranscribeAudio: want 'no such method', got %v", err)
}
if _, err := m.AudioSpeech(&model, &model, &APIConfig{}, nil); err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("AudioSpeech: want 'no such method', got %v", err)
}
if _, err := m.OCRFile(&model, nil, &model, &APIConfig{}, nil); err == nil || !strings.Contains(err.Error(), "no such method") {
t.Errorf("OCRFile: want 'no such method', got %v", err)
}
}