| // Copyright 2024 The Go Authors. All rights reserved. |
| // Use of this source code is governed by a BSD-style |
| // license that can be found in the LICENSE file. |
| |
| package search |
| |
| import ( |
| "context" |
| "encoding/json" |
| "fmt" |
| "reflect" |
| "slices" |
| "strings" |
| "testing" |
| |
| "github.com/google/go-cmp/cmp" |
| "golang.org/x/oscar/internal/docs" |
| "golang.org/x/oscar/internal/llm" |
| "golang.org/x/oscar/internal/storage" |
| "golang.org/x/oscar/internal/testutil" |
| ) |
| |
| func TestKind(t *testing.T) { |
| for _, test := range []struct { |
| id, want string |
| }{ |
| {"something", ""}, |
| {"https://go.dev/x", "GoDevPage"}, |
| {"https://go.dev/blog/xxx", "GoBlog"}, |
| {"https://go.dev/doc/x", "GoDocumentation"}, |
| {"https://go.dev/ref/x", "GoReference"}, |
| {"https://go.dev/wiki/x", "GoWiki"}, |
| {"https://github.com/golang/go/issues/123", "GitHubIssue"}, |
| } { |
| got := docIDKind(test.id) |
| if got != test.want { |
| t.Errorf("%q: got %q, want %q", test.id, got, test.want) |
| } |
| } |
| } |
| |
| func TestSearch(t *testing.T) { |
| ctx := context.Background() |
| lg := testutil.Slogger(t) |
| embedder := llm.QuoteEmbedder() |
| db := storage.MemDB() |
| vdb := storage.MemVectorDB(db, lg, "") |
| corpus := docs.New(lg, db) |
| |
| for i := 0; i < 10; i++ { |
| id := fmt.Sprintf("id%d", i) |
| doc := llm.EmbedDoc{Title: fmt.Sprintf("title%d", i), Text: fmt.Sprintf("text-%s", strings.Repeat("x", i))} |
| corpus.Add(id, doc.Title, doc.Text) |
| vec := mustEmbed(t, embedder, doc) |
| vdb.Set(id, vec) |
| } |
| |
| opts := Options{ |
| Threshold: 0, |
| Limit: 2, |
| } |
| doc := llm.EmbedDoc{Title: "title3", Text: "text-xxx"} |
| qreq := &QueryRequest{ |
| Options: opts, |
| EmbedDoc: doc, |
| } |
| gotQ, err := Query(ctx, vdb, corpus, embedder, qreq) |
| if err != nil { |
| t.Fatal(err) |
| } |
| round(gotQ) |
| |
| vreq := &VectorRequest{ |
| Options: opts, |
| Vector: mustEmbed(t, embedder, doc), |
| } |
| gotV := Vector(vdb, corpus, vreq) |
| round(gotV) |
| |
| want := []Result{ |
| { |
| Kind: "", |
| Title: "title3", |
| VectorResult: storage.VectorResult{ID: "id3", Score: 1.0}, |
| }, |
| { |
| Kind: "", |
| Title: "title4", |
| VectorResult: storage.VectorResult{ID: "id4", Score: 0.56}, |
| }, |
| } |
| |
| if !slices.Equal(gotQ, want) { |
| t.Errorf("Query: got %v\nwant %v", gotQ, want) |
| } |
| |
| if !slices.Equal(gotV, want) { |
| t.Errorf("Vector: got %v\nwant %v", gotQ, want) |
| } |
| |
| qreq.Threshold = 0.9 |
| gotQ, err = Query(ctx, vdb, corpus, embedder, qreq) |
| if err != nil { |
| t.Fatal(err) |
| } |
| if len(gotQ) != 1 { |
| t.Errorf("got %d results, want 1", len(gotQ)) |
| } |
| |
| vreq.Threshold = 0.9 |
| gotV = Vector(vdb, corpus, vreq) |
| if len(gotV) != 1 { |
| t.Errorf("got %d results, want 1", len(gotQ)) |
| } |
| } |
| |
| func round(rs []Result) { |
| for i := range rs { |
| rs[i].Round() |
| } |
| } |
| |
| func TestOptions(t *testing.T) { |
| ctx := context.Background() |
| lg := testutil.Slogger(t) |
| embedder := llm.QuoteEmbedder() |
| db := storage.MemDB() |
| vdb := storage.MemVectorDB(db, lg, "") |
| corpus := docs.New(lg, db) |
| |
| ids := []string{ |
| 0: "https://go.dev/blog/topic", |
| 1: "https://github.com/golang/go/issues/11", |
| 2: "not-a-url", |
| 3: "https://go.dev/doc/something", |
| 4: "https://go.dev/ref/something", |
| 5: "https://go.dev/page", |
| 6: "https://go.dev/blog/another/topic", |
| 7: "https://github.com/golang/go/issues/42", |
| 8: "https://go.dev/wiki/something", |
| 9: "https://pkg.go.dev/", |
| } |
| |
| for i, id := range ids { |
| doc := llm.EmbedDoc{ |
| Title: fmt.Sprintf("title%d", i), |
| Text: fmt.Sprintf("text-%s", strings.Repeat("x", i))} |
| corpus.Add(id, doc.Title, doc.Text) |
| vec := mustEmbed(t, embedder, doc) |
| vdb.Set(id, vec) |
| } |
| |
| doc := llm.EmbedDoc{Title: "title3", Text: "text-xxx"} |
| results := []Result{ |
| 0: { |
| Kind: KindGoDocumentation, |
| Title: "title3", |
| VectorResult: storage.VectorResult{ID: ids[3], Score: 1.0}, |
| }, |
| 1: { |
| Kind: KindGoReference, |
| Title: "title4", |
| VectorResult: storage.VectorResult{ID: ids[4], Score: 0.56}, |
| }, |
| 2: { |
| Kind: KindGoDevPage, |
| Title: "title5", |
| VectorResult: storage.VectorResult{ID: ids[5], Score: 0.544}, |
| }, |
| 3: { |
| Kind: "", // unknown |
| Title: "title2", |
| VectorResult: storage.VectorResult{ID: ids[2], Score: 0.531}, |
| }, |
| 4: { |
| Kind: KindGoBlog, |
| Title: "title6", |
| VectorResult: storage.VectorResult{ID: ids[6], Score: 0.529}, |
| }, |
| 5: { |
| Kind: KindGitHubIssue, |
| Title: "title7", |
| VectorResult: storage.VectorResult{ID: ids[7], Score: 0.516}, |
| }, |
| 6: { |
| Kind: KindGoWiki, |
| Title: "title8", |
| VectorResult: storage.VectorResult{ID: ids[8], Score: 0.503}, |
| }, |
| 7: { |
| Kind: "", // unknown |
| Title: "title9", |
| VectorResult: storage.VectorResult{ID: ids[9], Score: 0.492}, |
| }, |
| 8: { |
| Kind: KindGitHubIssue, |
| Title: "title1", |
| VectorResult: storage.VectorResult{ID: ids[1], Score: 0.483}, |
| }, |
| 9: { |
| Kind: KindGoBlog, |
| Title: "title0", |
| VectorResult: storage.VectorResult{ID: ids[0], Score: 0.431}, |
| }, |
| } |
| |
| for _, tc := range []struct { |
| name string |
| options Options |
| want []Result |
| }{ |
| { |
| name: "no options", |
| want: results, |
| }, |
| { |
| name: "threshold", |
| options: Options{ |
| Threshold: .5, |
| }, |
| want: results[:7], |
| }, |
| { |
| name: "limit", |
| options: Options{ |
| Limit: 5, |
| }, |
| want: results[:5], |
| }, |
| { |
| // Limit wins. |
| name: "limit-threshold", |
| options: Options{ |
| Threshold: .5, |
| Limit: 5, |
| }, |
| want: results[:5], |
| }, |
| { |
| // Threshold wins. |
| name: "threshold-limit", |
| options: Options{ |
| Threshold: .5, |
| Limit: 10, |
| }, |
| want: results[:7], |
| }, |
| { |
| name: "allow", |
| options: Options{ |
| AllowKind: []string{KindGoWiki, KindGitHubIssue}, |
| }, |
| want: []Result{ |
| results[5], // issue |
| results[6], // wiki |
| results[8], // issue |
| }, |
| }, |
| { |
| name: "allow-limit", |
| options: Options{ |
| AllowKind: []string{KindGoWiki, KindGitHubIssue}, |
| Limit: 6, |
| }, |
| want: []Result{results[5]}, |
| }, |
| { |
| name: "allow-threshold", |
| options: Options{ |
| AllowKind: []string{KindGoWiki, KindGitHubIssue}, |
| Threshold: .5, |
| }, |
| want: []Result{results[5], results[6]}, |
| }, |
| { |
| name: "deny", |
| options: Options{ |
| DenyKind: []string{KindGoWiki, KindGitHubIssue}, |
| }, |
| want: []Result{ |
| results[0], results[1], results[2], results[3], results[4], |
| // skip 5 (issue) and 6 (wiki) |
| results[7], |
| // skip 8 (issue) |
| results[9]}, |
| }, |
| { |
| name: "allow-deny", |
| options: Options{ |
| AllowKind: []string{KindGoWiki, KindGitHubIssue}, |
| DenyKind: []string{KindGitHubIssue}, |
| }, |
| // Only wikis are allowed. |
| want: []Result{results[6]}, |
| }, |
| } { |
| t.Run(tc.name, func(t *testing.T) { |
| got, err := Query(ctx, vdb, corpus, embedder, |
| &QueryRequest{ |
| Options: tc.options, |
| EmbedDoc: doc, |
| }) |
| if err != nil { |
| t.Fatal(err) |
| } |
| round(got) |
| if diff := cmp.Diff(tc.want, got); diff != "" { |
| t.Errorf("Query() mismatch (-want +got):\n%s", diff) |
| } |
| }) |
| } |
| |
| } |
| |
| func mustEmbed(t *testing.T, embedder llm.Embedder, doc llm.EmbedDoc) llm.Vector { |
| t.Helper() |
| vec, err := embedder.EmbedDocs(context.Background(), []llm.EmbedDoc{doc}) |
| if err != nil { |
| t.Fatal(err) |
| } |
| return vec[0] |
| } |
| |
| func TestSearchJSON(t *testing.T) { |
| // Confirm that we can unmarshal a search request, and marshal a response. |
| postBody := `{"Limit": 10, "Threshold": 0.8, "AllowKind": ["GoWiki"], "DenyKind": [""], "Title": "t", "Text": "text"}` |
| var gotReq QueryRequest |
| if err := json.Unmarshal([]byte(postBody), &gotReq); err != nil { |
| t.Fatal(err) |
| } |
| wantReq := QueryRequest{ |
| Options: Options{ |
| Limit: 10, |
| Threshold: 0.8, |
| AllowKind: []string{"GoWiki"}, |
| DenyKind: []string{""}, |
| }, |
| EmbedDoc: llm.EmbedDoc{Title: "t", Text: "text"}} |
| if !reflect.DeepEqual(gotReq, wantReq) { |
| t.Errorf("got %+v, want %+v", gotReq, wantReq) |
| } |
| |
| res := []Result{ |
| {Kind: "K", Title: "t", VectorResult: storage.VectorResult{ID: "id", Score: .5}}, |
| } |
| bytes, err := json.Marshal(res) |
| if err != nil { |
| t.Fatal(err) |
| } |
| got := string(bytes) |
| want := `[{"Kind":"K","Title":"t","ID":"id","Score":0.5}]` |
| if got != want { |
| t.Errorf("\ngot %s\nwant %s", got, want) |
| } |
| } |