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db_test.go
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db_test.go
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package chromem
import (
"context"
"math/rand"
"os"
"path/filepath"
"reflect"
"slices"
"testing"
)
func TestNewPersistentDB(t *testing.T) {
t.Run("Create directory", func(t *testing.T) {
r := rand.New(rand.NewSource(rand.Int63()))
randString := randomString(r, 10)
path := filepath.Join(os.TempDir(), randString)
defer os.RemoveAll(path)
// Path shouldn't exist yet
if _, err := os.Stat(path); !os.IsNotExist(err) {
t.Fatal("expected path to not exist, got", err)
}
db, err := NewPersistentDB(path, false)
if err != nil {
t.Fatal("expected no error, got", err)
}
if db == nil {
t.Fatal("expected DB, got nil")
}
// Path should exist now
if _, err := os.Stat(path); err != nil {
t.Fatal("expected path to exist, got", err)
}
})
t.Run("Existing directory", func(t *testing.T) {
path, err := os.MkdirTemp(os.TempDir(), "")
if err != nil {
t.Fatal("couldn't create temp dir:", err)
}
defer os.RemoveAll(path)
db, err := NewPersistentDB(path, false)
if err != nil {
t.Fatal("expected no error, got", err)
}
if db == nil {
t.Fatal("expected DB, got nil")
}
})
}
func TestNewPersistentDB_Errors(t *testing.T) {
t.Run("Path is an existing file", func(t *testing.T) {
f, err := os.CreateTemp(os.TempDir(), "")
if err != nil {
t.Fatal("couldn't create temp file:", err)
}
defer os.RemoveAll(f.Name())
_, err = NewPersistentDB(f.Name(), false)
if err == nil {
t.Fatal("expected error, got nil")
}
})
}
func TestDB_ImportExport(t *testing.T) {
r := rand.New(rand.NewSource(rand.Int63()))
randString := randomString(r, 10)
path := filepath.Join(os.TempDir(), randString)
defer os.RemoveAll(path)
// Values in the collection
name := "test"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
tt := []struct {
name string
filePath string
compress bool
encryptionKey string
}{
{
name: "gob",
filePath: path + ".gob",
compress: false,
encryptionKey: "",
},
{
name: "gob compressed",
filePath: path + ".gob.gz",
compress: true,
encryptionKey: "",
},
{
name: "gob compressed encrypted",
filePath: path + ".gob.gz.enc",
compress: true,
encryptionKey: randomString(r, 32),
},
{
name: "gob encrypted",
filePath: path + ".gob.enc",
compress: false,
encryptionKey: randomString(r, 32),
},
}
for _, tc := range tt {
t.Run(tc.name, func(t *testing.T) {
// Create DB, can just be in-memory
origDB := NewDB()
// Create collection
c, err := origDB.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
if c == nil {
t.Fatal("expected collection, got nil")
}
// Add document
doc := Document{
ID: name,
Metadata: metadata,
Embedding: vectors,
Content: "test",
}
err = c.AddDocument(context.Background(), doc)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Export
err = origDB.ExportToFile(tc.filePath, tc.compress, tc.encryptionKey)
if err != nil {
t.Fatal("expected no error, got", err)
}
newDB := NewDB()
// Import
err = newDB.ImportFromFile(tc.filePath, tc.encryptionKey)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Check expectations
// We have to reset the embed function, but otherwise the DB objects
// should be deep equal.
c.embed = nil
if !reflect.DeepEqual(origDB, newDB) {
t.Fatalf("expected DB %+v, got %+v", origDB, newDB)
}
})
}
}
func TestDB_ImportExportSpecificCollections(t *testing.T) {
r := rand.New(rand.NewSource(rand.Int63()))
randString := randomString(r, 10)
path := filepath.Join(os.TempDir(), randString)
filePath := path + ".gob"
defer os.RemoveAll(path)
// Values in the collection
name := "test"
name2 := "test2"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
// Create DB, can just be in-memory
origDB := NewDB()
// Create collections
c, err := origDB.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
c2, err := origDB.CreateCollection(name2, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Add documents
doc := Document{
ID: name,
Metadata: metadata,
Embedding: vectors,
Content: "test",
}
doc2 := Document{
ID: name2,
Metadata: metadata,
Embedding: vectors,
Content: "test2",
}
err = c.AddDocument(context.Background(), doc)
if err != nil {
t.Fatal("expected no error, got", err)
}
err = c2.AddDocument(context.Background(), doc2)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Export only one of the two collections
err = origDB.ExportToFile(filePath, false, "", name2)
if err != nil {
t.Fatal("expected no error, got", err)
}
dir := filepath.Join(path, randomString(r, 10))
defer os.RemoveAll(dir)
// Instead of importing to an in-memory DB we use a persistent one to cover the behavior of immediate persistent files being created for the imported data
newPDB, err := NewPersistentDB(dir, false)
if err != nil {
t.Fatal("expected no error, got", err)
}
err = newPDB.ImportFromFile(filePath, "")
if err != nil {
t.Fatal("expected no error, got", err)
}
if len(newPDB.collections) != 1 {
t.Fatalf("expected 1 collection, got %d", len(newPDB.collections))
}
// Make sure that the imported documents are actually persisted on disk
for _, col := range newPDB.collections {
for _, d := range col.documents {
_, err = os.Stat(col.getDocPath(d.ID))
if err != nil {
t.Fatalf("expected no error when looking up persistent file for doc %q, got %v", d.ID, err)
}
}
}
// Now export both collections and import them into the same persistent DB (overwriting the one we just imported)
filePath2 := filepath.Join(path, "2.gob")
err = origDB.ExportToFile(filePath2, false, "")
if err != nil {
t.Fatal("expected no error, got", err)
}
err = newPDB.ImportFromFile(filePath2, "")
if err != nil {
t.Fatal("expected no error, got", err)
}
if len(newPDB.collections) != 2 {
t.Fatalf("expected 2 collections, got %d", len(newPDB.collections))
}
// Make sure that the imported documents are actually persisted on disk
for _, col := range newPDB.collections {
for _, d := range col.documents {
_, err = os.Stat(col.getDocPath(d.ID))
if err != nil {
t.Fatalf("expected no error when looking up persistent file for doc %q, got %v", d.ID, err)
}
}
}
}
func TestDB_CreateCollection(t *testing.T) {
// Values in the collection
name := "test"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
db := NewDB()
t.Run("OK", func(t *testing.T) {
c, err := db.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
if c == nil {
t.Fatal("expected collection, got nil")
}
// Check expectations
// DB should have one collection now
if len(db.collections) != 1 {
t.Fatal("expected 1 collection, got", len(db.collections))
}
// The collection should be the one we just created
c2, ok := db.collections[name]
if !ok {
t.Fatal("expected collection", name, "not found")
}
// Check the embedding function first, then the rest with DeepEqual
gotVectors, err := c.embed(context.Background(), "test")
if err != nil {
t.Fatal("expected no error, got", err)
}
if !slices.Equal(gotVectors, vectors) {
t.Fatal("expected vectors", vectors, "got", gotVectors)
}
c.embed, c2.embed = nil, nil
if !reflect.DeepEqual(c, c2) {
t.Fatalf("expected collection %+v, got %+v", c, c2)
}
})
t.Run("NOK - Empty name", func(t *testing.T) {
_, err := db.CreateCollection("", metadata, embeddingFunc)
if err == nil {
t.Fatal("expected error, got nil")
}
})
}
func TestDB_ListCollections(t *testing.T) {
// Values in the collection
name := "test"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
// Create initial collection
db := NewDB()
orig, err := db.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
// List collections
res := db.ListCollections()
// Check expectations
// Should've returned a map with one collection
if len(res) != 1 {
t.Fatal("expected 1 collection, got", len(res))
}
// The collection should be the one we just created
c, ok := res[name]
if !ok {
t.Fatal("expected collection", name, "not found")
}
// Check the embedding function first, then the rest with DeepEqual
gotVectors, err := c.embed(context.Background(), "test")
if err != nil {
t.Fatal("expected no error, got", err)
}
if !slices.Equal(gotVectors, vectors) {
t.Fatal("expected vectors", vectors, "got", gotVectors)
}
orig.embed, c.embed = nil, nil
if !reflect.DeepEqual(orig, c) {
t.Fatalf("expected collection %+v, got %+v", orig, c)
}
// And it should be a copy. Adding a value here should not reflect on the DB's
// collection.
res["foo"] = &Collection{}
if len(db.ListCollections()) != 1 {
t.Fatal("expected 1 collection, got", len(db.ListCollections()))
}
}
func TestDB_GetCollection(t *testing.T) {
// Values in the collection
name := "test"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
// Create initial collection
db := NewDB()
orig, err := db.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Get collection
c := db.GetCollection(name, nil)
// Check the embedding function first, then the rest with DeepEqual
gotVectors, err := c.embed(context.Background(), "test")
if err != nil {
t.Fatal("expected no error, got", err)
}
if !slices.Equal(gotVectors, vectors) {
t.Fatal("expected vectors", vectors, "got", gotVectors)
}
orig.embed, c.embed = nil, nil
if !reflect.DeepEqual(orig, c) {
t.Fatalf("expected collection %+v, got %+v", orig, c)
}
}
func TestDB_GetOrCreateCollection(t *testing.T) {
// Values in the collection
name := "test"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
t.Run("Get", func(t *testing.T) {
// Create initial collection
db := NewDB()
// Create collection so that the GetOrCreateCollection() call below only
// gets it.
orig, err := db.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Call GetOrCreateCollection() with the same name to only get it. We pass
// nil for the metadata and embeddingFunc, so we can check that the returned
// collection is the original one, and not a new one.
c, err := db.GetOrCreateCollection(name, nil, nil)
if err != nil {
t.Fatal("expected no error, got", err)
}
if c == nil {
t.Fatal("expected collection, got nil")
}
// Check the embedding function first, then the rest with DeepEqual
gotVectors, err := c.embed(context.Background(), "test")
if err != nil {
t.Fatal("expected no error, got", err)
}
if !slices.Equal(gotVectors, vectors) {
t.Fatal("expected vectors", vectors, "got", gotVectors)
}
orig.embed, c.embed = nil, nil
if !reflect.DeepEqual(orig, c) {
t.Fatalf("expected collection %+v, got %+v", orig, c)
}
})
t.Run("Create", func(t *testing.T) {
// Create initial collection
db := NewDB()
// Call GetOrCreateCollection()
c, err := db.GetOrCreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
if c == nil {
t.Fatal("expected collection, got nil")
}
// Check like we check CreateCollection()
c2, ok := db.collections[name]
if !ok {
t.Fatal("expected collection", name, "not found")
}
gotVectors, err := c.embed(context.Background(), "test")
if err != nil {
t.Fatal("expected no error, got", err)
}
if !slices.Equal(gotVectors, vectors) {
t.Fatal("expected vectors", vectors, "got", gotVectors)
}
c.embed, c2.embed = nil, nil
if !reflect.DeepEqual(c, c2) {
t.Fatalf("expected collection %+v, got %+v", c, c2)
}
})
}
func TestDB_DeleteCollection(t *testing.T) {
// Values in the collection
name := "test"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
// Create initial collection
db := NewDB()
// We ignore the return value. CreateCollection is tested elsewhere.
_, err := db.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Delete collection
if err := db.DeleteCollection(name); err != nil {
t.Fatal("expected no error, got", err)
}
// Check expectations
// We don't have access to the documents field, but we can rely on DB.ListCollections()
// because it's tested elsewhere.
if len(db.ListCollections()) != 0 {
t.Fatal("expected 0 collections, got", len(db.ListCollections()))
}
// Also check internally
if len(db.collections) != 0 {
t.Fatal("expected 0 collections, got", len(db.collections))
}
}
func TestDB_Reset(t *testing.T) {
// Values in the collection
name := "test"
metadata := map[string]string{"foo": "bar"}
vectors := []float32{-0.40824828, 0.40824828, 0.81649655} // normalized version of `{-0.1, 0.1, 0.2}`
embeddingFunc := func(_ context.Context, _ string) ([]float32, error) {
return vectors, nil
}
// Create initial collection
db := NewDB()
// We ignore the return value. CreateCollection is tested elsewhere.
_, err := db.CreateCollection(name, metadata, embeddingFunc)
if err != nil {
t.Fatal("expected no error, got", err)
}
// Reset DB
if err := db.Reset(); err != nil {
t.Fatal("expected no error, got", err)
}
// Check expectations
// We don't have access to the documents field, but we can rely on DB.ListCollections()
// because it's tested elsewhere.
if len(db.ListCollections()) != 0 {
t.Fatal("expected 0 collections, got", len(db.ListCollections()))
}
// Also check internally
if len(db.collections) != 0 {
t.Fatal("expected 0 collections, got", len(db.collections))
}
}