File size: 7,732 Bytes
0f07ba7 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 |
package model_test
import (
"errors"
"os"
"path/filepath"
"sync"
"sync/atomic"
"time"
"github.com/mudler/LocalAI/pkg/model"
"github.com/mudler/LocalAI/pkg/system"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
var _ = Describe("ModelLoader", func() {
var (
modelLoader *model.ModelLoader
modelPath string
mockModel *model.Model
)
BeforeEach(func() {
// Setup the model loader with a test directory
modelPath = "/tmp/test_model_path"
os.Mkdir(modelPath, 0755)
systemState, err := system.GetSystemState(
system.WithModelPath(modelPath),
)
Expect(err).ToNot(HaveOccurred())
modelLoader = model.NewModelLoader(systemState)
})
AfterEach(func() {
// Cleanup test directory
os.RemoveAll(modelPath)
})
Context("NewModelLoader", func() {
It("should create a new ModelLoader with an empty model map", func() {
Expect(modelLoader).ToNot(BeNil())
Expect(modelLoader.ModelPath).To(Equal(modelPath))
Expect(modelLoader.ListLoadedModels()).To(BeEmpty())
})
})
Context("ExistsInModelPath", func() {
It("should return true if a file exists in the model path", func() {
testFile := filepath.Join(modelPath, "test.model")
os.Create(testFile)
Expect(modelLoader.ExistsInModelPath("test.model")).To(BeTrue())
})
It("should return false if a file does not exist in the model path", func() {
Expect(modelLoader.ExistsInModelPath("nonexistent.model")).To(BeFalse())
})
})
Context("ListFilesInModelPath", func() {
It("should list all valid model files in the model path", func() {
os.Create(filepath.Join(modelPath, "test.model"))
os.Create(filepath.Join(modelPath, "README.md"))
files, err := modelLoader.ListFilesInModelPath()
Expect(err).To(BeNil())
Expect(files).To(ContainElement("test.model"))
Expect(files).ToNot(ContainElement("README.md"))
})
})
Context("LoadModel", func() {
It("should load a model and keep it in memory", func() {
mockModel = model.NewModel("foo", "test.model", nil)
mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) {
return mockModel, nil
}
model, err := modelLoader.LoadModel("foo", "test.model", mockLoader)
Expect(err).To(BeNil())
Expect(model).To(Equal(mockModel))
Expect(modelLoader.CheckIsLoaded("foo")).To(Equal(mockModel))
})
It("should return an error if loading the model fails", func() {
mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) {
return nil, errors.New("failed to load model")
}
model, err := modelLoader.LoadModel("foo", "test.model", mockLoader)
Expect(err).To(HaveOccurred())
Expect(model).To(BeNil())
})
})
Context("ShutdownModel", func() {
It("should shutdown a loaded model", func() {
mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) {
return model.NewModel("foo", "test.model", nil), nil
}
_, err := modelLoader.LoadModel("foo", "test.model", mockLoader)
Expect(err).To(BeNil())
err = modelLoader.ShutdownModel("foo")
Expect(err).To(BeNil())
Expect(modelLoader.CheckIsLoaded("foo")).To(BeNil())
})
})
Context("Concurrent Loading", func() {
It("should handle concurrent requests for the same model", func() {
var loadCount int32
mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) {
atomic.AddInt32(&loadCount, 1)
time.Sleep(100 * time.Millisecond) // Simulate loading time
return model.NewModel(modelID, modelName, nil), nil
}
var wg sync.WaitGroup
results := make([]*model.Model, 5)
errs := make([]error, 5)
// Start 5 concurrent requests for the same model
for i := 0; i < 5; i++ {
wg.Add(1)
go func(idx int) {
defer wg.Done()
results[idx], errs[idx] = modelLoader.LoadModel("concurrent-model", "test.model", mockLoader)
}(i)
}
wg.Wait()
// All requests should succeed
for i := 0; i < 5; i++ {
Expect(errs[i]).To(BeNil())
Expect(results[i]).ToNot(BeNil())
}
// The loader should only have been called once
Expect(atomic.LoadInt32(&loadCount)).To(Equal(int32(1)))
// All results should be the same model instance
for i := 1; i < 5; i++ {
Expect(results[i]).To(Equal(results[0]))
}
})
It("should handle concurrent requests for different models", func() {
var loadCount int32
mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) {
atomic.AddInt32(&loadCount, 1)
time.Sleep(50 * time.Millisecond) // Simulate loading time
return model.NewModel(modelID, modelName, nil), nil
}
var wg sync.WaitGroup
modelCount := 3
// Start concurrent requests for different models
for i := 0; i < modelCount; i++ {
wg.Add(1)
go func(idx int) {
defer wg.Done()
modelID := "model-" + string(rune('A'+idx))
_, err := modelLoader.LoadModel(modelID, "test.model", mockLoader)
Expect(err).To(BeNil())
}(i)
}
wg.Wait()
// Each model should be loaded exactly once
Expect(atomic.LoadInt32(&loadCount)).To(Equal(int32(modelCount)))
// All models should be loaded
Expect(modelLoader.CheckIsLoaded("model-A")).ToNot(BeNil())
Expect(modelLoader.CheckIsLoaded("model-B")).ToNot(BeNil())
Expect(modelLoader.CheckIsLoaded("model-C")).ToNot(BeNil())
})
It("should track loading count correctly", func() {
loadStarted := make(chan struct{})
loadComplete := make(chan struct{})
mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) {
close(loadStarted)
<-loadComplete // Wait until we're told to complete
return model.NewModel(modelID, modelName, nil), nil
}
// Start loading in background
go func() {
modelLoader.LoadModel("slow-model", "test.model", mockLoader)
}()
// Wait for loading to start
<-loadStarted
// Loading count should be 1
Expect(modelLoader.GetLoadingCount()).To(Equal(1))
// Complete the loading
close(loadComplete)
// Wait a bit for cleanup
time.Sleep(50 * time.Millisecond)
// Loading count should be back to 0
Expect(modelLoader.GetLoadingCount()).To(Equal(0))
})
It("should retry loading if first attempt fails", func() {
var attemptCount int32
mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) {
count := atomic.AddInt32(&attemptCount, 1)
if count == 1 {
return nil, errors.New("first attempt fails")
}
return model.NewModel(modelID, modelName, nil), nil
}
// First goroutine will fail
var wg sync.WaitGroup
wg.Add(2)
var err1, err2 error
var m1, m2 *model.Model
go func() {
defer wg.Done()
m1, err1 = modelLoader.LoadModel("retry-model", "test.model", mockLoader)
}()
// Give first goroutine a head start
time.Sleep(10 * time.Millisecond)
go func() {
defer wg.Done()
m2, err2 = modelLoader.LoadModel("retry-model", "test.model", mockLoader)
}()
wg.Wait()
// At least one should succeed (the second attempt after retry)
successCount := 0
if err1 == nil && m1 != nil {
successCount++
}
if err2 == nil && m2 != nil {
successCount++
}
Expect(successCount).To(BeNumerically(">=", 1))
})
})
Context("GetLoadingCount", func() {
It("should return 0 when nothing is loading", func() {
Expect(modelLoader.GetLoadingCount()).To(Equal(0))
})
})
Context("LRU Eviction Retry Settings", func() {
It("should allow updating retry settings", func() {
modelLoader.SetLRUEvictionRetrySettings(50, 2*time.Second)
// Settings are updated - we can verify through behavior if needed
// For now, just verify the call doesn't panic
Expect(modelLoader).ToNot(BeNil())
})
})
})
|