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Original file line number Diff line number Diff line change
Expand Up @@ -115,4 +115,28 @@ class ClipTextEmbedderInstrumentedTest {

verify(exactly = 1) { (mockModel as AutoCloseable).close() }
}

@Test
fun `embed handles strings longer than 77 tokens`() = runBlocking {
val embedder = ClipTextEmbedder(context, ResourceId(0))
val mockModel = mockk<OnnxModel>(relaxed = true)
every { mockModel.isLoaded() } returns true
every { mockModel.getInputNames() } returns listOf("input")
every { mockModel.getEnv() } returns mockk<OrtEnvironment>()

val raw = Array(1) { FloatArray(embedder.embeddingDim) { 1.0f } }
every { mockModel.run(any<Map<String, TensorData>>()) } returns mapOf("out" to raw)

val field = embedder::class.java.getDeclaredField("model")
field.isAccessible = true
field.set(embedder, mockModel)

val longText = "a".repeat(2000)
val embedding = embedder.embed(longText)

assertEquals(embedder.embeddingDim, embedding.size)
val l2 = sqrt(embedding.map { it * it }.sum())
assertTrue(abs(l2 - 1.0f) < 1e-3)
}

}
Original file line number Diff line number Diff line change
Expand Up @@ -50,8 +50,9 @@ class ClipTextEmbedder(
if (!isInitialized()) throw IllegalStateException("Model not initialized")

val clean = Regex("[^A-Za-z0-9 ]").replace(data, "").lowercase()
var tokens = mutableListOf(tokenBOS) + tokenizer.encode(clean) + tokenEOS
tokens = tokens.take(77) + List(77 - tokens.size) { 0 }
var tokens = (mutableListOf(tokenBOS) + tokenizer.encode(clean) + tokenEOS).take(77).toMutableList()
if (tokens.size < 77) tokens += List(77 - tokens.size) { 0 }


val inputIds = LongBuffer.allocate(1 * 77).apply {
tokens.forEach { put(it.toLong()) }
Expand Down