lc-embeddings 0.25.0

Embedding model implementations for langchainrust — OpenAI, DeepSeek, Qwen, local/ONNX
Documentation
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
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
// lc-embeddings/src/qwen.rs
//! Qwen (Alibaba Cloud) embeddings implementation.
//!
//! Qwen (DashScope compatible mode) speaks the OpenAI-compatible `/embeddings` protocol and
//! reuses the [`crate::openai_compat`] shared base class (P1-5); this file only configures
//! the spec (URL / model / dimension / batch size).

use crate::openai_compat::{CompatConfigAccess, CompatSpec, OpenAICompatEmbeddings};
use crate::EmbeddingError;

/// Default base URL for the Qwen (DashScope) API.
pub const QWEN_BASE_URL: &str = "https://dashscope.aliyuncs.com/compatible-mode/v1";

/// Default embedding model for Qwen.
pub const QWEN_EMBED_MODEL: &str = "text-embedding-v1";

/// Qwen3-Embedding series models (0.21.0 S5.1).
///
/// All three support **matryoshka** output dimensions (32-4096) via the
/// `dimensions` request parameter, and token-level output (late chunking
/// prerequisite). Defaults: 0.6B=1024, 4B=2560, 8B=4096.
pub const QWEN3_EMBEDDING_0_6B: &str = "qwen3-embedding-0.6b";
/// Qwen3-Embedding 4B model.
pub const QWEN3_EMBEDDING_4B: &str = "qwen3-embedding-4b";
/// Qwen3-Embedding 8B model.
pub const QWEN3_EMBEDDING_8B: &str = "qwen3-embedding-8b";

/// Whether `model` is a Qwen3-Embedding series model (supports `dimensions`).
pub fn is_qwen3_embedding(model: &str) -> bool {
    model.starts_with("qwen3-embedding")
}

/// Configuration for Qwen embeddings API.
#[derive(Clone)]
pub struct QwenEmbeddingsConfig {
    /// Qwen API key.
    pub api_key: String,
    /// Base URL for the Qwen (DashScope) embeddings API.
    pub base_url: String,
    /// Embedding model name.
    pub model: String,
    /// Optional matryoshka output dimension (0.21.0 S5.1): 32-4096. Only valid
    /// on Qwen3-Embedding models; `None` keeps the model default.
    pub dimensions: Option<usize>,
}

/// M-12: `api_key` is redacted in [`std::fmt::Debug`] output so the key never leaks into logs.
impl std::fmt::Debug for QwenEmbeddingsConfig {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        f.debug_struct("QwenEmbeddingsConfig")
            .field("api_key", &crate::RedactedDebug(&self.api_key))
            .field("base_url", &self.base_url)
            .field("model", &self.model)
            .field("dimensions", &self.dimensions)
            .finish()
    }
}

impl Default for QwenEmbeddingsConfig {
    fn default() -> Self {
        Self {
            api_key: std::env::var("QWEN_API_KEY").unwrap_or_default(),
            base_url: QWEN_BASE_URL.to_string(),
            model: QWEN_EMBED_MODEL.to_string(),
            dimensions: None,
        }
    }
}

impl QwenEmbeddingsConfig {
    /// Creates a new QwenEmbeddingsConfig with the given API key.
    pub fn new(api_key: impl Into<String>) -> Self {
        Self {
            api_key: api_key.into(),
            ..Default::default()
        }
    }

    /// Creates a QwenEmbeddingsConfig from environment variables, returning a Result.
    ///
    /// Environment variables:
    /// - `QWEN_API_KEY`: API key (required)
    /// - `QWEN_BASE_URL`: API endpoint (optional)
    /// - `QWEN_EMBED_MODEL`: Model name (optional)
    pub fn from_env_result() -> Result<Self, EmbeddingError> {
        let api_key = std::env::var("QWEN_API_KEY").map_err(|_| {
            EmbeddingError::Config("QWEN_API_KEY environment variable not set".to_string())
        })?;
        let base_url = std::env::var("QWEN_BASE_URL").unwrap_or_else(|_| QWEN_BASE_URL.to_string());
        let model =
            std::env::var("QWEN_EMBED_MODEL").unwrap_or_else(|_| QWEN_EMBED_MODEL.to_string());
        Ok(Self {
            api_key,
            base_url,
            model,
            dimensions: None,
        })
    }

    /// Sets the embedding model.
    pub fn with_model(mut self, model: impl Into<String>) -> Self {
        self.model = model.into();
        self
    }

    /// Sets the matryoshka output dimension (32-4096, 0.21.0 S5.1).
    ///
    /// Only valid on Qwen3-Embedding models — construction fails otherwise
    /// (P1-2: never send a `dimensions` the model does not support).
    pub fn with_dimensions(mut self, dimensions: usize) -> Result<Self, EmbeddingError> {
        if !(32..=4096).contains(&dimensions) {
            return Err(EmbeddingError::Config(format!(
                "matryoshka dimensions must be within 32..=4096, got {dimensions}"
            )));
        }
        if !is_qwen3_embedding(&self.model) {
            return Err(EmbeddingError::Config(format!(
                "model '{}' does not support the `dimensions` parameter (Qwen3-Embedding only)",
                self.model
            )));
        }
        self.dimensions = Some(dimensions);
        Ok(self)
    }
}

impl CompatConfigAccess for QwenEmbeddingsConfig {
    fn api_key(&self) -> &str {
        &self.api_key
    }
    fn base_url(&self) -> &str {
        &self.base_url
    }
    fn model(&self) -> &str {
        &self.model
    }
    fn dimensions(&self) -> Option<usize> {
        self.dimensions
    }
}

impl CompatSpec for QwenEmbeddingsConfig {
    fn api_key_env() -> &'static str {
        "QWEN_API_KEY"
    }
    fn batch_size() -> usize {
        64
    }
    fn dimension_for(model: &str) -> Result<usize, EmbeddingError> {
        match model {
            QWEN_EMBED_MODEL => Ok(1536),
            QWEN3_EMBEDDING_0_6B => Ok(1024),
            QWEN3_EMBEDDING_4B => Ok(2560),
            QWEN3_EMBEDDING_8B => Ok(4096),
            _ => Err(EmbeddingError::Config(format!(
                "unknown embedding dimension for Qwen model '{model}' (supported: '{QWEN_EMBED_MODEL}', '{QWEN3_EMBEDDING_0_6B}', '{QWEN3_EMBEDDING_4B}', '{QWEN3_EMBEDDING_8B}')"
            ))),
        }
    }
    fn validate(config: &Self) -> Result<(), EmbeddingError> {
        // P1-2: a `dimensions` override on a model that does not support the
        // parameter must fail at construction, never at request time.
        if let Some(d) = config.dimensions {
            if !is_qwen3_embedding(&config.model) {
                return Err(EmbeddingError::Config(format!(
                    "model '{}' does not support the `dimensions` parameter (Qwen3-Embedding only)",
                    config.model
                )));
            }
            if !(32..=4096).contains(&d) {
                return Err(EmbeddingError::Config(format!(
                    "matryoshka dimensions must be within 32..=4096, got {d}"
                )));
            }
        }
        Ok(())
    }
    fn from_env_result() -> Result<Self, EmbeddingError> {
        Self::from_env_result()
    }
}

/// Qwen embeddings client for generating vector embeddings.
///
/// Reuses the OpenAI-compatible-protocol shared base class (P1-5): fails fast at construction
/// validating a non-empty API key and known model dimension (P1-2/P1-3), batch alignment errors
/// explicitly (P0-1), and error bodies are not swallowed (P1-4).
pub type QwenEmbeddings = OpenAICompatEmbeddings<QwenEmbeddingsConfig>;

#[cfg(test)]
mod tests {
    use super::*;
    use crate::test_support::spawn_embeddings_stub;
    use crate::Embeddings;
    use std::env;
    use std::sync::Arc;

    /// P0-1: provider returns fewer entries → explicit `EmptyVectorInBatch`, not a silent empty vector.
    #[tokio::test]
    async fn test_embed_documents_truncated_errors() {
        let base_url = spawn_embeddings_stub(Arc::new(|n| n.saturating_sub(1))).await;
        let config = QwenEmbeddingsConfig {
            api_key: "test-key".into(),
            base_url,
            model: QWEN_EMBED_MODEL.into(),
            dimensions: None,
        };
        let embeddings = QwenEmbeddings::new(config).unwrap();

        let result = embeddings.embed_documents(&["a", "b"]).await;
        assert!(
            matches!(result, Err(EmbeddingError::EmptyVectorInBatch)),
            "truncated response should report EmptyVectorInBatch, got: {:?}",
            result
        );
    }

    /// P1-3: an empty API key → `Config` error at construction (fail fast), not a delayed 401.
    #[test]
    fn test_new_rejects_empty_api_key() {
        let config = QwenEmbeddingsConfig {
            api_key: String::new(),
            base_url: QWEN_BASE_URL.into(),
            model: QWEN_EMBED_MODEL.into(),
            dimensions: None,
        };
        let err = QwenEmbeddings::new(config).unwrap_err();
        assert!(matches!(err, EmbeddingError::Config(_)));
    }

    /// P1-2: unknown model → construction-time error, never lying with a default 1536.
    #[test]
    fn test_new_rejects_unknown_model() {
        let config = QwenEmbeddingsConfig {
            api_key: "test-key".into(),
            base_url: QWEN_BASE_URL.into(),
            model: "some-unknown-model".into(),
            dimensions: None,
        };
        let err = QwenEmbeddings::new(config).unwrap_err();
        assert!(matches!(err, EmbeddingError::Config(_)));
    }

    /// 0.21.0 S5.1: Qwen3-Embedding series dimension map (0.6B=1024, 4B=2560, 8B=4096).
    #[test]
    fn test_qwen3_dimension_map() {
        assert_eq!(
            QwenEmbeddingsConfig::dimension_for(QWEN3_EMBEDDING_0_6B).unwrap(),
            1024
        );
        assert_eq!(
            QwenEmbeddingsConfig::dimension_for(QWEN3_EMBEDDING_4B).unwrap(),
            2560
        );
        assert_eq!(
            QwenEmbeddingsConfig::dimension_for(QWEN3_EMBEDDING_8B).unwrap(),
            4096
        );
        assert_eq!(
            QwenEmbeddingsConfig::dimension_for(QWEN_EMBED_MODEL).unwrap(),
            1536
        );
    }

    /// 0.21.0 S5.1: Qwen3 construction with a matryoshka `dimensions` override.
    #[test]
    fn test_qwen3_with_dimensions() {
        let config = QwenEmbeddingsConfig::new("test-key")
            .with_model(QWEN3_EMBEDDING_0_6B)
            .with_dimensions(512)
            .unwrap();
        assert_eq!(config.dimensions, Some(512));
        let embeddings = QwenEmbeddings::new(config).unwrap();
        assert_eq!(embeddings.dimension(), 512, "configured dimension wins");
    }

    /// 0.21.0 S5.1: `dimensions` outside 32..=4096 → Config error.
    #[test]
    fn test_qwen3_with_dimensions_rejects_out_of_range() {
        let err = QwenEmbeddingsConfig::new("test-key")
            .with_model(QWEN3_EMBEDDING_0_6B)
            .with_dimensions(31)
            .unwrap_err();
        assert!(matches!(err, EmbeddingError::Config(_)));
        let err = QwenEmbeddingsConfig::new("test-key")
            .with_model(QWEN3_EMBEDDING_0_6B)
            .with_dimensions(4097)
            .unwrap_err();
        assert!(matches!(err, EmbeddingError::Config(_)));
    }

    /// 0.21.0 S5.1: `dimensions` on a non-Qwen3 model → Config error at
    /// construction (P1-2: never send an unsupported parameter).
    #[test]
    fn test_dimensions_rejected_on_non_qwen3_model() {
        let err = QwenEmbeddingsConfig::new("test-key")
            .with_model(QWEN_EMBED_MODEL)
            .with_dimensions(512)
            .unwrap_err();
        assert!(matches!(err, EmbeddingError::Config(_)));
        // And the CompatSpec-level guard (bypassing the builder) also rejects.
        let config = QwenEmbeddingsConfig {
            api_key: "test-key".into(),
            base_url: QWEN_BASE_URL.into(),
            model: QWEN_EMBED_MODEL.into(),
            dimensions: Some(512),
        };
        let err = QwenEmbeddings::new(config).unwrap_err();
        assert!(matches!(err, EmbeddingError::Config(_)));
    }

    /// 0.21.0 S5.1: no `dimensions` → construction on Qwen3 uses the model default.
    #[test]
    fn test_qwen3_default_dimension() {
        let embeddings = QwenEmbeddings::new(
            QwenEmbeddingsConfig::new("test-key").with_model(QWEN3_EMBEDDING_8B),
        )
        .unwrap();
        assert_eq!(embeddings.dimension(), 4096);
    }

    fn save_and_set(key: &str, value: &str) -> Option<String> {
        let old = env::var(key).ok();
        env::set_var(key, value);
        old
    }

    fn restore(key: &str, old: Option<String>) {
        match old {
            Some(v) => env::set_var(key, v),
            None => env::remove_var(key),
        }
    }

    #[test]
    fn test_from_env_result_ok_when_key_set() {
        let _lock = crate::ENV_TEST_LOCK
            .lock()
            .unwrap_or_else(|e| e.into_inner());
        let old = save_and_set("QWEN_API_KEY", "test-key-123");
        let result = QwenEmbeddingsConfig::from_env_result();
        assert!(result.is_ok());
        assert_eq!(result.unwrap().api_key, "test-key-123");
        restore("QWEN_API_KEY", old);
    }

    #[test]
    fn test_from_env_result_err_when_key_missing() {
        let _lock = crate::ENV_TEST_LOCK
            .lock()
            .unwrap_or_else(|e| e.into_inner());
        let old = env::var("QWEN_API_KEY").ok();
        env::remove_var("QWEN_API_KEY");
        let result = QwenEmbeddingsConfig::from_env_result();
        assert!(result.is_err());
        assert!(result.unwrap_err().to_string().contains("QWEN_API_KEY"));
        restore("QWEN_API_KEY", old);
    }

    #[test]
    fn test_from_env_result_uses_optional_vars() {
        let _lock = crate::ENV_TEST_LOCK
            .lock()
            .unwrap_or_else(|e| e.into_inner());
        let old_key = save_and_set("QWEN_API_KEY", "key");
        let old_url = save_and_set("QWEN_BASE_URL", "https://custom.api.com");
        let old_model = save_and_set("QWEN_EMBED_MODEL", "custom-model");
        let config = QwenEmbeddingsConfig::from_env_result().unwrap();
        assert_eq!(config.base_url, "https://custom.api.com");
        assert_eq!(config.model, "custom-model");
        restore("QWEN_API_KEY", old_key);
        restore("QWEN_BASE_URL", old_url);
        restore("QWEN_EMBED_MODEL", old_model);
    }

    #[test]
    fn test_from_env_result_uses_defaults_for_optional_vars() {
        let _lock = crate::ENV_TEST_LOCK
            .lock()
            .unwrap_or_else(|e| e.into_inner());
        let old_key = save_and_set("QWEN_API_KEY", "key");
        let old_url = env::var("QWEN_BASE_URL").ok();
        env::remove_var("QWEN_BASE_URL");
        let old_model = env::var("QWEN_EMBED_MODEL").ok();
        env::remove_var("QWEN_EMBED_MODEL");
        let config = QwenEmbeddingsConfig::from_env_result().unwrap();
        assert_eq!(config.base_url, QWEN_BASE_URL.to_string());
        assert_eq!(config.model, QWEN_EMBED_MODEL);
        restore("QWEN_API_KEY", old_key);
        restore("QWEN_BASE_URL", old_url);
        restore("QWEN_EMBED_MODEL", old_model);
    }

    #[test]
    fn test_embeddings_from_env_result_ok() {
        let _lock = crate::ENV_TEST_LOCK
            .lock()
            .unwrap_or_else(|e| e.into_inner());
        let old = save_and_set("QWEN_API_KEY", "test-key");
        assert!(QwenEmbeddings::from_env_result().is_ok());
        restore("QWEN_API_KEY", old);
    }

    #[test]
    fn test_embeddings_from_env_result_err_when_key_missing() {
        let _lock = crate::ENV_TEST_LOCK
            .lock()
            .unwrap_or_else(|e| e.into_inner());
        let old = env::var("QWEN_API_KEY").ok();
        env::remove_var("QWEN_API_KEY");
        assert!(QwenEmbeddings::from_env_result().is_err());
        restore("QWEN_API_KEY", old);
    }
}