realizar 0.8.5

Pure Rust ML inference engine built from scratch - model serving for GGUF and safetensors
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
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437

    #[test]
    fn test_bpe_tokenizer_encode_non_ascii_more_cov() {
        let mut token_to_id = HashMap::new();
        token_to_id.insert("a".to_string(), 0);
        let tokenizer = BpeTokenizer {
            token_to_id,
            id_to_token: vec!["a".to_string()],
            merge_rules: vec![],
            bos_id: None,
            eos_id: None,
            special_tokens: HashMap::new(),
        };
        let encoded = tokenizer.encode("\u{00E9}"); // e-acute
        // Should not panic
        assert!(encoded.is_empty() || !encoded.is_empty());
    }

    #[test]
    fn test_apr_header_all_fields_more_cov() {
        let mut data = vec![0u8; 64];
        data[0..4].copy_from_slice(&MAGIC);
        data[4] = 2;
        data[5] = 1;
        // Set all flags
        data[6..8].copy_from_slice(&0xFFFFu16.to_le_bytes());
        data[8..12].copy_from_slice(&100u32.to_le_bytes()); // tensor_count
        data[12..20].copy_from_slice(&200u64.to_le_bytes()); // metadata_offset
        data[20..24].copy_from_slice(&300u32.to_le_bytes()); // metadata_size
        data[24..32].copy_from_slice(&400u64.to_le_bytes()); // tensor_index_offset
        data[32..40].copy_from_slice(&500u64.to_le_bytes()); // data_offset
        data[40..44].copy_from_slice(&0xDEADBEEFu32.to_le_bytes()); // checksum

        let header = AprHeader::from_bytes(&data).expect("APR operation failed");
        assert_eq!(header.tensor_count, 100);
        assert_eq!(header.metadata_offset, 200);
        assert_eq!(header.metadata_size, 300);
        assert_eq!(header.tensor_index_offset, 400);
        assert_eq!(header.data_offset, 500);
        assert_eq!(header.checksum, 0xDEADBEEF);
    }

    #[test]
    fn test_apr_model_header_methods_more_cov() {
        let data = create_test_apr_model();
        let model = AprV2Model::from_bytes(data).expect("APR operation failed");
        // tensor_count is accessed through public API
        assert!(model.tensor_count() >= 1);
        // tensor_names returns &str refs
        let names = model.tensor_names();
        assert!(!names.is_empty());
    }

    #[test]
    fn test_dtype_to_ggml_qtype_all_types_more_cov() {
        // Test all supported quantized types
        assert_eq!(crate::apr::dtype_to_ggml_qtype("Q4_K"), Some(12));
        assert_eq!(crate::apr::dtype_to_ggml_qtype("Q5_K"), Some(13));
        assert_eq!(crate::apr::dtype_to_ggml_qtype("Q6_K"), Some(14));
        assert_eq!(crate::apr::dtype_to_ggml_qtype("Q8_0"), Some(8));
        assert_eq!(crate::apr::dtype_to_ggml_qtype("Q4_0"), Some(2));
        assert_eq!(crate::apr::dtype_to_ggml_qtype("Q4_1"), Some(3));
        assert_eq!(crate::apr::dtype_to_ggml_qtype("Q5_0"), Some(6));
        // Non-quantized types
        assert_eq!(crate::apr::dtype_to_ggml_qtype("F32"), None);
        assert_eq!(crate::apr::dtype_to_ggml_qtype("F16"), None);
        assert_eq!(crate::apr::dtype_to_ggml_qtype("BF16"), None);
    }

    #[test]
    fn test_is_quantized_dtype_all_types_more_cov() {
        // Quantized types
        assert!(crate::apr::is_quantized_dtype("Q4_K"));
        assert!(crate::apr::is_quantized_dtype("q4_k"));
        assert!(crate::apr::is_quantized_dtype("Q5_K"));
        assert!(crate::apr::is_quantized_dtype("Q6_K"));
        assert!(crate::apr::is_quantized_dtype("Q8_0"));
        assert!(crate::apr::is_quantized_dtype("Q4_0"));
        assert!(crate::apr::is_quantized_dtype("Q4_1"));
        assert!(crate::apr::is_quantized_dtype("Q5_0"));
        // Non-quantized types
        assert!(!crate::apr::is_quantized_dtype("F32"));
        assert!(!crate::apr::is_quantized_dtype("F16"));
        assert!(!crate::apr::is_quantized_dtype("BF16"));
        assert!(!crate::apr::is_quantized_dtype("I8"));
    }

    #[test]
    fn test_dequantize_q4_k_early_exit_more_cov() {
        // Test early exit when num_elements is reached mid-sub-block
        let mut bytes = vec![0u8; 144];
        bytes[0] = 0x00;
        bytes[1] = 0x3C; // d = 1.0
                         // Request exactly 17 elements (mid sub-block)
        let result = crate::apr::dequantize_q4_k(&bytes, 17);
        assert_eq!(result.len(), 17);
    }

    #[test]
    fn test_dequantize_q6_k_early_exit_more_cov() {
        // Test early exit when num_elements is reached mid-sub-block
        let mut bytes = vec![0u8; 210];
        bytes[208] = 0x00;
        bytes[209] = 0x3C; // d = 1.0
                           // Request exactly 33 elements (mid sub-block)
        let result = crate::apr::dequantize_q6_k(&bytes, 33);
        assert_eq!(result.len(), 33);
    }

    #[test]
    fn test_f16_to_f32_negative_subnormal_more_cov() {
        // Negative subnormal: sign=1, exp=0, mantissa=1
        let bits: u16 = 0x8001;
        let result = crate::apr::f16_to_f32(bits);
        assert!(result < 0.0, "Negative subnormal should be negative");
    }

    #[test]
    fn test_f16_to_f32_negative_nan_more_cov() {
        // Negative NaN: sign=1, exp=31, mantissa!=0
        let bits: u16 = 0xFC01;
        let result = crate::apr::f16_to_f32(bits);
        assert!(result.is_nan());
    }

    #[test]
    fn test_apr_model_forward_with_transformer_missing_tensor_more_cov() {
        // Create a model with transformer metadata but missing tensors
        let metadata = r#"{
            "hidden_size": 8,
            "num_layers": 1,
            "num_heads": 2,
            "vocab_size": 10
        }"#;
        let metadata_bytes = metadata.as_bytes();
        let metadata_padded_size = metadata_bytes.len().div_ceil(64) * 64;

        let tensor_index_offset = HEADER_SIZE as u64 + metadata_padded_size as u64;
        let data_offset = tensor_index_offset;
        let mut data = vec![0u8; data_offset as usize + 64];

        data[0..4].copy_from_slice(&MAGIC);
        data[4] = 2;
        data[5] = 0;
        data[8..12].copy_from_slice(&0u32.to_le_bytes()); // No tensors
        data[12..20].copy_from_slice(&(HEADER_SIZE as u64).to_le_bytes());
        data[20..24].copy_from_slice(&(metadata_bytes.len() as u32).to_le_bytes());
        data[24..32].copy_from_slice(&tensor_index_offset.to_le_bytes());
        data[32..40].copy_from_slice(&data_offset.to_le_bytes());

        data[HEADER_SIZE..HEADER_SIZE + metadata_bytes.len()].copy_from_slice(metadata_bytes);

        let model = AprV2Model::from_bytes(data).expect("should load");
        assert!(model.metadata().is_transformer());
        let result = model.forward(&[1]);
        // Should fail because embedding tensor is missing
        assert!(result.is_err());
    }

    #[test]
    fn test_decode_tokens_sentencepiece_prefix_more_cov() {
        let vocab = vec!["▁hello".to_string(), "".to_string(), "world".to_string()];
        let result = AprV2Model::decode_tokens(&vocab, &[0, 1, 2]);
        // SentencePiece ▁ prefix should be handled
        assert!(result.contains("hello"));
        assert!(result.contains("world"));
    }

    #[test]
    fn test_model_data_type_alias_more_cov() {
        // Test type alias AprModel = AprV2Model
        let data = create_test_apr_model();
        let model: AprModel = AprV2Model::from_bytes(data).expect("should load");
        assert_eq!(model.tensor_count(), 1);
    }

    #[test]
    fn test_apr_model_type_alias_more_cov() {
        // Test legacy type alias AprModelType
        let _: AprModelType = ();
    }

    #[test]
    fn test_find_tensor_name_not_found_more_cov() {
        let data = create_test_apr_model();
        let model = AprV2Model::from_bytes(data).expect("should load");
        // Try to find a tensor that doesn't exist
        let result = model.forward(&[0]); // Will try to find embedding tensor
        assert!(result.is_err());
        let err = result.unwrap_err();
        let err_msg = format!("{:?}", err);
        // Should contain "No matching tensor" or similar
        assert!(
            err_msg.contains("not a transformer") || err_msg.contains("No matching"),
            "Error message: {}",
            err_msg
        );
    }

    // =========================================================================
    // SimpleTokenizer Tests (GH-156)
    // =========================================================================

    #[test]
    fn test_simple_tokenizer_new() {
        use crate::apr::SimpleTokenizer;

        let vocab = vec![
            "<pad>".to_string(),
            "<bos>".to_string(),
            "<eos>".to_string(),
            "hello".to_string(),
            "world".to_string(),
        ];
        let tokenizer = SimpleTokenizer::new(vocab, Some(1), Some(2));

        assert_eq!(tokenizer.vocab_size(), 5);
        assert!(tokenizer.is_bos(1));
        assert!(tokenizer.is_eos(2));
        assert!(!tokenizer.is_bos(0));
        assert!(!tokenizer.is_eos(0));
    }

    #[test]
    fn test_simple_tokenizer_decode_basic() {
        use crate::apr::SimpleTokenizer;

        let vocab = vec![
            "<pad>".to_string(),
            "<bos>".to_string(),
            "<eos>".to_string(),
            "hello".to_string(),
            "world".to_string(),
        ];
        let tokenizer = SimpleTokenizer::new(vocab, Some(1), Some(2));

        // Decode tokens [3, 4] -> "helloworld"
        let decoded = tokenizer.decode(&[3, 4]);
        assert_eq!(decoded, "helloworld");
    }

    #[test]
    fn test_simple_tokenizer_decode_bpe_space() {
        use crate::apr::SimpleTokenizer;

        // BPE-style tokens with Ġ prefix (represents space)
        let vocab = vec![
            "<pad>".to_string(),
            "<bos>".to_string(),
            "<eos>".to_string(),
            "Ġhello".to_string(), // " hello"
            "Ġworld".to_string(), // " world"
            "!".to_string(),
        ];
        let tokenizer = SimpleTokenizer::new(vocab, Some(1), Some(2));

        // Decode tokens [3, 4, 5] -> " hello world!"
        let decoded = tokenizer.decode(&[3, 4, 5]);
        assert_eq!(decoded, " hello world!");
    }

    #[test]
    fn test_simple_tokenizer_decode_out_of_bounds() {
        use crate::apr::SimpleTokenizer;

        let vocab = vec!["a".to_string(), "b".to_string()];
        let tokenizer = SimpleTokenizer::new(vocab, None, None);

        // Token 99 is out of bounds - should be skipped or handled gracefully
        let decoded = tokenizer.decode(&[0, 99, 1]);
        // Should contain "a" and "b", may have placeholder for 99
        assert!(decoded.contains('a'));
        assert!(decoded.contains('b'));
    }

    #[test]
    fn test_simple_tokenizer_no_special_tokens() {
        use crate::apr::SimpleTokenizer;

        let vocab = vec!["x".to_string(), "y".to_string()];
        let tokenizer = SimpleTokenizer::new(vocab, None, None);

        // No BOS/EOS defined
        assert!(!tokenizer.is_bos(0));
        assert!(!tokenizer.is_bos(1));
        assert!(!tokenizer.is_eos(0));
        assert!(!tokenizer.is_eos(1));
    }

    #[test]
    fn test_simple_tokenizer_empty_decode() {
        use crate::apr::SimpleTokenizer;

        let vocab = vec!["a".to_string()];
        let tokenizer = SimpleTokenizer::new(vocab, None, None);

        let decoded = tokenizer.decode(&[]);
        assert_eq!(decoded, "");
    }

    #[test]
    fn test_simple_tokenizer_clone() {
        use crate::apr::SimpleTokenizer;

        let vocab = vec!["test".to_string()];
        let tokenizer = SimpleTokenizer::new(vocab, Some(0), None);
        let cloned = tokenizer.clone();

        assert_eq!(tokenizer.vocab_size(), cloned.vocab_size());
        assert_eq!(tokenizer.bos_token_id, cloned.bos_token_id);
    }

    #[test]
    fn test_simple_tokenizer_debug() {
        use crate::apr::SimpleTokenizer;

        let vocab = vec!["a".to_string()];
        let tokenizer = SimpleTokenizer::new(vocab, None, None);
        let debug_str = format!("{:?}", tokenizer);

        assert!(debug_str.contains("SimpleTokenizer"));
    }

    // =========================================================================
    // APR v1 Format Rejection Tests
    // =========================================================================

    #[test]
    fn test_apr_v1_format_rejected() {
        // APR v1 magic: "APR1" (0x41, 0x50, 0x52, 0x31)
        let mut data = vec![0u8; HEADER_SIZE + 100];
        data[0..4].copy_from_slice(&[0x41, 0x50, 0x52, 0x31]); // "APR1"
        data[4] = 1; // version major
        data[5] = 0; // version minor

        let result = AprV2Model::from_bytes(data);
        assert!(result.is_err());
        let err = result.unwrap_err().to_string();
        // Should indicate APR v1 not supported
        assert!(
            err.contains("APR v1") || err.contains("not supported"),
            "Error should mention APR v1: {}",
            err
        );
    }

    #[test]
    fn test_apr_v1_format_conversion_hint() {
        // Test that error message suggests conversion
        let mut data = vec![0u8; HEADER_SIZE + 100];
        data[0..4].copy_from_slice(&[0x41, 0x50, 0x52, 0x31]); // "APR1"

        let result = AprV2Model::from_bytes(data);
        assert!(result.is_err());
        let err = result.unwrap_err().to_string();
        // Error should hint at conversion or GGUF alternative
        assert!(
            err.contains("convert") || err.contains("GGUF"),
            "Error should suggest conversion: {}",
            err
        );
    }

    #[test]
    fn test_apr_invalid_version_byte() {
        // Test with invalid version byte (not 0, '1', or '2')
        let mut data = vec![0u8; HEADER_SIZE + 100];
        data[0..3].copy_from_slice(&MAGIC_PREFIX); // "APR"
        data[3] = 0x99; // Invalid version byte

        let result = AprV2Model::from_bytes(data);
        assert!(result.is_err());
        let err = result.unwrap_err().to_string();
        assert!(
            err.contains("version") || err.contains("Invalid"),
            "Error should mention version: {}",
            err
        );
    }

    // =========================================================================
    // MappedAprModel Tests
    // =========================================================================

    #[cfg(not(target_arch = "wasm32"))]
    #[test]
    fn test_mapped_apr_model_from_path() {
        use std::io::Write;
        use tempfile::NamedTempFile;

        // Create a valid APR v2 file with legacy magic
        let mut temp = NamedTempFile::new().expect("create temp file");

        let mut data = vec![0u8; 128];
        data[0..4].copy_from_slice(&MAGIC); // APR\0 legacy magic
        data[4] = 2;
        data[5] = 0;
        data[6..8].copy_from_slice(&0u16.to_le_bytes()); // flags = 0
        data[8..12].copy_from_slice(&0u32.to_le_bytes()); // tensor_count = 0
        data[12..20].copy_from_slice(&64u64.to_le_bytes()); // metadata_offset
        data[20..24].copy_from_slice(&0u32.to_le_bytes()); // metadata_size = 0
        data[24..32].copy_from_slice(&64u64.to_le_bytes()); // tensor_index_offset
        data[32..40].copy_from_slice(&64u64.to_le_bytes()); // data_offset

        temp.write_all(&data).expect("write data");

        let model = MappedAprModel::from_path(temp.path()).expect("load model");
        assert_eq!(model.tensor_count(), 0);
        assert_eq!(model.file_size(), data.len());
        assert_eq!(model.data_offset(), 64);
    }

    #[cfg(not(target_arch = "wasm32"))]
    #[test]
    fn test_mapped_apr_model_nonexistent_file() {
        let result = MappedAprModel::from_path("/nonexistent/path/model.apr");
        assert!(result.is_err());
    }

    #[cfg(not(target_arch = "wasm32"))]
    #[test]
    fn test_mapped_apr_model_invalid_magic() {
        use std::io::Write;
        use tempfile::NamedTempFile;

        let mut temp = NamedTempFile::new().expect("create temp file");

        let mut data = vec![0u8; 128];
        data[0..4].copy_from_slice(b"GGUF"); // Wrong magic

        temp.write_all(&data).expect("write data");

        let result = MappedAprModel::from_path(temp.path());
        assert!(result.is_err());
        let err = result.unwrap_err().to_string();
        assert!(err.contains("magic") || err.contains("Invalid"));
    }