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
438
439
440
441
442
443
444
445
446
447

    // =========================================================================
    // GGUF Inference: File Data Validation Tests
    // Tests the early-exit paths when file_data is processed
    // =========================================================================

    #[test]
    fn test_run_gguf_inference_empty_file_data_with_valid_path() {
        // Even with empty file_data, the function uses model_ref for mmap
        let result = inference::run_gguf_inference(
            "/nonexistent/path/model.gguf",
            &[], // Empty file data - function uses mmap path
            "test prompt",
            10,
            0.7,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
        // Should fail at mmap stage
        let err_msg = result.unwrap_err().to_string();
        assert!(
            err_msg.contains("mmap") || err_msg.contains("Failed"),
            "Expected mmap error, got: {}",
            err_msg
        );
    }

    #[test]
    fn test_run_gguf_inference_with_gguf_magic_but_truncated() {
        // GGUF magic header but truncated data
        let truncated_gguf = b"GGUF\x03\x00\x00\x00"; // Just magic + version
        let result = inference::run_gguf_inference(
            "/tmp/truncated.gguf",
            truncated_gguf,
            "prompt",
            5,
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    // =========================================================================
    // Temperature Sampling Logic Tests
    // Verifies temperature threshold behavior
    // =========================================================================

    #[test]
    fn test_gguf_inference_temperature_exactly_zero() {
        // temperature == 0.0 should use greedy decoding (< 0.01)
        let result = inference::run_gguf_inference(
            "/nonexistent/model.gguf",
            &[],
            "zero temp",
            5,
            0.0, // Exactly zero
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err()); // Fails on model load, but exercises temp path
    }

    #[test]
    fn test_gguf_inference_temperature_very_small() {
        // temperature = 0.001 should use greedy (< 0.01)
        let result = inference::run_gguf_inference(
            "/nonexistent/model.gguf",
            &[],
            "small temp",
            5,
            0.001,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_gguf_inference_temperature_at_sampling_threshold() {
        // temperature = 0.02 should use temperature sampling (> 0.01)
        let result = inference::run_gguf_inference(
            "/nonexistent/model.gguf",
            &[],
            "sampling temp",
            5,
            0.02,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_gguf_inference_temperature_high_value() {
        // High temperature should work without issues
        let result = inference::run_gguf_inference(
            "/nonexistent/model.gguf",
            &[],
            "high temp",
            5,
            2.0,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    // =========================================================================
    // Format Output Path Tests
    // Tests JSON vs text output format handling
    // =========================================================================

    #[test]
    fn test_gguf_inference_json_format_output_path() {
        let result = inference::run_gguf_inference(
            "/nonexistent/model.gguf",
            &[],
            "json output test",
            5,
            0.5,
            "json", // JSON format
            false,
            true, // verbose to test more output code
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_gguf_inference_text_format_verbose() {
        let result = inference::run_gguf_inference(
            "/nonexistent/model.gguf",
            &[],
            "text verbose test",
            5,
            0.5,
            "text",
            false,
            true, // verbose mode
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_gguf_inference_text_format_non_verbose() {
        let result = inference::run_gguf_inference(
            "/nonexistent/model.gguf",
            &[],
            "text quiet test",
            5,
            0.5,
            "text",
            false,
            false, // non-verbose (Ollama-style output)
            None,  // trace_config
        );
        assert!(result.is_err());
    }

    // =========================================================================
    // APR Inference: File Data Scenarios
    // =========================================================================

    #[test]
    fn test_run_apr_inference_with_valid_apr_magic_but_incomplete() {
        // APR magic "APR\0" but missing model data
        let apr_header = b"APR\0\x01\x00\x01\x00"; // Magic + type + version only
        let result = inference::run_apr_inference(
            "/tmp/incomplete.apr",
            apr_header,
            "incomplete apr",
            5,
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_run_apr_inference_zero_max_tokens() {
        let result = inference::run_apr_inference(
            "/nonexistent/model.apr",
            &[],
            "zero tokens",
            0, // Zero tokens
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_run_apr_inference_json_format() {
        let result = inference::run_apr_inference(
            "/nonexistent/model.apr",
            &[],
            "json format",
            5,
            0.5,
            "json",
            false,
            true,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_run_apr_inference_temperature_greedy() {
        let result = inference::run_apr_inference(
            "/nonexistent/model.apr",
            &[],
            "greedy",
            5,
            0.0, // Greedy
            "text",
            false,
            true,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    // =========================================================================
    // SafeTensors Inference: Path Resolution Tests
    // =========================================================================

    #[test]
    fn test_run_safetensors_inference_relative_path() {
        let result = inference::run_safetensors_inference(
            "relative/path/model.safetensors",
            "relative path test",
            5,
            0.5,
            "text",
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_run_safetensors_inference_absolute_path() {
        let result = inference::run_safetensors_inference(
            "/absolute/path/model.safetensors",
            "absolute path test",
            5,
            0.5,
            "text",
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_run_safetensors_inference_with_tokenizer_path() {
        // The function tries to load tokenizer.json from sibling path
        let result = inference::run_safetensors_inference(
            "/some/model/dir/model.safetensors",
            "tokenizer test",
            5,
            0.5,
            "text",
            None, // trace_config
        );
        assert!(result.is_err());
    }

    // =========================================================================
    // Error Type Verification Tests
    // Ensures correct error variants are returned
    // =========================================================================

    #[test]
    fn test_gguf_inference_error_is_unsupported_operation() {
        let result = inference::run_gguf_inference(
            "/nonexistent.gguf",
            &[],
            "error type test",
            5,
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
        // Verify the error type
        match result.unwrap_err() {
            RealizarError::UnsupportedOperation { operation, reason } => {
                assert_eq!(operation, "mmap_gguf");
                assert!(reason.contains("Failed") || reason.contains("mmap"));
            },
            other => panic!("Expected UnsupportedOperation, got: {:?}", other),
        }
    }

    #[test]
    fn test_apr_inference_error_is_unsupported_operation() {
        let result = inference::run_apr_inference(
            "/nonexistent.apr",
            &[0, 1, 2, 3], // Invalid magic
            "error type test",
            5,
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
        match result.unwrap_err() {
            RealizarError::UnsupportedOperation { operation, reason } => {
                assert_eq!(operation, "parse_apr");
                assert!(reason.contains("APR") || reason.contains("parse"));
            },
            other => panic!("Expected UnsupportedOperation, got: {:?}", other),
        }
    }

    #[test]
    fn test_safetensors_inference_error_is_unsupported_operation() {
        let result = inference::run_safetensors_inference(
            "/nonexistent.safetensors",
            "error type test",
            5,
            0.5,
            "text",
            None, // trace_config
        );
        assert!(result.is_err());
        match result.unwrap_err() {
            RealizarError::UnsupportedOperation { operation, reason } => {
                assert_eq!(operation, "convert_safetensors");
                assert!(reason.contains("SafeTensors") || reason.contains("convert"));
            },
            other => panic!("Expected UnsupportedOperation, got: {:?}", other),
        }
    }

    // =========================================================================
    // Prompt Encoding Edge Cases
    // Tests prompt tokenization fallback behavior
    // =========================================================================

    #[test]
    fn test_gguf_inference_empty_prompt() {
        let result = inference::run_gguf_inference(
            "/nonexistent.gguf",
            &[],
            "", // Empty prompt
            5,
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_gguf_inference_very_long_prompt() {
        // Long prompt to test tokenization
        let long_prompt = "a".repeat(10000);
        let result = inference::run_gguf_inference(
            "/nonexistent.gguf",
            &[],
            &long_prompt,
            5,
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_apr_inference_empty_prompt() {
        let result = inference::run_apr_inference(
            "/nonexistent.apr",
            &[],
            "", // Empty prompt
            5,
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }

    #[test]
    fn test_safetensors_inference_empty_prompt() {
        let result = inference::run_safetensors_inference(
            "/nonexistent.safetensors",
            "", // Empty prompt
            5,
            0.5,
            "text",
            None, // trace_config
        );
        assert!(result.is_err());
    }

    // =========================================================================
    // Max Tokens Boundary Tests
    // =========================================================================

    #[test]
    fn test_gguf_inference_large_max_tokens() {
        let result = inference::run_gguf_inference(
            "/nonexistent.gguf",
            &[],
            "large tokens",
            100000, // Large number
            0.5,
            "text",
            false,
            false,
            None, // trace_config
        );
        assert!(result.is_err());
    }