scouter-types 0.25.0

Client and server contract for scouter
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
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
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
#![allow(clippy::useless_conversion)]
use crate::custom::alert::{CustomMetric, CustomMetricAlertConfig};
use crate::error::{ProfileError, TypeError};
use crate::traits::ConfigExt;
use crate::util::{json_to_pyobject, pyobject_to_json, scouter_version};
use crate::ProfileRequest;
use crate::{
    DispatchDriftConfig, DriftArgs, DriftType, FileName, ProfileArgs, ProfileBaseArgs,
    PyHelperFuncs, VersionRequest, DEFAULT_VERSION, MISSING,
};
use core::fmt::Debug;
use potato_head::create_uuid7;
use pyo3::prelude::*;
use pyo3::types::PyDict;
use scouter_semver::VersionType;
use serde::{Deserialize, Serialize};
use serde_json::Value;
use std::collections::HashMap;
use std::path::PathBuf;

#[pyclass]
#[derive(Debug, Serialize, Deserialize, Clone, PartialEq)]
pub struct CustomMetricDriftConfig {
    #[pyo3(get, set)]
    pub sample_size: usize,

    #[pyo3(get, set)]
    pub space: String,

    #[pyo3(get, set)]
    pub name: String,

    #[pyo3(get, set)]
    pub version: String,

    #[pyo3(get, set)]
    pub uid: String,

    #[pyo3(get, set)]
    pub alert_config: CustomMetricAlertConfig,

    #[pyo3(get, set)]
    #[serde(default = "default_drift_type")]
    pub drift_type: DriftType,
}

impl ConfigExt for CustomMetricDriftConfig {
    fn space(&self) -> &str {
        &self.space
    }

    fn name(&self) -> &str {
        &self.name
    }

    fn version(&self) -> &str {
        &self.version
    }

    fn uid(&self) -> &str {
        &self.uid
    }
}

fn default_drift_type() -> DriftType {
    DriftType::Custom
}

impl DispatchDriftConfig for CustomMetricDriftConfig {
    fn get_drift_args(&self) -> DriftArgs {
        DriftArgs {
            name: self.name.clone(),
            space: self.space.clone(),
            version: self.version.clone(),
            dispatch_config: self.alert_config.dispatch_config.clone(),
        }
    }
}

#[pymethods]
#[allow(clippy::too_many_arguments)]
impl CustomMetricDriftConfig {
    #[new]
    #[pyo3(signature = (space=MISSING, name=MISSING, version=DEFAULT_VERSION, sample_size=25, alert_config=CustomMetricAlertConfig::default(), config_path=None))]
    pub fn new(
        space: &str,
        name: &str,
        version: &str,
        sample_size: usize,
        alert_config: CustomMetricAlertConfig,
        config_path: Option<PathBuf>,
    ) -> Result<Self, ProfileError> {
        if let Some(config_path) = config_path {
            let config = CustomMetricDriftConfig::load_from_json_file(config_path)?;
            return Ok(config);
        }

        Ok(Self {
            sample_size,
            space: space.to_string(),
            name: name.to_string(),
            version: version.to_string(),
            uid: create_uuid7(),
            alert_config,
            drift_type: DriftType::Custom,
        })
    }

    #[staticmethod]
    pub fn load_from_json_file(path: PathBuf) -> Result<CustomMetricDriftConfig, ProfileError> {
        // deserialize the string to a struct

        let file = std::fs::read_to_string(&path)?;

        Ok(serde_json::from_str(&file)?)
    }

    pub fn __str__(&self) -> String {
        // serialize the struct to a string
        PyHelperFuncs::__str__(self)
    }

    pub fn model_dump_json(&self) -> String {
        // serialize the struct to a string
        PyHelperFuncs::__json__(self)
    }

    #[allow(clippy::too_many_arguments)]
    #[pyo3(signature = (space=None, name=None, version=None, uid=None, alert_config=None))]
    pub fn update_config_args(
        &mut self,
        space: Option<String>,
        name: Option<String>,
        version: Option<String>,
        uid: Option<String>,
        alert_config: Option<CustomMetricAlertConfig>,
    ) -> Result<(), TypeError> {
        if name.is_some() {
            self.name = name.ok_or(TypeError::MissingNameError)?;
        }

        if space.is_some() {
            self.space = space.ok_or(TypeError::MissingSpaceError)?;
        }

        if version.is_some() {
            self.version = version.ok_or(TypeError::MissingVersionError)?;
        }

        if alert_config.is_some() {
            self.alert_config = alert_config.ok_or(TypeError::MissingAlertConfigError)?;
        }

        if uid.is_some() {
            self.uid = uid.ok_or(TypeError::MissingUidError)?;
        }

        Ok(())
    }
}

#[pyclass]
#[derive(Debug, Serialize, Deserialize, Clone, PartialEq)]
pub struct CustomDriftProfile {
    #[pyo3(get)]
    pub config: CustomMetricDriftConfig,

    #[pyo3(get)]
    pub metrics: HashMap<String, f64>,

    #[pyo3(get)]
    pub scouter_version: String,
}

impl Default for CustomDriftProfile {
    fn default() -> Self {
        Self {
            config: CustomMetricDriftConfig::new(
                MISSING,
                MISSING,
                DEFAULT_VERSION,
                25,
                CustomMetricAlertConfig::default(),
                None,
            )
            .unwrap(),
            metrics: HashMap::new(),
            scouter_version: scouter_version(),
        }
    }
}

#[pymethods]
impl CustomDriftProfile {
    #[new]
    #[pyo3(signature = (config, metrics))]
    pub fn new(
        mut config: CustomMetricDriftConfig,
        metrics: Vec<CustomMetric>,
    ) -> Result<Self, ProfileError> {
        if metrics.is_empty() {
            return Err(TypeError::NoMetricsError.into());
        }

        config.alert_config.set_alert_conditions(&metrics);

        let metric_vals = metrics
            .iter()
            .map(|m| (m.name.clone(), m.baseline_value))
            .collect();

        Ok(Self {
            config,
            metrics: metric_vals,
            scouter_version: scouter_version(),
        })
    }

    pub fn __str__(&self) -> String {
        // serialize the struct to a string
        PyHelperFuncs::__str__(self)
    }

    pub fn model_dump_json(&self) -> String {
        // serialize the struct to a string
        PyHelperFuncs::__json__(self)
    }

    pub fn model_dump(&self, py: Python) -> Result<Py<PyDict>, ProfileError> {
        let json_str = serde_json::to_string(&self)?;

        let json_value: Value = serde_json::from_str(&json_str)?;

        // Create a new Python dictionary
        let dict = PyDict::new(py);

        // Convert JSON to Python dict
        json_to_pyobject(py, &json_value, &dict)?;

        // Return the Python dictionary
        Ok(dict.into())
    }

    #[getter]
    pub fn drift_type(&self) -> DriftType {
        self.config.drift_type.clone()
    }

    // Convert python dict into a drift profile
    #[pyo3(signature = (path=None))]
    pub fn save_to_json(&self, path: Option<PathBuf>) -> Result<PathBuf, ProfileError> {
        Ok(PyHelperFuncs::save_to_json(
            self,
            path,
            FileName::CustomDriftProfile.to_str(),
        )?)
    }

    #[getter]
    pub fn uid(&self) -> String {
        self.config.uid.clone()
    }

    #[setter]
    pub fn set_uid(&mut self, uid: String) {
        self.config.uid = uid;
    }

    #[staticmethod]
    pub fn model_validate(data: &Bound<'_, PyDict>) -> CustomDriftProfile {
        let json_value = pyobject_to_json(data).unwrap();

        let string = serde_json::to_string(&json_value).unwrap();
        serde_json::from_str(&string).expect("Failed to load drift profile")
    }

    #[staticmethod]
    pub fn model_validate_json(json_string: String) -> CustomDriftProfile {
        // deserialize the string to a struct
        serde_json::from_str(&json_string).expect("Failed to load monitor profile")
    }

    #[staticmethod]
    pub fn from_file(path: PathBuf) -> Result<CustomDriftProfile, ProfileError> {
        let file = std::fs::read_to_string(&path)?;

        Ok(serde_json::from_str(&file)?)
    }

    #[allow(clippy::too_many_arguments)]
    #[pyo3(signature = (space=None, name=None, version=None, uid=None, alert_config=None))]
    pub fn update_config_args(
        &mut self,
        space: Option<String>,
        name: Option<String>,
        version: Option<String>,
        uid: Option<String>,
        alert_config: Option<CustomMetricAlertConfig>,
    ) -> Result<(), TypeError> {
        self.config
            .update_config_args(space, name, version, uid, alert_config)
    }

    #[getter]
    pub fn custom_metrics(&self) -> Result<Vec<CustomMetric>, ProfileError> {
        let alert_conditions = &self
            .config
            .alert_config
            .alert_conditions
            .clone()
            .ok_or(ProfileError::CustomThresholdNotSetError)?;

        Ok(self
            .metrics
            .iter()
            .map(|(name, value)| {
                // get the alert threshold for the metric
                let alert = alert_conditions
                    .get(name)
                    .ok_or(ProfileError::CustomAlertThresholdNotFound)
                    .unwrap();
                CustomMetric::new(name, *value, alert.alert_threshold.clone(), alert.delta).unwrap()
            })
            .collect())
    }

    /// Create a profile request from the profile
    pub fn create_profile_request(&self) -> Result<ProfileRequest, TypeError> {
        let version: Option<String> = if self.config.version == DEFAULT_VERSION {
            None
        } else {
            Some(self.config.version.clone())
        };

        Ok(ProfileRequest {
            space: self.config.space.clone(),
            profile: self.model_dump_json(),
            drift_type: self.config.drift_type.clone(),
            version_request: Some(VersionRequest {
                version,
                version_type: VersionType::Minor,
                pre_tag: None,
                build_tag: None,
            }),
            active: false,
            deactivate_others: false,
        })
    }
}

impl ProfileBaseArgs for CustomDriftProfile {
    type Config = CustomMetricDriftConfig;

    fn config(&self) -> &Self::Config {
        &self.config
    }

    fn get_base_args(&self) -> ProfileArgs {
        ProfileArgs {
            name: self.config.name.clone(),
            space: self.config.space.clone(),
            version: Some(self.config.version.clone()),
            schedule: self.config.alert_config.schedule.clone(),
            scouter_version: self.scouter_version.clone(),
            drift_type: self.config.drift_type.clone(),
        }
    }

    fn to_value(&self) -> Value {
        serde_json::to_value(self).unwrap()
    }
}

#[cfg(test)]
mod tests {
    use super::*;
    use crate::AlertThreshold;
    use crate::{AlertDispatchConfig, OpsGenieDispatchConfig, SlackDispatchConfig};

    #[test]
    fn test_drift_config() {
        let mut drift_config = CustomMetricDriftConfig::new(
            MISSING,
            MISSING,
            "0.1.0",
            25,
            CustomMetricAlertConfig::default(),
            None,
        )
        .unwrap();
        assert_eq!(drift_config.name, "__missing__");
        assert_eq!(drift_config.space, "__missing__");
        assert_eq!(drift_config.version, "0.1.0");
        assert_eq!(
            drift_config.alert_config.dispatch_config,
            AlertDispatchConfig::default()
        );

        let test_slack_dispatch_config = SlackDispatchConfig {
            channel: "test-channel".to_string(),
        };
        let new_alert_config = CustomMetricAlertConfig {
            schedule: "0 0 * * * *".to_string(),
            dispatch_config: AlertDispatchConfig::Slack(test_slack_dispatch_config.clone()),
            ..Default::default()
        };

        // update
        drift_config
            .update_config_args(
                None,
                Some("test".to_string()),
                None,
                None,
                Some(new_alert_config),
            )
            .unwrap();

        assert_eq!(drift_config.name, "test");
        assert_eq!(
            drift_config.alert_config.dispatch_config,
            AlertDispatchConfig::Slack(test_slack_dispatch_config)
        );
        assert_eq!(
            drift_config.alert_config.schedule,
            "0 0 * * * *".to_string()
        );
    }

    #[test]
    fn test_custom_drift_profile() {
        let alert_config = CustomMetricAlertConfig {
            schedule: "0 0 * * * *".to_string(),
            dispatch_config: AlertDispatchConfig::OpsGenie(OpsGenieDispatchConfig {
                team: "test-team".to_string(),
                priority: "P5".to_string(),
            }),
            ..Default::default()
        };

        let drift_config =
            CustomMetricDriftConfig::new("scouter", "ML", "0.1.0", 25, alert_config, None).unwrap();

        let custom_metrics = vec![
            CustomMetric::new("mae", 12.4, AlertThreshold::Above, Some(2.3)).unwrap(),
            CustomMetric::new("accuracy", 0.85, AlertThreshold::Below, None).unwrap(),
        ];

        let profile = CustomDriftProfile::new(drift_config, custom_metrics).unwrap();
        let _: Value =
            serde_json::from_str(&profile.model_dump_json()).expect("Failed to parse actual JSON");

        assert_eq!(profile.metrics.len(), 2);
        assert_eq!(profile.scouter_version, env!("CARGO_PKG_VERSION"));
        let conditions = profile.config.alert_config.alert_conditions.unwrap();
        assert_eq!(conditions["mae"].alert_threshold, AlertThreshold::Above);
        assert_eq!(conditions["mae"].delta, Some(2.3));
        assert_eq!(
            conditions["accuracy"].alert_threshold,
            AlertThreshold::Below
        );
        assert_eq!(conditions["accuracy"].delta, None);
    }
}