rig-core 0.13.0

An opinionated library for building LLM powered applications.
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
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
use crate::{
    completion::{self, CompletionError},
    json_utils, message, OneOrMany,
};
use std::collections::HashMap;

use super::client::Client;
use crate::completion::CompletionRequest;
use crate::providers::cohere::streaming::StreamingCompletionResponse;
use serde::{Deserialize, Serialize};
use serde_json::{json, Value};

#[derive(Debug, Deserialize)]
pub struct CompletionResponse {
    pub id: String,
    pub finish_reason: FinishReason,
    message: Message,
    #[serde(default)]
    pub usage: Option<Usage>,
}

impl CompletionResponse {
    /// Return that parts of the response for assistant messages w/o dealing with the other variants
    pub fn message(&self) -> (Vec<AssistantContent>, Vec<Citation>, Vec<ToolCall>) {
        let Message::Assistant {
            content,
            citations,
            tool_calls,
            ..
        } = self.message.clone()
        else {
            unreachable!("Completion responses will only return an assistant message")
        };

        (content, citations, tool_calls)
    }
}

#[derive(Debug, Deserialize, PartialEq, Eq, Clone)]
#[serde(rename_all = "SCREAMING_SNAKE_CASE")]
pub enum FinishReason {
    MaxTokens,
    StopSequence,
    Complete,
    Error,
    ToolCall,
}

#[derive(Debug, Deserialize, Clone)]
pub struct Usage {
    #[serde(default)]
    pub billed_units: Option<BilledUnits>,
    #[serde(default)]
    pub tokens: Option<Tokens>,
}

#[derive(Debug, Deserialize, Clone)]
pub struct BilledUnits {
    #[serde(default)]
    pub output_tokens: Option<f64>,
    #[serde(default)]
    pub classifications: Option<f64>,
    #[serde(default)]
    pub search_units: Option<f64>,
    #[serde(default)]
    pub input_tokens: Option<f64>,
}

#[derive(Debug, Deserialize, Clone)]
pub struct Tokens {
    #[serde(default)]
    pub input_tokens: Option<f64>,
    #[serde(default)]
    pub output_tokens: Option<f64>,
}

impl TryFrom<CompletionResponse> for completion::CompletionResponse<CompletionResponse> {
    type Error = CompletionError;

    fn try_from(response: CompletionResponse) -> Result<Self, Self::Error> {
        let (content, _, tool_calls) = response.message();

        let model_response = if !tool_calls.is_empty() {
            OneOrMany::many(
                tool_calls
                    .into_iter()
                    .filter_map(|tool_call| {
                        let ToolCallFunction { name, arguments } = tool_call.function?;
                        let id = tool_call.id.unwrap_or_else(|| name.clone());

                        Some(completion::AssistantContent::tool_call(id, name, arguments))
                    })
                    .collect::<Vec<_>>(),
            )
            .expect("We have atleast 1 tool call in this if block")
        } else {
            OneOrMany::many(content.into_iter().map(|content| match content {
                AssistantContent::Text { text } => completion::AssistantContent::text(text),
            }))
            .map_err(|_| {
                CompletionError::ResponseError(
                    "Response contained no message or tool call (empty)".to_owned(),
                )
            })?
        };

        Ok(completion::CompletionResponse {
            choice: OneOrMany::many(model_response).expect("There is atleast one content"),
            raw_response: response,
        })
    }
}

#[derive(Clone, Debug, Deserialize, Serialize, PartialEq, Eq)]
pub struct Document {
    pub id: String,
    pub data: HashMap<String, serde_json::Value>,
}

impl From<completion::Document> for Document {
    fn from(document: completion::Document) -> Self {
        let mut data: HashMap<String, serde_json::Value> = HashMap::new();

        // We use `.into()` here explicitly since the `document.additional_props` type will likely
        //  evolve into `serde_json::Value` in the future.
        document
            .additional_props
            .into_iter()
            .for_each(|(key, value)| {
                data.insert(key, value.into());
            });

        data.insert("text".to_string(), document.text.into());

        Self {
            id: document.id,
            data,
        }
    }
}

#[derive(Clone, Debug, Deserialize, Serialize, PartialEq, Eq)]
pub struct ToolCall {
    #[serde(default)]
    pub id: Option<String>,
    #[serde(default)]
    pub r#type: Option<ToolType>,
    #[serde(default)]
    pub function: Option<ToolCallFunction>,
}

#[derive(Clone, Debug, Deserialize, Serialize, PartialEq, Eq)]
pub struct ToolCallFunction {
    pub name: String,
    #[serde(with = "json_utils::stringified_json")]
    pub arguments: serde_json::Value,
}

#[derive(Clone, Default, Debug, Deserialize, Serialize, PartialEq, Eq)]
#[serde(rename_all = "lowercase")]
pub enum ToolType {
    #[default]
    Function,
}

#[derive(Clone, Debug, Deserialize, Serialize, PartialEq, Eq)]
pub struct Tool {
    pub r#type: ToolType,
    pub function: Function,
}

#[derive(Clone, Debug, Deserialize, Serialize, PartialEq, Eq)]
pub struct Function {
    pub name: String,
    #[serde(default)]
    pub description: Option<String>,
    pub parameters: serde_json::Value,
}

impl From<completion::ToolDefinition> for Tool {
    fn from(tool: completion::ToolDefinition) -> Self {
        Self {
            r#type: ToolType::default(),
            function: Function {
                name: tool.name,
                description: Some(tool.description),
                parameters: tool.parameters,
            },
        }
    }
}

#[derive(Debug, Clone, Deserialize, Serialize, PartialEq, Eq)]
#[serde(tag = "role", rename_all = "lowercase")]
pub enum Message {
    User {
        content: OneOrMany<UserContent>,
    },

    Assistant {
        #[serde(default)]
        content: Vec<AssistantContent>,
        #[serde(default)]
        citations: Vec<Citation>,
        #[serde(default)]
        tool_calls: Vec<ToolCall>,
        #[serde(default)]
        tool_plan: Option<String>,
    },

    Tool {
        content: OneOrMany<ToolResultContent>,
        tool_call_id: String,
    },

    System {
        content: String,
    },
}

#[derive(Debug, Clone, Deserialize, Serialize, PartialEq, Eq)]
#[serde(tag = "type", rename_all = "lowercase")]
pub enum UserContent {
    Text { text: String },
    ImageUrl { image_url: ImageUrl },
}

#[derive(Debug, Clone, Deserialize, Serialize, PartialEq, Eq)]
#[serde(tag = "type", rename_all = "lowercase")]
pub enum AssistantContent {
    Text { text: String },
}

#[derive(Debug, Clone, Deserialize, Serialize, PartialEq, Eq)]
pub struct ImageUrl {
    pub url: String,
}

#[derive(Debug, Clone, Deserialize, Serialize, PartialEq, Eq)]
pub enum ToolResultContent {
    Text { text: String },
    Document { document: Document },
}

#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
pub struct Citation {
    #[serde(default)]
    pub start: Option<u32>,
    #[serde(default)]
    pub end: Option<u32>,
    #[serde(default)]
    pub text: Option<String>,
    #[serde(rename = "type")]
    pub citation_type: Option<CitationType>,
    #[serde(default)]
    pub sources: Vec<Source>,
}

#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
#[serde(tag = "type", rename_all = "lowercase")]
pub enum Source {
    Document {
        id: Option<String>,
        document: Option<serde_json::Map<String, serde_json::Value>>,
    },
    Tool {
        id: Option<String>,
        tool_output: Option<serde_json::Map<String, serde_json::Value>>,
    },
}

#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
#[serde(rename_all = "SCREAMING_SNAKE_CASE")]
pub enum CitationType {
    TextContent,
    Plan,
}

impl TryFrom<message::Message> for Vec<Message> {
    type Error = message::MessageError;

    fn try_from(message: message::Message) -> Result<Self, Self::Error> {
        Ok(match message {
            message::Message::User { content } => content
                .into_iter()
                .map(|content| match content {
                    message::UserContent::Text(message::Text { text }) => Ok(Message::User {
                        content: OneOrMany::one(UserContent::Text { text }),
                    }),
                    message::UserContent::ToolResult(message::ToolResult { id, content }) => {
                        Ok(Message::Tool {
                            tool_call_id: id,
                            content: content.try_map(|content| match content {
                                message::ToolResultContent::Text(text) => {
                                    Ok(ToolResultContent::Text { text: text.text })
                                }
                                _ => Err(message::MessageError::ConversionError(
                                    "Only text tool result content is supported by Cohere"
                                        .to_owned(),
                                )),
                            })?,
                        })
                    }
                    _ => Err(message::MessageError::ConversionError(
                        "Only text content is supported by Cohere".to_owned(),
                    )),
                })
                .collect::<Result<Vec<_>, _>>()?,
            message::Message::Assistant { content } => {
                let mut text_content = vec![];
                let mut tool_calls = vec![];
                content.into_iter().for_each(|content| match content {
                    message::AssistantContent::Text(message::Text { text }) => {
                        text_content.push(AssistantContent::Text { text });
                    }
                    message::AssistantContent::ToolCall(message::ToolCall {
                        id,
                        function: message::ToolFunction { name, arguments },
                    }) => {
                        tool_calls.push(ToolCall {
                            id: Some(id),
                            r#type: Some(ToolType::Function),
                            function: Some(ToolCallFunction {
                                name,
                                arguments: serde_json::to_value(arguments).unwrap_or_default(),
                            }),
                        });
                    }
                });

                vec![Message::Assistant {
                    content: text_content,
                    citations: vec![],
                    tool_calls,
                    tool_plan: None,
                }]
            }
        })
    }
}

impl TryFrom<Message> for message::Message {
    type Error = message::MessageError;

    fn try_from(message: Message) -> Result<Self, Self::Error> {
        match message {
            Message::User { content } => Ok(message::Message::User {
                content: content.map(|content| match content {
                    UserContent::Text { text } => {
                        message::UserContent::Text(message::Text { text })
                    }
                    UserContent::ImageUrl { image_url } => message::UserContent::image(
                        image_url.url,
                        Some(message::ContentFormat::String),
                        None,
                        None,
                    ),
                }),
            }),
            Message::Assistant {
                content,
                tool_calls,
                ..
            } => {
                let mut content = content
                    .into_iter()
                    .map(|content| match content {
                        AssistantContent::Text { text } => message::AssistantContent::text(text),
                    })
                    .collect::<Vec<_>>();

                content.extend(tool_calls.into_iter().filter_map(|tool_call| {
                    let ToolCallFunction { name, arguments } = tool_call.function?;

                    Some(message::AssistantContent::tool_call(
                        tool_call.id.unwrap_or_else(|| name.clone()),
                        name,
                        arguments,
                    ))
                }));

                let content = OneOrMany::many(content).map_err(|_| {
                    message::MessageError::ConversionError(
                        "Expected either text content or tool calls".to_string(),
                    )
                })?;

                Ok(message::Message::Assistant { content })
            }
            Message::Tool {
                content,
                tool_call_id,
            } => {
                let content = content.try_map(|content| {
                    Ok(match content {
                        ToolResultContent::Text { text } => message::ToolResultContent::text(text),
                        ToolResultContent::Document { document } => {
                            message::ToolResultContent::text(
                                serde_json::to_string(&document.data).map_err(|e| {
                                    message::MessageError::ConversionError(
                                        format!("Failed to convert tool result document content into text: {e}"),
                                    )
                                })?,
                            )
                        }
                    })
                })?;

                Ok(message::Message::User {
                    content: OneOrMany::one(message::UserContent::tool_result(
                        tool_call_id,
                        content,
                    )),
                })
            }
            Message::System { content } => Ok(message::Message::user(content)),
        }
    }
}

#[derive(Clone)]
pub struct CompletionModel {
    pub(crate) client: Client,
    pub model: String,
}

impl CompletionModel {
    pub fn new(client: Client, model: &str) -> Self {
        Self {
            client,
            model: model.to_string(),
        }
    }

    pub(crate) fn create_completion_request(
        &self,
        completion_request: CompletionRequest,
    ) -> Result<Value, CompletionError> {
        // Build up the order of messages (context, chat_history)
        let mut partial_history = vec![];
        if let Some(docs) = completion_request.normalized_documents() {
            partial_history.push(docs);
        }
        partial_history.extend(completion_request.chat_history);

        // Initialize full history with preamble (or empty if non-existent)
        let mut full_history: Vec<Message> = completion_request
            .preamble
            .map_or_else(Vec::new, |preamble| {
                vec![Message::System { content: preamble }]
            });

        // Convert and extend the rest of the history
        full_history.extend(
            partial_history
                .into_iter()
                .map(message::Message::try_into)
                .collect::<Result<Vec<Vec<Message>>, _>>()?
                .into_iter()
                .flatten()
                .collect::<Vec<_>>(),
        );

        let request = json!({
            "model": self.model,
            "messages": full_history,
            "documents": completion_request.documents,
            "temperature": completion_request.temperature,
            "tools": completion_request.tools.into_iter().map(Tool::from).collect::<Vec<_>>(),
        });

        if let Some(ref params) = completion_request.additional_params {
            Ok(json_utils::merge(request.clone(), params.clone()))
        } else {
            Ok(request)
        }
    }
}

impl completion::CompletionModel for CompletionModel {
    type Response = CompletionResponse;
    type StreamingResponse = StreamingCompletionResponse;

    #[cfg_attr(feature = "worker", worker::send)]
    async fn completion(
        &self,
        completion_request: completion::CompletionRequest,
    ) -> Result<completion::CompletionResponse<CompletionResponse>, CompletionError> {
        let request = self.create_completion_request(completion_request)?;
        tracing::debug!(
            "Cohere request: {}",
            serde_json::to_string_pretty(&request)?
        );

        let response = self.client.post("/v2/chat").json(&request).send().await?;

        if response.status().is_success() {
            let text_response = response.text().await?;
            tracing::debug!("Cohere response text: {}", text_response);

            let json_response: CompletionResponse = serde_json::from_str(&text_response)?;
            let completion: completion::CompletionResponse<CompletionResponse> =
                json_response.try_into()?;
            Ok(completion)
        } else {
            Err(CompletionError::ProviderError(response.text().await?))
        }
    }

    #[cfg_attr(feature = "worker", worker::send)]
    async fn stream(
        &self,
        request: CompletionRequest,
    ) -> Result<
        crate::streaming::StreamingCompletionResponse<Self::StreamingResponse>,
        CompletionError,
    > {
        CompletionModel::stream(self, request).await
    }
}
#[cfg(test)]
mod tests {
    use super::*;
    use serde_path_to_error::deserialize;

    #[test]
    fn test_deserialize_completion_response() {
        let json_data = r#"
        {
            "id": "abc123",
            "message": {
                "role": "assistant",
                "tool_plan": "I will use the subtract tool to find the difference between 2 and 5.",
                "tool_calls": [
                        {
                            "id": "subtract_sm6ps6fb6y9f",
                            "type": "function",
                            "function": {
                                "name": "subtract",
                                "arguments": "{\"x\":5,\"y\":2}"
                            }
                        }
                    ]
                },
                "finish_reason": "TOOL_CALL",
                "usage": {
                "billed_units": {
                    "input_tokens": 78,
                    "output_tokens": 27
                },
                "tokens": {
                    "input_tokens": 1028,
                    "output_tokens": 63
                }
            }
        }
        "#;

        let mut deserializer = serde_json::Deserializer::from_str(json_data);
        let result: Result<CompletionResponse, _> = deserialize(&mut deserializer);

        let response = result.unwrap();
        let (_, citations, tool_calls) = response.message();
        let CompletionResponse {
            id,
            finish_reason,
            usage,
            ..
        } = response;

        assert_eq!(id, "abc123");
        assert_eq!(finish_reason, FinishReason::ToolCall);

        let Usage {
            billed_units,
            tokens,
        } = usage.unwrap();
        let BilledUnits {
            input_tokens: billed_input_tokens,
            output_tokens: billed_output_tokens,
            ..
        } = billed_units.unwrap();
        let Tokens {
            input_tokens,
            output_tokens,
        } = tokens.unwrap();

        assert_eq!(billed_input_tokens.unwrap(), 78.0);
        assert_eq!(billed_output_tokens.unwrap(), 27.0);
        assert_eq!(input_tokens.unwrap(), 1028.0);
        assert_eq!(output_tokens.unwrap(), 63.0);

        assert!(citations.is_empty());
        assert_eq!(tool_calls.len(), 1);

        let ToolCallFunction { name, arguments } = tool_calls[0].function.clone().unwrap();

        assert_eq!(name, "subtract");
        assert_eq!(arguments, serde_json::json!({"x": 5, "y": 2}));
    }

    #[test]
    fn test_convert_completion_message_to_message_and_back() {
        let completion_message = completion::Message::User {
            content: OneOrMany::one(completion::message::UserContent::Text(
                completion::message::Text {
                    text: "Hello, world!".to_string(),
                },
            )),
        };

        let messages: Vec<Message> = completion_message.clone().try_into().unwrap();
        let _converted_back: Vec<completion::Message> = messages
            .into_iter()
            .map(|msg| msg.try_into().unwrap())
            .collect::<Vec<_>>();
    }

    #[test]
    fn test_convert_message_to_completion_message_and_back() {
        let message = Message::User {
            content: OneOrMany::one(UserContent::Text {
                text: "Hello, world!".to_string(),
            }),
        };

        let completion_message: completion::Message = message.clone().try_into().unwrap();
        let _converted_back: Vec<Message> = completion_message.try_into().unwrap();
    }
}