kalosm_language_model/chat/
ext.rs

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
use std::error::Error;

use super::BoxedChatModel;
use super::BoxedStructuredChatModel;
use super::Chat;
use super::ChatModel;
use super::ChatSession;
use super::CreateChatSession;
use super::CreateDefaultChatConstraintsForType;
use super::StructuredChatModel;
use super::Task;

/// An extension trait for chat models with helpers for handling chat sessions. This trait is implemented automatically for all [`crate::ChatModel`]s.
pub trait ChatModelExt: CreateChatSession {
    /// Create a new chat session with the model.
    #[doc = include_str!("../../docs/chat.md")]
    fn chat(&self) -> Chat<Self>
    where
        Self: Clone,
    {
        Chat::new(self.clone())
    }

    /// Create a new task with the model.
    #[doc = include_str!("../../docs/task.md")]
    fn task(&self, description: impl ToString) -> Task<Self>
    where
        Self: Clone,
    {
        Task::new(self.clone(), description)
    }

    /// Erase the type of the chat model. This can be used to make multiple implementations of
    /// [`ChatModel`] compatible with the same type.
    ///
    /// # Example
    ///
    /// ```rust, no_run
    /// # #![allow(unused)]
    /// # use kalosm::language::*;
    /// #
    /// # #[tokio::main]
    /// # async fn main() {
    /// let model = loop {
    ///     let input = prompt_input("Choose Model (gpt, claude, llama, or phi): ").unwrap();
    ///     match input.to_lowercase().as_str() {
    ///         "gpt" => {
    ///             break OpenAICompatibleChatModel::builder()
    ///                 .with_gpt_4o_mini()
    ///                 .build()
    ///                 .boxed_chat_model()
    ///         }
    ///         "claude" => {
    ///             break AnthropicCompatibleChatModel::builder()
    ///                 .with_claude_3_5_haiku()
    ///                 .build()
    ///                 .boxed_chat_model()
    ///         }
    ///         "llama" => {
    ///             break Llama::builder()
    ///                 .with_source(LlamaSource::llama_3_1_8b_chat())
    ///                 .build()
    ///                 .await
    ///                 .unwrap()
    ///                 .boxed_chat_model()
    ///         }
    ///         "phi" => {
    ///             break Llama::builder()
    ///                 .with_source(LlamaSource::phi_3_5_mini_4k_instruct())
    ///                 .build()
    ///                 .await
    ///                 .unwrap()
    ///                 .boxed_chat_model()
    ///         }
    ///         _ => {}
    ///     }
    /// };
    ///
    /// let mut chat = model
    ///     .chat()
    ///     .with_system_prompt("The assistant will act like a pirate");
    ///
    /// // Then chat with the session
    /// loop {
    ///     chat(&prompt_input("\n> ").unwrap())
    ///         .to_std_out()
    ///         .await
    ///         .unwrap();
    /// }
    /// # }
    /// ```
    fn boxed_chat_model(self) -> BoxedChatModel
    where
        Self: ChatModel<
                Error: Send + Sync + std::error::Error + 'static,
                ChatSession: ChatSession<Error: std::error::Error + Send + Sync + 'static>
                                 + Clone
                                 + Send
                                 + Sync
                                 + 'static,
            > + Sized
            + Send
            + Sync
            + 'static,
    {
        BoxedChatModel::new(self)
    }

    /// Erase the type of the structured chat model. This can be used to make multiple implementations of
    /// [`StructuredChatModel`] compatible with the same type.
    ///
    /// # Example
    ///
    /// ```rust, no_run
    /// # #![allow(unused)]
    /// # use kalosm::language::*;
    /// # use serde::Deserialize;
    /// # #[tokio::main]
    /// # async fn main() {
    /// // You can derive an efficient parser for your struct with the `Parse` trait
    /// // OpenAI doesn't support root anyof schemas, so we need to wrap the constraints in a struct
    /// #[derive(Parse, Clone, Schema, Deserialize, Debug)]
    /// struct Response {
    ///     action: Action,
    /// }
    ///
    /// #[derive(Parse, Clone, Schema, Deserialize, Debug)]
    /// #[serde(tag = "type")]
    /// #[serde(content = "data")]
    /// pub enum Action {
    ///     Do(String),
    ///     Say(String),
    /// }
    ///
    /// let model: BoxedStructuredChatModel<Response> = loop {
    ///     let input = prompt_input("Choose Model (gpt, llama, or phi): ").unwrap();
    ///     match input.to_lowercase().as_str() {
    ///         "gpt" => {
    ///             break OpenAICompatibleChatModel::builder()
    ///                 .with_gpt_4o_mini()
    ///                 .build()
    ///                 .boxed_typed_chat_model()
    ///         }
    ///         "llama" => {
    ///             break Llama::builder()
    ///                 .with_source(LlamaSource::llama_3_1_8b_chat())
    ///                 .build()
    ///                 .await
    ///                 .unwrap()
    ///                 .boxed_typed_chat_model()
    ///         }
    ///         "phi" => {
    ///             break Llama::builder()
    ///                 .with_source(LlamaSource::phi_3_5_mini_4k_instruct())
    ///                 .build()
    ///                 .await
    ///                 .unwrap()
    ///                 .boxed_typed_chat_model()
    ///         }
    ///         _ => {}
    ///     }
    /// };
    ///
    /// let mut chat = model
    ///     .chat()
    ///     .with_system_prompt("The assistant will act like a pirate. You will respond with either something you do or something you say. Respond with JSON in the format { \"type\": \"Say\", \"data\": \"hello\" } or { \"type\": \"Do\", \"data\": \"run away\" }");
    ///
    /// // Then chat with the session
    /// loop {
    ///     let mut response = chat(&prompt_input("\n> ").unwrap()).typed::<Response>();
    ///     response.to_std_out().await.unwrap();
    ///     println!("{:?}", response.await);
    /// }
    /// # }
    /// ```
    fn boxed_typed_chat_model<T>(self) -> BoxedStructuredChatModel<T>
    where
        Self: StructuredChatModel<
                Self::DefaultConstraints,
                Error: Send + Sync + Error + 'static,
                ChatSession: ChatSession<Error: Error + Send + Sync + 'static>
                                 + Clone
                                 + Send
                                 + Sync
                                 + 'static,
            > + CreateDefaultChatConstraintsForType<T>
            + Sized
            + Send
            + Sync
            + 'static,
        T: 'static,
    {
        BoxedStructuredChatModel::new(self)
    }
}

impl<M: CreateChatSession> ChatModelExt for M {}