use std::sync::{atomic::AtomicUsize, Arc};
use swiftide::{
agents::hooks::AfterEachFn,
chat_completion::{ChatCompletion, ChatMessage, Tool},
prompt::Prompt,
traits::Command,
};
use tracing::Instrument as _;
use crate::util::accept_non_zero_exit;
#[derive(Clone)]
pub struct ConversationSummarizer {
llm: Arc<dyn ChatCompletion>,
available_tools: Vec<Box<dyn Tool>>,
num_completions_since_summary: Arc<AtomicUsize>,
git_start_sha: String,
num_completions_for_summary: usize,
}
impl ConversationSummarizer {
pub fn new(
llm: Box<dyn ChatCompletion>,
available_tools: &[Box<dyn Tool>],
git_start_sha: impl Into<String>,
num_completions_for_summary: usize,
) -> Self {
Self {
llm: llm.into(),
available_tools: available_tools.into(),
num_completions_since_summary: Arc::new(0.into()),
git_start_sha: git_start_sha.into(),
num_completions_for_summary,
}
}
pub fn summarize_hook(self) -> impl AfterEachFn {
move |agent| {
let llm = self.llm.clone();
let span = tracing::info_span!("summarize_conversation");
let current_count = self
.num_completions_since_summary
.fetch_add(1, std::sync::atomic::Ordering::SeqCst);
if current_count < self.num_completions_for_summary || agent.is_stopped() {
tracing::debug!(current_count, "Not enough completions for summary");
return Box::pin(async move { Ok(()) });
}
self.num_completions_since_summary
.store(0, std::sync::atomic::Ordering::SeqCst);
let prompt = self.prompt();
let git_start_sha = self.git_start_sha.clone();
Box::pin(
async move {
let current_diff = accept_non_zero_exit(
agent
.context()
.exec_cmd(&Command::shell(format!(
"git diff {git_start_sha} --no-color"
)))
.await,
)?
.output;
let prompt = prompt
.with_context_value("diff", current_diff)
.render()
.await?;
let mut messages =
filter_messages_since_summary(agent.context().history().await);
messages.push(ChatMessage::new_user(prompt));
let summary = llm.complete(&messages.into()).await?;
if let Some(summary) = summary.message() {
tracing::debug!(summary = %summary, "Summarized conversation");
agent
.context()
.add_message(ChatMessage::new_summary(summary))
.await;
} else {
tracing::error!("No summary generated, this is a bug");
}
Ok(())
}
.instrument(span),
)
}
}
fn prompt(&self) -> Prompt {
let available_tools = self
.available_tools
.iter()
.map(|tool| {
format!(
"- **{}**: {}",
tool.name(),
tool.tool_spec()
.description
.lines()
.take(1)
.collect::<String>()
)
})
.collect::<Vec<String>>()
.join("\n");
indoc::formatdoc!(
"
# Goal
Summarize and review the conversation up to this point. An agent has tried to achieve a goal, and you need to help them get there.
## Requirements
* Only include the summary in your response and nothing else.
* If any, mention every file changed
* When mentioning files include the full path
* Be very precise and critical
* If a previous solution did not work, include that in your response. If a reason was
given, include that as well.
* Include any previous summaries in your response
* Include every step so far taken and clearly state where the agent is at,
especially in relation to the initial goal. Include any observations or information made, and include your own where relevant to achieving the goal.
* Be extra detailed on the last steps taken
* Provide clear instructions on how to proceed. If applicable, include the tools that
should be used.
* Identify the bigger goal the user wanted to achieve and clearly restate it
* If the goal is not yet achieved, reflect on why and provide a clear path forward
* In suggested next steps, talk in the future tense. For example: \"You should run the tests\"
* Do not provide the actual tool calls the agent should still make, provide the steps and necessary context instead. Assume the agent knows how to use the tools.
{{% if diff -%}}
## Current changes made
````
{{{{ diff }}}}
````
{{% endif %}}
## Available tools
{available_tools}
## Format
* Start your response with the following header '# Summary'
* Phrase each bullet point as if talking about 'you'
# Example format
```
# Summary
## Your goal
<Your goal>
## Previously you did
* <summary of each step>
* You tried to run the tests but they failed. Here is why <...>
* You read a file called `file.txt` and here is what you learned <...>
## Since then you did
* <summary of each step>
* You tried to run the tests but they failed. Here is why <...>
* You read a file called `file.txt` and here is what you learned <...>
## Reflection
<Reflection on the steps you took and why you took them. What have you observed and what have you learned so far>
## Suggested next steps
1. <Suggested step>
```
",
available_tools = available_tools
)
.into()
}
}
fn filter_messages_since_summary(messages: Vec<ChatMessage>) -> Vec<ChatMessage> {
let mut summary_found = false;
let mut messages = messages
.into_iter()
.rev()
.filter_map(|m| {
if summary_found {
return None;
}
if matches!(m, ChatMessage::System(..)) {
return None;
}
if let ChatMessage::ToolOutput(tool_call,tool_output) = &m {
let message = format!("I ran a tool called: {} with the following arguments: {}\n The tool returned:\n{}", tool_call.name(), tool_call.args().unwrap_or("No arguments"), tool_output.content().unwrap_or("No output"));
return Some(ChatMessage::Assistant(Some(message), None));
}
if let ChatMessage::Assistant(message, Some(..)) = &m {
if message.is_some() {
return Some(ChatMessage::Assistant(message.clone(), None));
}
return None;
}
if let ChatMessage::Summary(_) = m {
summary_found = true;
}
Some(m)
})
.collect::<Vec<_>>();
messages.reverse();
messages
}
#[cfg(test)]
mod tests {
use super::*;
use swiftide::chat_completion::{ChatMessage, ToolCallBuilder};
#[test]
fn test_filter_messages_since_summary_no_summary() {
let messages = vec![
ChatMessage::new_user("User message 1"),
ChatMessage::new_assistant(Some("Assistant message 1"), None),
ChatMessage::new_user("User message 2"),
];
let filtered_messages = filter_messages_since_summary(messages.clone());
assert_eq!(filtered_messages, messages);
}
#[test]
fn test_filter_messages_since_summary_with_summary() {
let messages = vec![
ChatMessage::new_system("System message 1"),
ChatMessage::new_user("User message 1"),
ChatMessage::new_assistant(Some("Assistant message 1"), None),
ChatMessage::new_summary("Summary message"),
ChatMessage::new_user("User message 2"),
ChatMessage::new_assistant(Some("Assistant message 2"), None),
];
let filtered_messages = filter_messages_since_summary(messages);
assert_eq!(
filtered_messages,
vec![
ChatMessage::new_summary("Summary message"),
ChatMessage::new_user("User message 2"),
ChatMessage::new_assistant(Some("Assistant message 2"), None),
]
);
}
#[test]
fn test_filter_messages_since_summary_with_tool_output() {
let tool_call = ToolCallBuilder::default()
.name("run_tests")
.id("1")
.build()
.unwrap();
let messages = vec![
ChatMessage::new_user("User message 1"),
ChatMessage::new_assistant(Some("Assistant message 1"), None),
ChatMessage::new_summary("Summary message"),
ChatMessage::new_user("User message 2"),
ChatMessage::new_assistant(Some("Assistant message 2"), Some(vec![tool_call.clone()])),
ChatMessage::new_tool_output(tool_call, "Tool output message"),
];
let filtered_messages = filter_messages_since_summary(messages);
assert_eq!(
filtered_messages,
vec![
ChatMessage::new_summary("Summary message"),
ChatMessage::new_user("User message 2"),
ChatMessage::new_assistant(Some("Assistant message 2"), None),
ChatMessage::new_assistant(
Some(
"I ran a tool called: run_tests with the following arguments: No arguments\n The tool returned:\nTool output message"
),
None
)
]
);
}
#[test]
fn test_filter_messages_since_summary_multiple_summaries() {
let messages = vec![
ChatMessage::new_user("User message 1"),
ChatMessage::new_summary("Summary message 1"),
ChatMessage::new_user("User message 2"),
ChatMessage::new_summary("Summary message 2"),
ChatMessage::new_user("User message 3"),
ChatMessage::new_assistant(Some("Assistant message 3"), None),
];
let filtered_messages = filter_messages_since_summary(messages);
assert_eq!(
filtered_messages,
vec![
ChatMessage::new_summary("Summary message 2"),
ChatMessage::new_user("User message 3"),
ChatMessage::new_assistant(Some("Assistant message 3"), None),
]
);
}
#[test]
fn test_filters_assistant_messages_with_only_tool_outputs() {
let tool_call = ToolCallBuilder::default()
.name("run_tests")
.id("1")
.build()
.unwrap();
let messages = vec![
ChatMessage::new_user("User message 1"),
ChatMessage::new_assistant(Some("Assistant message 1"), None),
ChatMessage::new_summary("Summary message"),
ChatMessage::new_user("User message 2"),
ChatMessage::new_assistant(None::<String>, Some(vec![tool_call.clone()])),
ChatMessage::new_tool_output(tool_call, "Tool output message"),
];
let filtered_messages = filter_messages_since_summary(messages);
assert_eq!(
filtered_messages,
vec![
ChatMessage::new_summary("Summary message"),
ChatMessage::new_user("User message 2"),
ChatMessage::new_assistant(
Some(
"I ran a tool called: run_tests with the following arguments: No arguments\n The tool returned:\nTool output message"
),
None
)
]
);
}
}