Files
oak-gpui/crates/edit_prediction_cli/src/example.rs
T
1cd7563f04 Add ep distill command, for generating edit prediction training examples (#44670)
Release Notes:

- N/A

---------

Co-authored-by: Oleksiy Syvokon <oleksiy@zed.dev>
Co-authored-by: Agus Zubiaga <agus@zed.dev>
2025-12-11 14:57:58 -08:00

373 lines
12 KiB
Rust

use crate::{
PredictionProvider, PromptFormat,
metrics::ClassificationMetrics,
paths::{REPOS_DIR, WORKTREES_DIR},
};
use anyhow::{Context as _, Result};
use edit_prediction::udiff::OpenedBuffers;
use gpui::Entity;
use http_client::Url;
use language::{Anchor, Buffer};
use project::Project;
use serde::{Deserialize, Serialize};
use std::sync::Arc;
use std::{
borrow::Cow,
io::{Read, Write},
mem,
path::{Path, PathBuf},
};
use zeta_prompt::RelatedFile;
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct Example {
#[serde(default)]
pub name: String,
pub repository_url: String,
pub revision: String,
#[serde(default)]
pub uncommitted_diff: String,
pub cursor_path: Arc<Path>,
pub cursor_position: String,
pub edit_history: String,
pub expected_patch: String,
/// The full content of the file where an edit is being predicted, and the
/// actual cursor offset.
#[serde(skip_serializing_if = "Option::is_none")]
pub buffer: Option<ExampleBuffer>,
/// The context retrieved for the prediction. This requires the worktree to
/// be loaded and the language server to be started.
#[serde(skip_serializing_if = "Option::is_none")]
pub context: Option<ExampleContext>,
/// The input and expected output from the edit prediction model.
#[serde(skip_serializing_if = "Option::is_none")]
pub prompt: Option<ExamplePrompt>,
/// The actual predictions from the model.
#[serde(default, skip_serializing_if = "Vec::is_empty")]
pub predictions: Vec<ExamplePrediction>,
/// The scores, for how well the actual predictions match the expected
/// predictions.
#[serde(default, skip_serializing_if = "Vec::is_empty")]
pub score: Vec<ExampleScore>,
/// The application state used to process this example.
#[serde(skip)]
pub state: Option<ExampleState>,
}
#[derive(Clone, Debug)]
pub struct ExampleState {
pub project: Entity<Project>,
pub buffer: Entity<Buffer>,
pub cursor_position: Anchor,
pub _open_buffers: OpenedBuffers,
}
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct ExampleContext {
pub files: Arc<[RelatedFile]>,
}
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct ExampleBuffer {
pub content: String,
pub cursor_row: u32,
pub cursor_column: u32,
pub cursor_offset: usize,
}
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct ExamplePrompt {
pub input: String,
pub expected_output: String,
pub format: PromptFormat,
}
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct ExamplePrediction {
pub actual_patch: String,
pub actual_output: String,
pub provider: PredictionProvider,
}
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct ExampleScore {
pub delta_chr_f: f32,
pub line_match: ClassificationMetrics,
}
impl Example {
fn repo_name(&self) -> Result<(Cow<'_, str>, Cow<'_, str>)> {
// git@github.com:owner/repo.git
if self.repository_url.contains('@') {
let (owner, repo) = self
.repository_url
.split_once(':')
.context("expected : in git url")?
.1
.split_once('/')
.context("expected / in git url")?;
Ok((
Cow::Borrowed(owner),
Cow::Borrowed(repo.trim_end_matches(".git")),
))
// http://github.com/owner/repo.git
} else {
let url = Url::parse(&self.repository_url)?;
let mut segments = url.path_segments().context("empty http url")?;
let owner = segments
.next()
.context("expected owner path segment")?
.to_string();
let repo = segments
.next()
.context("expected repo path segment")?
.trim_end_matches(".git")
.to_string();
assert!(segments.next().is_none());
Ok((owner.into(), repo.into()))
}
}
pub fn worktree_path(&self) -> PathBuf {
WORKTREES_DIR
.join(&self.name)
.join(self.repo_name().unwrap().1.as_ref())
}
pub fn repo_path(&self) -> PathBuf {
let (repo_owner, repo_name) = self.repo_name().expect("failed to get repo name");
REPOS_DIR.join(repo_owner.as_ref()).join(repo_name.as_ref())
}
}
pub fn read_examples(inputs: &[PathBuf]) -> Vec<Example> {
let mut examples = Vec::new();
let stdin_path: PathBuf = PathBuf::from("-");
let inputs = if inputs.is_empty() {
&[stdin_path]
} else {
inputs
};
for path in inputs {
let is_stdin = path.as_path() == Path::new("-");
let content = if is_stdin {
let mut buffer = String::new();
std::io::stdin()
.read_to_string(&mut buffer)
.expect("Failed to read from stdin");
buffer
} else {
std::fs::read_to_string(path)
.unwrap_or_else(|_| panic!("Failed to read path: {:?}", &path))
};
let filename = path.file_stem().unwrap().to_string_lossy().to_string();
let ext = if !is_stdin {
path.extension()
.map(|ext| ext.to_string_lossy().to_string())
.unwrap_or_else(|| panic!("{} should have an extension", path.display()))
} else {
"jsonl".to_string()
};
match ext.as_ref() {
"json" => {
let mut example =
serde_json::from_str::<Example>(&content).unwrap_or_else(|error| {
panic!("Failed to parse example file: {}\n{error}", path.display())
});
if example.name.is_empty() {
example.name = filename;
}
examples.push(example);
}
"jsonl" => examples.extend(
content
.lines()
.enumerate()
.map(|(line_ix, line)| {
let mut example =
serde_json::from_str::<Example>(line).unwrap_or_else(|error| {
panic!(
"Failed to parse example on {}:{}\n{error}",
path.display(),
line_ix + 1
)
});
if example.name.is_empty() {
example.name = format!("{filename}-{line_ix}")
}
example
})
.collect::<Vec<Example>>(),
),
"md" => {
examples.push(parse_markdown_example(filename, &content).unwrap());
}
ext => {
panic!("{} has invalid example extension `{ext}`", path.display())
}
}
}
examples
}
pub fn write_examples(examples: &[Example], output_path: Option<&PathBuf>) {
let mut content = String::new();
for example in examples {
let line = serde_json::to_string(example).unwrap();
content.push_str(&line);
content.push('\n');
}
if let Some(output_path) = output_path {
std::fs::write(output_path, content).expect("Failed to write examples");
} else {
std::io::stdout().write_all(&content.as_bytes()).unwrap();
}
}
fn parse_markdown_example(id: String, input: &str) -> Result<Example> {
use pulldown_cmark::{CodeBlockKind, CowStr, Event, HeadingLevel, Parser, Tag, TagEnd};
const UNCOMMITTED_DIFF_HEADING: &str = "Uncommitted Diff";
const EDIT_HISTORY_HEADING: &str = "Edit History";
const CURSOR_POSITION_HEADING: &str = "Cursor Position";
const EXPECTED_PATCH_HEADING: &str = "Expected Patch";
const EXPECTED_CONTEXT_HEADING: &str = "Expected Context";
const REPOSITORY_URL_FIELD: &str = "repository_url";
const REVISION_FIELD: &str = "revision";
let parser = Parser::new(input);
let mut example = Example {
name: id,
repository_url: String::new(),
revision: String::new(),
uncommitted_diff: String::new(),
cursor_path: PathBuf::new().into(),
cursor_position: String::new(),
edit_history: String::new(),
expected_patch: String::new(),
buffer: None,
context: None,
prompt: None,
predictions: Vec::new(),
score: Vec::new(),
state: None,
};
let mut text = String::new();
let mut block_info: CowStr = "".into();
#[derive(PartialEq)]
enum Section {
Start,
UncommittedDiff,
EditHistory,
CursorPosition,
ExpectedExcerpts,
ExpectedPatch,
Other,
}
let mut current_section = Section::Start;
for event in parser {
match event {
Event::Text(line) => {
text.push_str(&line);
if let Section::Start = current_section
&& let Some((field, value)) = line.split_once('=')
{
match field.trim() {
REPOSITORY_URL_FIELD => {
example.repository_url = value.trim().to_string();
}
REVISION_FIELD => {
example.revision = value.trim().to_string();
}
_ => {}
}
}
}
Event::End(TagEnd::Heading(HeadingLevel::H2)) => {
let title = mem::take(&mut text);
current_section = if title.eq_ignore_ascii_case(UNCOMMITTED_DIFF_HEADING) {
Section::UncommittedDiff
} else if title.eq_ignore_ascii_case(EDIT_HISTORY_HEADING) {
Section::EditHistory
} else if title.eq_ignore_ascii_case(CURSOR_POSITION_HEADING) {
Section::CursorPosition
} else if title.eq_ignore_ascii_case(EXPECTED_PATCH_HEADING) {
Section::ExpectedPatch
} else if title.eq_ignore_ascii_case(EXPECTED_CONTEXT_HEADING) {
Section::ExpectedExcerpts
} else {
Section::Other
};
}
Event::End(TagEnd::Heading(HeadingLevel::H3)) => {
mem::take(&mut text);
}
Event::End(TagEnd::Heading(HeadingLevel::H4)) => {
mem::take(&mut text);
}
Event::End(TagEnd::Heading(level)) => {
anyhow::bail!("Unexpected heading level: {level}");
}
Event::Start(Tag::CodeBlock(kind)) => {
match kind {
CodeBlockKind::Fenced(info) => {
block_info = info;
}
CodeBlockKind::Indented => {
anyhow::bail!("Unexpected indented codeblock");
}
};
}
Event::Start(_) => {
text.clear();
block_info = "".into();
}
Event::End(TagEnd::CodeBlock) => {
let block_info = block_info.trim();
match current_section {
Section::UncommittedDiff => {
example.uncommitted_diff = mem::take(&mut text);
}
Section::EditHistory => {
example.edit_history.push_str(&mem::take(&mut text));
}
Section::CursorPosition => {
example.cursor_path = Path::new(block_info).into();
example.cursor_position = mem::take(&mut text);
}
Section::ExpectedExcerpts => {
mem::take(&mut text);
}
Section::ExpectedPatch => {
example.expected_patch = mem::take(&mut text);
}
Section::Start | Section::Other => {}
}
}
_ => {}
}
}
if example.cursor_path.as_ref() == Path::new("") || example.cursor_position.is_empty() {
anyhow::bail!("Missing cursor position codeblock");
}
Ok(example)
}