zeta2: Prediction prompt engineering (#42758)
Closes #ISSUE Release Notes: - N/A *or* Added/Fixed/Improved ... --------- Co-authored-by: Agus Zubiaga <agus@zed.dev> Co-authored-by: Michael Sloan <mgsloan@gmail.com>
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co-authored by
Agus Zubiaga
Michael Sloan
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a260ba6428
commit
c387203ac8
@@ -31,7 +31,7 @@ const MARKED_EXCERPT_INSTRUCTIONS: &str = indoc! {"
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Other code is provided for context, and `…` indicates when code has been skipped.
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# Edit History:
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## Edit History
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"};
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@@ -49,7 +49,7 @@ const LABELED_SECTIONS_INSTRUCTIONS: &str = indoc! {r#"
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println!("{i}");
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}
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# Edit History:
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## Edit History
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"#};
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@@ -89,7 +89,7 @@ const NUMBERED_LINES_INSTRUCTIONS: &str = indoc! {r#"
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const STUDENT_MODEL_INSTRUCTIONS: &str = indoc! {r#"
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You are a code completion assistant that analyzes edit history to identify and systematically complete incomplete refactorings or patterns across the entire codebase.
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# Edit History:
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## Edit History
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"#};
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@@ -119,14 +119,15 @@ const XML_TAGS_INSTRUCTIONS: &str = indoc! {r#"
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# Instructions
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You are an edit prediction agent in a code editor.
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Your job is to predict the next edit that the user will make,
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based on their last few edits and their current cursor location.
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# Output Format
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Analyze the history of edits made by the user in order to infer what they are currently trying to accomplish.
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Then complete the remainder of the current change if it is incomplete, or predict the next edit the user intends to make.
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Always continue along the user's current trajectory, rather than changing course.
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You must briefly explain your understanding of the user's goal, in one
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or two sentences, and then specify their next edit, using the following
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XML format:
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## Output Format
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You should briefly explain your understanding of the user's overall goal in one sentence, then explain what the next change
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along the users current trajectory will be in another, and finally specify the next edit using the following XML-like format:
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<edits path="my-project/src/myapp/cli.py">
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<old_text>
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@@ -152,15 +153,14 @@ const XML_TAGS_INSTRUCTIONS: &str = indoc! {r#"
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- Always close all tags properly
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- Don't include the <|user_cursor|> marker in your output.
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# Edit History:
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## Edit History
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"#};
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const OLD_TEXT_NEW_TEXT_REMINDER: &str = indoc! {r#"
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---
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Remember that the edits in the edit history have already been deployed.
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The files are currently as shown in the Code Excerpts section.
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Remember that the edits in the edit history have already been applied.
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"#};
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pub fn build_prompt(
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@@ -216,23 +216,32 @@ pub fn build_prompt(
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let excerpts_preamble = match request.prompt_format {
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PromptFormat::Minimal => indoc! {"
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# Part of the file under the cursor:
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## Part of the file under the cursor
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(The cursor marker <|user_cursor|> indicates the current user cursor position.
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The file is in current state, edits from edit history has been applied.
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We only show part of the file around the cursor.
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You can only edit exactly this part of the file.
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We prepend line numbers (e.g., `123|<actual line>`); they are not part of the file.)
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"},
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PromptFormat::NumLinesUniDiff => indoc! {"
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# Code Excerpts
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(The cursor marker <|user_cursor|> indicates the current user cursor position.
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The file is in current state, edits from edit history has been applied.
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We only show part of the file around the cursor.
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You can only edit exactly this part of the file.
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We prepend line numbers (e.g., `123|<actual line>`); they are not part of the file.)
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"},
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PromptFormat::NumLinesUniDiff | PromptFormat::OldTextNewText => indoc! {"
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## Code Excerpts
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The cursor marker <|user_cursor|> indicates the current user cursor position.
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The file is in current state, edits from edit history have been applied.
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We prepend line numbers (e.g., `123|<actual line>`); they are not part of the file.
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"},
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Here is some excerpts of code that you should take into account to predict the next edit.
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The cursor position is marked by `<|user_cursor|>` as it stands after the last edit in the history.
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In addition other excerpts are included to better understand what the edit will be, including the declaration
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or references of symbols around the cursor, or other similar code snippets that may need to be updated
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following patterns that appear in the edit history.
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Consider each of them carefully in relation to the edit history, and that the user may not have navigated
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to the next place they want to edit yet.
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Lines starting with `…` indicate omitted line ranges. These may appear inside multi-line code constructs.
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"},
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_ => indoc! {"
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# Code Excerpts
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## Code Excerpts
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The cursor marker <|user_cursor|> indicates the current user cursor position.
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The file is in current state, edits from edit history have been applied.
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