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Inline Fix: Improve response quality #376

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Aug 1, 2023
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5 changes: 5 additions & 0 deletions agent/src/editor.ts
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,7 @@ import { URI } from 'vscode-uri'

import {
ActiveTextEditor,
ActiveTextEditorDiagnostic,
ActiveTextEditorSelection,
ActiveTextEditorViewControllers,
ActiveTextEditorVisibleContent,
Expand Down Expand Up @@ -78,6 +79,10 @@ export class AgentEditor implements Editor {
return this.getActiveTextEditorSelection()
}

public getActiveTextEditorDiagnosticsForRange(): ActiveTextEditorDiagnostic[] | null {
throw new Error('Method not implemented.')
}

public getActiveTextEditorVisibleContent(): ActiveTextEditorVisibleContent | null {
const document = this.activeDocument()
if (document === undefined) {
Expand Down
4 changes: 2 additions & 2 deletions cli/src/client/index.ts
Original file line number Diff line number Diff line change
Expand Up @@ -49,14 +49,14 @@ export async function getClient({ codebase, endpoint, context: contextType, debu
process.exit(1)
}

const intentDetector = new SourcegraphIntentDetectorClient(sourcegraphClient)

const completionsClient = new SourcegraphNodeCompletionsClient({
serverEndpoint: endpoint,
accessToken,
debugEnable: debug,
customHeaders: {},
})

const intentDetector = new SourcegraphIntentDetectorClient(sourcegraphClient, completionsClient)

return { codebaseContext, intentDetector, completionsClient }
}
2 changes: 1 addition & 1 deletion lib/shared/src/chat/client.ts
Original file line number Diff line number Diff line change
Expand Up @@ -89,7 +89,7 @@ export async function createClient({

const codebaseContext = new CodebaseContext(config, config.codebase, embeddingsSearch, null, null)

const intentDetector = new SourcegraphIntentDetectorClient(graphqlClient)
const intentDetector = new SourcegraphIntentDetectorClient(graphqlClient, completionsClient)

const transcript = initialTranscript || new Transcript()

Expand Down
207 changes: 176 additions & 31 deletions lib/shared/src/chat/recipes/fixup.ts
Original file line number Diff line number Diff line change
@@ -1,13 +1,54 @@
import { CodebaseContext } from '../../codebase-context'
import { ContextMessage } from '../../codebase-context/messages'
import { ContextMessage, getContextMessageWithResponse } from '../../codebase-context/messages'
import { ActiveTextEditorSelection } from '../../editor'
import { IntentClassificationOption } from '../../intent-detector'
import { MAX_CURRENT_FILE_TOKENS, MAX_HUMAN_INPUT_TOKENS } from '../../prompt/constants'
import { populateCodeContextTemplate, populateCurrentEditorDiagnosticsTemplate } from '../../prompt/templates'
import { truncateText, truncateTextStart } from '../../prompt/truncation'
import { BufferedBotResponseSubscriber } from '../bot-response-multiplexer'
import { Interaction } from '../transcript/interaction'

import { contentSanitizer, numResults } from './helpers'
import { contentSanitizer, getContextMessagesFromSelection } from './helpers'
import { Recipe, RecipeContext, RecipeID } from './recipe'

type FixupIntent = 'add' | 'edit' | 'delete' | 'fix' | 'test' | 'document'
const FixupIntentClassification: IntentClassificationOption<FixupIntent>[] = [
{
id: 'add',
description: 'Add to the selected code',
examplePrompts: ['Add a function that concatonates two strings', 'Add error handling'],
},
{
id: 'edit',
description: 'Edit part of the selected code',
examplePrompts: ['Edit this code', 'Change this code', 'Update this code'],
},
{
id: 'delete',
description: 'Delete a part of the selection code',
examplePrompts: ['Delete these comments', 'Remove log statements'],
},
{
id: 'fix',
description: 'Fix a problem in a part of the selected code',
examplePrompts: ['Implement this TODO', 'Fix this code'],
},
{
id: 'document',
description: 'Generate documentation for parts of the selected code.',
examplePrompts: ['Add a docstring for this function', 'Write comments to explain this code'],
},
]

const PromptIntentInstruction: Record<FixupIntent, string> = {
add: 'The user wants you to add to the selected code by following their instructions.',
edit: 'The user wants you to replace parts of the selected code by following their instructions.',
delete: 'The user wants you to remove parts of the selected code by following their instructions.',
fix: 'The user wants you to correct a problem in the selected code by following their instructions.',
document:
'The user wants you to add documentation or comments to the selected code by following their instructions.',
test: 'The user wants you to add, update or fix a test by following their instructions',
}

export class Fixup implements Recipe {
public id: RecipeID = 'fixup'

Expand All @@ -27,15 +68,22 @@ export class Fixup implements Recipe {
return null
}

// Reconstruct Cody's prompt using user's context
const intent = await this.getIntent(humanChatInput, context)

// It is possible to trigger this recipe from the sidebar without any input.
// TODO: Consider deprecating this functionality once inline fixups and non-stop fixups and consolidated.
const promptInstruction =
humanChatInput.length > 0
? truncateText(humanChatInput, MAX_HUMAN_INPUT_TOKENS)
: "You should infer your instructions from the users' selection"

// Reconstruct Cody's prompt using user's context and intent
// Replace placeholders in reverse order to avoid collisions if a placeholder occurs in the input
// TODO: Move prompt suffix from recipe to chat view. It has other subscribers.
const promptText = Fixup.prompt
.replace('{humanInput}', truncateText(humanChatInput, MAX_HUMAN_INPUT_TOKENS))
.replace('{responseMultiplexerPrompt}', context.responseMultiplexer.prompt())
.replace('{truncateFollowingText}', truncateText(selection.followingText, quarterFileContext))
.replace('{humanInput}', promptInstruction)
.replace('{intent}', PromptIntentInstruction[intent])
.replace('{selectedText}', selection.selectedText)
.replace('{truncateTextStart}', truncateTextStart(selection.precedingText, quarterFileContext))
.replace('{fileName}', selection.fileName)

context.responseMultiplexer.sub(
Expand Down Expand Up @@ -67,36 +115,133 @@ export class Fixup implements Recipe {
speaker: 'assistant',
prefix: 'Check your document for updates from Cody.\n',
},
this.getContextMessages(selection.selectedText, context.codebaseContext),
this.getContextFromIntent(intent, selection, quarterFileContext, context),
[]
)
)
}

// Get context from editor
private async getContextMessages(text: string, codebaseContext: CodebaseContext): Promise<ContextMessage[]> {
const contextMessages: ContextMessage[] = await codebaseContext.getContextMessages(text, numResults)
return contextMessages
private async getIntent(humanChatInput: string, context: RecipeContext): Promise<FixupIntent> {
/**
* TODO(umpox): We should probably find a shorter way of detecting intent when possible.
* Possible methods:
* - Input -> Match first word against update|fix|add|delete verbs
* - Context -> Infer intent from context, e.g. Current file is a test -> Test intent, Current selection is a comment symbol -> Documentation intent
*/
const intent = await context.intentDetector.classifyIntentFromOptions(
humanChatInput,
FixupIntentClassification,
'edit'
)
return intent
}

private async getContextFromIntent(
intent: FixupIntent,
selection: ActiveTextEditorSelection,
quarterFileContext: number,
context: RecipeContext
): Promise<ContextMessage[]> {
const truncatedPrecedingText = truncateTextStart(selection.precedingText, quarterFileContext)
const truncatedFollowingText = truncateText(selection.followingText, quarterFileContext)

// Disable no case declarations because we get better type checking with a switch case
/* eslint-disable no-case-declarations */
switch (intent) {
/**
* Intents that are focused on producing new code.
* They have a broad set of possible instructions, so we fetch a broad amount of code context files.
* Non-code files are not considered as including Markdown syntax seems to lead to more hallucinations and poorer output quality.
*
* TODO(umpox): We fetch similar context for both cases here
* We should investigate how we can improve each individual case.
* Are these fundamentally the same? Is the primary benefit here that we can provide more specific instructions to Cody?
*/
case 'add':
case 'edit':
return getContextMessagesFromSelection(
selection.selectedText,
truncatedPrecedingText,
truncatedFollowingText,
selection,
context.codebaseContext
)
/**
* The fix intent is similar to adding or editing code, but with additional context that we can include from the editor.
*/
case 'fix':
const range =
context.editor.getActiveTextEditor()?.selectionRange ||
context.editor.controllers?.inline?.selectionRange
const diagnostics = range ? context.editor.getActiveTextEditorDiagnosticsForRange(range) || [] : []
const errorsAndWarnings = diagnostics.filter(({ type }) => type === 'error' || type === 'warning')

return getContextMessagesFromSelection(
selection.selectedText,
truncatedPrecedingText,
truncatedFollowingText,
selection,
context.codebaseContext
).then(messages =>
messages.concat(
errorsAndWarnings.flatMap(diagnostic =>
getContextMessageWithResponse(
populateCurrentEditorDiagnosticsTemplate(diagnostic, selection.fileName),
selection
)
)
)
)
/**
* The test intent is unique in that we likely want to be much more specific in that context that we retrieve.
* TODO(umpox): How can infer the current testing dependencies, etc?
*/
case 'test':
// Currently the same as add|edit|fix
return getContextMessagesFromSelection(
selection.selectedText,
truncatedPrecedingText,
truncatedFollowingText,
selection,
context.codebaseContext
)
/**
Comment on lines +195 to +207
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@abeatrix Am I correct in that you have been looking at improving the test flows? Interested to see if you've found any specific context gathering to be useful

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Still wip and got pulled into replacing recipes with commands but I did! I'll share what I have first thing tomorrow since I'm afk atm

* Intents that are focused primarily on updating code within the current file and selection.
* Providing a much more focused context window here seems to provide better quality responses.
*/
case 'delete':
case 'document':
return Promise.resolve(
[truncatedPrecedingText, truncatedFollowingText].flatMap(text =>
getContextMessageWithResponse(
populateCodeContextTemplate(text, selection.fileName, selection.repoName),
selection
)
)
)
}
/* eslint-enable no-case-declarations */
}

// Prompt Templates
public static readonly prompt = `
This is part of the file {fileName}. The part of the file I have selected is highlighted with <selection> tags. You are helping me to work on that part as my coding assistant.
Follow the instructions in the selected part plus the additional instructions to produce a rewritten replacement for only the selected part.
Put the rewritten replacement inside <selection> tags. I only want to see the code within <selection>.
Do not move code from outside the selection into the selection in your reply.
Do not remove code inside the <selection> tags that might be being used by the code outside the <selection> tags.
It is OK to provide some commentary within the replacement <selection>.
It is not acceptable to enclose the rewritten replacement with markdowns.
Only provide me with the replacement <selection> and nothing else.
If it doesn't make sense, you do not need to provide <selection>. Instead, tell me how I can help you to understand my request.

\`\`\`
{truncateTextStart}<selection>{selectedText}</selection>{truncateFollowingText}
\`\`\`

Additional Instruction:
- {humanInput}
- {responseMultiplexerPrompt}
`
- You are an AI programming assistant who is an expert in updating code to meet given instructions.
- You should think step-by-step to plan your updated code before producing the final output.
- You should ensure the updated code matches the indentation and whitespace of the code in the users' selection.
- Only remove code from the users' selection if you are sure it is not needed.
- It is not acceptable to use Markdown in your response. You should not produce Markdown-formatted code blocks.
- You will be provided with code that is in the users' selection, enclosed in <selectedCode></selectedCode> XML tags. You must use this code to help you plan your updated code.
- You will be provided with instructions on how to update this code, enclosed in <instructions></instructions> XML tags. You must follow these instructions carefully and to the letter.
- Enclose your response in <selection></selection> XML tags. Do not provide anything else.

This is part of the file {fileName}.

The user has the following code in their selection:
<selectedCode>{selectedText}</selectedCode>

{intent}
Provide your generated code using the following instructions:
<instructions>
{humanInput}
</instructions>`
}
2 changes: 1 addition & 1 deletion lib/shared/src/chat/useClient.ts
Original file line number Diff line number Diff line change
Expand Up @@ -134,7 +134,7 @@ export const useClient = ({
const completionsClient = new SourcegraphBrowserCompletionsClient(config)
const chatClient = new ChatClient(completionsClient)
const graphqlClient = new SourcegraphGraphQLAPIClient(config)
const intentDetector = new SourcegraphIntentDetectorClient(graphqlClient)
const intentDetector = new SourcegraphIntentDetectorClient(graphqlClient, completionsClient)

return { graphqlClient, chatClient, intentDetector }
}, [config])
Expand Down
18 changes: 18 additions & 0 deletions lib/shared/src/editor/index.ts
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,15 @@ export interface ActiveTextEditorSelection {
followingText: string
}

export type ActiveTextEditorDiagnosticType = 'error' | 'warning' | 'information' | 'hint'

export interface ActiveTextEditorDiagnostic {
type: ActiveTextEditorDiagnosticType
range: ActiveTextEditorSelectionRange
text: string
message: string
}

export interface ActiveTextEditorVisibleContent {
content: string
fileName: string
Expand All @@ -37,6 +46,7 @@ export interface ActiveTextEditorVisibleContent {

export interface VsCodeInlineController {
selection: ActiveTextEditorSelection | null
selectionRange: ActiveTextEditorSelectionRange | null
error(): Promise<void>
}

Expand Down Expand Up @@ -92,6 +102,10 @@ export interface Editor<
* Gets the active text editor's selection, or the entire file if the selected range is empty.
*/
getActiveTextEditorSelectionOrEntireFile(): ActiveTextEditorSelection | null
/**
* Get diagnostics (errors, warnings, hints) for a range within the active text editor.
*/
getActiveTextEditorDiagnosticsForRange(range: ActiveTextEditorSelectionRange): ActiveTextEditorDiagnostic[] | null

getActiveTextEditorVisibleContent(): ActiveTextEditorVisibleContent | null
replaceSelection(fileName: string, selectedText: string, replacement: string): Promise<void>
Expand Down Expand Up @@ -129,6 +143,10 @@ export class NoopEditor implements Editor {
return null
}

public getActiveTextEditorDiagnosticsForRange(): ActiveTextEditorDiagnostic[] | null {
return null
}

public getActiveTextEditorVisibleContent(): ActiveTextEditorVisibleContent | null {
return null
}
Expand Down
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