Files
autocomplete-model/shared/prompt.ts
T
HarvmasterandClaude Opus 5.5 fa8f775779 Restructure into a monorepo: models, VS Code extension, daemon, shared
- models/: GGUFs (Git LFS), manifest.json, model card, Apache-2.0 LICENSE + NOTICE
- extensions/vscode/: the Local Autocomplete extension (v0.5.0, publisher harvmaster)
- daemon/: acd completion daemon (bundled into the extension; also runs standalone)
- shared/: prompt layout + symbol extraction shared with the training pipeline
- scripts/: make-model-release.mjs, publish-extension-release.mjs (Gitea releases)
- README with quick start, settings, architecture, build and release instructions;
  MIT license for code; CHANGELOG

The default model manifest URL moves to models/manifest.json.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-03 15:37:19 +00:00

118 lines
5.5 KiB
TypeScript

/**
* Prompt construction and output post-processing shared by training export,
* evaluation and the completion daemon, so all three build identical prompts.
*
* No dependencies: callers pass in their tokenizer's encode function and the
* special token ids.
*/
export type FimOrder = 'psm' | 'spm'
export type Encode = (text: string) => number[]
export interface FimTokenIds { prefix: number; suffix: number; middle: number }
export interface HeaderTokenIds { repoName: number; fileSep: number }
/**
* Prompt token layout (everything before the middle).
*
* psm: <pre> prefix <suf> suffix <mid> Qwen2.5-Coder's native format
* spm: <pre> <suf> suffix <mid> prefix Bavarian et al. 2022 SPM variant
*
* In spm the prefix runs straight into the middle and ends the prompt, so as
* the user types, the prompt only grows at the end and the KV cache stays valid.
*/
export function fimPrompt(order: FimOrder, prefix: number[], suffix: number[], ids: FimTokenIds): number[] {
return order === 'spm'
? [ids.prefix, ids.suffix, ...suffix, ids.middle, ...prefix]
: [ids.prefix, ...prefix, ids.suffix, ...suffix, ids.middle]
}
/**
* Qwen2.5-Coder repo-level header placed before the FIM prompt:
* <repo_name>repo\n [<file_sep>dir/__symbols__.d.ts\n{context}\n] <file_sep>path\n
*/
export function repoHeader(repo: string, filePath: string, context: string | undefined, encode: Encode, ids: HeaderTokenIds): number[] {
const out = [ids.repoName, ...encode(`${repo}\n`)]
if (context) {
const dir = filePath.includes('/') ? filePath.slice(0, filePath.lastIndexOf('/')) : '.'
out.push(ids.fileSep, ...encode(`${dir}/__symbols__.d.ts\n${context}\n`))
}
out.push(ids.fileSep, ...encode(`${filePath}\n`))
return out
}
/** Last ≤ maxTokens tokens of text, tokenising only a window that starts at a line boundary (training-time truncation). */
export function tailTokens(text: string, maxTokens: number, encode: Encode): number[] {
let window = text.slice(-maxTokens * 8)
if (window.length < text.length) window = window.slice(window.indexOf('\n') + 1)
return encode(window).slice(-maxTokens)
}
/** First ≤ maxTokens tokens of text, window cut at a line boundary. Deterministic, so stable while the suffix is unchanged. */
export function headTokens(text: string, maxTokens: number, encode: Encode): number[] {
let window = text.slice(0, maxTokens * 8)
if (window.length < text.length) window = window.slice(0, window.lastIndexOf('\n') + 1)
return encode(window).slice(0, maxTokens)
}
/**
* Cache-friendly prefix truncation for live completion.
*
* Instead of "the last N tokens" (whose start moves on every keystroke and
* invalidates the whole KV cache), the prefix starts at a line whose index is
* a multiple of `chunkLines`, chosen as the earliest such line that fits. The
* start therefore only moves when the prefix outgrows the budget, about once
* every `chunkLines` lines of typing.
*/
export function chunkedPrefixTokens(prefix: string, maxTokens: number, encode: Encode, chunkLines = 32, lineOffset = 0): { tokens: number[]; startLine: number } {
// lineOffset: absolute line number of prefix's first line, when the client sent a truncated document,
// so chunk boundaries stay on absolute multiples of chunkLines.
const lineStarts = [0]
for (let i = prefix.indexOf('\n'); i !== -1; i = prefix.indexOf('\n', i + 1)) lineStarts.push(i + 1)
const firstChunkLine = (chunkLines - (lineOffset % chunkLines)) % chunkLines
const candidates: number[] = []
for (let l = firstChunkLine; l < lineStarts.length; l += chunkLines) candidates.push(l)
// Estimate first (≈3.2 chars/token for code) to skip hopeless candidates, then verify with the real tokenizer.
let c = 0
while (c < candidates.length - 1 && (prefix.length - lineStarts[candidates[c]]) / 3.2 > maxTokens * 0.95) c++
for (; c < candidates.length; c++) {
const tokens = encode(prefix.slice(lineStarts[candidates[c]]))
if (tokens.length <= maxTokens) return { tokens, startLine: lineOffset + candidates[c] }
}
// Even the last chunk is over budget (e.g. minified code): fall back to a plain tail.
return { tokens: tailTokens(prefix, maxTokens, encode), startLine: lineOffset + lineStarts.length - 1 }
}
/**
* Cleans a raw completion the way an editor client would: drop what the model
* re-generates of the existing suffix. Never looks at the gold middle.
*
* Lines are compared with their indentation: a method's closing ` }` must not
* be mistaken for the class's `}` that follows in the suffix (that bug removed
* legitimately predicted closing braces).
*/
export function trimSuffixOverlap(raw: string, suffix: string): string {
let out = raw
const sufLine = suffix.split('\n')[0]
const sufFirstNonBlank = suffix.split('\n').find(l => l.trim())?.trimEnd()
const lines = out.split('\n')
if (sufFirstNonBlank) {
const i = lines.findIndex((l, idx) => idx > 0 && l.trimEnd() === sufFirstNonBlank)
if (i > 0) out = lines.slice(0, i).join('\n').replace(/\n[ \t]*$/, '')
}
if (!out.includes('\n') && sufLine.trim() && out.trimEnd().endsWith(sufLine.trimEnd())) {
out = out.trimEnd().slice(0, -sufLine.trimEnd().length)
}
return out
}
/**
* Single-line mode when there is real code after the cursor on the same line
* (a completion there must not add new lines). Closing brackets, quotes and
* punctuation alone don't count: `foo(▮)` may still complete multi-line args.
*/
export function wantsSingleLine(suffix: string): boolean {
const restOfLine = suffix.split('\n')[0]
return /[^\s)\]}'"`;,]/.test(restOfLine)
}