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