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3dc916834f | ||
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01e778daf6 |
@@ -2,6 +2,19 @@
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Extension versions are released as `vscode-v<version>` on the [Releases](https://git.harvmaster.com/Harvmaster/autocomplete-model/releases) page. Models are versioned by their name in [`models/manifest.json`](models/manifest.json).
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## vscode 0.6.3
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- **Fix: model choice didn't stick in managed mode.** The daemon's saved state (last model used) overrode both the
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model picked in the menu and a new default from a release, so it kept restarting on the old model (e.g.
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`stage-c`). A changed default now wins; switching through the daemon API still persists as before.
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## vscode 0.6.2
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- **Next-edit is ~3–5× faster:** the next-edit server uses n-gram speculative decoding (the rewritten region is mostly
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a copy of the current one, so drafted tokens are verified in batches). Same output, since decoding is greedy.
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Rewriting a 13-line region on a laptop CPU: ~2.1 s → ~0.7 s (~0.4 s when the prompt is cached).
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- Next-edit timings in "Show Last Prompt" now split TS errors / prompt / generation time.
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## vscode 0.6.1
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- **New default model `stage-d`**, with **`stage-e` for next-edit**. Both download automatically (~530 MB each); the
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@@ -32,6 +32,9 @@ export interface DaemonConfig {
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ctx: number
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/** Extra flags, e.g. ["-ngl", "99"] on Apple Silicon, ["-t", "16"] on the laptop CPU. */
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args: string[]
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/** Extra flags for the next-edit companion server only. Default: n-gram speculative decoding (the output is
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* mostly a copy of the region, so drafts from the prompt are accepted; exact with greedy sampling). */
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nextEditArgs?: string[]
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}
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models: Record<string, ModelProfile>
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defaultModel: string
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@@ -73,6 +76,8 @@ export interface RuntimeState {
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enabled: boolean
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model: string
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mode: ContextMode
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/** config.defaultModel when this state was saved: a changed default (editor model setting, new release) wins. */
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defaultModel?: string
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}
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export function loadConfig(configPath: string): DaemonConfig {
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@@ -94,12 +99,13 @@ export function loadConfig(configPath: string): DaemonConfig {
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}
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export function loadState(config: DaemonConfig): RuntimeState {
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const fallback: RuntimeState = { enabled: true, model: config.defaultModel, mode: config.models[config.defaultModel].defaultMode }
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const fallback: RuntimeState = { enabled: true, model: config.defaultModel, mode: config.models[config.defaultModel].defaultMode, defaultModel: config.defaultModel }
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try {
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const s = JSON.parse(fs.readFileSync(config.stateFile, 'utf8')) as Partial<RuntimeState>
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const model = s.model && config.models[s.model] ? s.model : fallback.model
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const keepModel = s.defaultModel === config.defaultModel && s.model && config.models[s.model]
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const model = keepModel ? s.model! : fallback.model
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const mode = s.mode && config.models[model].modes.includes(s.mode) ? s.mode : config.models[model].defaultMode
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return { enabled: s.enabled ?? true, model, mode }
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return { enabled: s.enabled ?? true, model, mode, defaultModel: config.defaultModel }
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} catch {
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return fallback
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}
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+5
-2
@@ -52,7 +52,8 @@ function loadModel(name: string) {
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}
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// Next-edit companion model (profile.nextEditModel): a second llama-server, started on first use.
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const neLlama = new LlamaServer({ ...config.llamaServer, port: config.llamaServer.port + 1 })
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const NEXT_EDIT_SPECULATION = ['--spec-type', 'ngram-simple', '--spec-draft-n-max', '64', '--spec-ngram-simple-size-n', '3']
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const neLlama = new LlamaServer({ ...config.llamaServer, port: config.llamaServer.port + 1, args: [...config.llamaServer.args, ...(config.llamaServer.nextEditArgs ?? NEXT_EDIT_SPECULATION)] })
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let neLoading: Promise<void> | null = null
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/** The server that answers next-edit for the active model, or an error message. */
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async function nextEditServer(): Promise<LlamaServer | string> {
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@@ -273,9 +274,11 @@ async function handleNextEdit(body: NextEditRequest, res: http.ServerResponse, c
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const endLine = Math.min(lines.length, cursorLine + o.regionAfter + 1)
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const recentEdits = edits.observe(`${body.workspaceRoot ?? body.repo}/${body.path}`, body.path, body.text, cursorLine)
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const lang = symbolLang(body.languageId ?? '')
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const tErrors = performance.now()
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const errors = body.workspaceRoot && lang
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? await symbols.errors({ root: body.workspaceRoot, filePath: path.join(body.workspaceRoot, body.path), lang, text: body.text, cursor: body.cursor, waitMs: 300 })
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: undefined
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const errorsMs = performance.now() - tErrors
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const ids = builder.buildNextEdit({ repo: body.repo, path: body.path, file: body.text, regionStartLine: startLine, regionEndLine: endLine, cursor: body.cursor, recentEdits: recentEdits || undefined, errors },
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{ beforeTokens: o.beforeTokens, afterTokens: o.afterTokens })
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@@ -294,7 +297,7 @@ async function handleNextEdit(body: NextEditRequest, res: http.ServerResponse, c
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const response = {
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requestId: body.requestId, noEdit, startLine, endLine, oldText, newText: noEdit ? null : newText,
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recentEdits, errors: errors ?? null, model: profile.nextEditModel ?? state.model,
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timings: { promptTokens: ids.length, processedTokens: result.timings?.prompt_n ?? null, genTokens: result.timings?.predicted_n ?? null, totalMs: round(performance.now() - t0) },
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timings: { promptTokens: ids.length, processedTokens: result.timings?.prompt_n ?? null, genTokens: result.timings?.predicted_n ?? null, errorsMs: round(errorsMs), promptMs: round(result.timings?.prompt_ms ?? 0), genMs: round(result.timings?.predicted_ms ?? 0), totalMs: round(performance.now() - t0) },
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}
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remember({ kind: 'next-edit', requestId: body.requestId, path: body.path, model: state.model, prompt: builder.decode(ids), raw, noEdit, timings: response.timings })
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json(res, 200, response)
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@@ -3,7 +3,7 @@
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"displayName": "Local Autocomplete",
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"description": "Inline code completion from a local fine-tuned model via the acd daemon",
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"publisher": "harvmaster",
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"version": "0.6.1",
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"version": "0.6.3",
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"license": "MIT",
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"engines": {
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"vscode": "^1.90.0"
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