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dsh-context-compression-improved

drscrewdriver/dsh-context-compression-improved

机制上与上下文压缩领域最响的两条公开路线同源:代码骨架闸门沿用 Headroom(Apache-2.0)的骨架化思路,其公开头条为「编程 agent 少 20% token、JSON 载荷少 60–95% token,答案不变」;估计器通道沿用 TokenPilot(arXiv:2606.17016)的缓存感知上下文管理思路,该论文报告长会话 agent 成本最高降低 60%。这两个数字都是来源方自己的口径,此处照引;本插件不自带 benchmark,不自称任何降幅。在此之上为 DeepSeek Harness 提供:在同一设置区选择压缩 Profile、调整 Auto Compact 触发水位并开关代码骨架压缩;基于 DeepSeek V4 官方 tokenizer 的精确计量与同修订计数校验;非支持模型自动 fail-open,保留原始工具结果。回合内支持骨架化信息压缩、低原文取回率;turn 尾部支持尾部意图摘要(turn-tail intent summary)且仅以内容替代方式实现;上下文内容安全,全程在官方 jsonl 压缩内。

安装

dsh plugin --profile web add github:drscrewdriver/dsh-context-compression-improved

README

dsh-context-compression-improved

An improved fork of dsh-context-compression-selector — an auditable tool-result context-compression selector for DeepSeek Harness — adding an orthogonal code-skeleton compression gate.

中文说明 · 日本語 · 한국어 · Français · Deutsch · Italiano · Русский · Español · Changelog · Installation guide

[!NOTE] What this fork adds on top of upstream 0.1.0:

  • An orthogonal code-skeleton compression gate (codeSkeleton.enabled, default off): the first exposure of an oversized fresh source-code tool result can keep a skeleton of imports and declarations — bodies elided, error lines kept — before the regular reducers run.
  • A settings toggle for that gate in the same selector settings section, independent of every compression profile.
  • An ESLint baseline wired into CI, a test:watch TDD loop, and documentation in English, Simplified Chinese, Japanese, and Korean.

[!IMPORTANT] This project supports DeepSeek models only. Lossless measurement and lossy compression depend on the bundled official DeepSeek tokenizers (deepseek-v4-flash, deepseek-v4-pro, deepseek-v4-flash-vision-exp). Everything else fails open and keeps original tool results. See the upstream README for the full safety model.

[!TIP] Recommended: connect DeepSeek with your own API key via a custom Responses API endpoint. Prefer a custom OpenAI-compatible endpoint (/v1/responses) over the official-account Messages API route: it does not go through the Anthropic-style message serialization, so requests never trip message-format issues or tool_use/tool_result pairing validation (the official route's resume-replay 400s cannot be repaired from the plugin side), and you can switch endpoint nodes over time and keep existing sessions running.

  • Supported DSH hosts: 0.1.0-rc.2 0.1.0-rc.3 0.1.0-rc.6 0.1.0-rc.7 0.1.0-rc.8 0.1.1-rc.1 0.1.1-rc.2 0.1.2-rc.1 0.1.5-rc.1 0.1.5-rc.2 0.1.5-rc.3 0.1.7-rc.1 0.1.7-rc.2 0.2.0-rc.1 0.2.0-rc.2 0.2.1-rc.1 0.2.1-rc.2 0.2.1-rc.3 0.2.1-rc.4 0.2.1-rc.5 (20 rc releases across lines 0.1.0 / 0.1.1 / 0.1.2 / 0.1.5 / 0.1.7 / 0.2.0 / 0.2.1)

What it is

Long-running agent tasks accumulate a large amount of tool output. This community plugin adds selectable, auditable policies for reducing that tool-result context without modifying DeepSeek Harness core:

  • Fresh pre-compresses a newly oversized tool-result segment before the model receives it.
  • Aggregate pre-compresses fresh material again when it still grows beyond its budget.
  • History / micro-compact replaces eligible old tool results while preserving recent working context.
  • TailTrim is an optional Custom-only tail reduction path.
  • Native preserves the Harness-style head/middle/tail trimming as one explicit profile.
  • Code skeleton (new, orthogonal gate) — see below.

Every decision is recorded: stage, reducer, trigger, skip reason, and exact token counts where available.

Code skeleton gate (new)

When the gate is enabled, an oversized fresh source-code tool result (for example a large read_file) first tries a skeleton reduction: imports and type/function/class declarations are kept, function bodies are elided with a marker, and error lines inside elided bodies are preserved. If the skeleton cannot be produced or verified, the result falls back to the original head pruning — the gate can never make context worse.

Properties:

  • Orthogonal: independent of the selected profile (balanced, savings, cache-strict, adaptive, custom, off, native). All profiles get the gate.
  • Off by default: codeSkeleton: { enabled: false } until you turn it on.
  • Measurement-gated: requires the exact DeepSeek tokenizer; without it the plugin fails open.
  • Session-frozen: like all selector settings, changes affect newly observed sessions only.
  • Strictly parsed: codeSkeleton must be exactly { enabled: boolean }; malformed values throw on the runtime side and show as unreadable in the browser UI.

Settings UI

Choose a compression profile, set the Auto Compact trigger level, and toggle code-skeleton compression in the same settings section. The toggle saves on change and shows the saved state on reload.

Context Compression Selector settings UI

Monitoring UI

While compression runs, the plugin gives you a live view of what it saves: a compression monitor panel — net/gross savings, offsets, context usage, cache-hit rate, cost estimate, and the turn-tail intent-summary state, with a per-session resume/disable override right in the panel — next to the session's context trend chart.

Compression monitor panel

Context trend for a session under compression: per-step / per-turn token composition with a timing overlay; the scissors mark where reductions landed.

Context trend chart

Stats semantics and persistence

Savings are reported in three distinct semantics — never merged:

  • Stock (currently active) — net savings still in effect on the live surface; it rises and falls as compressed content moves in and out.
  • Cumulative (across N calls) — the stock sampled at every request boundary and summed; answers "how much was saved historically" and survives host restarts.
  • Money saved — cumulative weighted by cache hit/miss at official list prices (deepseek-official official routes only; other routes show the token figure).

Stats persist in SQLite (~/.dsh/storages/dsh-context-compression/stats.sqlite) across host restarts; a missing driver or write failure degrades visibly (panel badge, in-memory fallback). Historical sessions are backfilled from on-disk behavior records (host sessionQuery service preferred, read-only session-log parsing as fallback — session files are never written). Records contain counts, sequence numbers, session identifiers, and enum component names only; original text and free-form text never enter the database. Delete the file to reset stats completely.

The /ccip command drives the panel in real time: rows stock|total|money on|off, mode compact|full, session <id|latest|off>, flush, backfill pause|resume|status.

Install

Recommended: install from npm. One version covers every supported Harness line — latest carries the full 17-rc enum (0.1.0-rc.2 → 0.2.1-rc.2); the runtime picks per-line code paths on its own.

dsh plugin --profile web add dsh-context-compression-improved@latest
dsh --profile web --dump-config

From source (alternative — the internal package names intentionally stay upstream's):

git clone https://github.com/drscrewdriver/dsh-context-compression-improved.git
cd dsh-context-compression-improved
pnpm install --frozen-lockfile
pnpm build

Then pack the selector package and add it to a Harness profile — the full walkthrough, including verification and uninstall steps, is in the installation guide.

Development

pnpm install --frozen-lockfile
pnpm lint          # ESLint baseline (also enforced in CI)
pnpm typecheck     # runtime + selector + tests tsc, plus the bundle step
pnpm test          # full vitest suite
pnpm test:watch    # TDD loop: write the failing regression first, then make it pass
pnpm build
pnpm verify:release

Contributions follow the upstream discipline: add the failing regression first, keep every production change inside this repository, and explain “triggered”, “enabled but skipped”, and fail-open evidence separately. See CONTRIBUTING.md.

Compatibility

  • Built and tested against the official DeepSeek Harness releases; peers declare the full supported-hosts enum (0.1.0-rc.2 → 0.2.1-rc.2, seven lines) and the plugin uses public plugin and profile APIs only. The supported list is generated into the managed block above by scripts/sync-hosts.mjs from scripts/hosts.mjs.
  • Requires Node ^22.19.0 || >=24 and pnpm 11.7.0.
  • The plugin uses only public Harness extension APIs and does not modify Harness core code. Unofficial community project, not affiliated with or endorsed by DeepSeek.

Credits and license

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