unsloth/studio
Daniel Han 9a966adf51
Studio: trim serving-log noise and surface llama-server engine stats (#6377)
* Studio: trim serving-log noise and surface llama-server engine stats

Studio prints one structured line per HTTP request, so the SPA's polling and
per-invalidation fan-out bury the lines that matter.

- Dedup identical successful GETs within a short window (default 300ms,
  UNSLOTH_STUDIO_ACCESS_LOG_DEDUP_MS) so a burst logs once. The dedup key
  includes the query string, so distinct query-driven GETs are not collapsed.
  Runs after the response is sent, so it adds no request latency; mutations,
  non-2xx, and loading polls are untouched.
- Collapse pure-liveness polls (/api/health, /api/auth/status,
  /api/inference/status, /api/inference/monitor) to a longer heartbeat
  (default 10s, UNSLOTH_STUDIO_ACCESS_LOG_POLL_DEDUP_MS). The API monitor
  console polls /monitor every 1.5s while open.
- Translate llama-server's Prometheus /metrics into a periodic vLLM-style
  engine_stats line (generation/prompt throughput and requests in flight) from
  a daemon poller, gated on UNSLOTH_STUDIO_ENGINE_STATS. Throughput uses
  llama-server's predicted_tokens_seconds / prompt_tokens_seconds gauges, with
  a tokens_predicted_total / prompt_tokens_total counter-delta fallback; it does
  not use n_decode_total (which counts llama_decode() calls, not tokens). No KV
  field is emitted, since llama.cpp does not expose kv_cache_usage_ratio.
  --metrics is added only when probe_server_capabilities reports the binary
  supports it, so older/custom binaries still load. The poller keeps retrying
  through transient scrape failures (stop() drives shutdown) and a malformed
  sample cannot crash its thread.
- api_monitor.append_reply: once the preview cap is reached, skip the per-chunk
  re-concat (avoids O(n^2) on long generations) while still recording the "..."
  truncation marker for a reply that lands exactly on the cap.
- unsloth studio --verbose and unsloth studio run --verbose both restore every
  per-request log; --verbose before a subcommand is rejected with guidance
  (matching --secure / --parallel). run --verbose still forwards --log-verbose
  to llama-server, preserving the pre-existing pass-through verbosity.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-17 05:37:57 -07:00
..
backend Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
frontend feat(hub): full-page redesign with trending feed, search, and persisted state (#6349) 2026-06-17 04:50:34 -07:00
src-tauri feat(studio): Hub + Download Manager (#5916) 2026-06-09 04:11:24 -07:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
install_llama_prebuilt.py Studio: don't silently fall back to a CPU prebuilt on NVIDIA Linux GPU hosts (#6310) 2026-06-14 02:06:31 -03:00
install_python_stack.py studio: select torchao version from the installed torch (#6400) 2026-06-17 04:09:40 -07:00
LICENSE.AGPL-3.0 Add AGPL-3.0 license to studio folder 2026-03-09 19:36:25 +00:00
package-lock.json ci: advisory lockfile supply-chain audit (no install-script changes) (#5604) 2026-05-19 05:56:56 -07:00
package.json ci: advisory lockfile supply-chain audit (no install-script changes) (#5604) 2026-05-19 05:56:56 -07:00
setup.bat Final cleanup 2026-03-12 18:28:04 +00:00
setup.ps1 Make the Studio installers (sh + ps1) resilient to transient uv download failures (#6281) 2026-06-16 03:48:01 -07:00
setup.sh Make the Studio installers (sh + ps1) resilient to transient uv download failures (#6281) 2026-06-16 03:48:01 -07:00
Unsloth_Studio_Colab.ipynb Fix/studio colab proxy and iframe - Unsloth Studio not loading in Colab (iframe "refused to connect" and wrong URL) (#5844) 2026-05-28 23:54:48 -07:00