unsloth/studio/backend
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
..
assets feat(studio): expose provider_type selector in model provider dialog (#4277) 2026-06-15 15:07:06 +02:00
auth Studio: add --secure Cloudflare-only mode and revamp API usage examples (#6300) 2026-06-15 04:18:15 -07:00
core Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
hub feat(hub): full-page redesign with trending feed, search, and persisted state (#6349) 2026-06-17 04:50:34 -07:00
loggers Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
models Studio: Bypass Permissions (skip confirmation, disable tool sandbox) (#5895) 2026-06-15 04:04:22 -07:00
plugins Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
requirements studio: select torchao version from the installed torch (#6400) 2026-06-17 04:09:40 -07:00
routes Studio: surface the real reason a model fails validation (#6398) 2026-06-17 03:23:36 -07:00
state Studio: Add inline confirmation (Allow/Always allow/Deny) for tool calls (#5869) 2026-06-12 10:55:26 +02:00
storage feat: implement thread forking functionality with associated database… (#5810) 2026-06-15 14:57:39 +01:00
tests Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
utils Studio: Xet-primary model downloads with automatic HTTP fallback on stall (#6372) 2026-06-16 06:17:54 -07:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
_platform_compat.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
cloudflare_tunnel.py Studio: only advertise a Cloudflare tunnel once it actually serves (#6264) 2026-06-12 14:36:35 -03:00
colab.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
main.py Studio: make lifespan shutdown resilient to a dead default executor (#6307) 2026-06-15 22:51:46 -07:00
run.py Studio: add --secure Cloudflare-only mode and revamp API usage examples (#6300) 2026-06-15 04:18:15 -07:00
startup_banner.py Studio: enable stdio MCP servers on a loopback bind (#6295) 2026-06-15 03:02:32 +01:00