unsloth/studio/backend/core/inference
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
..
__init__.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
_html_to_md.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
anthropic_compat.py Studio: improve OpenAI- and Anthropic-compatible API spec compliance (#6010) 2026-06-09 17:13:25 +02:00
api_monitor.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
audio_codecs.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
chat_template_helpers.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
chat_templates.py Studio: bundle Gemma 4 chat templates (E2B/E4B + larger) and auto-apply to unsloth/gemma-4-*-GGUF (#6245) 2026-06-12 05:49:39 -07:00
defaults.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
external_provider.py Studio: ignore unsupported env proxy during Studio startup (#6102) 2026-06-11 05:13:27 -07:00
inference.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
key_exchange.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
llama_cpp.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
llama_server_args.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
llama_stats.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
mcp_client.py Studio: enable stdio MCP servers on a loopback bind (#6295) 2026-06-15 03:02:32 +01:00
mcp_config_import.py studio: show MCP "Import config" on the add-server form (#6030) 2026-06-11 16:17:22 +01:00
mlx_inference.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
orchestrator.py Studio: Xet-primary model downloads with automatic HTTP fallback on stall (#6372) 2026-06-16 06:17:54 -07:00
pricing.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
providers.py Studio: Add custom provider option to Connections (#6112) 2026-06-12 13:09:35 +02:00
runtime_context.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
safetensors_agentic.py Studio: Bypass Permissions (skip confirmation, disable tool sandbox) (#5895) 2026-06-15 04:04:22 -07:00
tensor_fallback.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
tool_call_parser.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
tool_loop_controller.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
tools.py Rename chat artifacts copy to canvas (#6298) 2026-06-15 13:38:39 +02:00
worker.py Studio: improve logging for dynamic transformers version switching (#6108) 2026-06-15 23:31:43 -07:00