unsloth/studio/backend/core/inference
Daniel Han aa258b983d Studio: account for every Codex turn in fan-out usage chunk
The fan-out path used to report usage as if a single Codex call had
run: `prompt_tokens = max(1, len(prompt)//4)` and
`completion_tokens = len(synthesis)//4`. In reality it had spawned
N parallel worker turns (each carrying the same prompt) plus a
synthesis turn that re-sent the prompt and every tab's output. For
`parallel_calls=20` that meant the cost / context widget under-
reported the request by roughly 20x.

Now sums:

- `prompt_tokens ≈ (N * prompt + synthesis_prompt) / 4` where
  `synthesis_prompt = sum(tab_outputs) + prompt`.
- `completion_tokens ≈ (sum(tab_output_chars) + synthesis_chars) / 4`.

Tests: new regression
`test_parallel_usage_accounts_for_all_calls` runs a 4-way fan-out
against a fake SDK with deterministic chunk lengths and asserts
the reported usage scales with N, not the single-call shape.
2026-05-24 17:11:42 +00:00
..
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
_html_to_md.py fix: studio web search SSL failures and empty page content (#4754) 2026-04-01 06:12:02 -07:00
anthropic_compat.py Studio: Claude Code Anthropic API tool compatibility (#5390) 2026-05-21 16:45:05 +04:00
audio_codecs.py Add native GGUF intake to Studio (#5246) 2026-05-04 11:46:18 +02:00
chat_template_helpers.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
codex_availability.py Studio: round 5 hardening for the Codex provider 2026-05-24 16:20:27 +00:00
codex_provider.py Studio: account for every Codex turn in fan-out usage chunk 2026-05-24 17:11:42 +00:00
defaults.py studio: engage draft-mtp on vision MTP GGUFs (drop incorrect vision gate) (#5560) 2026-05-18 08:42:55 -07:00
external_provider.py wip: anthropic citation helper 2026-05-23 14:00:31 +00:00
inference.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
key_exchange.py studio: API external provider support for chat (OpenAI, Mistral, Gemini, Cohere, Anthropic, OpenRouter, DeepSeek, custom providers) (#4706) 2026-05-14 16:13:59 +04:00
llama_cpp.py studio: settle GPU VRAM after killing llama-server before the next reload (#5693) 2026-05-22 05:50:39 -07:00
llama_server_args.py studio: add --spec-draft-n-max toggle for MTP speculative decoding (#5582) 2026-05-19 06:17:04 -07:00
mlx_inference.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
orchestrator.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
pricing.py Studio: per-session cost calculator + /api/providers/pricing endpoint (#5690) 2026-05-22 06:03:43 -07:00
providers.py Studio: round 4 hardening for the Codex provider 2026-05-24 15:44:11 +00:00
safetensors_agentic.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
tool_call_parser.py Revert "studio: tool calling for Llama-3, Mistral, Gemma 4 on safetensors + MLX (#5615)" (#5619) 2026-05-19 07:26:39 -07:00
tools.py studio: tighten sandbox blocklist precision (bash, hf upload, NOFILE) (#5487) 2026-05-18 00:01:17 -07:00
worker.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00