unsloth/studio/backend/core
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
..
data_recipe chore(deps): bump the npm-oxc-validator group across 1 directory with 2 updates (#5667) 2026-05-22 04:46:20 -07:00
export feat(studio): MLX training tab on Apple Silicon (LoRA / full FT, VLM, export) (#5265) 2026-05-05 23:54:58 -07:00
inference Studio: account for every Codex turn in fan-out usage chunk 2026-05-24 17:11:42 +00:00
training studio: install flash-linear-attention and tilelang for Qwen3.5 family (#5434) 2026-05-18 03:49:06 -07:00
__init__.py [Studio] Show non exported models in chat UI (#4892) 2026-04-14 15:03:58 +04:00
tool_healing.py studio: extract tool-call XML parser into a reusable helper module (#5583) 2026-05-19 05:06:17 -07:00