unsloth/studio/backend/core/inference
Daniel Han 1bee0924bb Studio: dedupe cache buckets when costing chat-style Anthropic usage
When the caller hands in Studio's chat-style envelope (``prompt_tokens``
emitted by ``_build_usage_chunk``) for Anthropic, that value already
folds ``cache_creation_input_tokens`` + ``cache_read_input_tokens`` into
the total. The previous follow-up accepted the chat-style key but then
re-added both cache buckets in ``billable_input_tokens`` and ``input_usd``,
double-counting cache tokens on every Anthropic chat-style call.

Detect which envelope landed (``input_tokens`` present = raw upstream;
absent + ``prompt_tokens`` present = Studio chat-style) and peel the
cache buckets off for Anthropic before the downstream math so both
envelopes produce identical costs.

OpenAI: ``input_tokens`` and Studio's ``prompt_tokens`` both already
include ``cache_read`` and exclude any notional ``cache_creation``, so
the OpenAI path stays a straight passthrough.

Tests (2 new): both envelopes match for Anthropic on a triple
(uncached + cache_creation + cache_read); OpenAI envelopes match on a
cached-tokens fixture.
2026-05-23 14:00:32 +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
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 Studio: PDF / document attachments for Anthropic + OpenAI (#5689) 2026-05-22 06:22:57 -07:00
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: dedupe cache buckets when costing chat-style Anthropic usage 2026-05-23 14:00:32 +00:00
providers.py Studio: expand Connections model picker for local inference server (#5643) 2026-05-20 15:06:06 +04:00
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