Delete litellm/ocr/input.py and the native _ocr_file_document, _ocr_upload_document
and _ocr_mime_type helpers. File documents now project to a typed OcrDocumentInput
and the core lifecycle reads local paths, encodes bytes and asks the host to read
file-like objects through a ReadDocument operation before the provider request
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(python-bridge): split non-streaming bridge modules
* refactor(python-bridge): bring shared function tracing into route layer
* feat(dev): list Python route functions and call sites
* feat(dev): list Rust route functions and call sites
* docs(dev): record OCR parity gaps across Python and Rust
* feat(dev): list executed SDK calls with runtime tracing
* feat(dev): report Python vs Rust SDK pipeline steps in one CLI
* feat(dev): side-by-side pipeline step report in compare CLI
* fix(dev): drop invalid Final annotations in compare cell loop
* feat(dev): blue python-only and yellow rust-only steps in compare CLI
* feat(dev): vertical layout with section spacing in compare CLI
* fix(dev): validate SDK trace stages across sync and async routes
* refactor(rust): align SDK route call structure with Python
* refactor(python-bridge): share sync and async route call wrappers
* refactor(dev): split compare CLI into fixtures, runtime, and report modules
* fix(ci): run SDK trace tests and satisfy test lint
* docs(readme): add Deploy on AWS/GCP with Terraform section
Adds a quickstart for the two published Terraform modules on the public
registry (BerriAI/litellm/aws and BerriAI/litellm/google). Copy-paste
main.tf for each cloud, the one-time GCP Artifact Registry remote-repo
command, and pointers to the registry pages for the full input surface.
Sits inside the Get Started section, between the gateway/SDK table and
Run in Developer Mode -- where someone scanning the README for "how do I
deploy this" will land.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* docs(readme): add 1-click deploy buttons for AWS + GCP
GCP gets the real 1-click: Open in Cloud Shell badge that clones the repo
and walks through `terraform apply` via the existing DeployStack
tutorial (already shipped at terraform/litellm/gcp/examples/default/
TUTORIAL.md). User just picks a project.
AWS gets a soft 1-click: a Launch in AWS CloudShell badge that opens an
in-browser, already-authenticated shell. User runs four commands
(clone + cd + cp tfvars + terraform apply) once inside. There's no
native AWS deeplink that pre-clones a repo + runs a tutorial -- CFN
"Launch Stack" + CodeBuild would be needed for that, and that's a
separate piece of work.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* docs(readme): move AWS + GCP deploy buttons next to Render button
* docs(readme): unify deploy button sizes and badge styles
* docs(readme): bump deploy button height to 48 to match Render/Railway
* docs(readme): bump AWS/GCP badge height to compensate for SVG padding
* docs(readme): bump AWS/GCP badge height to 72
* docs(readme): bump AWS/GCP badge height to 84
* fix(readme): make deploy buttons same height (48px)
https://claude.ai/code/session_01MxQRMHSDXbqJh74rF86UBc
* docs(readme): flag GCP project ID substitution in image_registry
* docs(readme): equalize deploy button heights and fix Cloud Shell button font
GitHub rewrites an image's height attribute to "height: auto; max-height: Npx", which only caps and never stretches, so each image renders at its intrinsic height. The AWS/GCP shields badges are intrinsically 28px while the Render/Railway buttons are 40px, leaving the row uneven regardless of the height="48" we set. Replace the two shields badges with committed 40px PNGs so all four header buttons render at the same 40px.
Also swap the Cloud Shell button from open-btn.svg to open-btn.png. The SVG renders its label as live text with font-family "Roboto, Sans" and no generic fallback; since neither font exists in GitHub's render environment, the text fell back to a serif (Times New Roman). The PNG bakes in the correct typeface.
* docs(readme): collapse Railway deploy anchor to a single line
The Railway button wrapped its img across indented lines, so the anchor contained leading and trailing whitespace. GitHub underlines link content, rendering that whitespace as a small blue underline beside the button. Put the anchor on one line like the other three buttons so there is no inner whitespace to underline.
* Add Claude Fable 5 cost map entries as a data-only hotfix
Backports only the model map changes from #30064 so deployments on
released litellm versions pick up Fable 5 pricing, context window, and
the adaptive thinking flag through the hosted cost map fetch without
upgrading. Includes the supports_sampling_params flag on the 28
Fable 5 / Opus 4.7 / Opus 4.8 entries (ignored by released code, read
by the gating that ships with the next release) and the matching
one-line schema declaration so the map validation test passes.
https://claude.ai/code/session_01MZarYYT3aS7DxaNjoax6Gm
* Add litellm rust workspace with mistral ocr bridge
* address greptile rust ocr feedback
* Simplify rust ocr entrypoint
* rust(core): add Auth/Http/Network error variants
* rust: add reqwest (rustls-tls) workspace dependency
* rust(providers): depend on reqwest
* rust(mistral): add complete_url + resolve_api_key helpers
* rust(providers): end-to-end run_ocr orchestrator with shared client + timeout
* rust(bridge): depend on litellm-core
* rust(bridge): add GIL release accounting
* rust(bridge): end-to-end ocr() + gil_stats(), GIL released for HTTP
* ocr: add minimal Rust bridge (use_litellm_rust + rust_ocr)
* ocr: route mistral to Rust when enabled; keep bare-str file rejection
* litellm: export use_litellm_rust()
* test(ocr): cover Rust OCR routing + toggle
* rust: stop ignoring Cargo.lock
* rust: commit Cargo.lock for reproducible builds
* ci(rust): build with --locked to enforce the lockfile
* Potential fix for pull request finding 'CodeQL / Module-level cyclic import'
Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
* Potential fix for pull request finding 'CodeQL / Module-level cyclic import'
Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
* ocr: lazily import rust bridge inside ocr() to break the import cycle the CodeQL autofix mangled
* ocr: guard OCRResponse under TYPE_CHECKING so the annotation resolves
* ocr: modernize rust_bridge typing (PEP 604, drop typing.Any/Dict) to satisfy strict-rule gate
* ci: re-trigger checks
* ci: re-trigger checks
* Potential fix for pull request finding 'CodeQL / Cyclic import'
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* Potential fix for pull request finding 'CodeQL / Cyclic import'
Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
* ocr: make rust_bridge a leaf (return raw dict, no litellm import) so the CodeQL autofix stops re-breaking it
* ocr: wrap rust bridge dict into OCRResponse at the call site
* test(ocr): assert rust_ocr returns the raw bridge dict
* test(interactions): add budget_exceeded to expected status enum (Google updated the published spec)
* ocr: resolve mistral key via get_secret_str before the rust path (secret-manager parity)
* test(ocr): assert rust path resolves key via secret manager
* rust(mistral): document that secret-manager resolution happens on the Python side
* fix(ocr): honor timeout, logging, and missing-bridge fallback on Rust OCR path
- Forward the caller's timeout into the Rust bridge so the fixed 600s client
ceiling no longer overrides shorter deadlines or the library default.
- Run update_from_kwargs and pre_call before invoking the Rust shortcut so
observability, callbacks, and spend tracking match the Python path.
- Fall back to the Python OCR path when litellm_python_bridge isn't importable
instead of raising ImportError to callers.
- Truncate upstream Mistral OCR error bodies before they cross the host
boundary to avoid leaking document or prompt contents in CoreError::Http.
* fix(ocr): log resolved api_base and headers on Rust path
* refactor(ocr): inject the rust bridge via a typed seam, drop the importlib cycle dodge
The rust OCR path was reached through importlib.import_module both for the
bridge module and for probing the native extension, purely to keep CodeQL from
flagging a cyclic import. rust_bridge has no litellm imports, so it is a leaf
and main.py can import it statically without any cycle; the dance is gone
Bridge selection now goes through a typed RustOcr Protocol and a load_rust_ocr()
seam. use_litellm_rust() takes an optional injected bridge, so an embedder (or a
test) can supply an alternative without reaching into sys.modules. The rust-path
body moves into _run_rust_ocr(), which receives its dependencies (the bridge
callable, the logging object, the key resolver) as arguments and is unit-tested
by passing fakes in rather than monkeypatching class methods or module globals
The tests are rewritten around that injection: the bridge is provided via
use_litellm_rust(ocr=...), pre_call is observed through a spy logging object, and
the missing-extension fallback is covered by load_rust_ocr() returning None when
no wheel is built. Types were tightened along the way (a cast for the logging
object, OCRResponse.model_validate for the bridge result) so no basedpyright
per-rule count increases
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
* fix(ocr): preserve injected rust bridge across toggle calls
use_litellm_rust() unconditionally assigned the keyword default of None to
_rust_ocr_impl, so any call without ocr= silently dropped a previously
injected bridge. Use a sentinel default so omission preserves the impl
while ocr=None still clears it explicitly.
* ci: run tests/test_litellm/ocr in the misc unit-test group
The OCR test directory was not wired into any CI test group, so its
coverage never uploaded to Codecov and patch coverage failed for new
OCR lines. Add it to the misc group.
* test(ocr): cover compiled-extension load and Python fallback paths
Adds two tests so the Rust bridge module hits 100% and the ocr()
fallback-to-Python branch is exercised:
- load_rust_ocr() returning the compiled extension's ocr callable
- ocr() degrading to the HTTP handler when no bridge is available
* style(ocr): use PEP 604 X | None annotations in rust_bridge
Converts Optional[X]/Union[...] to the X | None form so the new OCR
code stays under the UP045 strict-rule budget gate (lint job). Safe at
runtime — the module already has 'from __future__ import annotations'.
---------
Co-authored-by: shin-berri <shin-laptop@berri.ai>
Co-authored-by: yuneng-jiang <yuneng@berri.ai>
Co-authored-by: Yassin Kortam <yassin@berri.ai>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Co-authored-by: Krrish Dholakia <krrish+github@berri.ai>
Co-authored-by: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
