Merge branch 'litellm_internal_staging' into litellm_model_armor_logging_only_streaming

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

.github/ci-coverage-allowlist.yml

@@ -106,11 +106,6 @@ dockerfiles:
       and lint workflows already exercise that output, so building the image adds no signal about it
     paths:
       - ui/Dockerfile
-  - reason: >-
-      The Rust gateway ships as its own chart and package with a separate release pipeline, so its
-      image is not part of this repo's Python image set
-    paths:
-      - litellm-rust/crates/ai-gateway/Dockerfile
   - reason: >-
       An example image under cookbook/ that is documentation rather than a shipped artifact
     paths:

.github/scripts/verify_linux_native_wheel.py

@@ -205,7 +205,7 @@ def main(
     native_module: Final = load_native_module(native_path)
     native_module_loads: Final = native_module is not None
     panic_test_hook_absent: Final = native_module is not None and not hasattr(native_module, "_panic_for_test")
-    native_size_limit: Final = 20_000_000
+    native_size_limit: Final = 25_000_000
     native_size_within_limit: Final = native_member.file_size <= native_size_limit
     validations: Final = (
         (f"Python tag is {EXPECTED_PYTHON_TAG}", python_tag == EXPECTED_PYTHON_TAG),
@@ -222,7 +222,7 @@ def main(
         ("Python extension entry point is present", extension_entry_point_present),
         ("Native module loads", native_module_loads),
         ("Production module omits the panic test hook", panic_test_hook_absent),
-        ("Native extension does not exceed 20 MB", native_size_within_limit),
+        ("Native extension does not exceed 25 MB", native_size_within_limit),
         ("Wheel contents are valid", not unexpected_members),
     )
 

.github/workflows/ai-gateway-image.yml

@@ -0,0 +1,73 @@
+name: ai-gateway image
+
+on:
+  push:
+    paths:
+      - "litellm-rust/**"
+      - "litellm/**"
+      - "enterprise/**"
+      - "litellm-proxy-extras/**"
+      - "pyproject.toml"
+      - "rust-toolchain.toml"
+      - ".github/workflows/ai-gateway-image.yml"
+  pull_request:
+    branches:
+      - main
+      - litellm_internal_staging
+      - litellm_oss_staging
+      - "litellm_**"
+    paths:
+      - "litellm-rust/**"
+      - "litellm/**"
+      - "enterprise/**"
+      - "litellm-proxy-extras/**"
+      - "pyproject.toml"
+      - "rust-toolchain.toml"
+      - ".github/workflows/ai-gateway-image.yml"
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  ai-gateway-image:
+    name: ai-gateway release image
+    runs-on: ubuntu-latest
+    timeout-minutes: 60
+    permissions:
+      contents: read
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+      - name: Build the release image
+        run: docker build -f litellm-rust/crates/ai-gateway/Dockerfile -t litellm-ai-gateway:${{ github.sha }} .
+      - name: Start the gateway and wait for readiness
+        env:
+          IMAGE: litellm-ai-gateway:${{ github.sha }}
+        run: |
+          docker run -d --name ai-gateway -p 4001:4001 \
+            -e LITELLM_MASTER_KEY=sk-ci-not-a-real-key \
+            -e OPENAI_API_KEY=sk-ci-not-a-real-key \
+            "$IMAGE"
+          for _ in $(seq 1 60); do
+            if curl -fsS http://127.0.0.1:4001/health/readiness; then
+              echo "gateway is serving readiness"
+              exit 0
+            fi
+            sleep 2
+          done
+          echo "gateway never became ready" >&2
+          docker logs ai-gateway >&2
+          exit 1
+      - name: Assert the gateway loaded the baked config
+        run: |
+          docker logs ai-gateway 2>&1 | tee gateway.log
+          grep 'via python config reader' gateway.log
+      - name: Stop the gateway
+        if: always()
+        run: docker rm -f ai-gateway || true

README.md

@@ -262,6 +262,8 @@ curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
 }
 ```
 
+For MCP OAuth, an upstream may advertise dynamic client registration but refuse requests with HTTP 401 or 403. If the provider requires a pre-registered OAuth app, configure its `credentials.client_id` and, when required, `credentials.client_secret` on the MCP server. This skips dynamic registration in the gateway sign-in flow. The provider must approve the app for MCP access; reaching its authorization page does not establish that login or tool calls will succeed
+
 [**Docs: MCP Gateway**](https://docs.litellm.ai/docs/mcp)
 
 </details>

litellm-proxy-extras/litellm_proxy_extras/migrations/20260910000000_add_autorouter_session_baseline_models/migration.sql

@@ -0,0 +1 @@
+ALTER TABLE "LiteLLM_AutoRouterSession" ADD COLUMN IF NOT EXISTS "baseline_models" JSONB NOT NULL DEFAULT '{}';

litellm-proxy-extras/litellm_proxy_extras/schema.prisma

@@ -1514,6 +1514,7 @@ model LiteLLM_AutoRouterSession {
   classifier_cost       Float    @default(0)
   classifier_cost_recorded_turns Int @default(0)
   tier_turns            Json     @default("{}")
+  baseline_models       Json     @default("{}")
 
   @@id([api_key, session_id, router_name])
   @@index([last_turn_at], map: "idx_autorouter_session_last_turn")

litellm-rust/Cargo.toml

@@ -41,8 +41,14 @@ tokio = { version = "1", features = ["rt-multi-thread", "macros", "time", "net"]
 tokio-tungstenite = { version = "0.24", default-features = false, features = ["connect", "rustls-tls-native-roots"] }
 futures-util = { version = "0.3", default-features = false, features = ["sink", "std"] }
 base64 = "0.22"
+gcp_auth = "0.12.7"
+azure_core = "1.0.0"
+azure_identity = { version = "1.0.0", features = ["tokio"] }
+moka = { version = "0.12.16", features = ["future"] }
+strum = { version = "0.28.0", features = ["derive"] }
 url = "2.5.8"
 criterion = "0.8.2"
+veil = "0.3.0"
 
 [profile.release]
 opt-level = 3

litellm-rust/crates/ai-gateway/Dockerfile

@@ -14,15 +14,20 @@
 # ---- Chef -------------------------------------------------------------------
 # cargo-chef caches the dependency build so only the gateway crate recompiles on
 # a source-only change. python3-dev is present in every rust stage because the
-# `python-config` feature links libpython via pyo3 (even in the cook step).
-FROM rust:1.90-slim-bookworm AS chef
+# `python-config` feature links libpython via pyo3 (even in the cook step), and
+# python3-pip builds the litellm wheel in the builder stage.
+FROM rust:1.98-slim-bookworm AS chef
 ENV PYO3_PYTHON=python3.11
+# rustup reads rust-toolchain.toml from any parent of the working directory, so
+# copying it in is what keeps every cargo call below on the repo's pinned
+# channel rather than on whatever the base image happens to ship.
+COPY rust-toolchain.toml /build/rust-toolchain.toml
+WORKDIR /build/litellm-rust
 RUN apt-get update \
     && apt-get install -y --no-install-recommends \
-        python3 python3-dev pkg-config libssl-dev clang \
+        python3 python3-dev python3-pip pkg-config libssl-dev clang \
     && rm -rf /var/lib/apt/lists/* \
     && cargo install cargo-chef --locked --version 0.1.77
-WORKDIR /build/litellm-rust
 
 # ---- Planner ----------------------------------------------------------------
 # Produce the dependency recipe from the rust workspace manifests + Cargo.lock.
@@ -43,6 +48,19 @@ RUN cargo chef cook --locked --release \
 COPY litellm-rust/ .
 RUN cargo build --locked --release -p litellm-ai-gateway --bin litellm-ai-gateway --features server,python-config
 
+# The root pyproject builds with maturin against litellm-rust/crates/python-bridge,
+# so the wheel is built here, next to the crate sources and the cargo toolchain,
+# and the runtime stage installs the artifact instead of compiling anything.
+# litellm[proxy] pins litellm-enterprise and litellm-proxy-extras to the versions
+# in this repo, and those hit PyPI hours after every version bump merges, so both
+# wheels are built from the repo too instead of being resolved from PyPI.
+COPY pyproject.toml README.md LICENSE /build/
+COPY litellm/ /build/litellm/
+COPY enterprise/ /build/enterprise/
+COPY litellm-proxy-extras/ /build/litellm-proxy-extras/
+RUN pip3 wheel --no-cache-dir --no-deps --wheel-dir /build/dist \
+        /build /build/enterprise /build/litellm-proxy-extras
+
 # ---- Runtime ----------------------------------------------------------------
 # python:3.11-slim-bookworm ships libpython3.11, matching the builder's PyO3
 # 3.11 ABI so the embedded interpreter links and imports cleanly.
@@ -56,11 +74,16 @@ RUN apt-get update \
 WORKDIR /app
 
 # Install litellm (with proxy extras) FROM THIS REPO'S SOURCE so
-# `import litellm.proxy.read_model_list` works — it is not on PyPI yet. Copy the
-# package + packaging metadata, then pip install the proxy extra.
-COPY pyproject.toml README.md LICENSE ./
-COPY litellm/ ./litellm/
-RUN pip install --no-cache-dir ".[proxy]"
+# `import litellm.proxy.read_model_list` works — it is not on PyPI yet. The two
+# sibling wheels come from the builder as well, so the pins in litellm[proxy]
+# resolve against them and never wait on a PyPI publish.
+COPY --from=builder /build/dist/*.whl /tmp/wheels/
+RUN wheel="$(ls /tmp/wheels/litellm-*.whl)" \
+    && pip install --no-cache-dir \
+        /tmp/wheels/litellm_enterprise-*.whl \
+        /tmp/wheels/litellm_proxy_extras-*.whl \
+        "${wheel}[proxy]" \
+    && rm -rf /tmp/wheels
 
 # The compiled gateway binary (pure-Rust realtime hot path; Python is load-time
 # only).

litellm-rust/crates/ai-gateway/Dockerfile.dockerignore

@@ -9,19 +9,28 @@
 # Strategy: ignore everything, then re-include only what the build needs:
 #   - litellm/            (pip install . needs the full package + proxy reader)
 #   - litellm-rust/       (the rust workspace; Cargo.lock + crate sources)
-#   - pyproject.toml / README.md / LICENSE  (packaging metadata for pip install)
+#   - enterprise/         (litellm/proxy/enterprise symlinks into it; maturin walks it)
+#   - litellm-proxy-extras/ (built into a wheel alongside enterprise/ for litellm[proxy])
+#   - pyproject.toml / README.md / LICENSE  (packaging metadata for the wheel build)
+#   - rust-toolchain.toml (the pinned channel every cargo call in the build uses)
 *
 
 # --- re-include the build inputs ---
 !litellm/
 !litellm-rust/
+!enterprise/
+!litellm-proxy-extras/
 !pyproject.toml
+!rust-toolchain.toml
 !README.md
 !LICENSE
 
 # --- prune heavy / irrelevant subpaths back out of the re-included trees ---
 # Rust build artifacts (huge; regenerated in the builder).
 **/target/
+# Committed python distribution artifacts; the wheel build does not read them.
+enterprise/dist/
+litellm-proxy-extras/dist/
 # Python caches and compiled bytecode.
 **/__pycache__/
 **/*.pyc

litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs

@@ -269,7 +269,11 @@ fn guardrail_error_to_core_error(error: GuardrailError) -> Error {
 
 fn core_error_kind(error: &Error) -> &'static str {
     match error {
-        Error::Auth(_) | Error::MissingApiKey { .. } => "AuthError",
+        Error::Auth(_)
+        | Error::MissingApiKey { .. }
+        | Error::MissingAzureAiCredentials
+        | Error::MissingAzureDocumentIntelligenceCredentials
+        | Error::MissingReductoApiKey => "AuthError",
         Error::InvalidProvider(_) => "InvalidProvider",
         Error::InvalidRequest(_) => "InvalidRequest",
         Error::InvalidType { .. } => "InvalidType",

litellm-rust/crates/ai-gateway/src/io/realtime.rs

@@ -15,6 +15,8 @@ use std::time::Duration;
 
 use futures_util::stream::{SplitSink, SplitStream};
 use futures_util::{Sink, SinkExt, Stream, StreamExt};
+use litellm_core::AuthError;
+use litellm_core::auth::error::MissingCredential;
 use litellm_core::error::Error;
 use litellm_core::realtime::transformation::RealtimeProviderConfig;
 use litellm_core::realtime::types::RealtimeEvent;
@@ -32,8 +34,6 @@ use crate::io::tls::connect_upstream;
 /// Environment variable holding the OpenAI API key (last-resort fallback).
 const OPENAI_API_KEY_ENV: &str = "OPENAI_API_KEY";
 
-const MISSING_KEY_MESSAGE: &str = "Missing OpenAI API Key - a realtime call is being made but no key was passed via params or the OPENAI_API_KEY environment variable";
-
 /// Default **idle** timeout: if neither side sends a frame for this long, the
 /// session is reaped. It resets on any activity, so it does not cap a healthy
 /// (continuously streaming) session — it only frees a stalled one (e.g. a
@@ -59,7 +59,7 @@ pub(crate) fn resolve_api_key(api_key: Option<&str>) -> Result<String, Error> {
                 .ok()
                 .filter(|key| !key.trim().is_empty())
         })
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
+        .ok_or_else(|| Error::from(AuthError::from(MissingCredential::OpenAiRealtimeApiKey)))
 }
 
 /// Open the upstream WebSocket to OpenAI for `(model, api_key, api_base)`.

litellm-rust/crates/ai-gateway/src/io/responses_ws.rs

@@ -4,7 +4,9 @@ use std::time::Duration;
 
 use futures_util::stream::{SplitSink, SplitStream};
 use futures_util::{Sink, SinkExt, Stream, StreamExt};
+use litellm_core::AuthError;
 use litellm_core::Error;
+use litellm_core::auth::error::MissingCredential;
 use litellm_core::providers::openai::responses::transformation::OPENAI_RESPONSES_WS_CONFIG;
 use litellm_core::responses::types::ResponsesWsEvent;
 use litellm_core::responses::websocket::ResponsesWebSocketProviderConfig;
@@ -23,8 +25,6 @@ use crate::constants::{
 };
 
 const OPENAI_API_KEY_ENV: &str = "OPENAI_API_KEY";
-const MISSING_KEY_MESSAGE: &str = "Missing OpenAI API Key - a Responses WebSocket call is being made but no key was passed via params or the OPENAI_API_KEY environment variable";
-
 pub type ResponsesUpstreamWs = WebSocketStream<MaybeTlsStream<TcpStream>>;
 type UpstreamTx = SplitSink<ResponsesUpstreamWs, Message>;
 type UpstreamRx = SplitStream<ResponsesUpstreamWs>;
@@ -120,7 +120,7 @@ pub(crate) fn resolve_api_key(api_key: Option<&str>) -> Result<String, Error> {
                 .ok()
                 .filter(|value| !value.trim().is_empty())
         })
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
+        .ok_or_else(|| Error::from(AuthError::from(MissingCredential::OpenAiResponsesApiKey)))
 }
 
 async fn dial_upstream(

litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs

@@ -1,529 +0,0 @@
-use std::net::IpAddr;
-use std::time::{Duration, Instant};
-
-use base64::Engine;
-use base64::engine::general_purpose::STANDARD as BASE64_STANDARD;
-use litellm_core::error::Error;
-use litellm_core::ocr::transformation::OcrProviderConfig;
-use reqwest::Url;
-use serde_json::{Map, Value};
-
-use litellm_core::providers::azure_ai::ocr::transformation::{
-    AZURE_AI_OCR_CONFIG, AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG,
-};
-use litellm_core::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG;
-use litellm_core::providers::reducto::ocr::transformation as reducto;
-use litellm_core::providers::vertex_ai::ocr::transformation as vertex_ai;
-use litellm_core::providers::vertex_ai::ocr::transformation::{
-    VERTEX_AI_DEEPSEEK_OCR_CONFIG, VERTEX_AI_OCR_CONFIG,
-};
-
-use crate::client::http_client;
-
-const ERROR_BODY_MAX_CHARS: usize = 256;
-const AZURE_DOCUMENT_INTELLIGENCE_POLL_TIMEOUT_SECS: u64 = 120;
-const DEFAULT_MAX_IMAGE_URL_DOWNLOAD_SIZE_MB: f64 = 50.0;
-const MAX_SAFE_FETCH_REDIRECTS: usize = 10;
-
-pub(super) fn truncate_error_body(body: &str) -> String {
-    if body.chars().count() <= ERROR_BODY_MAX_CHARS {
-        return body.to_string();
-    }
-    let truncated: String = body.chars().take(ERROR_BODY_MAX_CHARS).collect();
-    format!("{truncated}... (truncated)")
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(super) fn ocr_provider_config(
-    provider: &str,
-    model: &str,
-) -> Option<&'static dyn OcrProviderConfig> {
-    match provider {
-        "mistral" => Some(&MISTRAL_OCR_CONFIG),
-        "reducto" => reducto::config_for_model(model),
-        "azure_ai" if is_azure_document_intelligence_model(model) => {
-            Some(&AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG)
-        }
-        "azure_ai" => Some(&AZURE_AI_OCR_CONFIG),
-        "vertex_ai" if vertex_ai::is_deepseek_model(model) => Some(&VERTEX_AI_DEEPSEEK_OCR_CONFIG),
-        "vertex_ai" => Some(&VERTEX_AI_OCR_CONFIG),
-        _ => None,
-    }
-}
-
-fn is_azure_document_intelligence_model(model: &str) -> bool {
-    let model = model.to_ascii_lowercase();
-    model.contains("doc-intelligence") || model.contains("documentintelligence")
-}
-
-pub(super) fn string_headers(
-    extra_headers: Option<Map<String, Value>>,
-) -> Result<Vec<(String, String)>, Error> {
-    extra_headers
-        .unwrap_or_default()
-        .into_iter()
-        .map(|(key, value)| {
-            value
-                .as_str()
-                .map(|value| (key.clone(), value.to_string()))
-                .ok_or_else(|| {
-                    Error::InvalidRequest(format!(
-                        "OCR extra_headers.{key} must be a string, got {}",
-                        litellm_core::error::json_type_name(&value)
-                    ))
-                })
-        })
-        .collect()
-}
-
-fn document_url_field(document: &Value) -> Result<Option<(&str, &str)>, Error> {
-    let Some(object) = document.as_object() else {
-        return Ok(None);
-    };
-    let Some(doc_type) = object.get("type").and_then(Value::as_str) else {
-        return Ok(None);
-    };
-    let field = match doc_type {
-        "document_url" => "document_url",
-        "image_url" => "image_url",
-        _ => return Ok(None),
-    };
-    let Some(url) = object.get(field).and_then(Value::as_str) else {
-        return Ok(None);
-    };
-    Ok(Some((field, url)))
-}
-
-fn is_url_requiring_fetch(url: &str) -> bool {
-    !url.starts_with("data:") && (url.starts_with("http://") || url.starts_with("https://"))
-}
-
-fn max_document_download_bytes() -> u64 {
-    let max_size_mb = std::env::var("MAX_IMAGE_URL_DOWNLOAD_SIZE_MB")
-        .ok()
-        .and_then(|value| value.parse::<f64>().ok())
-        .unwrap_or(DEFAULT_MAX_IMAGE_URL_DOWNLOAD_SIZE_MB);
-    (max_size_mb.max(0.0) * 1024.0 * 1024.0) as u64
-}
-
-fn is_blocked_ip(ip: IpAddr) -> bool {
-    match ip {
-        IpAddr::V4(ip) => {
-            ip.is_private()
-                || ip.is_loopback()
-                || ip.is_link_local()
-                || ip.is_broadcast()
-                || ip.is_multicast()
-                || ip.is_unspecified()
-        }
-        IpAddr::V6(ip) => {
-            let first_segment = ip.segments()[0];
-            let is_unique_local = (first_segment & 0xfe00) == 0xfc00;
-            let is_link_local = (first_segment & 0xffc0) == 0xfe80;
-            ip.is_loopback()
-                || ip.is_unspecified()
-                || ip.is_multicast()
-                || is_unique_local
-                || is_link_local
-                || ip
-                    .to_ipv4_mapped()
-                    .or_else(|| ip.to_ipv4())
-                    .map(|v4| is_blocked_ip(IpAddr::V4(v4)))
-                    .unwrap_or(false)
-        }
-    }
-}
-
-fn blocked_url_error(url: &Url) -> Error {
-    Error::InvalidRequest(format!(
-        "OCR document URL rejected by SSRF protection: {url}"
-    ))
-}
-
-async fn validate_safe_fetch_url(url: &Url) -> Result<(), Error> {
-    if !matches!(url.scheme(), "http" | "https") {
-        return Err(blocked_url_error(url));
-    }
-
-    let host = url.host_str().ok_or_else(|| blocked_url_error(url))?;
-    if let Ok(ip) = host.parse::<IpAddr>() {
-        if is_blocked_ip(ip) {
-            return Err(blocked_url_error(url));
-        }
-        return Ok(());
-    }
-
-    let port = url
-        .port_or_known_default()
-        .ok_or_else(|| blocked_url_error(url))?;
-    let addresses = tokio::net::lookup_host((host, port))
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?;
-    let mut saw_address = false;
-    for address in addresses {
-        saw_address = true;
-        if is_blocked_ip(address.ip()) {
-            return Err(blocked_url_error(url));
-        }
-    }
-    if !saw_address {
-        return Err(blocked_url_error(url));
-    }
-    Ok(())
-}
-
-fn redirect_location(response: &reqwest::Response, url: &Url) -> Result<Url, Error> {
-    let location = response
-        .headers()
-        .get(reqwest::header::LOCATION)
-        .and_then(|value| value.to_str().ok())
-        .ok_or_else(|| {
-            Error::InvalidResponse("OCR document redirect missing Location header".to_string())
-        })?;
-    url.join(location)
-        .map_err(|err| Error::InvalidResponse(format!("invalid OCR document redirect: {err}")))
-}
-
-async fn safe_get_document_url(url: &str) -> Result<(Url, reqwest::Response), Error> {
-    let client = reqwest::Client::builder()
-        .redirect(reqwest::redirect::Policy::none())
-        .build()
-        .map_err(|err| Error::Network(err.to_string()))?;
-    let mut current_url = Url::parse(url)
-        .map_err(|err| Error::InvalidRequest(format!("invalid OCR document URL: {err}")))?;
-
-    for _ in 0..MAX_SAFE_FETCH_REDIRECTS {
-        validate_safe_fetch_url(&current_url).await?;
-        let response = client
-            .get(current_url.clone())
-            .send()
-            .await
-            .map_err(|err| Error::Network(err.to_string()))?;
-        if !response.status().is_redirection() {
-            return Ok((current_url, response));
-        }
-        current_url = redirect_location(&response, &current_url)?;
-    }
-
-    Err(Error::InvalidRequest(
-        "Too many redirects while fetching OCR document URL".to_string(),
-    ))
-}
-
-fn enforce_download_size(content_length: u64, max_bytes: u64, url: &Url) -> Result<(), Error> {
-    if max_bytes == 0 {
-        return Err(Error::InvalidRequest(format!(
-            "OCR document URL download is disabled (MAX_IMAGE_URL_DOWNLOAD_SIZE_MB=0). url={url}"
-        )));
-    }
-    if content_length > max_bytes {
-        let size_mb = content_length as f64 / (1024.0 * 1024.0);
-        let max_size_mb = max_bytes as f64 / (1024.0 * 1024.0);
-        return Err(Error::InvalidRequest(format!(
-            "OCR document size ({size_mb:.2}MB) exceeds maximum allowed size ({max_size_mb:.2}MB). url={url}"
-        )));
-    }
-    Ok(())
-}
-
-async fn read_response_with_limit(
-    mut response: reqwest::Response,
-    url: &Url,
-) -> Result<Vec<u8>, Error> {
-    let max_bytes = max_document_download_bytes();
-    if let Some(content_length) = response.content_length() {
-        enforce_download_size(content_length, max_bytes, url)?;
-    } else {
-        enforce_download_size(0, max_bytes, url)?;
-    }
-
-    let mut bytes = Vec::new();
-    let mut bytes_downloaded: u64 = 0;
-    while let Some(chunk) = response
-        .chunk()
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?
-    {
-        bytes_downloaded += chunk.len() as u64;
-        enforce_download_size(bytes_downloaded, max_bytes, url)?;
-        bytes.extend_from_slice(&chunk);
-    }
-    Ok(bytes)
-}
-
-pub(super) async fn convert_document_url_to_data_uri(document: Value) -> Result<Value, Error> {
-    let Some((field, url)) = document_url_field(&document)? else {
-        return Ok(document);
-    };
-    if !is_url_requiring_fetch(url) {
-        return Ok(document);
-    }
-
-    let (final_url, response) = safe_get_document_url(url).await?;
-    let status = response.status();
-    if !status.is_success() {
-        let body = response.text().await.unwrap_or_default();
-        return Err(Error::Http {
-            status: status.as_u16(),
-            body: truncate_error_body(&body),
-        });
-    }
-    let content_type = response
-        .headers()
-        .get(reqwest::header::CONTENT_TYPE)
-        .and_then(|value| value.to_str().ok())
-        .and_then(|value| value.split(';').next())
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-        .unwrap_or("application/octet-stream")
-        .to_string();
-    let bytes = read_response_with_limit(response, &final_url).await?;
-    let data_uri = format!(
-        "data:{content_type};base64,{}",
-        BASE64_STANDARD.encode(bytes)
-    );
-
-    let mut transformed = document
-        .as_object()
-        .cloned()
-        .ok_or_else(|| Error::InvalidRequest("OCR document must be an object".to_string()))?;
-    transformed.insert(field.to_string(), Value::String(data_uri));
-    Ok(Value::Object(transformed))
-}
-
-fn same_origin(left: &str, right: &str) -> bool {
-    let Ok(left) = reqwest::Url::parse(left) else {
-        return false;
-    };
-    let Ok(right) = reqwest::Url::parse(right) else {
-        return false;
-    };
-    left.scheme() == right.scheme()
-        && left.host_str() == right.host_str()
-        && left.port_or_known_default() == right.port_or_known_default()
-}
-
-fn retry_after_secs(response: &reqwest::Response) -> u64 {
-    response
-        .headers()
-        .get(reqwest::header::RETRY_AFTER)
-        .and_then(|value| value.to_str().ok())
-        .and_then(|value| value.parse::<u64>().ok())
-        .unwrap_or(2)
-}
-
-fn operation_status(response_json: &Value) -> Result<&str, Error> {
-    let status = response_json
-        .get("status")
-        .and_then(Value::as_str)
-        .ok_or(Error::MissingField("status"))?;
-    match status {
-        "succeeded" => Ok("succeeded"),
-        "running" | "notStarted" => Ok("running"),
-        "failed" => {
-            let message = response_json
-                .get("error")
-                .and_then(|error| error.get("message"))
-                .and_then(Value::as_str)
-                .unwrap_or("Unknown error");
-            Err(Error::InvalidResponse(format!(
-                "Azure Document Intelligence analysis failed: {message}"
-            )))
-        }
-        other => Err(Error::InvalidResponse(format!(
-            "Unknown operation status: {other}"
-        ))),
-    }
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(super) async fn poll_document_intelligence(
-    operation_url: &str,
-    original_url: &str,
-    headers: &[(String, String)],
-    timeout: Option<Duration>,
-) -> Result<Value, Error> {
-    if !same_origin(operation_url, original_url) {
-        return Err(Error::InvalidResponse(
-            "Azure Document Intelligence: rejected cross-origin polling URL".to_string(),
-        ));
-    }
-
-    let start = Instant::now();
-    let timeout = timeout.unwrap_or(Duration::from_secs(
-        AZURE_DOCUMENT_INTELLIGENCE_POLL_TIMEOUT_SECS,
-    ));
-    loop {
-        if start.elapsed() > timeout {
-            return Err(Error::Network(format!(
-                "Azure Document Intelligence operation polling timed out after {} seconds",
-                timeout.as_secs()
-            )));
-        }
-
-        let mut request_builder = http_client().get(operation_url);
-        for (key, value) in headers {
-            if key.eq_ignore_ascii_case("ocp-apim-subscription-key") {
-                request_builder = request_builder.header(key, value);
-            }
-        }
-        let response = request_builder
-            .send()
-            .await
-            .map_err(|err| Error::Network(err.to_string()))?;
-        let retry_after = retry_after_secs(&response);
-        let status = response.status();
-        let text = response
-            .text()
-            .await
-            .map_err(|err| Error::Network(err.to_string()))?;
-        if !status.is_success() {
-            return Err(Error::Http {
-                status: status.as_u16(),
-                body: truncate_error_body(&text),
-            });
-        }
-        let response_json: Value = serde_json::from_str(&text).map_err(|err| {
-            Error::InvalidResponse(format!("invalid Azure DI poll response JSON: {err}"))
-        })?;
-        if operation_status(&response_json)? == "succeeded" {
-            return Ok(response_json);
-        }
-        tokio::time::sleep(Duration::from_secs(retry_after)).await;
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use litellm_core::ocr::transformation::OcrResponseHandling;
-    use serde_json::json;
-
-    use super::*;
-
-    #[test]
-    fn blocks_private_and_metadata_ips() {
-        assert!(is_blocked_ip("127.0.0.1".parse().unwrap()));
-        assert!(is_blocked_ip("10.0.0.1".parse().unwrap()));
-        assert!(is_blocked_ip("169.254.169.254".parse().unwrap()));
-        assert!(is_blocked_ip("::1".parse().unwrap()));
-        assert!(is_blocked_ip("fd00::1".parse().unwrap()));
-        assert!(is_blocked_ip("fe80::1".parse().unwrap()));
-        assert!(is_blocked_ip("::ffff:169.254.169.254".parse().unwrap()));
-        assert!(is_blocked_ip("::ffff:10.0.0.1".parse().unwrap()));
-        assert!(!is_blocked_ip("8.8.8.8".parse().unwrap()));
-        assert!(!is_blocked_ip("::ffff:8.8.8.8".parse().unwrap()));
-    }
-
-    #[tokio::test]
-    async fn convert_document_url_rejects_loopback_fetch() {
-        let error = convert_document_url_to_data_uri(json!({
-            "type": "image_url",
-            "image_url": "http://127.0.0.1/image.png"
-        }))
-        .await
-        .unwrap_err();
-
-        assert!(matches!(
-            error,
-            Error::InvalidRequest(message)
-                if message.contains("SSRF protection")
-        ));
-    }
-
-    #[tokio::test]
-    async fn convert_document_url_leaves_data_uri_untouched() {
-        let document = json!({
-            "type": "image_url",
-            "image_url": "data:image/png;base64,abcd"
-        });
-
-        let transformed = convert_document_url_to_data_uri(document.clone())
-            .await
-            .unwrap();
-
-        assert_eq!(transformed, document);
-    }
-
-    #[test]
-    fn truncate_error_body_passes_short_strings_through() {
-        let body = "Unauthorized";
-        assert_eq!(truncate_error_body(body), "Unauthorized");
-    }
-
-    #[test]
-    fn truncate_error_body_caps_long_payloads() {
-        let body = "x".repeat(306);
-        let truncated = truncate_error_body(&body);
-
-        assert!(truncated.ends_with("... (truncated)"));
-        let prefix_chars = truncated
-            .strip_suffix("... (truncated)")
-            .expect("truncated marker present")
-            .chars()
-            .count();
-        assert_eq!(prefix_chars, 256);
-    }
-
-    #[test]
-    fn truncate_error_body_does_not_split_multibyte_chars() {
-        let body = "é".repeat(266);
-        let truncated = truncate_error_body(&body);
-        assert!(truncated.is_char_boundary(truncated.len()));
-    }
-
-    #[test]
-    fn ocr_dispatch_supports_migrated_providers() {
-        assert!(ocr_provider_config("mistral", "mistral-ocr-latest").is_some());
-        assert!(
-            ocr_provider_config("azure_ai", "pixtral-12b-2409")
-                .expect("azure ai config resolves")
-                .requires_data_uri_document()
-        );
-        assert_eq!(
-            ocr_provider_config("azure_ai", "doc-intelligence/prebuilt-read")
-                .expect("document intelligence config resolves")
-                .response_handling(),
-            OcrResponseHandling::AzureDocumentIntelligencePoll
-        );
-        assert!(
-            ocr_provider_config("vertex_ai", "deepseek-ocr-maas")
-                .expect("vertex deepseek config resolves")
-                .supported_ocr_params()
-                .contains(&"temperature")
-        );
-        assert!(ocr_provider_config("openai", "gpt-4o").is_none());
-    }
-
-    #[test]
-    fn string_headers_accepts_string_values() {
-        let headers = json!({
-            "x-trace-id": "trace-1"
-        })
-        .as_object()
-        .unwrap()
-        .clone();
-
-        assert_eq!(
-            string_headers(Some(headers)).expect("string headers accepted"),
-            vec![("x-trace-id".to_string(), "trace-1".to_string())]
-        );
-    }
-
-    #[test]
-    fn string_headers_rejects_non_string_values() {
-        let headers = json!({
-            "x-retry-count": 3
-        })
-        .as_object()
-        .unwrap()
-        .clone();
-
-        let err = string_headers(Some(headers)).expect_err("non-string header rejected");
-        assert_eq!(
-            err,
-            Error::InvalidRequest(
-                "OCR extra_headers.x-retry-count must be a string, got number".to_string()
-            )
-        );
-    }
-}

litellm-rust/crates/ai-gateway/src/ocr/handler.rs

@@ -1,84 +0,0 @@
-use litellm_core::error::Error;
-use litellm_core::http_utils::http_request;
-use litellm_core::ocr::transformation::OcrResponseHandling;
-use serde_json::Value;
-
-use super::common_utils::{poll_document_intelligence, truncate_error_body};
-use super::hooks::OcrLifecycleHooks;
-use super::types::PreparedOcrRequest;
-use crate::client::http_client;
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(crate) async fn execute_ocr_provider_call(
-    request: PreparedOcrRequest,
-    hooks: &OcrLifecycleHooks,
-) -> Result<Value, Error> {
-    let request = hooks.prepare_provider_request(request).await?;
-    let mut request_builder = http_client().post(&request.url).json(&request.body);
-    for (key, value) in &request.upstream_headers {
-        request_builder = request_builder.header(key, value);
-    }
-    if let Some(duration) = request.timeout {
-        request_builder = request_builder.timeout(duration);
-    }
-
-    let response = http_request(request_builder)
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?;
-
-    let status = response.status();
-    if request.config.response_handling() == OcrResponseHandling::AzureDocumentIntelligencePoll
-        && status.as_u16() == 202
-    {
-        let operation_url = response
-            .headers()
-            .get("operation-location")
-            .and_then(|value| value.to_str().ok())
-            .map(str::to_string)
-            .ok_or_else(|| {
-                Error::InvalidResponse(
-                    "Azure Document Intelligence returned 202 but no Operation-Location header found"
-                        .to_string(),
-                )
-            })?;
-        let response_json = poll_document_intelligence(
-            &operation_url,
-            &request.url,
-            &request.upstream_headers,
-            request.timeout,
-        )
-        .await?;
-        return Ok(request
-            .config
-            .transform_ocr_response_with_params(
-                &request.model,
-                response_json,
-                &request.optional_params,
-            )?
-            .into_json());
-    }
-
-    let text = response
-        .text()
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?;
-
-    if !status.is_success() {
-        return Err(Error::Http {
-            status: status.as_u16(),
-            body: truncate_error_body(&text),
-        });
-    }
-
-    let response_json: Value = serde_json::from_str(&text)
-        .map_err(|err| Error::InvalidResponse(format!("invalid OCR response JSON: {err}")))?;
-
-    Ok(request
-        .config
-        .transform_ocr_response_with_params(
-            &request.model,
-            response_json,
-            &request.optional_params,
-        )?
-        .into_json())
-}

litellm-rust/crates/ai-gateway/src/ocr/hooks.rs

@@ -1,401 +0,0 @@
-use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming};
-use litellm_core::error::Error;
-use litellm_core::providers::reducto::ocr::transformation::{
-    build_upload_request, extract_document_source, extract_upload_file_id,
-};
-use serde_json::{Map, Value, json};
-use std::future::Future;
-use std::pin::Pin;
-
-use super::common_utils::{convert_document_url_to_data_uri, string_headers, truncate_error_body};
-use super::types::{PreparedOcrRequest, ProviderOcrRequest};
-use crate::client::http_client;
-use crate::integrations::custom_guardrail::{
-    CustomGuardrailRunner, GuardrailContext, GuardrailError, GuardrailRequest,
-};
-use crate::integrations::custom_logger::{
-    CallType, CallbackTiming, CallbackValue, CustomLoggerRunner, LoggingError, ModelCallDetails,
-};
-use crate::integrations::types::{
-    RequestMetadata, StandardLoggingMetadata, StandardLoggingPayload,
-};
-
-pub(crate) struct OcrLifecycleHooks {
-    logger_runner: CustomLoggerRunner,
-    guardrail_runner: CustomGuardrailRunner,
-    request_metadata: RequestMetadata,
-}
-
-type OcrFuture<'a, T> = Pin<Box<dyn Future<Output = Result<T, Error>> + Send + 'a>>;
-type OcrLogFuture<'a> = Pin<Box<dyn Future<Output = ()> + Send + 'a>>;
-
-impl OcrLifecycleHooks {
-    pub(crate) fn new(
-        logger_runner: CustomLoggerRunner,
-        guardrail_runner: CustomGuardrailRunner,
-        request_metadata: RequestMetadata,
-    ) -> Self {
-        Self {
-            logger_runner,
-            guardrail_runner,
-            request_metadata,
-        }
-    }
-
-    async fn run_pre_call_guardrails(
-        &self,
-        request: PreparedOcrRequest,
-    ) -> Result<PreparedOcrRequest, Error> {
-        if self.guardrail_runner.is_empty() {
-            return Ok(request);
-        }
-
-        let context = guardrail_context(&self.request_metadata);
-        let guardrail_request = GuardrailRequest::new(json!({
-            "model": request.model,
-            "custom_llm_provider": request.custom_llm_provider,
-            "document": request.document,
-            "optional_params": request.optional_params,
-        }));
-        let (guardrail_request, _) = self
-            .guardrail_runner
-            .run_pre_call(&context, guardrail_request)
-            .await
-            .map_err(guardrail_error_to_core_error)?;
-        let (document, optional_params) = parse_ocr_pre_call_guardrail_request(guardrail_request)?;
-        let optional_params = match &request.config {
-            Ok(config) => config.map_ocr_params(&optional_params),
-            Err(_) => optional_params,
-        };
-        Ok(PreparedOcrRequest {
-            document,
-            optional_params,
-            ..request
-        })
-    }
-
-    pub(crate) async fn prepare_provider_request(
-        &self,
-        request: PreparedOcrRequest,
-    ) -> Result<ProviderOcrRequest, Error> {
-        let config = request.config?;
-        let env_lookup = |key: &str| std::env::var(key).ok();
-        let upstream_headers = config.validate_environment(
-            string_headers(request.extra_headers)?,
-            request.api_key.as_deref(),
-            &env_lookup,
-        )?;
-        let url = config.complete_url(
-            request.api_base.as_deref(),
-            &request.model,
-            &request.optional_params,
-            &env_lookup,
-        )?;
-        let model = request.model.clone();
-        let custom_llm_provider = request.custom_llm_provider.clone();
-        let is_reducto = custom_llm_provider == "reducto";
-        let document = if is_reducto {
-            let guarded_document = self
-                .run_during_call_guardrails(&model, &custom_llm_provider, &url, request.document)
-                .await?;
-            upload_reducto_document(
-                &guarded_document,
-                request.api_base.as_deref(),
-                request.timeout,
-                &upstream_headers,
-            )
-            .await?
-        } else if config.requires_data_uri_document() {
-            convert_document_url_to_data_uri(request.document).await?
-        } else {
-            request.document
-        };
-        let optional_params = request.optional_params;
-        let body = config
-            .transform_ocr_request(&request.model, document, optional_params.clone())?
-            .data;
-        let body = if is_reducto {
-            body
-        } else {
-            self.run_during_call_guardrails(&model, &custom_llm_provider, &url, body)
-                .await?
-        };
-        Ok(ProviderOcrRequest {
-            model,
-            config,
-            url,
-            body,
-            optional_params,
-            upstream_headers,
-            timeout: request.timeout,
-        })
-    }
-
-    async fn run_during_call_guardrails(
-        &self,
-        model: &str,
-        custom_llm_provider: &str,
-        url: &str,
-        body: Value,
-    ) -> Result<Value, Error> {
-        if self.guardrail_runner.is_empty() {
-            return Ok(body);
-        }
-
-        let context = guardrail_context(&self.request_metadata);
-        let guardrail_request = GuardrailRequest::new(json!({
-            "model": model,
-            "custom_llm_provider": custom_llm_provider,
-            "url": url,
-            "body": body,
-        }));
-        let (guardrail_request, _) = self
-            .guardrail_runner
-            .run_during_call(&context, guardrail_request)
-            .await
-            .map_err(guardrail_error_to_core_error)?;
-        parse_ocr_during_call_guardrail_request(guardrail_request)
-    }
-
-    fn standard_logging_payload(
-        &self,
-        context: &CallLifecycleContext,
-        timing: &CallLifecycleTiming,
-    ) -> StandardLoggingPayload {
-        StandardLoggingPayload {
-            id: context.litellm_call_id.clone(),
-            litellm_call_id: context.litellm_call_id.clone(),
-            call_type: context.call_type.clone(),
-            model: context.model.clone(),
-            custom_llm_provider: context.custom_llm_provider.clone(),
-            response_cost: 0.0,
-            prompt_tokens: 0,
-            completion_tokens: 0,
-            total_tokens: 0,
-            start_time: timing.start_time,
-            end_time: timing.end_time,
-            stream: false,
-            metadata: StandardLoggingMetadata {
-                user_api_key_hash: self.request_metadata.user_api_key_hash.clone(),
-                user_api_key_user_id: self.request_metadata.user_api_key_user_id.clone(),
-                user_api_key_team_id: self.request_metadata.user_api_key_team_id.clone(),
-                ..Default::default()
-            },
-            messages: None,
-        }
-    }
-}
-
-async fn upload_reducto_document(
-    document: &Value,
-    api_base: Option<&str>,
-    timeout: Option<std::time::Duration>,
-    upstream_headers: &[(String, String)],
-) -> Result<Value, Error> {
-    let source = extract_document_source(document)?;
-    let Some(authorization) = upstream_headers
-        .iter()
-        .find(|(name, _)| name.eq_ignore_ascii_case("authorization"))
-        .map(|(_, value)| value.as_str())
-    else {
-        return Err(Error::Auth(
-            "Reducto upload requires an Authorization header".to_string(),
-        ));
-    };
-    let Some(upload) = build_upload_request(source, authorization, api_base) else {
-        return Ok(document.clone());
-    };
-    let part = reqwest::multipart::Part::bytes(upload.bytes)
-        .file_name(upload.file_name)
-        .mime_str(&upload.mime_type)
-        .map_err(|error| Error::InvalidRequest(error.to_string()))?;
-    let form = reqwest::multipart::Form::new().part("file", part);
-    let mut request_builder = http_client().post(upload.url).multipart(form);
-    for (name, value) in upstream_headers {
-        if !name.eq_ignore_ascii_case("content-type")
-            && !name.eq_ignore_ascii_case("content-length")
-        {
-            request_builder = request_builder.header(name, value);
-        }
-    }
-    if let Some(timeout) = timeout {
-        request_builder = request_builder.timeout(timeout);
-    }
-    let response = request_builder
-        .send()
-        .await
-        .map_err(|error| Error::Network(error.to_string()))?;
-    let status = response.status();
-    let body = response
-        .text()
-        .await
-        .map_err(|error| Error::Network(error.to_string()))?;
-    if !status.is_success() {
-        return Err(Error::Http {
-            status: status.as_u16(),
-            body: truncate_error_body(&body),
-        });
-    }
-    let response_json: Value = serde_json::from_str(&body).map_err(|error| {
-        Error::InvalidResponse(format!("invalid Reducto upload response JSON: {error}"))
-    })?;
-    let file_id = extract_upload_file_id(&response_json)?;
-    Ok(json!({"type": "document_url", "document_url": file_id}))
-}
-
-impl CallLifecycleHooks<PreparedOcrRequest, PreparedOcrRequest, Value> for OcrLifecycleHooks {
-    type PreCallFuture<'a> = OcrFuture<'a, PreparedOcrRequest>;
-    type DuringCallFuture<'a> = OcrFuture<'a, PreparedOcrRequest>;
-    type SuccessFuture<'a> = OcrLogFuture<'a>;
-    type FailureFuture<'a> = OcrLogFuture<'a>;
-
-    fn async_pre_call_hook<'a>(
-        &'a self,
-        _context: &'a CallLifecycleContext,
-        request: PreparedOcrRequest,
-    ) -> Self::PreCallFuture<'a> {
-        Box::pin(async move { self.run_pre_call_guardrails(request).await })
-    }
-
-    fn async_during_call_hook<'a>(
-        &'a self,
-        _context: &'a CallLifecycleContext,
-        request: PreparedOcrRequest,
-    ) -> Self::DuringCallFuture<'a> {
-        Box::pin(async move { Ok(request) })
-    }
-
-    #[tracing::instrument(
-        name = "success_callback",
-        target = "litellm::function_trace",
-        level = "trace",
-        skip_all
-    )]
-    fn async_log_success_event<'a>(
-        &'a self,
-        context: &'a CallLifecycleContext,
-        response: &'a Value,
-        timing: &'a CallLifecycleTiming,
-    ) -> Self::SuccessFuture<'a> {
-        Box::pin(async move {
-            if self.logger_runner.is_empty() {
-                return;
-            }
-            let response_obj = CallbackValue::new("ocr", response.clone());
-            self.logger_runner
-                .async_log_success_event(
-                    &ModelCallDetails::from_standard_logging_payload(
-                        self.standard_logging_payload(context, timing),
-                    ),
-                    &response_obj,
-                    CallbackTiming::new(timing.start_time, timing.end_time),
-                )
-                .await;
-        })
-    }
-
-    #[tracing::instrument(
-        name = "failure_callback",
-        target = "litellm::function_trace",
-        level = "trace",
-        skip_all
-    )]
-    fn async_log_failure_event<'a>(
-        &'a self,
-        context: &'a CallLifecycleContext,
-        error: &'a Error,
-        timing: &'a CallLifecycleTiming,
-    ) -> Self::FailureFuture<'a> {
-        Box::pin(async move {
-            if self.logger_runner.is_empty() {
-                return;
-            }
-            let logging_error = LoggingError {
-                message: error.to_string(),
-                kind: core_error_kind(error).to_string(),
-            };
-            let response_obj = CallbackValue::new(
-                "error",
-                json!({
-                    "message": logging_error.message,
-                    "kind": logging_error.kind,
-                }),
-            );
-            self.logger_runner
-                .async_log_failure_event(
-                    &ModelCallDetails::from_standard_logging_payload(
-                        self.standard_logging_payload(context, timing),
-                    )
-                    .with_failure_error(logging_error),
-                    Some(&response_obj),
-                    CallbackTiming::new(timing.start_time, timing.end_time),
-                )
-                .await;
-        })
-    }
-}
-
-fn guardrail_context(metadata: &RequestMetadata) -> GuardrailContext {
-    GuardrailContext {
-        call_type: CallType::Ocr,
-        selected_guardrails: Vec::new(),
-        metadata: std::collections::HashMap::new(),
-        user_api_key_hash: metadata.user_api_key_hash.clone(),
-        user_api_key_user_id: metadata.user_api_key_user_id.clone(),
-        user_api_key_team_id: metadata.user_api_key_team_id.clone(),
-        trace_parent: None,
-    }
-}
-
-fn parse_ocr_pre_call_guardrail_request(
-    request: GuardrailRequest,
-) -> Result<(Value, Map<String, Value>), Error> {
-    let Value::Object(mut data) = request.data else {
-        return Err(Error::InvalidRequest(
-            "OCR pre_call guardrail must return an object".to_string(),
-        ));
-    };
-    let document = data.remove("document").ok_or_else(|| {
-        Error::InvalidRequest("OCR pre_call guardrail removed document".to_string())
-    })?;
-    let optional_params = match data.remove("optional_params") {
-        Some(Value::Object(params)) => params,
-        Some(_) => {
-            return Err(Error::InvalidRequest(
-                "OCR pre_call guardrail optional_params must be an object".to_string(),
-            ));
-        }
-        None => Map::new(),
-    };
-    Ok((document, optional_params))
-}
-
-fn parse_ocr_during_call_guardrail_request(request: GuardrailRequest) -> Result<Value, Error> {
-    let Value::Object(mut data) = request.data else {
-        return Err(Error::InvalidRequest(
-            "OCR during_call guardrail must return an object".to_string(),
-        ));
-    };
-    data.remove("body")
-        .ok_or_else(|| Error::InvalidRequest("OCR during_call guardrail removed body".to_string()))
-}
-
-fn guardrail_error_to_core_error(error: GuardrailError) -> Error {
-    Error::InvalidRequest(format!("{}: {}", error.kind, error.message))
-}
-
-fn core_error_kind(error: &Error) -> &'static str {
-    match error {
-        Error::Auth(_) | Error::MissingApiKey { .. } => "AuthError",
-        Error::InvalidProvider(_) => "InvalidProvider",
-        Error::InvalidRequest(_) => "InvalidRequest",
-        Error::InvalidType { .. } => "InvalidType",
-        Error::MissingField(_) => "MissingField",
-        Error::Http { .. } => "HttpError",
-        Error::InvalidResponse(_) => "InvalidResponse",
-        Error::Network(_) => "NetworkError",
-        Error::Connect(_) => "ConnectError",
-        Error::Routing(_) => "RoutingError",
-        Error::Unsupported(_) => "UnsupportedRequest",
-    }
-}

litellm-rust/crates/ai-gateway/src/ocr/mod.rs

@@ -1,174 +1,127 @@
 use litellm_core::Error;
-use litellm_core::call_lifecycle::CallLifecycle;
+use litellm_core::ocr::{
+    OcrClient,
+    wire::{OcrWireRequest, decode_request},
+};
 use serde_json::Value;
 
-mod common_utils;
-mod handler;
-mod hooks;
-mod prepare;
 mod types;
 
 pub use types::OcrRequest;
 
-use handler::execute_ocr_provider_call;
-use prepare::{PreparedOcrCall, prepare_ocr_call};
-
 #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub async fn ocr(request: OcrRequest<'_>) -> Result<Value, Error> {
-    let PreparedOcrCall { request, hooks } = prepare_ocr_call(request);
-    CallLifecycle::default()
-        .run_request(request, &hooks, |request| {
-            execute_ocr_provider_call(request, &hooks)
-        })
+    core_ocr(request).await
+}
+
+async fn core_ocr(request: OcrRequest<'_>) -> Result<Value, Error> {
+    validate_host_hooks(&request)?;
+    let client = OcrClient::new(crate::client::http_client().clone())?;
+    let core_request = decode_request(OcrWireRequest {
+        model: request.model.to_string(),
+        document: request.document,
+        api_key: request.api_key.map(str::to_string),
+        api_base: request.api_base.map(str::to_string),
+        custom_llm_provider: request.custom_llm_provider.map(str::to_string),
+        extra_headers: request.extra_headers,
+        optional_params: request.optional_params,
+        input_sources: Default::default(),
+        timeout_seconds: request.timeout.map(|timeout| timeout.as_secs_f64()),
+    })?;
+    client
+        .perform(core_request)
         .await
+        .map(|response| response.into_json())
+}
+
+fn validate_host_hooks(request: &OcrRequest<'_>) -> Result<(), Error> {
+    if !request.guardrails.is_empty() {
+        return Err(Error::Unsupported(
+            "OCR host guardrails are not wired to the core path",
+        ));
+    }
+    if !request.callbacks.is_empty() {
+        return Err(Error::Unsupported(
+            "OCR host callbacks are not wired to the core path",
+        ));
+    }
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
+    use std::sync::Arc;
+
+    use litellm_core::ocr::wire::is_supported_request;
     use serde_json::{Map, json};
-    use tokio::io::{AsyncReadExt, AsyncWriteExt};
-    use tokio::net::{TcpListener, TcpStream};
 
-    use super::{OcrRequest, ocr};
-    use crate::integrations::types::RequestMetadata;
+    use super::{OcrRequest, validate_host_hooks};
+    use crate::integrations::custom_guardrail::{CustomGuardrail, GuardrailEventHook};
+    use crate::integrations::custom_logger::CustomLogger;
 
-    async fn read_http_request(socket: &mut TcpStream) -> String {
-        let mut request = Vec::new();
-        let mut buffer = [0_u8; 1024];
-        let header_end = loop {
-            let n = socket.read(&mut buffer).await.expect("reads request");
-            if n == 0 {
-                break request.len();
-            }
-            request.extend_from_slice(&buffer[..n]);
-            if let Some(position) = request.windows(4).position(|window| window == b"\r\n\r\n") {
-                break position + 4;
-            }
-        };
-        let headers = String::from_utf8_lossy(&request[..header_end]);
-        let content_length = headers
-            .lines()
-            .find_map(|line| {
-                let (name, value) = line.split_once(':')?;
-                name.eq_ignore_ascii_case("content-length")
-                    .then(|| value.trim().parse::<usize>().ok())
-                    .flatten()
-            })
-            .unwrap_or(0);
-        while request.len().saturating_sub(header_end) < content_length {
-            let n = socket.read(&mut buffer).await.expect("reads body");
-            if n == 0 {
-                break;
-            }
-            request.extend_from_slice(&buffer[..n]);
+    struct TestGuardrail;
+
+    impl CustomGuardrail for TestGuardrail {
+        fn guardrail_name(&self) -> &str {
+            "test"
+        }
+
+        fn supported_event_hooks(&self) -> &[GuardrailEventHook] {
+            &[]
         }
-        String::from_utf8(request).expect("request is utf8")
     }
 
-    fn base_ocr_request(model: &str) -> OcrRequest<'_> {
+    struct TestLogger;
+
+    impl CustomLogger for TestLogger {}
+
+    fn request() -> OcrRequest<'static> {
         OcrRequest {
-            model,
-            document: json!({
-                "type": "document_url",
-                "document_url": "https://example.com/doc.pdf"
-            }),
-            api_key: Some("sk-test"),
+            model: "model",
+            document: json!({"type":"image_url","image_url":"data:image/png;base64,YQ=="}),
+            api_key: None,
             api_base: None,
-            custom_llm_provider: None,
+            custom_llm_provider: Some("mistral"),
             extra_headers: None,
             optional_params: Map::new(),
             timeout: None,
             callbacks: Vec::new(),
             guardrails: Vec::new(),
-            request_metadata: RequestMetadata::default(),
+            request_metadata: Default::default(),
             litellm_call_id: None,
         }
     }
 
-    #[tokio::test]
-    async fn reducto_file_upload_then_parse_maps_response() {
-        let listener = TcpListener::bind("127.0.0.1:0")
-            .await
-            .expect("test listener binds");
-        let address = listener.local_addr().expect("listener has local address");
-        let server = tokio::spawn(async move {
-            let (mut upload_socket, _) = listener.accept().await.expect("accepts upload request");
-            let upload_request = read_http_request(&mut upload_socket).await;
-            let upload_body = r#"{"file_id":"reducto://uploaded.pdf"}"#;
-            let upload_response = format!(
-                "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-                upload_body.len(),
-                upload_body
-            );
-            upload_socket
-                .write_all(upload_response.as_bytes())
-                .await
-                .expect("writes upload response");
+    #[test]
+    fn core_activation_includes_migrated_providers() {
+        assert!(is_supported_request("model", Some("mistral")));
+        assert!(is_supported_request("pixtral-12b", Some("azure_ai")));
+        assert!(is_supported_request(
+            "doc-intelligence/prebuilt-layout",
+            Some("azure_ai")
+        ));
+        assert!(is_supported_request("parse-v3", Some("reducto")));
+        assert!(is_supported_request("mistral-ocr", Some("vertex_ai")));
+        assert!(is_supported_request("deepseek-ocr", Some("vertex_ai")));
+    }
 
-            let (mut parse_socket, _) = listener.accept().await.expect("accepts parse request");
-            let parse_request = read_http_request(&mut parse_socket).await;
-            let parse_body = r#"{"job_id":"job_123","usage":{"num_pages":3,"credits":3},"result":{"chunks":[{"content":"Page 1 block A","blocks":[{"content":"Page 1 block A","bbox":{"page":1},"kind":"text"}]},{"content":"Page 2 block A","blocks":[{"content":"Page 2 block A","bbox":{"page":2},"kind":"table"}]},{"content":"Page 1 block B","blocks":[{"content":"Page 1 block B","bbox":{"page":1},"kind":"text"}]},{"content":"Page 3 block A","blocks":[{"content":"Page 3 block A","bbox":{"page":3},"kind":"figure"}]}]}}"#;
-            let parse_response = format!(
-                "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-                parse_body.len(),
-                parse_body
-            );
-            parse_socket
-                .write_all(parse_response.as_bytes())
-                .await
-                .expect("writes parse response");
-            (upload_request, parse_request)
-        });
-        let api_base = format!("http://{address}");
-        let mut request = base_ocr_request("reducto/parse-v3");
-        request.api_base = Some(&api_base);
-        request.api_key = None;
-        request.extra_headers = Some(Map::from_iter([
-            ("Authorization".to_string(), json!("Bearer test-key")),
-            ("x-trace-id".to_string(), json!("trace-1")),
-        ]));
-        request.document = json!({
-            "type": "document_url",
-            "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
-        });
-        request.optional_params = Map::from_iter([
-            (
-                "formatting".to_string(),
-                json!({"table_output_format": "html"}),
-            ),
-            ("retrieval".to_string(), json!({"chunk_mode": "section"})),
-            ("settings".to_string(), json!({"ocr_system": "standard"})),
-        ]);
+    #[test]
+    fn core_path_rejects_unwired_guardrails() {
+        let request = OcrRequest {
+            guardrails: vec![Arc::new(TestGuardrail)],
+            ..request()
+        };
+        let error = validate_host_hooks(&request).unwrap_err();
+        assert!(error.to_string().contains("guardrails are not wired"));
+    }
 
-        let response = ocr(request).await.expect("Reducto OCR succeeds");
-
-        assert_eq!(response["pages"].as_array().map(Vec::len), Some(3));
-        assert_eq!(
-            response["pages"][0]["markdown"],
-            "Page 1 block A\n\nPage 1 block B"
-        );
-        assert_eq!(response["pages"][1]["markdown"], "Page 2 block A");
-        assert_eq!(response["pages"][2]["markdown"], "Page 3 block A");
-        assert_eq!(response["usage_info"]["pages_processed"], 3);
-        assert_eq!(response["usage_info"]["credits"], 3);
-        assert_eq!(response["provider_native_response"]["job_id"], "job_123");
-        let (upload_request, parse_request) = server.await.expect("server task completes");
-        assert!(
-            upload_request
-                .to_ascii_lowercase()
-                .contains("authorization: bearer test-key")
-        );
-        assert!(upload_request.contains("application/pdf"));
-        assert!(upload_request.contains("%PDF-1.4"));
-        assert!(upload_request.contains("x-trace-id: trace-1"));
-        assert!(
-            parse_request
-                .to_ascii_lowercase()
-                .contains("authorization: bearer test-key")
-        );
-        assert!(parse_request.contains(r#""input":"reducto://uploaded.pdf""#));
-        assert!(parse_request.contains(r#""table_output_format":"html""#));
-        assert!(parse_request.contains(r#""chunk_mode":"section""#));
-        assert!(parse_request.contains(r#""ocr_system":"standard""#));
+    #[test]
+    fn core_path_rejects_unwired_callbacks() {
+        let request = OcrRequest {
+            callbacks: vec![Arc::new(TestLogger)],
+            ..request()
+        };
+        let error = validate_host_hooks(&request).unwrap_err();
+        assert!(error.to_string().contains("callbacks are not wired"));
     }
 }

litellm-rust/crates/ai-gateway/src/ocr/prepare.rs

@@ -1,163 +0,0 @@
-use std::sync::atomic::{AtomicU64, Ordering};
-use std::time::{SystemTime, UNIX_EPOCH};
-
-use litellm_core::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider};
-use serde_json::{Map, Value};
-
-use super::common_utils::ocr_provider_config;
-use super::hooks::OcrLifecycleHooks;
-use super::types::{OcrRequest, PreparedOcrRequest};
-use crate::integrations::custom_guardrail::CustomGuardrailRunner;
-use crate::integrations::custom_logger::CustomLoggerRunner;
-
-pub(crate) struct PreparedOcrCall {
-    pub(crate) request: PreparedOcrRequest,
-    pub(crate) hooks: OcrLifecycleHooks,
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(crate) fn prepare_ocr_call(request: OcrRequest<'_>) -> PreparedOcrCall {
-    let call_id = request
-        .litellm_call_id
-        .map(str::to_string)
-        .unwrap_or_else(new_ocr_call_id);
-    let provider_info = get_custom_llm_provider(request.model, request.custom_llm_provider)
-        .unwrap_or(CustomLlmProvider {
-            model: request.model,
-            custom_llm_provider: "mistral",
-        });
-    let model = provider_info.model.to_string();
-    let custom_llm_provider = provider_info.custom_llm_provider.to_string();
-    let config = ocr_provider_config(&custom_llm_provider, &model)
-        .ok_or_else(|| litellm_core::Error::InvalidProvider(custom_llm_provider.clone()))
-        .and_then(|config| {
-            validate_request_format(config, &request.optional_params, &custom_llm_provider)?;
-            Ok(config)
-        });
-    let optional_params = match &config {
-        Ok(config) => {
-            let supported = config.supported_ocr_params();
-            let mut mapped = config.map_ocr_params(
-                &request
-                    .optional_params
-                    .iter()
-                    .filter(|(name, _)| supported.contains(&name.as_str()))
-                    .map(|(name, value)| (name.clone(), value.clone()))
-                    .collect(),
-            );
-            for name in [
-                "vertex_project",
-                "vertex_ai_project",
-                "vertex_location",
-                "vertex_ai_location",
-            ] {
-                if let Some(value) = request.optional_params.get(name) {
-                    mapped.insert(name.to_string(), value.clone());
-                }
-            }
-            mapped
-        }
-        Err(_) => request.optional_params,
-    };
-
-    PreparedOcrCall {
-        request: PreparedOcrRequest {
-            config,
-            model,
-            custom_llm_provider,
-            litellm_call_id: call_id,
-            document: request.document,
-            api_key: request.api_key.map(str::to_string),
-            api_base: request.api_base.map(str::to_string),
-            extra_headers: request.extra_headers,
-            optional_params,
-            timeout: request.timeout,
-        },
-        hooks: OcrLifecycleHooks::new(
-            CustomLoggerRunner::new(request.callbacks),
-            CustomGuardrailRunner::new(request.guardrails),
-            request.request_metadata,
-        ),
-    }
-}
-
-fn validate_request_format(
-    config: &'static dyn litellm_core::ocr::transformation::OcrProviderConfig,
-    optional_params: &Map<String, Value>,
-    provider: &str,
-) -> Result<(), litellm_core::Error> {
-    let Some(format) = optional_params.get("req_format") else {
-        return Ok(());
-    };
-    match format.as_str() {
-        Some("litellm") => Ok(()),
-        Some("native") if config.supported_ocr_params().contains(&"req_format") => Ok(()),
-        Some("native") => Err(litellm_core::Error::InvalidRequest(format!(
-            "`req_format=native` is not supported for provider {provider}"
-        ))),
-        _ => Err(litellm_core::Error::InvalidRequest(format!(
-            "Invalid `req_format`: {format}. Expected `litellm` or `native`"
-        ))),
-    }
-}
-
-fn new_ocr_call_id() -> String {
-    static COUNTER: AtomicU64 = AtomicU64::new(1);
-    let sequence = COUNTER.fetch_add(1, Ordering::Relaxed);
-    let timestamp = SystemTime::now()
-        .duration_since(UNIX_EPOCH)
-        .map(|duration| duration.as_nanos())
-        .unwrap_or(0);
-    format!("ocr-{timestamp}-{sequence}")
-}
-
-#[cfg(test)]
-mod tests {
-    use litellm_core::error::Error;
-    use serde_json::{Map, json};
-
-    use super::{OcrRequest, prepare_ocr_call};
-    use crate::integrations::types::RequestMetadata;
-
-    fn base_ocr_request(model: &str) -> OcrRequest<'_> {
-        OcrRequest {
-            model,
-            document: json!({
-                "type": "document_url",
-                "document_url": "https://example.com/doc.pdf"
-            }),
-            api_key: Some("sk-test"),
-            api_base: None,
-            custom_llm_provider: None,
-            extra_headers: None,
-            optional_params: Map::new(),
-            timeout: None,
-            callbacks: Vec::new(),
-            guardrails: Vec::new(),
-            request_metadata: RequestMetadata::default(),
-            litellm_call_id: None,
-        }
-    }
-
-    fn request_with_format(format: &str) -> OcrRequest<'_> {
-        let mut request = base_ocr_request("mistral/mistral-ocr-latest");
-        request.optional_params = Map::from_iter([("req_format".to_string(), json!(format))]);
-        request
-    }
-
-    #[test]
-    fn native_format_rejected_for_provider_without_support_as_bad_request() {
-        let prepared = prepare_ocr_call(request_with_format("native"));
-        assert!(
-            matches!(prepared.request.config, Err(Error::InvalidRequest(message)) if message.contains("not supported for provider"))
-        );
-    }
-
-    #[test]
-    fn unknown_format_rejected_for_provider_without_support_as_bad_request() {
-        let prepared = prepare_ocr_call(request_with_format("raw"));
-        assert!(
-            matches!(prepared.request.config, Err(Error::InvalidRequest(message)) if message.contains("Invalid `req_format`"))
-        );
-    }
-}

litellm-rust/crates/ai-gateway/src/ocr/types.rs

@@ -1,8 +1,6 @@
 use std::sync::Arc;
 use std::time::Duration;
 
-use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleRequest};
-use litellm_core::ocr::transformation::OcrProviderConfig;
 use serde_json::{Map, Value};
 
 use crate::integrations::custom_guardrail::CustomGuardrail;
@@ -23,37 +21,3 @@ pub struct OcrRequest<'a> {
     pub request_metadata: RequestMetadata,
     pub litellm_call_id: Option<&'a str>,
 }
-
-pub(crate) struct PreparedOcrRequest {
-    pub(crate) config: Result<&'static dyn OcrProviderConfig, litellm_core::Error>,
-    pub(crate) model: String,
-    pub(crate) custom_llm_provider: String,
-    pub(crate) litellm_call_id: String,
-    pub(crate) document: Value,
-    pub(crate) api_key: Option<String>,
-    pub(crate) api_base: Option<String>,
-    pub(crate) extra_headers: Option<Map<String, Value>>,
-    pub(crate) optional_params: Map<String, Value>,
-    pub(crate) timeout: Option<Duration>,
-}
-
-impl CallLifecycleRequest for PreparedOcrRequest {
-    fn lifecycle_context(&self) -> CallLifecycleContext {
-        CallLifecycleContext::new(
-            "ocr",
-            self.model.clone(),
-            self.custom_llm_provider.clone(),
-            self.litellm_call_id.clone(),
-        )
-    }
-}
-
-pub(crate) struct ProviderOcrRequest {
-    pub(crate) model: String,
-    pub(crate) config: &'static dyn OcrProviderConfig,
-    pub(crate) url: String,
-    pub(crate) body: Value,
-    pub(crate) optional_params: Map<String, Value>,
-    pub(crate) upstream_headers: Vec<(String, String)>,
-    pub(crate) timeout: Option<Duration>,
-}

litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs

@@ -105,7 +105,11 @@ impl IntoResponse for MessagesRouteError {
                 StatusCode::NOT_FOUND,
                 "no messages deployment is configured for this model".to_string(),
             ),
-            Error::Auth(_) => (
+            Error::Auth(_)
+            | Error::MissingApiKey { .. }
+            | Error::MissingAzureAiCredentials
+            | Error::MissingAzureDocumentIntelligenceCredentials
+            | Error::MissingReductoApiKey => (
                 StatusCode::BAD_GATEWAY,
                 "messages provider authentication failed".to_string(),
             ),
@@ -114,8 +118,7 @@ impl IntoResponse for MessagesRouteError {
             | Error::Connect(_)
             | Error::InvalidResponse(_)
             | Error::InvalidType { .. }
-            | Error::MissingField(_)
-            | Error::MissingApiKey { .. } => (
+            | Error::MissingField(_) => (
                 StatusCode::BAD_GATEWAY,
                 "messages provider request failed".to_string(),
             ),

litellm-rust/crates/ai-gateway/tests/ocr_lifecycle.rs

@@ -1,641 +0,0 @@
-use std::sync::{Arc, Mutex};
-use std::time::Duration;
-
-use litellm_ai_gateway::integrations::custom_guardrail::{
-    CustomGuardrail, GuardrailContext, GuardrailDecision, GuardrailError, GuardrailEventHook,
-    GuardrailFuture, GuardrailRequest,
-};
-use litellm_ai_gateway::integrations::custom_logger::{
-    CallbackTiming, CallbackValue, CustomLogger, LogFuture, ModelCallDetails,
-};
-use litellm_ai_gateway::integrations::types::RequestMetadata;
-use litellm_ai_gateway::ocr::{OcrRequest, ocr};
-use litellm_core::error::Error;
-#[cfg(feature = "trace-parity")]
-use litellm_core::observability::FunctionTrace;
-use serde_json::{Map, Value, json};
-use tokio::io::{AsyncReadExt, AsyncWriteExt};
-use tokio::net::{TcpListener, TcpStream};
-#[cfg(feature = "trace-parity")]
-use tracing::instrument::WithSubscriber;
-
-async fn read_http_headers(socket: &mut TcpStream) -> String {
-    let mut request = Vec::new();
-    let mut buffer = [0_u8; 1024];
-    loop {
-        let n = socket.read(&mut buffer).await.expect("reads request");
-        if n == 0 {
-            break;
-        }
-        request.extend_from_slice(&buffer[..n]);
-        if request.windows(4).any(|window| window == b"\r\n\r\n") {
-            break;
-        }
-    }
-    String::from_utf8(request).expect("request is utf8")
-}
-
-async fn read_http_request(socket: &mut TcpStream) -> String {
-    let mut request = Vec::new();
-    let mut buffer = [0_u8; 1024];
-    let header_end = loop {
-        let n = socket.read(&mut buffer).await.expect("reads request");
-        if n == 0 {
-            break request.len();
-        }
-        request.extend_from_slice(&buffer[..n]);
-        if let Some(position) = request.windows(4).position(|window| window == b"\r\n\r\n") {
-            break position + 4;
-        }
-    };
-    let headers = String::from_utf8_lossy(&request[..header_end]);
-    let content_length = headers
-        .lines()
-        .find_map(|line| {
-            let (name, value) = line.split_once(':')?;
-            name.eq_ignore_ascii_case("content-length")
-                .then(|| value.trim().parse::<usize>().ok())
-                .flatten()
-        })
-        .unwrap_or(0);
-    while request.len().saturating_sub(header_end) < content_length {
-        let n = socket.read(&mut buffer).await.expect("reads body");
-        if n == 0 {
-            break;
-        }
-        request.extend_from_slice(&buffer[..n]);
-    }
-    String::from_utf8(request).expect("request is utf8")
-}
-
-#[derive(Clone, Debug, PartialEq)]
-struct RecordedLogEvent {
-    hook: &'static str,
-    model: String,
-    call_type: String,
-    user_id: Option<String>,
-    response_object: Option<String>,
-    error_kind: Option<String>,
-}
-
-#[derive(Default)]
-struct RecordingOcrLogger {
-    events: Mutex<Vec<RecordedLogEvent>>,
-}
-
-impl RecordingOcrLogger {
-    fn events(&self) -> Vec<RecordedLogEvent> {
-        self.events.lock().unwrap().clone()
-    }
-}
-
-impl CustomLogger for RecordingOcrLogger {
-    fn async_log_success_event<'a>(
-        &'a self,
-        model_call_details: &'a ModelCallDetails,
-        response_obj: &'a CallbackValue,
-        _timing: CallbackTiming,
-    ) -> LogFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push(RecordedLogEvent {
-                hook: "async_log_success_event",
-                model: model_call_details.model.clone(),
-                call_type: model_call_details.call_type.to_string(),
-                user_id: model_call_details.metadata.user_api_key_user_id.clone(),
-                response_object: Some(response_obj.object.clone()),
-                error_kind: None,
-            });
-            Ok(())
-        })
-    }
-
-    fn async_log_failure_event<'a>(
-        &'a self,
-        model_call_details: &'a ModelCallDetails,
-        response_obj: Option<&'a CallbackValue>,
-        _timing: CallbackTiming,
-    ) -> LogFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push(RecordedLogEvent {
-                hook: "async_log_failure_event",
-                model: model_call_details.model.clone(),
-                call_type: model_call_details.call_type.to_string(),
-                user_id: model_call_details.metadata.user_api_key_user_id.clone(),
-                response_object: response_obj.map(|value| value.object.clone()),
-                error_kind: model_call_details
-                    .failure_error
-                    .as_ref()
-                    .map(|error| error.kind.clone()),
-            });
-            Ok(())
-        })
-    }
-}
-
-struct RecordingOcrGuardrail {
-    hooks: Vec<GuardrailEventHook>,
-    events: Mutex<Vec<&'static str>>,
-    block_pre_call: bool,
-    block_during_call: bool,
-}
-
-impl RecordingOcrGuardrail {
-    fn new(hooks: Vec<GuardrailEventHook>) -> Self {
-        Self {
-            hooks,
-            events: Mutex::new(Vec::new()),
-            block_pre_call: false,
-            block_during_call: false,
-        }
-    }
-
-    fn blocking_pre_call() -> Self {
-        Self {
-            hooks: vec![GuardrailEventHook::PreCall],
-            events: Mutex::new(Vec::new()),
-            block_pre_call: true,
-            block_during_call: false,
-        }
-    }
-
-    fn blocking_during_call() -> Self {
-        Self {
-            hooks: vec![GuardrailEventHook::DuringCall],
-            events: Mutex::new(Vec::new()),
-            block_pre_call: false,
-            block_during_call: true,
-        }
-    }
-
-    fn events(&self) -> Vec<&'static str> {
-        self.events.lock().unwrap().clone()
-    }
-}
-
-impl CustomGuardrail for RecordingOcrGuardrail {
-    fn guardrail_name(&self) -> &str {
-        "recording-ocr-guardrail"
-    }
-
-    fn supported_event_hooks(&self) -> &[GuardrailEventHook] {
-        &self.hooks
-    }
-
-    fn async_pre_call_hook<'a>(
-        &'a self,
-        _context: &'a GuardrailContext,
-        mut request: GuardrailRequest,
-    ) -> GuardrailFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push("async_pre_call_hook");
-            if self.block_pre_call {
-                return Ok(GuardrailDecision::Block(GuardrailError::blocked(
-                    "blocked before provider",
-                )));
-            }
-            request.data["document"]["guarded_pre"] = json!(true);
-            Ok(GuardrailDecision::Mask(request))
-        })
-    }
-
-    fn async_moderation_hook<'a>(
-        &'a self,
-        _context: &'a GuardrailContext,
-        mut request: GuardrailRequest,
-    ) -> GuardrailFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push("async_moderation_hook");
-            if self.block_during_call {
-                return Ok(GuardrailDecision::Block(GuardrailError::blocked(
-                    "blocked before provider",
-                )));
-            }
-            request.data["body"]["guarded_during"] = json!(true);
-            Ok(GuardrailDecision::Mask(request))
-        })
-    }
-}
-
-fn base_ocr_request(model: &str) -> OcrRequest<'_> {
-    OcrRequest {
-        model,
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: None,
-        custom_llm_provider: None,
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: None,
-        callbacks: Vec::new(),
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: None,
-    }
-}
-
-#[tokio::test]
-async fn reducto_during_call_guardrail_blocks_before_upload() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let address = listener.local_addr().expect("listener has local address");
-    let api_base = format!("http://{address}");
-    let guardrail = Arc::new(RecordingOcrGuardrail::blocking_during_call());
-    let mut request = base_ocr_request("reducto/parse-v3");
-    request.api_base = Some(&api_base);
-    request.document = json!({
-        "type": "document_url",
-        "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
-    });
-    request.guardrails = vec![guardrail.clone()];
-
-    let error = ocr(request).await.expect_err("guardrail blocks upload");
-
-    assert!(matches!(error, Error::InvalidRequest(_)));
-    assert_eq!(guardrail.events(), vec!["async_moderation_hook"]);
-    let accepted = tokio::time::timeout(Duration::from_millis(100), listener.accept()).await;
-    assert!(accepted.is_err(), "upload socket should not be touched");
-}
-
-#[tokio::test]
-async fn reducto_upload_error_body_is_truncated() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let address = listener.local_addr().expect("listener has local address");
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts upload request");
-        let _request = read_http_request(&mut socket).await;
-        let body = "x".repeat(300);
-        let response = format!(
-            "HTTP/1.1 500 Internal Server Error\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            body.len(),
-            body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes upload response");
-    });
-    let api_base = format!("http://{address}");
-    let mut request = base_ocr_request("reducto/parse-v3");
-    request.api_base = Some(&api_base);
-    request.document = json!({
-        "type": "document_url",
-        "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
-    });
-
-    let error = ocr(request).await.expect_err("upload should fail");
-
-    assert!(
-        matches!(error, Error::Http { status: 500, body } if body.chars().count() < 300 && body.ends_with("... (truncated)"))
-    );
-    server.await.expect("server task completes");
-}
-
-#[tokio::test]
-async fn ocr_lifecycle_runs_pre_during_and_success_hooks() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts one request");
-        let request = read_http_request(&mut socket).await;
-        let response_body = r#"{"pages":[{"index":0,"markdown":"ok"}],"model":"mistral-ocr-latest","usage_info":{"pages_processed":1}}"#;
-        let response = format!(
-            "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes response");
-        request
-    });
-
-    let logger = Arc::new(RecordingOcrLogger::default());
-    let guardrail = Arc::new(RecordingOcrGuardrail::new(vec![
-        GuardrailEventHook::PreCall,
-        GuardrailEventHook::DuringCall,
-    ]));
-    #[cfg(feature = "trace-parity")]
-    let trace = FunctionTrace::default();
-    let api_base = format!("http://{addr}");
-    let call = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: Some(&api_base),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: vec![logger.clone()],
-        guardrails: vec![guardrail.clone()],
-        request_metadata: RequestMetadata {
-            user_api_key_user_id: Some("user-1".to_string()),
-            ..Default::default()
-        },
-        litellm_call_id: Some("ocr-call-1"),
-    });
-    #[cfg(feature = "trace-parity")]
-    let call = call.with_subscriber(trace.dispatcher());
-    let response = call.await.expect("ocr request succeeds");
-
-    assert_eq!(response["pages"][0]["markdown"], "ok");
-    assert_eq!(
-        guardrail.events(),
-        vec!["async_pre_call_hook", "async_moderation_hook"]
-    );
-    assert_eq!(
-        logger.events(),
-        vec![RecordedLogEvent {
-            hook: "async_log_success_event",
-            model: "mistral-ocr-latest".to_string(),
-            call_type: "ocr".to_string(),
-            user_id: Some("user-1".to_string()),
-            response_object: Some("ocr".to_string()),
-            error_kind: None,
-        }]
-    );
-    #[cfg(feature = "trace-parity")]
-    assert_eq!(
-        trace
-            .events()
-            .iter()
-            .filter(|event| event.function.ends_with("_callback"))
-            .map(|event| event.function)
-            .collect::<Vec<_>>(),
-        vec!["success_callback"]
-    );
-
-    let request = server.await.expect("server task completes");
-    assert!(request.contains(r#""guarded_pre":true"#), "{request}");
-    assert!(request.contains(r#""guarded_during":true"#), "{request}");
-}
-
-#[tokio::test]
-async fn ocr_lifecycle_runs_failure_hook_on_provider_error() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts one request");
-        let _request = read_http_request(&mut socket).await;
-        let response_body = "provider failed";
-        let response = format!(
-            "HTTP/1.1 500 Internal Server Error\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes response");
-    });
-
-    let logger = Arc::new(RecordingOcrLogger::default());
-    #[cfg(feature = "trace-parity")]
-    let trace = FunctionTrace::default();
-    let api_base = format!("http://{addr}");
-    let call = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: Some(&api_base),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: vec![logger.clone()],
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: Some("ocr-call-2"),
-    });
-    #[cfg(feature = "trace-parity")]
-    let call = call.with_subscriber(trace.dispatcher());
-    let err = call.await.expect_err("provider error propagates");
-
-    assert!(matches!(err, Error::Http { status: 500, .. }));
-    server.await.expect("server task completes");
-    assert_eq!(
-        logger.events(),
-        vec![RecordedLogEvent {
-            hook: "async_log_failure_event",
-            model: "mistral-ocr-latest".to_string(),
-            call_type: "ocr".to_string(),
-            user_id: None,
-            response_object: Some("error".to_string()),
-            error_kind: Some("HttpError".to_string()),
-        }]
-    );
-    #[cfg(feature = "trace-parity")]
-    assert_eq!(
-        trace
-            .events()
-            .iter()
-            .filter(|event| event.function.ends_with("_callback"))
-            .map(|event| event.function)
-            .collect::<Vec<_>>(),
-        vec!["failure_callback"]
-    );
-}
-
-#[tokio::test]
-async fn ocr_lifecycle_pre_call_block_skips_provider_socket() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-    let logger = Arc::new(RecordingOcrLogger::default());
-    let guardrail = Arc::new(RecordingOcrGuardrail::blocking_pre_call());
-
-    let err = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: Some(&format!("http://{addr}")),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_millis(100)),
-        callbacks: vec![logger.clone()],
-        guardrails: vec![guardrail.clone()],
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: Some("ocr-call-3"),
-    })
-    .await
-    .expect_err("guardrail blocks request");
-
-    assert!(matches!(err, Error::InvalidRequest(_)));
-    assert_eq!(guardrail.events(), vec!["async_pre_call_hook"]);
-    assert_eq!(
-        logger.events(),
-        vec![RecordedLogEvent {
-            hook: "async_log_failure_event",
-            model: "mistral-ocr-latest".to_string(),
-            call_type: "ocr".to_string(),
-            user_id: None,
-            response_object: Some("error".to_string()),
-            error_kind: Some("InvalidRequest".to_string()),
-        }]
-    );
-    let accepted = tokio::time::timeout(Duration::from_millis(100), listener.accept()).await;
-    assert!(accepted.is_err(), "provider socket should not be touched");
-}
-
-#[tokio::test]
-async fn ocr_does_not_duplicate_authorization_header_when_header_is_supplied() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts one request");
-        let request = read_http_headers(&mut socket).await;
-        let response_body = r#"{"pages":[{"index":0,"markdown":"ok"}],"model":"mistral-ocr-latest","usage_info":{"pages_processed":1}}"#;
-        let response = format!(
-            "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes response");
-        request
-    });
-
-    let mut headers = Map::new();
-    headers.insert(
-        "Authorization".to_string(),
-        Value::String("Bearer sk-from-python".to_string()),
-    );
-    headers.insert(
-        "x-trace-id".to_string(),
-        Value::String("trace-1".to_string()),
-    );
-
-    let response = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-for-rust-fallback"),
-        api_base: Some(&format!("http://{addr}")),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: Some(headers),
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: Vec::new(),
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: None,
-    })
-    .await
-    .expect("ocr request succeeds");
-
-    assert_eq!(response["pages"][0]["markdown"], "ok");
-
-    let request = server.await.expect("server task completes");
-    let authorization_count = request
-        .lines()
-        .filter(|line| line.to_ascii_lowercase().starts_with("authorization:"))
-        .count();
-    assert_eq!(authorization_count, 1, "{request}");
-    assert!(
-        request.contains("authorization: Bearer sk-from-python")
-            || request.contains("Authorization: Bearer sk-from-python"),
-        "{request}"
-    );
-}
-
-#[tokio::test]
-async fn document_intelligence_poll_uses_resolved_subscription_key() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-    let operation_url = format!("http://{addr}/operations/1");
-
-    let server = tokio::spawn(async move {
-        let (mut post_socket, _) = listener.accept().await.expect("accepts post request");
-        let post_request = read_http_headers(&mut post_socket).await;
-        let post_response = format!(
-            "HTTP/1.1 202 Accepted\r\noperation-location: {operation_url}\r\ncontent-length: 0\r\nconnection: close\r\n\r\n"
-        );
-        post_socket
-            .write_all(post_response.as_bytes())
-            .await
-            .expect("writes post response");
-
-        let (mut poll_socket, _) = listener.accept().await.expect("accepts poll request");
-        let poll_request = read_http_headers(&mut poll_socket).await;
-        let response_body = r#"{"status":"succeeded","analyzeResult":{"pages":[{"pageNumber":1,"lines":[{"content":"ok"}]}]}}"#;
-        let poll_response = format!(
-            "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        poll_socket
-            .write_all(poll_response.as_bytes())
-            .await
-            .expect("writes poll response");
-        (post_request, poll_request)
-    });
-
-    let response = ocr(OcrRequest {
-        model: "doc-intelligence/prebuilt-read",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("di-key"),
-        api_base: Some(&format!("http://{addr}")),
-        custom_llm_provider: Some("azure_ai"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: Vec::new(),
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: None,
-    })
-    .await
-    .expect("document intelligence request succeeds");
-
-    assert_eq!(response["pages"][0]["markdown"], "ok");
-
-    let (post_request, poll_request) = server.await.expect("server task completes");
-    assert!(
-        post_request
-            .to_ascii_lowercase()
-            .contains("ocp-apim-subscription-key: di-key"),
-        "{post_request}"
-    );
-    assert!(
-        poll_request
-            .to_ascii_lowercase()
-            .contains("ocp-apim-subscription-key: di-key"),
-        "{poll_request}"
-    );
-}

litellm-rust/crates/core/Cargo.toml

@@ -12,17 +12,25 @@ path = "tests/workspace_crate_allowlist.rs"
 
 [dependencies]
 base64.workspace = true
+azure_core.workspace = true
+azure_identity.workspace = true
+data-url = "0.3.2"
+gcp_auth.workspace = true
+moka.workspace = true
 rand.workspace = true
 reqwest.workspace = true
 serde.workspace = true
 serde_json.workspace = true
 serde_path_to_error = "0.1"
+strum.workspace = true
+subtle.workspace = true
 tokio.workspace = true
 thiserror.workspace = true
 tracing.workspace = true
 tracing-subscriber = { workspace = true, optional = true }
 sha2.workspace = true
 url.workspace = true
+veil.workspace = true
 aws-config = { version = "1.9.0", default-features = false, features = ["rustls", "rt-tokio"], optional = true }
 aws-credential-types = { version = "1.3.0", features = ["hardcoded-credentials"], optional = true }
 aws-sdk-sts = { version = "1.108.0", default-features = false, features = ["rustls", "rt-tokio"], optional = true }
@@ -44,5 +52,4 @@ observability = ["dep:tracing-subscriber"]
 
 [dev-dependencies]
 rstest.workspace = true
-tokio = { workspace = true, features = ["macros", "rt-multi-thread"] }
 tracing-subscriber.workspace = true

litellm-rust/crates/core/src/auth/credential.rs

@@ -0,0 +1,168 @@
+use std::future::Future;
+use std::path::PathBuf;
+use std::pin::Pin;
+use std::sync::Arc;
+
+use veil::Redact;
+
+use crate::AuthError;
+
+use super::{ResolvedCredential, SecretValue, TokenProviderHandle};
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialFileRef {
+    Path(PathBuf),
+    EnvironmentVariable(String),
+}
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialRef {
+    Explicit(SecretValue),
+    Env(String),
+    File(CredentialFileRef),
+    Request(String),
+    Host(String),
+    None,
+}
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialLookup {
+    Found(SecretValue),
+    Missing,
+    Declined,
+}
+
+pub type CredentialLookupFuture<'a> =
+    Pin<Box<dyn Future<Output = Result<CredentialLookup, AuthError>> + Send + 'a>>;
+
+pub trait CredentialResolver: std::fmt::Debug + Send + Sync {
+    fn resolve<'a>(&'a self, reference: &'a CredentialRef) -> CredentialLookupFuture<'a>;
+}
+
+#[derive(Clone, Redact)]
+pub struct CredentialResolverHandle(#[redact(with = "[REDACTED]")] Arc<dyn CredentialResolver>);
+
+impl CredentialResolverHandle {
+    pub fn new(resolver: Arc<dyn CredentialResolver>) -> Self {
+        Self(resolver)
+    }
+
+    pub async fn resolve(&self, reference: &CredentialRef) -> Result<CredentialLookup, AuthError> {
+        self.0.resolve(reference).await
+    }
+}
+
+#[derive(Clone, Debug)]
+pub enum CredentialPlan {
+    Static(CredentialRef),
+    Caller(TokenProviderHandle),
+    None,
+}
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialPlanResolution {
+    Resolved(ResolvedCredential),
+    Unavailable,
+}
+
+impl CredentialPlan {
+    pub async fn resolve(
+        &self,
+        resolver: &CredentialResolverHandle,
+    ) -> Result<CredentialPlanResolution, AuthError> {
+        match self {
+            Self::Static(CredentialRef::Explicit(secret)) => Ok(
+                CredentialPlanResolution::Resolved(ResolvedCredential::Static(secret.clone())),
+            ),
+            Self::Static(CredentialRef::None) | Self::None => {
+                Ok(CredentialPlanResolution::Unavailable)
+            }
+            Self::Static(reference) => match resolver.resolve(reference).await? {
+                CredentialLookup::Found(secret) => Ok(CredentialPlanResolution::Resolved(
+                    ResolvedCredential::Static(secret),
+                )),
+                CredentialLookup::Missing | CredentialLookup::Declined => {
+                    Ok(CredentialPlanResolution::Unavailable)
+                }
+            },
+            Self::Caller(caller) => {
+                let credential = caller.acquire().await?;
+                if credential.secret().expose().is_empty() {
+                    return Err(AuthError::EmptyCallerCredential);
+                }
+                Ok(CredentialPlanResolution::Resolved(credential))
+            }
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::Arc;
+
+    use super::{
+        CredentialLookup, CredentialLookupFuture, CredentialPlan, CredentialPlanResolution,
+        CredentialRef, CredentialResolver, CredentialResolverHandle,
+    };
+    use crate::AuthError;
+    use crate::auth::SecretValue;
+
+    #[derive(Debug)]
+    struct HostResolver;
+
+    impl CredentialResolver for HostResolver {
+        fn resolve<'a>(&'a self, reference: &'a CredentialRef) -> CredentialLookupFuture<'a> {
+            Box::pin(async move {
+                Ok(match reference {
+                    CredentialRef::Host(name) if name == "rotating-token" => {
+                        CredentialLookup::Found(SecretValue::new("resolved"))
+                    }
+                    _ => CredentialLookup::Declined,
+                })
+            })
+        }
+    }
+
+    #[tokio::test]
+    async fn static_host_reference_resolves_at_acquisition_time() {
+        let resolver = CredentialResolverHandle::new(Arc::new(HostResolver));
+        let plan = CredentialPlan::Static(CredentialRef::Host("rotating-token".to_string()));
+
+        let resolved = plan.resolve(&resolver).await.unwrap();
+
+        assert!(matches!(resolved, CredentialPlanResolution::Resolved(_)));
+    }
+
+    #[tokio::test]
+    async fn declined_reference_is_available_for_pre_acquisition_fallback() {
+        let resolver = CredentialResolverHandle::new(Arc::new(HostResolver));
+        let plan = CredentialPlan::Static(CredentialRef::Request("api-key".to_string()));
+
+        assert_eq!(
+            plan.resolve(&resolver).await.unwrap(),
+            CredentialPlanResolution::Unavailable
+        );
+    }
+
+    #[derive(Debug)]
+    struct FailingResolver;
+
+    impl CredentialResolver for FailingResolver {
+        fn resolve<'a>(&'a self, _reference: &'a CredentialRef) -> CredentialLookupFuture<'a> {
+            Box::pin(async { Err(AuthError::UnresolvedOidcReference) })
+        }
+    }
+
+    #[tokio::test]
+    async fn acquisition_failure_is_terminal() {
+        let resolver = CredentialResolverHandle::new(Arc::new(FailingResolver));
+        let plan = CredentialPlan::Static(CredentialRef::Host("token".to_string()));
+
+        let error = plan
+            .resolve(&resolver)
+            .await
+            .expect_err("acquisition errors cannot become fallback");
+
+        assert_eq!(error, AuthError::UnresolvedOidcReference);
+    }
+}

litellm-rust/crates/core/src/auth/error.rs

@@ -0,0 +1,128 @@
+use thiserror::Error;
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum AuthError {
+    #[error("invalid authentication configuration: {0}")]
+    Configuration(#[from] AuthConfigurationError),
+    #[error("credential acquisition failed: {0}")]
+    AzureTokenAcquisition(String),
+    #[error("credential acquisition failed: Vertex AI credentials: {0}")]
+    VertexTokenAcquisition(String),
+    #[error("credential acquisition failed: {}", .0.iter().map(ToString::to_string).collect::<Vec<_>>().join("; "))]
+    CredentialChain(Vec<AuthError>),
+    #[error("credential caller failed: credential caller returned an empty credential")]
+    EmptyCallerCredential,
+    #[error("credential caller failed: Azure AD token provider returned an empty token")]
+    EmptyAzureToken,
+    #[error("credential acquisition failed: Azure OIDC reference did not resolve to a value")]
+    UnresolvedOidcReference,
+    #[error(
+        "Missing {provider} API Key - A call is being made to {provider} but no key is set either in the environment variables or via params"
+    )]
+    MissingApiKey { provider: &'static str },
+    #[error(
+        "Missing {provider} API Base - Set {environment_variable} environment variable or pass api_base parameter"
+    )]
+    MissingApiBase {
+        provider: &'static str,
+        environment_variable: &'static str,
+    },
+    #[error("{0}")]
+    MissingCredential(#[from] MissingCredential),
+    #[error("{0}")]
+    Aws(#[from] AwsAuthError),
+    #[error("invalid authentication header")]
+    InvalidHeader,
+}
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum AuthConfigurationError {
+    #[error("credential header already exists")]
+    ExistingCredentialHeader,
+    #[error("credential plan is not allowed by the provider auth policy")]
+    DisallowedCredentialPlan,
+    #[error("credential cannot be empty")]
+    EmptyCredential,
+    #[error("invalid Azure credential selector")]
+    InvalidAzureSelector,
+    #[error("ClientSecretCredential requires tenant_id, client_id, and client_secret")]
+    MissingClientSecretFields,
+    #[error("WorkloadIdentityCredential requires tenant_id")]
+    MissingWorkloadTenant,
+    #[error("WorkloadIdentityCredential requires client_id")]
+    MissingWorkloadClient,
+    #[error("WorkloadIdentityCredential requires azure_federated_token_file")]
+    MissingWorkloadTokenFile,
+    #[error("credential reference requires a host credential resolver")]
+    MissingHostResolver,
+    #[error("caller credential plan requires provider-specific inputs")]
+    MissingCallerInputs,
+    #[error("credential header {0} already exists")]
+    DuplicateHeader(&'static str),
+    #[error("{0} must be a string or null")]
+    InvalidFieldType(String),
+    #[error("unsupported OIDC reference")]
+    UnsupportedOidcReference,
+    #[error("{0} cannot be empty")]
+    EmptyReference(String),
+    #[error("Azure credential initialization failed: {0}")]
+    AzureCredentialInitialization(String),
+    #[error("Azure authority must be an HTTPS origin without credentials, query, or fragment")]
+    InvalidAzureAuthority,
+    #[error("request-controlled Azure auth inputs cannot be combined with host credentials")]
+    MixedAzureCredentialSources,
+    #[error("request-controlled Azure credential references are not allowed")]
+    RequestAzureCredentialReference,
+    #[error("host credentials cannot be sent to a request-controlled Azure endpoint")]
+    RequestAzureCredentialDestination,
+    #[error("credentials cannot be sent to a request-controlled Vertex AI endpoint")]
+    RequestVertexCredentialDestination,
+    #[error(
+        "request-controlled Vertex credentials must use the canonical Google OAuth token endpoint"
+    )]
+    RequestVertexTokenEndpoint,
+}
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum MissingCredential {
+    #[error(
+        "Missing Anthropic API Key - Set `api_key` or the ANTHROPIC_API_KEY environment variable"
+    )]
+    AnthropicApiKey,
+    #[error("Missing Azure API Key - Set `api_key` or the AZURE_API_KEY environment variable")]
+    AzureApiKey,
+    #[error(
+        "Missing Azure API Base - Set `api_base` or the AZURE_API_BASE environment variable. Expected format: https://<resource-name>.services.ai.azure.com/anthropic"
+    )]
+    AzureApiBase,
+    #[error(
+        "Missing OpenAI API Key - a realtime call is being made but no key was passed via params or the OPENAI_API_KEY environment variable"
+    )]
+    OpenAiRealtimeApiKey,
+    #[error(
+        "Missing OpenAI API Key - a Responses WebSocket call is being made but no key was passed via params or the OPENAI_API_KEY environment variable"
+    )]
+    OpenAiResponsesApiKey,
+}
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum AwsAuthError {
+    #[error("AWS profile credentials failed: {0}")]
+    Profile(String),
+    #[error("AWS default credentials failed: {0}")]
+    DefaultChain(String),
+    #[error("AWS role credentials failed: {0}")]
+    AssumeRole(String),
+    #[error("AWS web identity credentials failed: {0}")]
+    WebIdentity(String),
+    #[error("AWS web identity expiration was invalid: {0}")]
+    WebIdentityExpiration(String),
+    #[error("AWS signing parameters failed: {0}")]
+    SigningParameters(String),
+    #[error("AWS signable request failed: {0}")]
+    SignableRequest(String),
+    #[error("AWS request signing failed: {0}")]
+    Signing(String),
+    #[error("AWS web identity response had no credentials")]
+    MissingWebIdentityCredentials,
+}

litellm-rust/crates/core/src/auth/http.rs

@@ -0,0 +1,86 @@
+use crate::AuthError;
+use crate::auth::error::AuthConfigurationError;
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum CredentialPlacement {
+    Bearer,
+    Header(&'static str),
+}
+
+impl CredentialPlacement {
+    pub fn header_name(self) -> &'static str {
+        match self {
+            Self::Bearer => "Authorization",
+            Self::Header(name) => name,
+        }
+    }
+}
+
+pub(crate) fn apply_credential(
+    headers: Vec<(String, String)>,
+    credential: &str,
+    placement: CredentialPlacement,
+) -> Result<Vec<(String, String)>, AuthError> {
+    if credential.trim().is_empty() {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::EmptyCredential,
+        ));
+    }
+    if headers
+        .iter()
+        .any(|(name, _)| name.eq_ignore_ascii_case(placement.header_name()))
+    {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::DuplicateHeader(placement.header_name()),
+        ));
+    }
+    let value = match placement {
+        CredentialPlacement::Bearer => format!("Bearer {credential}"),
+        CredentialPlacement::Header(_) => credential.to_string(),
+    };
+    Ok(
+        std::iter::once((placement.header_name().to_string(), value))
+            .chain(headers)
+            .collect(),
+    )
+}
+
+/// How the upstream call is authenticated. API-key strategies are resolved in
+/// `prepare`; SigV4 needs the serialized body, so the handler signs it.
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum RequestAuth {
+    Header { name: &'static str, value: String },
+    Bearer { token: String },
+    AwsSigV4 { region: String },
+}
+
+#[cfg(test)]
+mod tests {
+    use super::{CredentialPlacement, apply_credential};
+
+    #[test]
+    fn bearer_uses_authorization_header() {
+        let headers = apply_credential(Vec::new(), "key", CredentialPlacement::Bearer)
+            .expect("credential applies");
+
+        assert_eq!(
+            headers,
+            vec![("Authorization".to_string(), "Bearer key".to_string())]
+        );
+    }
+
+    #[test]
+    fn named_header_rejects_existing_value() {
+        let error = apply_credential(
+            vec![(
+                "ocp-apim-subscription-key".to_string(),
+                "caller-key".to_string(),
+            )],
+            "configured-key",
+            CredentialPlacement::Header("Ocp-Apim-Subscription-Key"),
+        )
+        .expect_err("provider policy must handle existing credentials");
+
+        assert!(error.to_string().contains("already exists"));
+    }
+}

litellm-rust/crates/core/src/auth/mod.rs

@@ -0,0 +1,56 @@
+mod credential;
+pub mod error;
+pub(crate) mod vertex;
+pub use error::AuthError;
+pub(crate) mod http;
+mod policy;
+mod secret;
+mod token;
+
+use serde::{Deserialize, Serialize};
+
+#[derive(Clone, Copy, Debug, Default, Deserialize, Eq, Hash, PartialEq, Serialize)]
+#[serde(rename_all = "snake_case")]
+pub enum InputSource {
+    Request,
+    #[default]
+    Deployment,
+    Environment,
+}
+
+#[derive(Clone, Debug, Default, Eq, PartialEq)]
+pub struct Sourced<T> {
+    value: T,
+    source: InputSource,
+}
+
+impl<T> Sourced<T> {
+    pub fn new(value: T, source: InputSource) -> Self {
+        Self { value, source }
+    }
+
+    pub fn value(&self) -> &T {
+        &self.value
+    }
+
+    pub fn source(&self) -> InputSource {
+        self.source
+    }
+
+    pub fn into_value(self) -> T {
+        self.value
+    }
+
+    pub fn map<U>(self, map: impl FnOnce(T) -> U) -> Sourced<U> {
+        Sourced::new(map(self.value), self.source)
+    }
+}
+
+pub use credential::{
+    CredentialFileRef, CredentialLookup, CredentialLookupFuture, CredentialPlan,
+    CredentialPlanResolution, CredentialRef, CredentialResolver, CredentialResolverHandle,
+};
+pub use http::{CredentialPlacement, RequestAuth};
+pub use policy::{CredentialPlanKind, CredentialRule, ExistingHeaderBehavior, ProviderAuthPolicy};
+pub use secret::SecretValue;
+pub use token::{ResolvedCredential, TokenFuture, TokenProvider, TokenProviderHandle};

litellm-rust/crates/core/src/auth/policy.rs

@@ -0,0 +1,114 @@
+use crate::AuthError;
+use crate::auth::error::AuthConfigurationError;
+
+use super::http::apply_credential;
+use super::{CredentialPlacement, ResolvedCredential};
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum CredentialPlanKind {
+    Static,
+    Entra,
+    Caller,
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub struct CredentialRule {
+    pub kind: CredentialPlanKind,
+    pub placement: CredentialPlacement,
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum ExistingHeaderBehavior {
+    Preserve,
+    Reject,
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub struct ProviderAuthPolicy {
+    pub rules: &'static [CredentialRule],
+    pub accepted_existing_headers: &'static [&'static str],
+    pub existing_header_behavior: ExistingHeaderBehavior,
+    pub scope: Option<&'static str>,
+    pub audience: Option<&'static str>,
+}
+
+impl ProviderAuthPolicy {
+    pub fn has_existing_credential(&self, headers: &[(String, String)]) -> bool {
+        headers.iter().any(|(name, _)| {
+            self.accepted_existing_headers
+                .iter()
+                .any(|accepted| name.eq_ignore_ascii_case(accepted))
+        })
+    }
+
+    pub fn apply(
+        &self,
+        headers: Vec<(String, String)>,
+        kind: CredentialPlanKind,
+        credential: &ResolvedCredential,
+    ) -> Result<Vec<(String, String)>, AuthError> {
+        if self.has_existing_credential(&headers) {
+            return match self.existing_header_behavior {
+                ExistingHeaderBehavior::Preserve => Ok(headers),
+                ExistingHeaderBehavior::Reject => Err(AuthError::Configuration(
+                    AuthConfigurationError::ExistingCredentialHeader,
+                )),
+            };
+        }
+        let rule =
+            self.rules
+                .iter()
+                .find(|rule| rule.kind == kind)
+                .ok_or(AuthError::Configuration(
+                    AuthConfigurationError::DisallowedCredentialPlan,
+                ))?;
+        apply_credential(headers, credential.secret().expose(), rule.placement)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::{CredentialPlanKind, CredentialRule, ExistingHeaderBehavior, ProviderAuthPolicy};
+    use crate::auth::{CredentialPlacement, ResolvedCredential, SecretValue};
+
+    const RULES: &[CredentialRule] = &[CredentialRule {
+        kind: CredentialPlanKind::Static,
+        placement: CredentialPlacement::Header("x-api-key"),
+    }];
+    const POLICY: ProviderAuthPolicy = ProviderAuthPolicy {
+        rules: RULES,
+        accepted_existing_headers: &["x-api-key"],
+        existing_header_behavior: ExistingHeaderBehavior::Preserve,
+        scope: None,
+        audience: None,
+    };
+
+    #[test]
+    fn rules_define_allowed_plans_and_credential_placement() {
+        let headers = POLICY
+            .apply(
+                Vec::new(),
+                CredentialPlanKind::Static,
+                &ResolvedCredential::Static(SecretValue::new("secret")),
+            )
+            .unwrap();
+
+        assert_eq!(
+            headers,
+            vec![("x-api-key".to_string(), "secret".to_string())]
+        );
+    }
+
+    #[test]
+    fn unsupported_plan_is_rejected() {
+        let error = POLICY
+            .apply(
+                Vec::new(),
+                CredentialPlanKind::Entra,
+                &ResolvedCredential::Static(SecretValue::new("secret")),
+            )
+            .unwrap_err();
+
+        assert!(error.to_string().contains("not allowed"));
+    }
+}

litellm-rust/crates/core/src/auth/secret.rs

@@ -0,0 +1,41 @@
+use veil::Redact;
+
+#[derive(Redact, Clone)]
+pub struct SecretValue(#[redact(with = "[REDACTED]")] String);
+
+impl SecretValue {
+    pub fn new(value: impl Into<String>) -> Self {
+        Self(value.into())
+    }
+
+    pub fn expose(&self) -> &str {
+        &self.0
+    }
+}
+
+impl PartialEq for SecretValue {
+    fn eq(&self, other: &Self) -> bool {
+        subtle::ConstantTimeEq::ct_eq(self.0.as_bytes(), other.0.as_bytes()).into()
+    }
+}
+
+impl Eq for SecretValue {}
+
+#[cfg(test)]
+mod tests {
+    use super::SecretValue;
+
+    #[test]
+    fn debug_redacts_plaintext() {
+        let debug = format!("{:?}", SecretValue::new("credential-value"));
+
+        assert!(!debug.contains("credential-value"));
+        assert!(debug.contains("REDACTED"));
+    }
+
+    #[test]
+    fn equality_compares_plaintext_values() {
+        assert_eq!(SecretValue::new("same"), SecretValue::new("same"));
+        assert_ne!(SecretValue::new("same"), SecretValue::new("different"));
+    }
+}

litellm-rust/crates/core/src/auth/token.rs

@@ -0,0 +1,47 @@
+use std::future::Future;
+use std::pin::Pin;
+use std::sync::Arc;
+use std::time::SystemTime;
+
+use veil::Redact;
+
+use crate::AuthError;
+
+use super::secret::SecretValue;
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum ResolvedCredential {
+    Static(SecretValue),
+    AccessToken {
+        token: SecretValue,
+        expires_on: Option<SystemTime>,
+    },
+}
+
+impl ResolvedCredential {
+    pub fn secret(&self) -> &SecretValue {
+        match self {
+            Self::Static(secret) | Self::AccessToken { token: secret, .. } => secret,
+        }
+    }
+}
+
+pub type TokenFuture<'a> =
+    Pin<Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + 'a>>;
+
+pub trait TokenProvider: std::fmt::Debug + Send + Sync {
+    fn acquire(&self) -> TokenFuture<'_>;
+}
+
+#[derive(Clone, Redact)]
+pub struct TokenProviderHandle(#[redact(with = "[REDACTED]")] Arc<dyn TokenProvider>);
+
+impl TokenProviderHandle {
+    pub fn new(caller: Arc<dyn TokenProvider>) -> Self {
+        Self(caller)
+    }
+
+    pub async fn acquire(&self) -> Result<ResolvedCredential, AuthError> {
+        self.0.acquire().await
+    }
+}

litellm-rust/crates/core/src/auth/vertex.rs

@@ -0,0 +1,592 @@
+use std::collections::BTreeMap;
+use std::future::Future;
+use std::path::Path;
+use std::pin::Pin;
+use std::sync::Arc;
+
+use gcp_auth::{CustomServiceAccount, TokenProvider};
+use moka::future::Cache;
+use serde_json::{Map, Value};
+use sha2::{Digest, Sha256};
+
+use crate::auth::error::AuthConfigurationError;
+use crate::auth::http::apply_credential;
+use crate::auth::{AuthError, CredentialPlacement, InputSource, SecretValue, Sourced};
+
+const CLOUD_PLATFORM_SCOPE: &str = "https://www.googleapis.com/auth/cloud-platform";
+const GOOGLE_OAUTH_TOKEN_ENDPOINT: &str = "https://oauth2.googleapis.com/token";
+const GOOGLE_APPLICATION_CREDENTIALS_ENV: &str = "GOOGLE_APPLICATION_CREDENTIALS";
+const VERTEX_AI_API_KEY_ENV: &str = "VERTEX_AI_API_KEY";
+const VERTEXAI_API_KEY_ENV: &str = "VERTEXAI_API_KEY";
+const VERTEXAI_CREDENTIALS_ENV: &str = "VERTEXAI_CREDENTIALS";
+const VERTEXAI_PROJECT_ENV: &str = "VERTEXAI_PROJECT";
+const VERTEXAI_LOCATION_ENV: &str = "VERTEXAI_LOCATION";
+const VERTEX_LOCATION_ENV: &str = "VERTEX_LOCATION";
+
+#[derive(Clone, Debug, Default)]
+pub(crate) struct VertexConfig {
+    credentials: Option<Sourced<SecretValue>>,
+    project_id: Option<String>,
+    location: Option<String>,
+}
+
+impl VertexConfig {
+    pub(crate) fn from_sourced_optional_params(
+        params: &Map<String, Value>,
+        sources: &BTreeMap<String, InputSource>,
+    ) -> Result<Self, AuthError> {
+        Ok(Self {
+            credentials: optional_credentials(
+                params,
+                sources,
+                &["vertex_credentials", "vertex_ai_credentials"],
+            )?,
+            project_id: optional_string(params, &["vertex_project", "vertex_ai_project"])?,
+            location: optional_string(params, &["vertex_location", "vertex_ai_location"])?,
+        })
+    }
+
+    pub(crate) fn project_id(&self) -> Option<&str> {
+        self.project_id.as_deref()
+    }
+
+    pub(crate) fn location(&self) -> Option<&str> {
+        self.location.as_deref()
+    }
+}
+
+pub(crate) struct VertexEnvironment {
+    pub headers: Vec<(String, String)>,
+    pub project_id: String,
+}
+
+struct VertexAccessToken {
+    token: String,
+    project_id: String,
+}
+
+pub(crate) fn get_vertex_ai_project(
+    config: &VertexConfig,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<String> {
+    config
+        .project_id()
+        .map(str::to_string)
+        .or_else(|| non_empty_env(env_lookup, VERTEXAI_PROJECT_ENV))
+}
+
+pub(crate) fn get_vertex_ai_location(
+    config: &VertexConfig,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<String> {
+    config
+        .location()
+        .map(str::to_string)
+        .or_else(|| non_empty_env(env_lookup, VERTEXAI_LOCATION_ENV))
+        .or_else(|| non_empty_env(env_lookup, VERTEX_LOCATION_ENV))
+}
+
+#[derive(Clone)]
+pub(crate) struct VertexAuth {
+    providers: Cache<CredentialCacheKey, Arc<dyn VertexTokenSource>>,
+    loader: Arc<dyn VertexProviderLoader>,
+}
+
+impl Default for VertexAuth {
+    fn default() -> Self {
+        Self::new(Arc::new(GcpProviderLoader))
+    }
+}
+
+impl VertexAuth {
+    fn new(loader: Arc<dyn VertexProviderLoader>) -> Self {
+        Self {
+            providers: Cache::builder().max_capacity(64).build(),
+            loader,
+        }
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    pub(crate) async fn validate_environment(
+        &self,
+        headers: Vec<(String, String)>,
+        api_key: Option<&str>,
+        config: &VertexConfig,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<VertexEnvironment, AuthError> {
+        let has_authorization = headers
+            .iter()
+            .any(|(name, _)| name.eq_ignore_ascii_case("Authorization"));
+        let static_token = api_key
+            .map(str::trim)
+            .filter(|value| !value.is_empty())
+            .map(str::to_string)
+            .or_else(|| non_empty_env(env_lookup, VERTEX_AI_API_KEY_ENV))
+            .or_else(|| non_empty_env(env_lookup, VERTEXAI_API_KEY_ENV));
+        let project_id = get_vertex_ai_project(config, env_lookup);
+
+        if !has_authorization && static_token.is_none() {
+            let access = self.get_access_token(config, env_lookup).await?;
+            return Ok(VertexEnvironment {
+                headers: apply_credential(headers, &access.token, CredentialPlacement::Bearer)?,
+                project_id: project_id.unwrap_or(access.project_id),
+            });
+        }
+
+        let project_id = match project_id {
+            Some(project_id) => project_id,
+            None => {
+                self.load_provider(config, env_lookup)
+                    .await?
+                    .project_id()
+                    .await?
+            }
+        };
+        let headers = if has_authorization {
+            headers
+        } else {
+            apply_credential(
+                headers,
+                static_token.as_deref().expect("static token was checked"),
+                CredentialPlacement::Bearer,
+            )?
+        };
+        Ok(VertexEnvironment {
+            headers,
+            project_id,
+        })
+    }
+
+    async fn get_access_token(
+        &self,
+        config: &VertexConfig,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<VertexAccessToken, AuthError> {
+        let provider = self.load_provider(config, env_lookup).await?;
+        let (token, project_id) = tokio::try_join!(provider.token(), provider.project_id())?;
+        Ok(VertexAccessToken { token, project_id })
+    }
+
+    async fn load_provider(
+        &self,
+        config: &VertexConfig,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<Arc<dyn VertexTokenSource>, AuthError> {
+        let source = credential_source(config, env_lookup);
+        let key = source.cache_key();
+        self.providers
+            .try_get_with(key, self.loader.load(source))
+            .await
+            .map_err(|error| (*error).clone())
+    }
+}
+
+trait VertexTokenSource: Send + Sync {
+    fn project_id(&self) -> VertexAuthFuture<'_, String>;
+    fn token(&self) -> VertexAuthFuture<'_, String>;
+}
+
+trait VertexProviderLoader: Send + Sync {
+    fn load(&self, source: CredentialSource) -> VertexAuthFuture<'_, Arc<dyn VertexTokenSource>>;
+}
+
+type VertexAuthFuture<'a, T> = Pin<Box<dyn Future<Output = Result<T, AuthError>> + Send + 'a>>;
+
+struct GcpTokenSource(Arc<dyn TokenProvider>);
+
+impl VertexTokenSource for GcpTokenSource {
+    fn project_id(&self) -> VertexAuthFuture<'_, String> {
+        Box::pin(async move {
+            self.0
+                .project_id()
+                .await
+                .map(|project| project.to_string())
+                .map_err(auth_acquisition_error)
+        })
+    }
+
+    fn token(&self) -> VertexAuthFuture<'_, String> {
+        Box::pin(async move {
+            self.0
+                .token(&[CLOUD_PLATFORM_SCOPE])
+                .await
+                .map(|token| token.as_str().to_string())
+                .map_err(auth_acquisition_error)
+        })
+    }
+}
+
+struct GcpProviderLoader;
+
+impl VertexProviderLoader for GcpProviderLoader {
+    fn load(&self, source: CredentialSource) -> VertexAuthFuture<'_, Arc<dyn VertexTokenSource>> {
+        Box::pin(async move {
+            let provider: Arc<dyn TokenProvider> = match source {
+                CredentialSource::Inline(configured) => Arc::new(
+                    CustomServiceAccount::from_json(validate_request_credentials(
+                        configured.expose(),
+                    )?)
+                    .map_err(auth_acquisition_error)?,
+                ),
+                CredentialSource::Trusted(configured) => {
+                    let configured = configured.expose();
+                    let service_account = if Path::new(configured).is_file() {
+                        CustomServiceAccount::from_file(configured)
+                    } else {
+                        CustomServiceAccount::from_json(configured)
+                    }
+                    .map_err(auth_acquisition_error)?;
+                    Arc::new(service_account)
+                }
+                CredentialSource::ApplicationCredentials(path) => {
+                    Arc::new(CustomServiceAccount::from_file(path).map_err(auth_acquisition_error)?)
+                }
+                CredentialSource::Adc => {
+                    gcp_auth::provider().await.map_err(auth_acquisition_error)?
+                }
+            };
+            Ok(Arc::new(GcpTokenSource(provider)) as Arc<dyn VertexTokenSource>)
+        })
+    }
+}
+
+fn validate_request_credentials(configured: &str) -> Result<&str, AuthError> {
+    let token_uri = serde_json::from_str::<Value>(configured)
+        .ok()
+        .and_then(|credentials| {
+            credentials
+                .get("token_uri")
+                .and_then(Value::as_str)
+                .map(str::to_string)
+        });
+    if token_uri.as_deref() != Some(GOOGLE_OAUTH_TOKEN_ENDPOINT) {
+        return Err(AuthConfigurationError::RequestVertexTokenEndpoint.into());
+    }
+    Ok(configured)
+}
+
+#[derive(Clone, Debug)]
+enum CredentialSource {
+    Inline(SecretValue),
+    Trusted(SecretValue),
+    ApplicationCredentials(String),
+    Adc,
+}
+
+impl CredentialSource {
+    fn cache_key(&self) -> CredentialCacheKey {
+        match self {
+            Self::Inline(configured) => {
+                CredentialCacheKey::Inline(Sha256::digest(configured.expose()).into())
+            }
+            Self::Trusted(configured) => {
+                CredentialCacheKey::Trusted(Sha256::digest(configured.expose()).into())
+            }
+            Self::ApplicationCredentials(path) => {
+                CredentialCacheKey::ApplicationCredentials(path.clone())
+            }
+            Self::Adc => CredentialCacheKey::Adc,
+        }
+    }
+}
+
+#[derive(Clone, Debug, Hash, PartialEq, Eq)]
+enum CredentialCacheKey {
+    Inline([u8; 32]),
+    Trusted([u8; 32]),
+    ApplicationCredentials(String),
+    Adc,
+}
+
+fn credential_source(
+    config: &VertexConfig,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> CredentialSource {
+    if let Some(configured) = config.credentials.clone() {
+        return match configured.source() {
+            InputSource::Request => CredentialSource::Inline(configured.into_value()),
+            InputSource::Deployment | InputSource::Environment => {
+                CredentialSource::Trusted(configured.into_value())
+            }
+        };
+    }
+    if let Some(configured) = non_empty_env(env_lookup, VERTEXAI_CREDENTIALS_ENV) {
+        return CredentialSource::Trusted(SecretValue::new(configured));
+    }
+    non_empty_env(env_lookup, GOOGLE_APPLICATION_CREDENTIALS_ENV)
+        .map(CredentialSource::ApplicationCredentials)
+        .unwrap_or(CredentialSource::Adc)
+}
+
+fn optional_credentials(
+    params: &Map<String, Value>,
+    sources: &BTreeMap<String, InputSource>,
+    names: &[&str],
+) -> Result<Option<Sourced<SecretValue>>, AuthError> {
+    for name in names {
+        let source = source_for(sources, name);
+        match params.get(*name) {
+            None | Some(Value::Null) => continue,
+            Some(Value::String(value)) if value.trim().is_empty() => continue,
+            Some(Value::String(value)) => {
+                return Ok(Some(Sourced::new(SecretValue::new(value), source)));
+            }
+            Some(Value::Object(value)) if value.is_empty() => continue,
+            Some(Value::Object(value)) => {
+                return serde_json::to_string(value)
+                    .map(SecretValue::new)
+                    .map(|value| Sourced::new(value, source))
+                    .map(Some)
+                    .map_err(|error| {
+                        AuthError::Configuration(AuthConfigurationError::InvalidFieldType(format!(
+                            "{}: {error}",
+                            names[0]
+                        )))
+                    });
+            }
+            Some(_) => {
+                return Err(AuthError::Configuration(
+                    AuthConfigurationError::InvalidFieldType(names[0].to_string()),
+                ));
+            }
+        }
+    }
+    Ok(None)
+}
+
+fn source_for(sources: &BTreeMap<String, InputSource>, name: &str) -> InputSource {
+    sources.get(name).copied().unwrap_or_default()
+}
+
+fn optional_string(
+    params: &Map<String, Value>,
+    names: &[&str],
+) -> Result<Option<String>, AuthError> {
+    for name in names {
+        match params.get(*name) {
+            None | Some(Value::Null) => continue,
+            Some(Value::String(value)) if value.trim().is_empty() => continue,
+            Some(Value::String(value)) => return Ok(Some(value.clone())),
+            Some(_) => {
+                return Err(AuthError::Configuration(
+                    AuthConfigurationError::InvalidFieldType(names[0].to_string()),
+                ));
+            }
+        }
+    }
+    Ok(None)
+}
+
+fn non_empty_env(env_lookup: &dyn Fn(&str) -> Option<String>, name: &str) -> Option<String> {
+    env_lookup(name)
+        .map(|value| value.trim().to_string())
+        .filter(|value| !value.is_empty())
+}
+
+fn auth_acquisition_error(error: gcp_auth::Error) -> AuthError {
+    AuthError::VertexTokenAcquisition(error.to_string())
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::atomic::{AtomicUsize, Ordering};
+
+    use serde_json::json;
+
+    use super::*;
+
+    struct FakeProvider {
+        calls: Arc<AtomicUsize>,
+    }
+
+    impl VertexTokenSource for FakeProvider {
+        fn project_id(&self) -> VertexAuthFuture<'_, String> {
+            self.calls.fetch_add(1, Ordering::SeqCst);
+            Box::pin(async { Ok("adc-project".into()) })
+        }
+
+        fn token(&self) -> VertexAuthFuture<'_, String> {
+            self.calls.fetch_add(1, Ordering::SeqCst);
+            Box::pin(async { Ok("adc-token".into()) })
+        }
+    }
+
+    struct FakeLoader {
+        loads: Arc<AtomicUsize>,
+        provider: Arc<dyn VertexTokenSource>,
+    }
+
+    impl VertexProviderLoader for FakeLoader {
+        fn load(
+            &self,
+            _source: CredentialSource,
+        ) -> VertexAuthFuture<'_, Arc<dyn VertexTokenSource>> {
+            let loads = self.loads.clone();
+            let provider = self.provider.clone();
+            Box::pin(async move {
+                loads.fetch_add(1, Ordering::SeqCst);
+                Ok(provider)
+            })
+        }
+    }
+
+    fn config(value: Value) -> VertexConfig {
+        VertexConfig::from_sourced_optional_params(value.as_object().unwrap(), &BTreeMap::new())
+            .unwrap()
+    }
+
+    fn auth(calls: Arc<AtomicUsize>, loads: Arc<AtomicUsize>) -> VertexAuth {
+        let provider: Arc<dyn VertexTokenSource> = Arc::new(FakeProvider { calls });
+        VertexAuth::new(Arc::new(FakeLoader { loads, provider }))
+    }
+
+    #[test]
+    fn config_is_typed_and_secrets_are_redacted() {
+        let config = config(json!({
+            "vertex_credentials":{"private_key":"secret-key"},
+            "vertex_project":"project-1",
+            "vertex_location":"europe-west4"
+        }));
+        assert_eq!(config.project_id(), Some("project-1"));
+        assert_eq!(config.location(), Some("europe-west4"));
+        assert!(!format!("{config:?}").contains("secret-key"));
+        assert!(
+            VertexConfig::from_sourced_optional_params(
+                json!({"vertex_credentials":true}).as_object().unwrap(),
+                &BTreeMap::new()
+            )
+            .is_err()
+        );
+    }
+
+    #[test]
+    fn empty_primary_values_fall_back_to_python_aliases() {
+        let config = config(json!({
+            "vertex_credentials": null,
+            "vertex_ai_credentials": "alias-credentials",
+            "vertex_project": " ",
+            "vertex_ai_project": "alias-project",
+            "vertex_location": null,
+            "vertex_ai_location": "alias-location"
+        }));
+        assert_eq!(
+            config.credentials.as_ref().unwrap().value().expose(),
+            "alias-credentials"
+        );
+        assert_eq!(config.project_id(), Some("alias-project"));
+        assert_eq!(config.location(), Some("alias-location"));
+    }
+
+    #[test]
+    fn project_and_location_prefer_input_then_environment() {
+        let configured =
+            config(json!({"vertex_project":"input-project","vertex_location":"input-location"}));
+        let env = |name: &str| Some(format!("env-{name}"));
+        assert_eq!(
+            get_vertex_ai_project(&configured, &env).as_deref(),
+            Some("input-project")
+        );
+        assert_eq!(
+            get_vertex_ai_location(&configured, &env).as_deref(),
+            Some("input-location")
+        );
+        let empty = VertexConfig::default();
+        assert_eq!(
+            get_vertex_ai_project(&empty, &|_| Some("env-project".into())).as_deref(),
+            Some("env-project")
+        );
+        assert_eq!(
+            get_vertex_ai_location(&empty, &|name| (name == VERTEX_LOCATION_ENV)
+                .then(|| "fallback-location".into()))
+            .as_deref(),
+            Some("fallback-location")
+        );
+    }
+
+    #[test]
+    fn credential_discovery_prefers_input_then_environment_then_adc() {
+        let params = json!({"vertex_credentials":"input-json"});
+        let sources = BTreeMap::from([("vertex_credentials".to_string(), InputSource::Request)]);
+        let configured =
+            VertexConfig::from_sourced_optional_params(params.as_object().unwrap(), &sources)
+                .unwrap();
+        assert!(
+            matches!(credential_source(&configured, &|_| Some("environment-value".into())), CredentialSource::Inline(value) if value.expose() == "input-json")
+        );
+        let empty = VertexConfig::default();
+        assert!(
+            matches!(credential_source(&empty, &|name| (name == VERTEXAI_CREDENTIALS_ENV).then(|| "environment-json".into())), CredentialSource::Trusted(value) if value.expose() == "environment-json")
+        );
+        assert!(
+            matches!(credential_source(&empty, &|name| (name == GOOGLE_APPLICATION_CREDENTIALS_ENV).then(|| "adc.json".into())), CredentialSource::ApplicationCredentials(path) if path == "adc.json")
+        );
+        assert!(matches!(
+            credential_source(&empty, &|_| None),
+            CredentialSource::Adc
+        ));
+        assert_ne!(
+            CredentialSource::Inline(SecretValue::new("same-value")).cache_key(),
+            CredentialSource::Trusted(SecretValue::new("same-value")).cache_key()
+        );
+    }
+
+    #[test]
+    fn request_credentials_require_canonical_token_endpoint() {
+        assert!(
+            validate_request_credentials(r#"{"token_uri":"https://oauth2.googleapis.com/token"}"#)
+                .is_ok()
+        );
+        assert!(matches!(
+            validate_request_credentials(r#"{"token_uri":"http://127.0.0.1/token"}"#),
+            Err(AuthError::Configuration(
+                AuthConfigurationError::RequestVertexTokenEndpoint
+            ))
+        ));
+        assert!(matches!(
+            validate_request_credentials("{}"),
+            Err(AuthError::Configuration(
+                AuthConfigurationError::RequestVertexTokenEndpoint
+            ))
+        ));
+    }
+
+    #[tokio::test]
+    async fn explicit_token_and_header_do_not_acquire_adc() {
+        let loads = Arc::new(AtomicUsize::new(0));
+        let auth = auth(Arc::new(AtomicUsize::new(0)), loads.clone());
+        let configured = config(json!({"vertex_project":"project-1"}));
+        let explicit = auth
+            .validate_environment(Vec::new(), Some("access-token"), &configured, &|_| None)
+            .await
+            .unwrap();
+        assert_eq!(explicit.headers[0].1, "Bearer access-token");
+        let existing = auth
+            .validate_environment(
+                vec![("authorization".into(), "Bearer existing".into())],
+                None,
+                &configured,
+                &|_| None,
+            )
+            .await
+            .unwrap();
+        assert_eq!(existing.headers[0].1, "Bearer existing");
+        assert_eq!(loads.load(Ordering::SeqCst), 0);
+    }
+
+    #[tokio::test]
+    async fn provider_is_reused_across_authentication_calls() {
+        let calls = Arc::new(AtomicUsize::new(0));
+        let loads = Arc::new(AtomicUsize::new(0));
+        let auth = auth(calls.clone(), loads.clone());
+        for _ in 0..2 {
+            let environment = auth
+                .validate_environment(Vec::new(), None, &VertexConfig::default(), &|_| None)
+                .await
+                .unwrap();
+            assert_eq!(environment.project_id, "adc-project");
+            assert_eq!(environment.headers[0].1, "Bearer adc-token");
+        }
+        assert_eq!(loads.load(Ordering::SeqCst), 1);
+        assert_eq!(calls.load(Ordering::SeqCst), 4);
+    }
+}

litellm-rust/crates/core/src/constants.rs

@@ -43,6 +43,23 @@ pub const EMPTY_TEXT_PLACEHOLDER: &str =
     "[System: Empty message content sanitised to satisfy protocol]";
 
 pub const FUNCTION_TRACE_TARGET: &str = "litellm::function_trace";
+
+pub(crate) const MEDIA_CONNECT_TIMEOUT_SECS: u64 = 10;
+
 pub(crate) const OCR_HTTP_TIMEOUT_SECS: u64 = 600;
 pub(crate) const OCR_CONNECT_TIMEOUT_SECS: u64 = 10;
+pub(crate) const OCR_INLINE_MAX_BYTES: usize = 50 * 1024 * 1024;
+pub(crate) const OCR_DOWNLOAD_MAX_BYTES: u64 = 50 * 1024 * 1024;
+pub(crate) const OCR_MAX_FETCH_REDIRECTS: usize = 10;
+pub(crate) const OCR_POLL_TIMEOUT_SECS: u64 = 120;
+pub(crate) const OCR_POLL_RETRY_SECS: u64 = 2;
+pub(crate) const AZURE_DI_API_VERSION: &str = "2024-11-30";
+pub(crate) const AZURE_DI_SUBSCRIPTION_HEADER: &str = "Ocp-Apim-Subscription-Key";
+pub(crate) const AZURE_DI_DEFAULT_DPI: i64 = 96;
+pub(crate) const AZURE_DI_DEFAULT_WIDTH: f64 = 8.5;
+pub(crate) const AZURE_DI_DEFAULT_HEIGHT: f64 = 11.0;
+pub(crate) const REDUCTO_API_BASE: &str = "https://platform.reducto.ai";
+pub(crate) const REDUCTO_API_KEY_ENV: &str = "REDUCTO_API_KEY";
+pub(crate) const REDUCTO_ID_PREFIX: &str = "reducto://";
+pub(crate) const AZURE_AI_OCR_PATH: &str = "/providers/mistral/azure/ocr";
 pub(crate) const MISTRAL_OCR_API_BASE: &str = "https://api.mistral.ai/v1";

litellm-rust/crates/core/src/error.rs

@@ -21,6 +21,18 @@ pub enum Error {
         "Missing {provider} API Key - A call is being made to {provider} but no key is set either in the environment variables or via params"
     )]
     MissingApiKey { provider: &'static str },
+    #[error(
+        "invalid authentication configuration: Missing Azure AI credentials - set AZURE_AI_API_KEY or configure Entra ID"
+    )]
+    MissingAzureAiCredentials,
+    #[error(
+        "invalid authentication configuration: Missing Azure Document Intelligence credentials - set AZURE_DOCUMENT_INTELLIGENCE_API_KEY or configure Entra ID"
+    )]
+    MissingAzureDocumentIntelligenceCredentials,
+    #[error(
+        "Missing REDUCTO_API_KEY - set it in the environment or pass api_key to litellm.ocr()/litellm.aocr()"
+    )]
+    MissingReductoApiKey,
     #[error("upstream request failed with status {status}: {body}")]
     Http { status: u16, body: String },
     #[error("upstream network error: {0}")]
@@ -40,6 +52,28 @@ pub enum Error {
     Unsupported(&'static str),
 }
 
+#[derive(Debug, ThisError)]
+pub(crate) enum MediaError {
+    #[error("media URL rejected by network policy")]
+    BlockedUrl,
+    #[error("media download is disabled")]
+    DownloadDisabled,
+    #[error("media download exceeds the maximum size")]
+    DownloadTooLarge,
+    #[error("too many redirects while fetching media")]
+    TooManyRedirects,
+    #[error("media redirect is missing a Location header")]
+    MissingRedirectLocation,
+    #[error("invalid media redirect")]
+    InvalidRedirect,
+    #[error("media download failed with status {0}")]
+    Http(u16),
+    #[error("media download timed out")]
+    Timeout,
+    #[error("{0}")]
+    Transport(#[from] TransportError),
+}
+
 #[derive(Clone, Debug, ThisError, PartialEq, Eq)]
 pub enum TransportError {
     #[error("upstream request failed with status {status}: {body}")]
@@ -93,6 +127,15 @@ impl From<TransportError> for Error {
     }
 }
 
+impl From<crate::AuthError> for Error {
+    fn from(error: crate::AuthError) -> Self {
+        match error {
+            crate::AuthError::MissingApiKey { provider } => Self::MissingApiKey { provider },
+            error => Self::Auth(error.to_string()),
+        }
+    }
+}
+
 pub fn json_type_name(value: &serde_json::Value) -> &'static str {
     match value {
         serde_json::Value::Null => "null",
@@ -108,6 +151,14 @@ pub fn json_type_name(value: &serde_json::Value) -> &'static str {
 mod transport_tests {
     use super::*;
 
+    #[test]
+    fn missing_auth_key_preserves_provider_in_public_error() {
+        assert_eq!(
+            Error::from(crate::AuthError::MissingApiKey { provider: "Vertex" }),
+            Error::MissingApiKey { provider: "Vertex" }
+        );
+    }
+
     #[tokio::test]
     async fn transport_errors_remove_urls_and_keep_dispatch_context() {
         let error = reqwest::Client::builder()

litellm-rust/crates/core/src/lib.rs

@@ -1,10 +1,12 @@
 pub mod audio_transcription;
+pub mod auth;
 pub mod caching;
 pub mod call_lifecycle;
 pub mod chat_completions;
 pub mod constants;
 pub mod error;
 pub mod http_utils;
+mod media;
 pub mod messages;
 #[cfg(any(feature = "observability", test))]
 pub mod observability;
@@ -16,4 +18,5 @@ pub mod router;
 pub mod routing_utils;
 mod url_utils;
 
+pub use auth::AuthError;
 pub use error::Error;

litellm-rust/crates/core/src/media.rs

@@ -0,0 +1,528 @@
+use std::future::Future;
+use std::io;
+use std::net::{IpAddr, SocketAddr};
+use std::pin::Pin;
+use std::sync::Arc;
+use std::time::Duration;
+
+use reqwest::Url;
+use reqwest::dns::{Addrs, Name, Resolve, Resolving};
+
+use crate::constants::MEDIA_CONNECT_TIMEOUT_SECS;
+use crate::error::{MediaError, TransportError};
+
+#[derive(Clone)]
+pub(crate) struct MediaFetcher {
+    client: reqwest::Client,
+    address_resolver: Arc<dyn AddressResolver>,
+    allow_private_network: bool,
+}
+
+type AddressResolution<'a> = Pin<Box<dyn Future<Output = io::Result<Vec<SocketAddr>>> + Send + 'a>>;
+
+trait AddressResolver: Send + Sync {
+    fn resolve<'a>(&'a self, host: &'a str, port: u16) -> AddressResolution<'a>;
+}
+
+#[derive(Clone, Copy)]
+pub(crate) struct DownloadPolicy {
+    pub(crate) timeout: Duration,
+    pub(crate) max_bytes: u64,
+    pub(crate) max_redirects: usize,
+}
+
+#[derive(Debug)]
+pub(crate) struct DownloadedMedia {
+    pub(crate) bytes: Vec<u8>,
+    pub(crate) content_type: String,
+}
+
+impl MediaFetcher {
+    pub(crate) fn new() -> Result<Self, reqwest::Error> {
+        Self::with_resolvers(Arc::new(PublicDnsResolver), Arc::new(SystemAddressResolver))
+    }
+
+    fn with_resolvers<R>(
+        transport_resolver: Arc<R>,
+        address_resolver: Arc<dyn AddressResolver>,
+    ) -> Result<Self, reqwest::Error>
+    where
+        R: Resolve + 'static,
+    {
+        let client = reqwest::Client::builder()
+            .connect_timeout(Duration::from_secs(MEDIA_CONNECT_TIMEOUT_SECS))
+            .redirect(reqwest::redirect::Policy::none())
+            .no_proxy()
+            .dns_resolver(transport_resolver)
+            .build()?;
+        Ok(Self {
+            client,
+            address_resolver,
+            allow_private_network: false,
+        })
+    }
+
+    #[cfg(test)]
+    pub(crate) fn for_test(client: reqwest::Client) -> Self {
+        Self {
+            client,
+            address_resolver: Arc::new(AllowPrivateResolver),
+            allow_private_network: true,
+        }
+    }
+
+    pub(crate) async fn fetch(
+        &self,
+        url: Url,
+        policy: DownloadPolicy,
+    ) -> Result<DownloadedMedia, MediaError> {
+        if policy.max_bytes == 0 {
+            return Err(MediaError::DownloadDisabled);
+        }
+        tokio::time::timeout(policy.timeout, self.fetch_before_deadline(url, policy))
+            .await
+            .map_err(|_| MediaError::Timeout)?
+    }
+
+    async fn fetch_before_deadline(
+        &self,
+        mut url: Url,
+        policy: DownloadPolicy,
+    ) -> Result<DownloadedMedia, MediaError> {
+        let mut redirects_followed = 0;
+        loop {
+            self.validate_url(&url).await?;
+            let mut response = self
+                .client
+                .get(url.clone())
+                .send()
+                .await
+                .map_err(TransportError::from)?;
+            if response.status().is_redirection() {
+                if redirects_followed == policy.max_redirects {
+                    return Err(MediaError::TooManyRedirects);
+                }
+                let location = response
+                    .headers()
+                    .get(reqwest::header::LOCATION)
+                    .and_then(|value| value.to_str().ok())
+                    .ok_or(MediaError::MissingRedirectLocation)?;
+                url = url
+                    .join(location)
+                    .map_err(|_| MediaError::InvalidRedirect)?;
+                redirects_followed += 1;
+                continue;
+            }
+            if !response.status().is_success() {
+                return Err(MediaError::Http(response.status().as_u16()));
+            }
+            enforce_download_size(response.content_length().unwrap_or(0), policy.max_bytes)?;
+            let content_type = response
+                .headers()
+                .get(reqwest::header::CONTENT_TYPE)
+                .and_then(|value| value.to_str().ok())
+                .and_then(|value| value.split(';').next())
+                .map(str::trim)
+                .filter(|value| !value.is_empty())
+                .unwrap_or("application/octet-stream")
+                .to_string();
+            let mut bytes = Vec::new();
+            while let Some(chunk) = response.chunk().await.map_err(TransportError::from)? {
+                enforce_download_size(bytes.len() as u64 + chunk.len() as u64, policy.max_bytes)?;
+                bytes.extend_from_slice(&chunk);
+            }
+            return Ok(DownloadedMedia {
+                bytes,
+                content_type,
+            });
+        }
+    }
+
+    async fn validate_url(&self, url: &Url) -> Result<(), MediaError> {
+        if !matches!(url.scheme(), "http" | "https")
+            || !url.username().is_empty()
+            || url.password().is_some()
+        {
+            return Err(MediaError::BlockedUrl);
+        }
+        let host = url.host_str().ok_or(MediaError::BlockedUrl)?;
+        if self.allow_private_network {
+            return Ok(());
+        }
+        if let Ok(ip) = host.parse::<IpAddr>() {
+            return (!is_blocked_ip(ip))
+                .then_some(())
+                .ok_or(MediaError::BlockedUrl);
+        }
+        let port = url.port_or_known_default().ok_or(MediaError::BlockedUrl)?;
+        let addresses = self
+            .address_resolver
+            .resolve(host, port)
+            .await
+            .map_err(|error| TransportError::Network(error.to_string()))?;
+        validate_addresses(&addresses)
+    }
+}
+
+fn enforce_download_size(length: u64, max_bytes: u64) -> Result<(), MediaError> {
+    if length > max_bytes {
+        return Err(MediaError::DownloadTooLarge);
+    }
+    Ok(())
+}
+
+fn validate_addresses(addresses: &[SocketAddr]) -> Result<(), MediaError> {
+    if addresses.is_empty() || addresses.iter().any(|address| is_blocked_ip(address.ip())) {
+        return Err(MediaError::BlockedUrl);
+    }
+    Ok(())
+}
+
+fn is_blocked_ip(ip: IpAddr) -> bool {
+    match ip {
+        IpAddr::V4(ip) => {
+            let [first, second, third, _] = ip.octets();
+            first == 0
+                || first == 10
+                || first == 127
+                || (first == 100 && (64..=127).contains(&second))
+                || (first == 169 && second == 254)
+                || (first == 172 && (16..=31).contains(&second))
+                || (first == 192 && second == 0 && (third == 0 || third == 2))
+                || (first == 192 && second == 168)
+                || (first == 192 && second == 88 && third == 99)
+                || (first == 198 && (second == 18 || second == 19))
+                || (first == 198 && second == 51 && third == 100)
+                || (first == 203 && second == 0 && third == 113)
+                || first >= 224
+        }
+        IpAddr::V6(ip) => {
+            let segments = ip.segments();
+            ip.is_loopback()
+                || ip.is_unspecified()
+                || ip.is_multicast()
+                || (segments[0] & 0xfe00) == 0xfc00
+                || (segments[0] & 0xffc0) == 0xfe80
+                || (segments[0] & 0xffc0) == 0xfec0
+                || (segments[0] == 0x2001 && segments[1] == 0x0db8)
+                || ip
+                    .to_ipv4_mapped()
+                    .or_else(|| ip.to_ipv4())
+                    .map(|ipv4| is_blocked_ip(IpAddr::V4(ipv4)))
+                    .unwrap_or(false)
+        }
+    }
+}
+
+#[derive(Default)]
+struct PublicDnsResolver;
+
+struct SystemAddressResolver;
+
+impl AddressResolver for SystemAddressResolver {
+    fn resolve<'a>(&'a self, host: &'a str, port: u16) -> AddressResolution<'a> {
+        Box::pin(async move {
+            Ok(tokio::net::lookup_host((host, port))
+                .await?
+                .collect::<Vec<_>>())
+        })
+    }
+}
+
+#[cfg(test)]
+struct AllowPrivateResolver;
+
+#[cfg(test)]
+impl AddressResolver for AllowPrivateResolver {
+    fn resolve<'a>(&'a self, _host: &'a str, port: u16) -> AddressResolution<'a> {
+        Box::pin(async move { Ok(vec![SocketAddr::from(([8, 8, 8, 8], port))]) })
+    }
+}
+
+impl Resolve for PublicDnsResolver {
+    fn resolve(&self, name: Name) -> Resolving {
+        let host = name.as_str().to_string();
+        Box::pin(async move {
+            let addresses = tokio::net::lookup_host((host.as_str(), 0))
+                .await
+                .map_err(|error| Box::new(error) as Box<dyn std::error::Error + Send + Sync>)?
+                .collect::<Vec<_>>();
+            validate_addresses(&addresses).map_err(|_| {
+                Box::new(io::Error::other("destination rejected by network policy"))
+                    as Box<dyn std::error::Error + Send + Sync>
+            })?;
+            Ok(Box::new(addresses.into_iter()) as Addrs)
+        })
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use std::collections::HashSet;
+    use tokio::io::{AsyncReadExt, AsyncWriteExt};
+    use tokio::net::TcpListener;
+
+    async fn serve(response: &'static [u8]) -> (Url, tokio::task::JoinHandle<()>) {
+        let listener = TcpListener::bind("127.0.0.1:0")
+            .await
+            .expect("test listener binds");
+        let address = listener.local_addr().expect("listener has address");
+        let task = tokio::spawn(async move {
+            let (mut socket, _) = listener.accept().await.expect("accepts request");
+            let mut request = [0_u8; 1024];
+            let bytes_read = socket.read(&mut request).await.expect("reads request");
+            assert!(bytes_read > 0);
+            socket.write_all(response).await.expect("writes response");
+        });
+        (
+            Url::parse(&format!("http://{address}/document")).expect("valid test URL"),
+            task,
+        )
+    }
+
+    async fn serve_named(
+        host: &str,
+        responses: Vec<&'static [u8]>,
+    ) -> (Url, tokio::task::JoinHandle<Vec<String>>, SocketAddr) {
+        let listener = TcpListener::bind("127.0.0.1:0")
+            .await
+            .expect("test listener binds");
+        let address = listener.local_addr().expect("listener has address");
+        let task = tokio::spawn(async move {
+            let mut requests = Vec::with_capacity(responses.len());
+            for response in responses {
+                let (mut socket, _) = listener.accept().await.expect("accepts request");
+                let mut request = [0_u8; 4096];
+                let bytes_read = socket.read(&mut request).await.expect("reads request");
+                requests.push(String::from_utf8_lossy(&request[..bytes_read]).into_owned());
+                socket.write_all(response).await.expect("writes response");
+            }
+            requests
+        });
+        (
+            Url::parse(&format!("http://{host}:{}/document", address.port()))
+                .expect("valid test URL"),
+            task,
+            address,
+        )
+    }
+
+    struct LoopbackDnsResolver(SocketAddr);
+
+    impl Resolve for LoopbackDnsResolver {
+        fn resolve(&self, _name: Name) -> Resolving {
+            let address = self.0;
+            Box::pin(async move { Ok(Box::new(vec![address].into_iter()) as Addrs) })
+        }
+    }
+
+    struct TestAddressResolver {
+        blocked_hosts: HashSet<&'static str>,
+    }
+
+    impl AddressResolver for TestAddressResolver {
+        fn resolve<'a>(&'a self, host: &'a str, port: u16) -> AddressResolution<'a> {
+            let blocked = self.blocked_hosts.contains(host);
+            Box::pin(async move {
+                let ip = if blocked {
+                    IpAddr::from([127, 0, 0, 1])
+                } else {
+                    IpAddr::from([8, 8, 8, 8])
+                };
+                Ok(vec![SocketAddr::new(ip, port)])
+            })
+        }
+    }
+
+    fn policy_checked_fetcher(
+        address: SocketAddr,
+        blocked_hosts: HashSet<&'static str>,
+    ) -> MediaFetcher {
+        MediaFetcher::with_resolvers(
+            Arc::new(LoopbackDnsResolver(address)),
+            Arc::new(TestAddressResolver { blocked_hosts }),
+        )
+        .expect("test fetcher builds")
+    }
+
+    fn policy(max_bytes: u64, max_redirects: usize) -> DownloadPolicy {
+        DownloadPolicy {
+            timeout: Duration::from_secs(1),
+            max_bytes,
+            max_redirects,
+        }
+    }
+
+    #[test]
+    fn blocks_non_public_addresses() {
+        for address in [
+            "0.0.0.1",
+            "10.0.0.1",
+            "100.64.0.1",
+            "127.0.0.1",
+            "169.254.1.1",
+            "172.16.0.1",
+            "192.168.0.1",
+            "198.18.0.1",
+            "198.51.100.1",
+            "203.0.113.1",
+            "224.0.0.1",
+            "::1",
+            "fc00::1",
+            "fe80::1",
+            "2001:db8::1",
+            "::ffff:127.0.0.1",
+        ] {
+            assert!(is_blocked_ip(address.parse().expect("valid test address")));
+        }
+        assert!(!is_blocked_ip(
+            "8.8.8.8".parse().expect("valid public address")
+        ));
+    }
+
+    #[tokio::test]
+    async fn fetches_exact_limit_and_normalizes_content_type() {
+        let (url, server) = serve(
+            b"HTTP/1.1 200 OK\r\nContent-Type: application/pdf; charset=binary\r\nContent-Length: 3\r\nConnection: close\r\n\r\nabc",
+        )
+        .await;
+        let client = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .expect("test client builds");
+        let media = MediaFetcher::for_test(client)
+            .fetch(url, policy(3, 0))
+            .await
+            .expect("download succeeds at exact limit");
+        server.await.expect("server completes");
+        assert_eq!(media.bytes, b"abc");
+        assert_eq!(media.content_type, "application/pdf");
+    }
+
+    #[tokio::test]
+    async fn rejects_declared_oversize_body() {
+        let (url, server) = serve(
+            b"HTTP/1.1 200 OK\r\nContent-Type: application/pdf\r\nContent-Length: 3\r\nConnection: close\r\n\r\nabc",
+        )
+        .await;
+        let client = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .expect("test client builds");
+        let error = MediaFetcher::for_test(client)
+            .fetch(url, policy(2, 0))
+            .await
+            .expect_err("oversize body is rejected");
+        server.await.expect("server completes");
+        assert!(matches!(error, MediaError::DownloadTooLarge));
+    }
+
+    #[tokio::test]
+    async fn rejects_streamed_oversize_body() {
+        let (url, server) = serve(
+            b"HTTP/1.1 200 OK\r\nTransfer-Encoding: chunked\r\nConnection: close\r\n\r\n2\r\nab\r\n2\r\ncd\r\n0\r\n\r\n",
+        )
+        .await;
+        let client = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .expect("test client builds");
+        let error = MediaFetcher::for_test(client)
+            .fetch(url, policy(3, 0))
+            .await
+            .expect_err("stream crossing limit is rejected");
+        server.await.expect("server completes");
+        assert!(matches!(error, MediaError::DownloadTooLarge));
+    }
+
+    #[tokio::test]
+    async fn follows_allowed_redirects_and_revalidates_each_destination() {
+        let (url, server, address) = serve_named(
+            "public.test",
+            vec![
+                b"HTTP/1.1 302 Found\r\nLocation: /final\r\nContent-Length: 0\r\n\r\n",
+                b"HTTP/1.1 200 OK\r\nContent-Type: text/plain\r\nContent-Length: 2\r\nConnection: close\r\n\r\nok",
+            ],
+        )
+        .await;
+        let media = policy_checked_fetcher(address, HashSet::new())
+            .fetch(url, policy(2, 1))
+            .await
+            .expect("redirected fetch succeeds");
+        let requests = server.await.expect("server completes");
+        assert_eq!(requests.len(), 2);
+        assert!(requests[1].starts_with("GET /final "));
+        assert_eq!(media.bytes, b"ok");
+    }
+
+    #[tokio::test]
+    async fn blocks_redirected_private_destination_before_second_request() {
+        let (url, server, address) = serve_named(
+            "public.test",
+            vec![b"HTTP/1.1 302 Found\r\nLocation: http://blocked.test/document\r\nContent-Length: 0\r\n\r\n"],
+        )
+        .await;
+        let error = policy_checked_fetcher(address, HashSet::from(["blocked.test"]))
+            .fetch(url, policy(10, 1))
+            .await
+            .expect_err("private redirect is rejected");
+        let requests = server.await.expect("server completes");
+        assert_eq!(requests.len(), 1);
+        assert!(matches!(error, MediaError::BlockedUrl));
+    }
+
+    #[tokio::test]
+    async fn enforces_total_timeout() {
+        let listener = TcpListener::bind("127.0.0.1:0")
+            .await
+            .expect("test listener binds");
+        let address = listener.local_addr().expect("listener has address");
+        let server = tokio::spawn(async move {
+            let (_socket, _) = listener.accept().await.expect("accepts request");
+            tokio::time::sleep(Duration::from_millis(100)).await;
+        });
+        let url = Url::parse(&format!("http://public.test:{}/document", address.port()))
+            .expect("valid test URL");
+        let error = policy_checked_fetcher(address, HashSet::new())
+            .fetch(
+                url,
+                DownloadPolicy {
+                    timeout: Duration::from_millis(20),
+                    max_bytes: 10,
+                    max_redirects: 0,
+                },
+            )
+            .await
+            .expect_err("fetch times out");
+        server.await.expect("server completes");
+        assert!(matches!(error, MediaError::Timeout));
+    }
+
+    #[tokio::test]
+    async fn document_client_does_not_send_ambient_credentials() {
+        let (url, server, address) = serve_named(
+            "public.test",
+            vec![b"HTTP/1.1 200 OK\r\nContent-Length: 2\r\nConnection: close\r\n\r\nok"],
+        )
+        .await;
+        policy_checked_fetcher(address, HashSet::new())
+            .fetch(url, policy(2, 0))
+            .await
+            .expect("fetch succeeds");
+        let requests = server.await.expect("server completes");
+        assert!(!requests[0].to_ascii_lowercase().contains("authorization:"));
+        assert!(!requests[0].to_ascii_lowercase().contains("api-key:"));
+    }
+
+    #[tokio::test]
+    async fn rejects_url_credentials_before_network_access() {
+        let fetcher = MediaFetcher::new().expect("media fetcher builds");
+        let url =
+            Url::parse("https://user:password@8.8.8.8/document").expect("credentialed URL parses");
+        assert!(matches!(
+            fetcher.validate_url(&url).await,
+            Err(MediaError::BlockedUrl)
+        ));
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/mod.rs

@@ -0,0 +1,214 @@
+use super::super::OcrAdapter;
+use crate::Error;
+use crate::auth::{InputSource, Sourced};
+use crate::constants::{AZURE_DI_API_VERSION, AZURE_DI_SUBSCRIPTION_HEADER};
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::document_intelligence::{
+    self, AzureDocumentIntelligenceOperation, DocumentIntelligenceParams,
+};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{credential_env, transform_request_body};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrConnection, OcrResponseFormat};
+use crate::ocr::wire::DecodedOcrResponse;
+use crate::providers::azure_ai::auth::AzureAuthInputs;
+use crate::url_utils::ApiUrl;
+
+mod polling;
+
+const AZURE_DI_API_KEY_ENV: &str = "AZURE_DOCUMENT_INTELLIGENCE_API_KEY";
+const AZURE_DI_ENDPOINT_ENV: &str = "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT";
+
+#[derive(Clone, Debug)]
+pub(crate) struct AzureDocumentIntelligenceAdapter;
+
+impl OcrAdapter for AzureDocumentIntelligenceAdapter {
+    type ProviderResponse = AzureDocumentIntelligenceOperation;
+    const PROVIDER: OcrProvider = OcrProvider::AzureAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let params = map_ocr_params(request)?;
+        let config = AzureAuthInputs::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        let headers = validate_environment(&request.connection, &config, &credential_env).await?;
+        let endpoint = nonblank(request.connection.api_base.clone())
+            .or_else(|| nonblank(credential_env(AZURE_DI_ENDPOINT_ENV)))
+            .ok_or_else(|| Error::Auth("Missing Azure Document Intelligence API Base - Set AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT or pass api_base".into()))?;
+        let url = get_complete_url(&endpoint, &request.model, &params)?;
+        let body = document_intelligence::transform_ocr_request(request.document.clone())?;
+        transform_request_body(client, request, &url, &headers, body, |_| Ok(())).await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        document_intelligence::transform_ocr_response(&request.model, response)
+    }
+
+    async fn read_response(
+        &self,
+        client: &OcrClient,
+        response: reqwest::Response,
+        url: &str,
+        headers: &[(String, String)],
+        request: &LiteLLMOcrRequest,
+    ) -> Result<DecodedOcrResponse<Self::ProviderResponse>, OcrError> {
+        polling::read_operation_response(
+            client.polling_http(),
+            response,
+            url,
+            headers,
+            &request.connection,
+            request.response_format()? == OcrResponseFormat::Native,
+        )
+        .await
+    }
+}
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+fn map_ocr_params(
+    request: &LiteLLMOcrRequest,
+) -> Result<DocumentIntelligenceParams, OcrRequestError> {
+    let params = document_intelligence::decode_input_params(
+        request.optional_params.clone(),
+        "optional_params",
+    )?;
+    let crate::ocr::prepare::ParsedProviderParams {
+        known: params,
+        extra_params: _extra_params,
+    } = params;
+    document_intelligence::map_ocr_params(params)
+}
+
+fn get_complete_url(
+    endpoint: &str,
+    model: &str,
+    params: &DocumentIntelligenceParams,
+) -> Result<String, OcrError> {
+    let model = format!("{}:analyze", model_id(model)?);
+    ApiUrl::parse(endpoint)
+        .and_then(|url| url.complete_path(&["documentintelligence", "documentModels", &model]))
+        .map(|url| {
+            url.append_query_pairs(
+                [("api-version", AZURE_DI_API_VERSION)]
+                    .into_iter()
+                    .chain(params.pages.iter().map(|pages| ("pages", pages.as_str())))
+                    .chain(
+                        params
+                            .features
+                            .iter()
+                            .map(|features| ("features", features.as_str())),
+                    ),
+            )
+            .into_string()
+        })
+        .map_err(|_| OcrRequestError::RequestField {
+            path: "api_base".into(),
+        })
+        .map_err(OcrError::from)
+}
+
+async fn validate_environment(
+    connection: &OcrConnection,
+    config: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Vec<(String, String)>, OcrError> {
+    if crate::http_utils::has_header(&connection.extra_headers, "authorization")
+        || crate::http_utils::has_header(&connection.extra_headers, AZURE_DI_SUBSCRIPTION_HEADER)
+    {
+        super::validate_destination(connection, connection.extra_headers_source)?;
+        return Ok(connection.extra_headers.clone());
+    }
+    let key = nonblank(connection.api_key.clone())
+        .map(|value| Sourced::new(value, connection.api_key_source))
+        .or_else(|| {
+            nonblank(env_lookup(AZURE_DI_API_KEY_ENV))
+                .map(|value| Sourced::new(value, InputSource::Environment))
+        });
+    if let Some(key) = key {
+        super::validate_destination(connection, key.source())?;
+        return Ok(
+            std::iter::once((AZURE_DI_SUBSCRIPTION_HEADER.into(), key.into_value()))
+                .chain(connection.extra_headers.clone())
+                .collect(),
+        );
+    }
+    let token = super::resolve_entra(config, env_lookup)
+        .await?
+        .ok_or(Error::MissingAzureDocumentIntelligenceCredentials)?;
+    super::validate_destination(connection, token.source())?;
+    Ok(
+        std::iter::once(("Authorization".into(), format!("Bearer {}", token.value())))
+            .chain(connection.extra_headers.clone())
+            .collect(),
+    )
+}
+
+fn model_id(model: &str) -> Result<&str, OcrRequestError> {
+    let model = model.rsplit('/').next().unwrap_or(model);
+    if matches!(model, "." | "..") {
+        return Err(OcrRequestError::DotModel);
+    }
+    Ok(model)
+}
+
+fn nonblank(value: Option<String>) -> Option<String> {
+    value
+        .map(|value| value.trim().to_string())
+        .filter(|value| !value.is_empty())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[tokio::test]
+    async fn request_endpoint_cannot_receive_environment_key() {
+        let connection = OcrConnection {
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let error = validate_environment(&connection, &Default::default(), &|name| {
+            (name == AZURE_DI_API_KEY_ENV).then(|| "environment-key".into())
+        })
+        .await
+        .unwrap_err();
+
+        assert!(
+            error
+                .to_string()
+                .contains("request-controlled Azure endpoint")
+        );
+    }
+
+    #[tokio::test]
+    async fn request_endpoint_accepts_request_owned_key() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            api_key_source: InputSource::Request,
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let headers = validate_environment(&connection, &Default::default(), &|_| None)
+            .await
+            .unwrap();
+
+        assert_eq!(
+            headers[0],
+            (AZURE_DI_SUBSCRIPTION_HEADER.into(), "request-key".into())
+        );
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/polling.rs

@@ -0,0 +1,100 @@
+use std::time::Duration;
+
+use reqwest::Url;
+use tokio::time::Instant;
+
+use crate::constants::{AZURE_DI_SUBSCRIPTION_HEADER, OCR_POLL_RETRY_SECS};
+use crate::ocr::client::read_json_response;
+use crate::ocr::codecs::document_intelligence::{
+    AzureDocumentIntelligenceOperation, OperationStatus,
+};
+use crate::ocr::error::{OcrError, OcrPollingError, OcrResponseError};
+use crate::ocr::types::OcrConnection;
+use crate::ocr::wire::DecodedOcrResponse;
+
+pub(super) async fn read_operation_response(
+    http_client: &reqwest::Client,
+    response: reqwest::Response,
+    original_url: &str,
+    headers: &[(String, String)],
+    connection: &OcrConnection,
+    native: bool,
+) -> Result<DecodedOcrResponse<AzureDocumentIntelligenceOperation>, OcrError> {
+    if response.status() != reqwest::StatusCode::ACCEPTED {
+        return read_json_response(response, native).await;
+    }
+    let location = response
+        .headers()
+        .get("operation-location")
+        .and_then(|value| value.to_str().ok())
+        .ok_or(OcrPollingError::PollLocation)?;
+    let original = Url::parse(original_url).map_err(|_| OcrPollingError::PollOrigin)?;
+    let operation = Url::parse(location).map_err(|_| OcrPollingError::PollOrigin)?;
+    if original.origin() != operation.origin()
+        || !operation.username().is_empty()
+        || operation.password().is_some()
+    {
+        return Err(OcrPollingError::PollOrigin.into());
+    }
+    poll_operation(http_client, operation, headers, connection, native).await
+}
+
+async fn poll_operation(
+    http_client: &reqwest::Client,
+    url: Url,
+    headers: &[(String, String)],
+    connection: &OcrConnection,
+    native: bool,
+) -> Result<DecodedOcrResponse<AzureDocumentIntelligenceOperation>, OcrError> {
+    let deadline = Instant::now()
+        .checked_add(connection.poll_timeout)
+        .ok_or(OcrPollingError::PollTimeout)?;
+    loop {
+        let remaining = deadline
+            .checked_duration_since(Instant::now())
+            .filter(|remaining| !remaining.is_zero())
+            .ok_or(OcrPollingError::PollTimeout)?;
+        let builder = http_client
+            .get(url.clone())
+            .timeout(remaining.min(connection.timeout));
+        let builder = crate::http_utils::with_headers(
+            builder,
+            headers,
+            crate::http_utils::HeaderPolicy::Only(&[AZURE_DI_SUBSCRIPTION_HEADER, "authorization"]),
+        );
+        let response = tokio::time::timeout_at(deadline, crate::http_utils::http_request(builder))
+            .await
+            .map_err(|_| OcrPollingError::PollTimeout)?
+            .map_err(crate::error::TransportError::from)?;
+        let retry = response
+            .headers()
+            .get(reqwest::header::RETRY_AFTER)
+            .and_then(|value| value.to_str().ok())
+            .and_then(|value| value.parse::<u64>().ok())
+            .unwrap_or(OCR_POLL_RETRY_SECS)
+            .max(1);
+        let decoded = tokio::time::timeout_at(
+            deadline,
+            read_json_response::<AzureDocumentIntelligenceOperation>(response, native),
+        )
+        .await
+        .map_err(|_| OcrPollingError::PollTimeout)??;
+        match &decoded.data.status {
+            Some(OperationStatus::Succeeded) => return Ok(decoded),
+            Some(OperationStatus::Running | OperationStatus::NotStarted) => {
+                tokio::time::timeout_at(deadline, tokio::time::sleep(Duration::from_secs(retry)))
+                    .await
+                    .map_err(|_| OcrPollingError::PollTimeout)?;
+            }
+            status => {
+                return Err(OcrResponseError::OperationStatus(
+                    status
+                        .as_ref()
+                        .map(ToString::to_string)
+                        .unwrap_or_else(|| "None".into()),
+                )
+                .into());
+            }
+        }
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/azure/mistral.rs

@@ -0,0 +1,217 @@
+use super::super::OcrAdapter;
+use crate::Error;
+use crate::auth::{InputSource, Sourced};
+use crate::constants::AZURE_AI_OCR_PATH;
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::mistral::{self, MistralOcrParams, MistralOcrResponse};
+use crate::ocr::document::{inline_remote_document, validate_inline_document};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, credential_env, transform_request_body,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrConnection};
+use crate::providers::azure_ai::auth::AzureAuthInputs;
+use crate::url_utils::ApiUrl;
+
+const AZURE_AI_API_KEY_ENV: &str = "AZURE_AI_API_KEY";
+const AZURE_AI_API_BASE_ENV: &str = "AZURE_AI_API_BASE";
+
+#[derive(Clone, Debug)]
+pub(crate) struct AzureMistralAdapter;
+
+impl OcrAdapter for AzureMistralAdapter {
+    type ProviderResponse = MistralOcrResponse;
+    const PROVIDER: OcrProvider = OcrProvider::AzureAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let ParsedProviderParams {
+            known: params,
+            extra_params: _extra_params,
+        } = _prepare_ocr_request::<MistralOcrParams>(request)?;
+        let config = AzureAuthInputs::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        let headers = validate_environment(&request.connection, &config, &credential_env).await?;
+        let url = get_complete_url(request.connection.api_base.as_deref(), &credential_env)?;
+        let document = inline_remote_document(
+            client.document_fetcher(),
+            request.document.clone(),
+            &request.connection,
+        )
+        .await?;
+        let body = mistral::transform_ocr_request(&request.model, document, &params)?;
+        transform_request_body(client, request, &url, &headers, body, |body| {
+            validate_inline_document(&body.document)
+        })
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        mistral::transform_ocr_response(&request.model, response)
+    }
+}
+
+fn get_complete_url(
+    api_base: Option<&str>,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<String, OcrError> {
+    let base = nonblank(api_base.map(str::to_string))
+        .or_else(|| nonblank(env_lookup(AZURE_AI_API_BASE_ENV)))
+        .ok_or_else(|| Error::Auth(
+            "Missing Azure AI API Base - Set AZURE_AI_API_BASE environment variable or pass api_base parameter".into(),
+        ))?;
+    let path: Vec<&str> = AZURE_AI_OCR_PATH.trim_matches('/').split('/').collect();
+    ApiUrl::parse(&base)
+        .and_then(|url| url.complete_path(&path))
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+async fn validate_environment(
+    connection: &OcrConnection,
+    config: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Vec<(String, String)>, OcrError> {
+    if crate::http_utils::has_header(&connection.extra_headers, "authorization") {
+        super::validate_destination(connection, connection.extra_headers_source)?;
+        return Ok(connection.extra_headers.clone());
+    }
+    let key = nonblank(connection.api_key.clone())
+        .map(|value| Sourced::new(value, connection.api_key_source))
+        .or_else(|| {
+            nonblank(env_lookup(AZURE_AI_API_KEY_ENV))
+                .map(|value| Sourced::new(value, InputSource::Environment))
+        });
+    if let Some(key) = key {
+        super::validate_destination(connection, key.source())?;
+        return Ok(bearer_headers(connection, key.value()));
+    }
+    let key = super::resolve_entra(config, env_lookup)
+        .await?
+        .ok_or(Error::MissingAzureAiCredentials)?;
+    super::validate_destination(connection, key.source())?;
+    Ok(bearer_headers(connection, key.value()))
+}
+
+fn bearer_headers(connection: &OcrConnection, key: &str) -> Vec<(String, String)> {
+    std::iter::once(("Authorization".into(), format!("Bearer {key}")))
+        .chain(connection.extra_headers.clone())
+        .collect()
+}
+
+fn nonblank(value: Option<String>) -> Option<String> {
+    value
+        .map(|value| value.trim().to_string())
+        .filter(|value| !value.is_empty())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn completes_azure_path_and_preserves_query() {
+        assert_eq!(
+            get_complete_url(Some("https://example.com/?tenant=a"), &|_| None).unwrap(),
+            "https://example.com/providers/mistral/azure/ocr?tenant=a"
+        );
+        assert_eq!(
+            get_complete_url(
+                Some("https://example.com/providers/mistral/azure/ocr"),
+                &|_| None
+            )
+            .unwrap(),
+            "https://example.com/providers/mistral/azure/ocr"
+        );
+    }
+
+    #[tokio::test]
+    async fn supplied_authorization_precedes_keys() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            extra_headers: vec![("authorization".into(), "Bearer prepared".into())],
+            ..Default::default()
+        };
+        assert_eq!(
+            validate_environment(&connection, &Default::default(), &|_| {
+                Some("environment-key".into())
+            })
+            .await
+            .unwrap(),
+            connection.extra_headers
+        );
+    }
+
+    #[tokio::test]
+    async fn request_key_precedes_environment_key() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            ..Default::default()
+        };
+        assert_eq!(
+            validate_environment(&connection, &Default::default(), &|_| {
+                Some("environment-key".into())
+            })
+            .await
+            .unwrap()[0],
+            ("Authorization".into(), "Bearer request-key".into())
+        );
+    }
+
+    #[tokio::test]
+    async fn request_endpoint_cannot_receive_environment_key() {
+        let connection = OcrConnection {
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let error = validate_environment(&connection, &Default::default(), &|name| {
+            (name == AZURE_AI_API_KEY_ENV).then(|| "environment-key".into())
+        })
+        .await
+        .unwrap_err();
+
+        assert!(
+            error
+                .to_string()
+                .contains("request-controlled Azure endpoint")
+        );
+    }
+
+    #[tokio::test]
+    async fn request_endpoint_accepts_request_owned_key() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            api_key_source: InputSource::Request,
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let headers = validate_environment(&connection, &Default::default(), &|_| None)
+            .await
+            .unwrap();
+
+        assert_eq!(
+            headers[0],
+            ("Authorization".into(), "Bearer request-key".into())
+        );
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/azure/mod.rs

@@ -0,0 +1,49 @@
+mod document_intelligence;
+mod mistral;
+
+use std::sync::OnceLock;
+
+use crate::Error;
+use crate::auth::error::AuthConfigurationError;
+use crate::auth::{InputSource, Sourced};
+use crate::ocr::error::OcrError;
+use crate::ocr::types::OcrConnection;
+use crate::providers::azure_ai::auth::{AzureAuthInputs, AzureAuthService};
+
+pub(crate) use document_intelligence::AzureDocumentIntelligenceAdapter;
+pub(crate) use mistral::AzureMistralAdapter;
+
+async fn resolve_entra(
+    config: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Option<Sourced<String>>, Error> {
+    static SERVICE: OnceLock<AzureAuthService> = OnceLock::new();
+    SERVICE
+        .get_or_init(AzureAuthService::default)
+        .get_azure_ad_token(config, env_lookup)
+        .await
+        .map(|credential| {
+            credential.map(|credential| {
+                let source = credential.source();
+                let value = credential.value().secret().expose().to_string();
+                Sourced::new(value, source)
+            })
+        })
+        .map_err(Error::from)
+}
+
+fn validate_destination(
+    connection: &OcrConnection,
+    credential_source: InputSource,
+) -> Result<(), OcrError> {
+    if connection.api_base.is_some()
+        && connection.api_base_source == InputSource::Request
+        && credential_source != InputSource::Request
+    {
+        return Err(Error::from(crate::AuthError::Configuration(
+            AuthConfigurationError::RequestAzureCredentialDestination,
+        ))
+        .into());
+    }
+    Ok(())
+}

litellm-rust/crates/core/src/ocr/adapters/mod.rs

@@ -8,9 +8,15 @@ use super::registry::OcrProvider;
 use super::types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrResponseFormat};
 use super::wire::DecodedOcrResponse;
 
+mod azure;
 mod mistral;
+mod reducto;
+mod vertex;
 
+pub(crate) use azure::{AzureDocumentIntelligenceAdapter, AzureMistralAdapter};
 pub(crate) use mistral::MistralAdapter;
+pub(crate) use reducto::{ReductoLegacyAdapter, ReductoV3Adapter};
+pub(crate) use vertex::{VertexDeepSeekAdapter, VertexMistralAdapter};
 
 /// Converts a complete LiteLLM OCR call to provider HTTP and normalizes its response.
 pub(crate) trait OcrAdapter: Send + Sync + Sized + 'static {
@@ -62,6 +68,12 @@ macro_rules! for_each_ocr_adapter {
     ($callback:ident) => {
         $callback! {
             Mistral, $crate::ocr::adapters::MistralAdapter, $crate::ocr::adapters::MistralAdapter, Mistral;
+            AzureMistral, $crate::ocr::adapters::AzureMistralAdapter, $crate::ocr::adapters::AzureMistralAdapter, AzureAi;
+            AzureDocumentIntelligence, $crate::ocr::adapters::AzureDocumentIntelligenceAdapter, $crate::ocr::adapters::AzureDocumentIntelligenceAdapter, AzureAi;
+            ReductoLegacy, $crate::ocr::adapters::ReductoLegacyAdapter, $crate::ocr::adapters::ReductoLegacyAdapter, Reducto;
+            ReductoV3, $crate::ocr::adapters::ReductoV3Adapter, $crate::ocr::adapters::ReductoV3Adapter, Reducto;
+            VertexMistral, $crate::ocr::adapters::VertexMistralAdapter, $crate::ocr::adapters::VertexMistralAdapter, VertexAi;
+            VertexDeepSeek, $crate::ocr::adapters::VertexDeepSeekAdapter, $crate::ocr::adapters::VertexDeepSeekAdapter, VertexAi;
         }
     };
 }

litellm-rust/crates/core/src/ocr/adapters/reducto/legacy.rs

@@ -0,0 +1,45 @@
+use super::super::OcrAdapter;
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::reducto::{self, ReductoLegacyParams, ReductoResponse};
+use crate::ocr::error::{OcrError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, build_http_request, credential_env,
+    guardrail_document, merge_extra_params,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+
+#[derive(Clone, Debug)]
+pub(crate) struct ReductoLegacyAdapter;
+
+impl OcrAdapter for ReductoLegacyAdapter {
+    type ProviderResponse = ReductoResponse;
+    const PROVIDER: OcrProvider = OcrProvider::Reducto;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let ParsedProviderParams {
+            known: params,
+            extra_params,
+        } = _prepare_ocr_request::<ReductoLegacyParams>(request)?;
+        let headers = super::validate_environment(&request.connection, &credential_env)?;
+        let url = super::get_complete_url(request.connection.api_base.as_deref(), "parse")?;
+        let document = guardrail_document(request, &url).await?;
+        let document =
+            super::prepare_document(client, document, &request.connection, &headers).await?;
+        let body = reducto::transform_legacy_ocr_request(&request.model, document, &params)?;
+        let body = merge_extra_params(&body, extra_params)?;
+        build_http_request(client, request, &url, &headers, &body)
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        reducto::transform_ocr_response(&request.model, response)
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/reducto/mod.rs

@@ -0,0 +1,148 @@
+mod legacy;
+mod v3;
+
+use crate::Error;
+use crate::constants::{REDUCTO_API_BASE, REDUCTO_API_KEY_ENV, REDUCTO_ID_PREFIX};
+use crate::ocr::document::InlineDocument;
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::types::{OcrConnection, OcrDocument};
+use crate::url_utils::ApiUrl;
+
+pub(crate) use legacy::ReductoLegacyAdapter;
+pub(crate) use v3::ReductoV3Adapter;
+
+pub(super) fn get_complete_url(api_base: Option<&str>, path: &str) -> Result<String, OcrError> {
+    let base = api_base
+        .map(str::trim)
+        .filter(|base| !base.is_empty())
+        .unwrap_or(REDUCTO_API_BASE);
+    ApiUrl::parse(base)
+        .and_then(|url| url.complete_path(&[path]))
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+pub(super) fn validate_environment(
+    connection: &OcrConnection,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Vec<(String, String)>, OcrError> {
+    if crate::http_utils::has_header(&connection.extra_headers, "authorization") {
+        return Ok(connection.extra_headers.clone());
+    }
+    let api_key = connection
+        .api_key
+        .as_deref()
+        .map(str::trim)
+        .filter(|key| !key.is_empty())
+        .map(str::to_string)
+        .or_else(|| {
+            env_lookup(REDUCTO_API_KEY_ENV)
+                .map(|key| key.trim().to_string())
+                .filter(|key| !key.is_empty())
+        })
+        .ok_or(Error::MissingReductoApiKey)?;
+    Ok(
+        std::iter::once(("Authorization".into(), format!("Bearer {api_key}")))
+            .chain(connection.extra_headers.clone())
+            .collect(),
+    )
+}
+
+pub(super) async fn prepare_document(
+    client: &crate::ocr::OcrClient,
+    document: OcrDocument,
+    connection: &OcrConnection,
+    headers: &[(String, String)],
+) -> Result<OcrDocument, OcrError> {
+    if document.source().starts_with(REDUCTO_ID_PREFIX) {
+        if document.source()[REDUCTO_ID_PREFIX.len()..]
+            .trim()
+            .is_empty()
+        {
+            return Err(OcrRequestError::RequestField {
+                path: "document file id".into(),
+            }
+            .into());
+        }
+        return Ok(document);
+    }
+    let inline = InlineDocument::parse(document.source())?.ok_or(OcrRequestError::ReductoSource)?;
+    let mime = inline.mime_type().to_string();
+    let bytes = inline.decode(crate::constants::OCR_INLINE_MAX_BYTES)?;
+    let part = reqwest::multipart::Part::bytes(bytes)
+        .file_name("document")
+        .mime_str(&mime)
+        .map_err(|_| OcrRequestError::InvalidDataUri)?;
+    let builder = client
+        .provider_http()
+        .post(get_complete_url(connection.api_base.as_deref(), "upload")?)
+        .multipart(reqwest::multipart::Form::new().part("file", part))
+        .timeout(connection.timeout);
+    let builder = crate::http_utils::with_headers(
+        builder,
+        headers,
+        crate::http_utils::HeaderPolicy::Except(&["content-type", "content-length"]),
+    );
+    let response = crate::http_utils::http_request(builder)
+        .await
+        .map_err(crate::error::TransportError::from)?;
+    let uploaded = crate::ocr::client::read_json_response::<
+        crate::ocr::codecs::reducto::ReductoUploadResponse,
+    >(response, false)
+    .await?
+    .data;
+    let file_id = uploaded
+        .file_id
+        .as_deref()
+        .map(str::trim)
+        .filter(|id| !id.is_empty());
+    let Some(file_id) = file_id else {
+        return Err(OcrResponseError::ResponseField {
+            path: "file_id".into(),
+        }
+        .into());
+    };
+    Ok(document.with_source(file_id.to_string()))
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn explicit_key_precedes_environment_key() {
+        let connection = OcrConnection {
+            api_key: Some("passed-key".into()),
+            ..Default::default()
+        };
+        let headers = validate_environment(&connection, &|_| Some("env-key".into())).unwrap();
+        assert_eq!(headers[0].1, "Bearer passed-key");
+    }
+
+    #[test]
+    fn blank_explicit_key_uses_environment_key() {
+        let connection = OcrConnection {
+            api_key: Some(" ".into()),
+            ..Default::default()
+        };
+        let headers = validate_environment(&connection, &|_| Some(" env-key ".into())).unwrap();
+        assert_eq!(headers[0].1, "Bearer env-key");
+    }
+
+    #[test]
+    fn existing_authorization_skips_key_lookup() {
+        let connection = OcrConnection {
+            extra_headers: vec![("authorization".into(), "Bearer existing".into())],
+            ..Default::default()
+        };
+        assert_eq!(
+            validate_environment(&connection, &|_| None).unwrap(),
+            connection.extra_headers
+        );
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/reducto/v3.rs

@@ -0,0 +1,45 @@
+use super::super::OcrAdapter;
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::reducto::{self, ReductoResponse, ReductoV3Params};
+use crate::ocr::error::{OcrError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, build_http_request, credential_env,
+    guardrail_document, merge_extra_params,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+
+#[derive(Clone, Debug)]
+pub(crate) struct ReductoV3Adapter;
+
+impl OcrAdapter for ReductoV3Adapter {
+    type ProviderResponse = ReductoResponse;
+    const PROVIDER: OcrProvider = OcrProvider::Reducto;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let ParsedProviderParams {
+            known: params,
+            extra_params,
+        } = _prepare_ocr_request::<ReductoV3Params>(request)?;
+        let headers = super::validate_environment(&request.connection, &credential_env)?;
+        let url = super::get_complete_url(request.connection.api_base.as_deref(), "parse")?;
+        let document = guardrail_document(request, &url).await?;
+        let document =
+            super::prepare_document(client, document, &request.connection, &headers).await?;
+        let body = reducto::transform_v3_ocr_request(&request.model, document, &params)?;
+        let body = merge_extra_params(&body, extra_params)?;
+        build_http_request(client, request, &url, &headers, &body)
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        reducto::transform_ocr_response(&request.model, response)
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/vertex/deepseek.rs

@@ -0,0 +1,134 @@
+use super::super::OcrAdapter;
+use super::validate_destination;
+use crate::Error;
+use crate::auth::vertex::{self, VertexConfig};
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::deepseek::{self, DeepSeekOcrParams, DeepSeekOcrResponse};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, credential_env, transform_request_body,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+use crate::url_utils::ApiUrl;
+const DEFAULT_API_BASE: &str = "https://aiplatform.googleapis.com";
+const MODEL_NAMESPACE: &str = "deepseek-ai";
+const DEFAULT_LOCATION: &str = "us-central1";
+
+#[derive(Clone, Debug)]
+pub(crate) struct VertexDeepSeekAdapter;
+
+impl OcrAdapter for VertexDeepSeekAdapter {
+    type ProviderResponse = DeepSeekOcrResponse;
+    const PROVIDER: OcrProvider = OcrProvider::VertexAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        validate_destination(&request.connection)?;
+        let ParsedProviderParams {
+            known: params,
+            extra_params: _extra_params,
+        } = _prepare_ocr_request::<DeepSeekOcrParams>(request)?;
+        let config = VertexConfig::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        let authentication = client
+            .vertex_auth()
+            .validate_environment(
+                request.connection.extra_headers.clone(),
+                request.connection.api_key.as_deref(),
+                &config,
+                &credential_env,
+            )
+            .await
+            .map_err(Error::from)?;
+        let location = vertex::get_vertex_ai_location(&config, &credential_env)
+            .unwrap_or_else(|| DEFAULT_LOCATION.to_string());
+        let url = get_complete_url(
+            request.connection.api_base.as_deref(),
+            &authentication.project_id,
+            &location,
+        )?;
+        let document = request.document.clone();
+        let body =
+            deepseek::transform_ocr_request(&provider_model(&request.model), document, &params)?;
+        transform_request_body(client, request, &url, &authentication.headers, body, |_| {
+            Ok(())
+        })
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        deepseek::transform_ocr_response(&request.model, response)
+    }
+}
+
+fn provider_model(model: &str) -> String {
+    if model.starts_with(&format!("{MODEL_NAMESPACE}/")) {
+        model.to_string()
+    } else {
+        format!("{MODEL_NAMESPACE}/{model}")
+    }
+}
+
+fn get_complete_url(
+    api_base: Option<&str>,
+    project: &str,
+    location: &str,
+) -> Result<String, OcrError> {
+    let base = api_base
+        .map(str::trim)
+        .filter(|base| !base.is_empty())
+        .unwrap_or(DEFAULT_API_BASE);
+    ApiUrl::parse(base)
+        .and_then(|url| {
+            url.complete_path(&[
+                "v1",
+                "projects",
+                project,
+                "locations",
+                location,
+                "endpoints",
+                "openapi",
+                "chat",
+                "completions",
+            ])
+        })
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+#[cfg(test)]
+mod tests {
+    use super::{get_complete_url, provider_model};
+
+    #[test]
+    fn adapter_owns_model_namespace_and_endpoint() {
+        assert_eq!(
+            provider_model("deepseek-ocr-maas"),
+            "deepseek-ai/deepseek-ocr-maas"
+        );
+        assert_eq!(
+            provider_model("deepseek-ai/deepseek-ocr-maas"),
+            "deepseek-ai/deepseek-ocr-maas"
+        );
+        assert_eq!(
+            get_complete_url(None, "proj-1", "europe-west4").unwrap(),
+            "https://aiplatform.googleapis.com/v1/projects/proj-1/locations/europe-west4/endpoints/openapi/chat/completions"
+        );
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/vertex/mistral.rs

@@ -0,0 +1,154 @@
+use super::super::OcrAdapter;
+use super::validate_destination;
+use crate::Error;
+use crate::auth::vertex::{self, VertexConfig};
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::mistral::{self, MistralOcrParams, MistralOcrResponse};
+use crate::ocr::document::{inline_remote_document, validate_inline_document};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, credential_env, transform_request_body,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+use crate::url_utils::ApiUrl;
+const DEFAULT_LOCATION: &str = "us-central1";
+
+#[derive(Clone, Debug)]
+pub(crate) struct VertexMistralAdapter;
+
+impl OcrAdapter for VertexMistralAdapter {
+    type ProviderResponse = MistralOcrResponse;
+    const PROVIDER: OcrProvider = OcrProvider::VertexAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        validate_destination(&request.connection)?;
+        let ParsedProviderParams {
+            known: params,
+            extra_params: _extra_params,
+        } = _prepare_ocr_request::<MistralOcrParams>(request)?;
+        let config = VertexConfig::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        let authentication = client
+            .vertex_auth()
+            .validate_environment(
+                request.connection.extra_headers.clone(),
+                request.connection.api_key.as_deref(),
+                &config,
+                &credential_env,
+            )
+            .await
+            .map_err(Error::from)?;
+        let location = vertex::get_vertex_ai_location(&config, &credential_env)
+            .unwrap_or_else(|| DEFAULT_LOCATION.to_string());
+        let url = get_complete_url(
+            request.connection.api_base.as_deref(),
+            &authentication.project_id,
+            &location,
+            &request.model,
+        )?;
+        let document = inline_remote_document(
+            client.document_fetcher(),
+            request.document.clone(),
+            &request.connection,
+        )
+        .await?;
+        let body = mistral::transform_ocr_request(&request.model, document, &params)?;
+        transform_request_body(
+            client,
+            request,
+            &url,
+            &authentication.headers,
+            body,
+            |body| validate_inline_document(&body.document),
+        )
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        mistral::transform_ocr_response(&request.model, response)
+    }
+}
+
+fn get_complete_url(
+    api_base: Option<&str>,
+    project: &str,
+    location: &str,
+    model: &str,
+) -> Result<String, OcrError> {
+    validate_location(location)?;
+    let default_base = format!("https://{location}-aiplatform.googleapis.com");
+    let base = api_base
+        .map(str::trim)
+        .filter(|base| !base.is_empty())
+        .unwrap_or(&default_base);
+    let prediction = format!("{model}:rawPredict");
+    ApiUrl::parse(base)
+        .and_then(|url| {
+            url.complete_path(&[
+                "v1",
+                "projects",
+                project,
+                "locations",
+                location,
+                "publishers",
+                "mistralai",
+                "models",
+                &prediction,
+            ])
+        })
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+fn validate_location(location: &str) -> Result<(), OcrError> {
+    let valid = !location.is_empty()
+        && location
+            .bytes()
+            .all(|value| value.is_ascii_lowercase() || value.is_ascii_digit() || value == b'-')
+        && location
+            .as_bytes()
+            .first()
+            .is_some_and(u8::is_ascii_alphanumeric)
+        && location
+            .as_bytes()
+            .last()
+            .is_some_and(u8::is_ascii_alphanumeric);
+    if valid {
+        return Ok(());
+    }
+    Err(OcrRequestError::RequestField {
+        path: "vertex_location".into(),
+    }
+    .into())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::get_complete_url;
+
+    #[test]
+    fn endpoint_uses_location_project_and_model() {
+        assert_eq!(
+            get_complete_url(None, "proj-1", "europe-west4", "mistral-ocr-maas").unwrap(),
+            "https://europe-west4-aiplatform.googleapis.com/v1/projects/proj-1/locations/europe-west4/publishers/mistralai/models/mistral-ocr-maas:rawPredict"
+        );
+        assert!(get_complete_url(None, "proj-1", "attacker.example/path", "model").is_err());
+    }
+}

litellm-rust/crates/core/src/ocr/adapters/vertex/mod.rs

@@ -0,0 +1,21 @@
+mod deepseek;
+mod mistral;
+
+use crate::Error;
+use crate::auth::InputSource;
+use crate::auth::error::AuthConfigurationError;
+use crate::ocr::error::OcrError;
+use crate::ocr::types::OcrConnection;
+
+pub(crate) use deepseek::VertexDeepSeekAdapter;
+pub(crate) use mistral::VertexMistralAdapter;
+
+fn validate_destination(connection: &OcrConnection) -> Result<(), OcrError> {
+    if connection.api_base.is_some() && connection.api_base_source == InputSource::Request {
+        return Err(Error::from(crate::AuthError::Configuration(
+            AuthConfigurationError::RequestVertexCredentialDestination,
+        ))
+        .into());
+    }
+    Ok(())
+}

litellm-rust/crates/core/src/ocr/client.rs

@@ -8,17 +8,28 @@ use super::handler::perform_ocr_request;
 use super::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
 use super::wire::{DecodedOcrResponse, decode_response};
 use crate::Error;
+use crate::auth::vertex::VertexAuth;
 use crate::constants::OCR_CONNECT_TIMEOUT_SECS;
 use crate::error::TransportError;
+use crate::media::MediaFetcher;
 
 #[derive(Clone)]
 pub struct OcrClient {
     provider_http: reqwest::Client,
+    polling_http: reqwest::Client,
+    document_fetcher: MediaFetcher,
+    vertex_auth: VertexAuth,
 }
 
 impl OcrClient {
     pub fn new(provider_http: reqwest::Client) -> Result<Self, TransportError> {
-        Ok(Self { provider_http })
+        let document_fetcher = MediaFetcher::new().map_err(TransportError::from)?;
+        Ok(Self {
+            provider_http,
+            polling_http: no_redirect_http()?,
+            document_fetcher,
+            vertex_auth: VertexAuth::default(),
+        })
     }
 
     #[tracing::instrument(
@@ -35,10 +46,35 @@ impl OcrClient {
         &self.provider_http
     }
 
-    #[cfg(test)]
-    pub(crate) fn for_test(provider_http: reqwest::Client) -> Self {
-        Self { provider_http }
+    pub(crate) fn polling_http(&self) -> &reqwest::Client {
+        &self.polling_http
     }
+
+    pub(crate) fn document_fetcher(&self) -> &MediaFetcher {
+        &self.document_fetcher
+    }
+
+    pub(crate) fn vertex_auth(&self) -> &VertexAuth {
+        &self.vertex_auth
+    }
+
+    #[cfg(test)]
+    pub(crate) fn for_test(provider_http: reqwest::Client, document_http: reqwest::Client) -> Self {
+        Self {
+            provider_http,
+            polling_http: no_redirect_http().expect("test polling client builds"),
+            document_fetcher: MediaFetcher::for_test(document_http),
+            vertex_auth: VertexAuth::default(),
+        }
+    }
+}
+
+fn no_redirect_http() -> Result<reqwest::Client, TransportError> {
+    reqwest::Client::builder()
+        .connect_timeout(Duration::from_secs(OCR_CONNECT_TIMEOUT_SECS))
+        .redirect(reqwest::redirect::Policy::none())
+        .build()
+        .map_err(TransportError::from)
 }
 
 pub async fn ocr(request: LiteLLMOcrRequest) -> Result<LiteLLMOcrResponse, Error> {

litellm-rust/crates/core/src/ocr/codecs/deepseek/mod.rs

@@ -0,0 +1,5 @@
+mod transformation;
+mod types;
+
+pub(crate) use transformation::{transform_ocr_request, transform_ocr_response};
+pub(crate) use types::{DeepSeekOcrParams, DeepSeekOcrResponse};

litellm-rust/crates/core/src/ocr/codecs/deepseek/transformation.rs

@@ -0,0 +1,98 @@
+use serde::de::IntoDeserializer;
+use serde_json::{Value, json};
+
+use super::types::*;
+use crate::ocr::error::{OcrRequestError, OcrResponseError};
+use crate::ocr::types::{LiteLLMOcrResponse, OcrDocument};
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub(crate) fn transform_ocr_request(
+    provider_model: &str,
+    document: OcrDocument,
+    params: &DeepSeekOcrParams,
+) -> Result<DeepSeekOcrRequest, OcrRequestError> {
+    if document.source().is_empty() {
+        return Err(OcrRequestError::MissingField("document URL"));
+    }
+    Ok(DeepSeekOcrRequest {
+        model: provider_model.to_string(),
+        messages: vec![DeepSeekOcrMessage {
+            role: UserRole::User,
+            content: vec![document],
+        }],
+        params: params.clone(),
+    })
+}
+
+pub(crate) fn transform_ocr_response(
+    model: &str,
+    response: DeepSeekOcrResponse,
+) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+    let content = response
+        .choices
+        .into_iter()
+        .next()
+        .and_then(|choice| choice.message.content)
+        .ok_or(OcrResponseError::EmptyContent)?;
+    let decoded = decode_content(content)?;
+    let pages = match decoded.result.pages {
+        Some(pages) if !pages.is_empty() => pages
+            .into_iter()
+            .map(|page| serde_json::to_value(page).expect("DeepSeek page serializes"))
+            .collect(),
+        _ => vec![json!({
+            "index":0,
+            "markdown":decoded.fallback_markdown,
+            "images":null
+        })],
+    };
+    Ok(LiteLLMOcrResponse {
+        pages,
+        model: decoded.result.model.unwrap_or_else(|| model.to_string()),
+        document_annotation: decoded.result.document_annotation,
+        usage_info: decoded.result.usage_info.or(response.usage),
+        object: "ocr".into(),
+        extra_fields: decoded.result.extra_fields,
+        provider_native_response: None,
+    })
+}
+
+struct DecodedContent {
+    result: DeepSeekOcrResult,
+    fallback_markdown: String,
+}
+
+fn decode_content(content: DeepSeekContent) -> Result<DecodedContent, OcrResponseError> {
+    let (result, fallback_markdown) = match content {
+        DeepSeekContent::Text(text) if text.is_empty() => {
+            return Err(OcrResponseError::EmptyContent);
+        }
+        DeepSeekContent::Text(text) => (decode_json_content(&text)?, text),
+        DeepSeekContent::Object(object) => {
+            let fallback =
+                serde_json::to_string(&object).map_err(|_| OcrResponseError::ResponseField {
+                    path: "choices[0].message.content".into(),
+                })?;
+            (Some(object), fallback)
+        }
+    };
+    Ok(DecodedContent {
+        result: result.unwrap_or_default(),
+        fallback_markdown,
+    })
+}
+
+fn decode_json_content(text: &str) -> Result<Option<DeepSeekOcrResult>, OcrResponseError> {
+    if !text.trim_start().starts_with('{') {
+        return Ok(None);
+    }
+    let value = match serde_json::from_str::<Value>(text) {
+        Ok(value) => value,
+        Err(_) => return Ok(None),
+    };
+    serde_path_to_error::deserialize(value.into_deserializer())
+        .map(Some)
+        .map_err(|error| OcrResponseError::ResponseField {
+            path: format!("choices[0].message.content.{}", error.path()),
+        })
+}

litellm-rust/crates/core/src/ocr/codecs/deepseek/types.rs

@@ -0,0 +1,95 @@
+use serde::{Deserialize, Serialize};
+use serde_json::{Map, Value};
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrParams {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub stream: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub temperature: Option<f64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub max_tokens: Option<i64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub top_p: Option<f64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub n: Option<i64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub stop: Option<StopSequences>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum StopSequences {
+    One(String),
+    Many(Vec<String>),
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrRequest {
+    pub model: String,
+    pub messages: Vec<DeepSeekOcrMessage>,
+    #[serde(flatten)]
+    pub params: DeepSeekOcrParams,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrMessage {
+    pub role: UserRole,
+    pub content: Vec<crate::ocr::types::OcrDocument>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+#[serde(rename_all = "lowercase")]
+pub(crate) enum UserRole {
+    User,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct DeepSeekOcrResponse {
+    #[serde(default)]
+    pub choices: Vec<DeepSeekChoice>,
+    pub usage: Option<Value>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct DeepSeekChoice {
+    pub message: DeepSeekResponseMessage,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct DeepSeekResponseMessage {
+    pub content: Option<DeepSeekContent>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum DeepSeekContent {
+    Text(String),
+    Object(DeepSeekOcrResult),
+}
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrResult {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub pages: Option<Vec<DeepSeekPage>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub model: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub usage_info: Option<Value>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub document_annotation: Option<Value>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct DeepSeekPage {
+    #[serde(default)]
+    pub index: i64,
+    #[serde(default)]
+    pub markdown: String,
+    pub images: Option<Value>,
+    pub dimensions: Option<Value>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}

litellm-rust/crates/core/src/ocr/codecs/document_intelligence/mod.rs

@@ -0,0 +1,9 @@
+mod params;
+mod transformation;
+mod types;
+
+pub(crate) use params::{decode_input_params, map_ocr_params};
+pub(crate) use transformation::{transform_ocr_request, transform_ocr_response};
+pub(crate) use types::{
+    AzureDocumentIntelligenceOperation, DocumentIntelligenceParams, OperationStatus,
+};

litellm-rust/crates/core/src/ocr/codecs/document_intelligence/params.rs

@@ -0,0 +1,195 @@
+use std::collections::BTreeSet;
+
+use serde_json::{Map, Value};
+
+use super::types::{
+    DocumentIntelligenceInputParams, DocumentIntelligenceParams, FeaturesInput, PagesInput,
+};
+use crate::ocr::error::OcrRequestError;
+use crate::ocr::prepare::ParsedProviderParams;
+
+pub(crate) fn decode_input_params(
+    params: Map<String, Value>,
+    prefix: &str,
+) -> Result<ParsedProviderParams<DocumentIntelligenceInputParams>, OcrRequestError> {
+    if let Some(Value::Array(pages)) = params.get("pages") {
+        if pages.iter().any(Value::is_boolean) {
+            return Err(OcrRequestError::Pages("boolean page index".into()));
+        }
+        if pages
+            .iter()
+            .any(|page| page.is_number() && page.as_i64().is_none())
+        {
+            return Err(OcrRequestError::Pages("page index is out of range".into()));
+        }
+        if !pages.iter().all(Value::is_i64) && !pages.iter().all(Value::is_string) {
+            return Err(OcrRequestError::Pages("mixed page element types".into()));
+        }
+    }
+    crate::ocr::wire::decode_request_value(Value::Object(params), prefix)
+}
+
+pub(crate) fn map_ocr_params(
+    params: DocumentIntelligenceInputParams,
+) -> Result<DocumentIntelligenceParams, OcrRequestError> {
+    Ok(DocumentIntelligenceParams {
+        pages: params.pages.map(normalize_pages).transpose()?.flatten(),
+        features: params
+            .features
+            .map(normalize_features)
+            .transpose()?
+            .flatten(),
+    })
+}
+
+fn normalize_pages(pages: PagesInput) -> Result<Option<String>, OcrRequestError> {
+    let normalized = match pages {
+        PagesInput::ZeroBasedIndices(indices) => {
+            if indices.is_empty() {
+                return Ok(None);
+            }
+            indices
+                .into_iter()
+                .map(|page| {
+                    if page < 0 {
+                        return Err(OcrRequestError::Pages("negative page index".into()));
+                    }
+                    page.checked_add(1)
+                        .ok_or_else(|| OcrRequestError::Pages("page index is out of range".into()))
+                })
+                .collect::<Result<BTreeSet<_>, _>>()?
+                .into_iter()
+                .map(|page| page.to_string())
+                .collect::<Vec<_>>()
+                .join(",")
+        }
+        PagesInput::NativeTokens(tokens) => {
+            if tokens.is_empty() {
+                return Ok(None);
+            }
+            tokens
+                .iter()
+                .map(|token| token.trim())
+                .collect::<Vec<_>>()
+                .join(",")
+        }
+        PagesInput::NativeRange(range) => range
+            .split(',')
+            .map(str::trim)
+            .collect::<Vec<_>>()
+            .join(","),
+    };
+    if !normalized.split(',').all(valid_page_token) {
+        return Err(OcrRequestError::Pages("invalid native page range".into()));
+    }
+    Ok(Some(normalized))
+}
+
+fn valid_page_token(token: &str) -> bool {
+    let mut parts = token.split('-');
+    let start = parts.next().unwrap_or_default();
+    if start.is_empty() || !start.chars().all(|character| character.is_ascii_digit()) {
+        return false;
+    }
+    match parts.next() {
+        None => true,
+        Some(end) => {
+            !end.is_empty()
+                && end.chars().all(|character| character.is_ascii_digit())
+                && parts.next().is_none()
+        }
+    }
+}
+
+fn normalize_features(features: FeaturesInput) -> Result<Option<String>, OcrRequestError> {
+    let tokens = match features {
+        FeaturesInput::Names(names) => names,
+        FeaturesInput::CommaSeparated(names) => names.split(',').map(str::to_string).collect(),
+    };
+    if tokens.is_empty() {
+        return Ok(None);
+    }
+    let normalized = tokens.iter().map(|token| token.trim()).collect::<Vec<_>>();
+    if !normalized.iter().all(|token| {
+        let Some((first, rest)) = token.as_bytes().split_first() else {
+            return false;
+        };
+        first.is_ascii_alphabetic() && rest.iter().all(u8::is_ascii_alphanumeric)
+    }) {
+        return Err(OcrRequestError::Features);
+    }
+    Ok(Some(normalized.join(",")))
+}
+
+#[cfg(test)]
+mod tests {
+    use rstest::rstest;
+    use serde_json::{Value, json};
+
+    use super::*;
+
+    fn map(value: Value) -> Result<DocumentIntelligenceParams, OcrRequestError> {
+        let fields = value.as_object().unwrap().clone();
+        map_ocr_params(decode_input_params(fields, "optional_params")?.known)
+    }
+
+    #[test]
+    fn input_params_retain_unknown_fields() {
+        let parsed = decode_input_params(
+            json!({
+                "pages": [0],
+                "future_ocr_option": true,
+                "extra_body": {"provider_option": "value"}
+            })
+            .as_object()
+            .unwrap()
+            .clone(),
+            "optional_params",
+        )
+        .unwrap();
+
+        assert_eq!(
+            parsed.known.pages,
+            Some(PagesInput::ZeroBasedIndices(vec![0]))
+        );
+        assert_eq!(parsed.extra_params["future_ocr_option"], true);
+        assert_eq!(
+            parsed.extra_params["extra_body"],
+            json!({"provider_option": "value"})
+        );
+        assert_eq!(
+            serde_json::to_value(map_ocr_params(parsed.known).unwrap()).unwrap(),
+            json!({"pages": "1", "features": null})
+        );
+    }
+
+    #[rstest]
+    #[case(json!(["keyValuePairs"]), "keyValuePairs")]
+    #[case(json!(["keyValuePairs", "languages"]), "keyValuePairs,languages")]
+    #[case(json!("keyValuePairs"), "keyValuePairs")]
+    #[case(json!("keyValuePairs,languages"), "keyValuePairs,languages")]
+    #[case(json!("keyValuePairs, languages"), "keyValuePairs,languages")]
+    fn feature_mapping_matches_python(#[case] input: Value, #[case] expected: &str) {
+        assert_eq!(
+            map(json!({"features": input})).unwrap().features.as_deref(),
+            Some(expected)
+        );
+    }
+
+    #[rstest]
+    #[case(json!("keyValuePairs&pages=9"))]
+    #[case(json!("key value pairs"))]
+    #[case(json!(""))]
+    #[case(json!([1, 2]))]
+    #[case(json!([["keyValuePairs"]]))]
+    #[case(json!({"feature":"keyValuePairs"}))]
+    #[case(json!(5))]
+    fn invalid_feature_mapping_matches_python(#[case] input: Value) {
+        assert!(map(json!({"features": input})).is_err());
+    }
+
+    #[test]
+    fn empty_feature_list_is_omitted() {
+        assert_eq!(map(json!({"features": []})).unwrap().features, None);
+    }
+}

litellm-rust/crates/core/src/ocr/codecs/document_intelligence/transformation.rs

@@ -0,0 +1,111 @@
+use base64::{Engine, engine::general_purpose::STANDARD};
+use serde_json::{Map, Value, json};
+
+use super::types::*;
+use crate::constants::{AZURE_DI_DEFAULT_DPI, AZURE_DI_DEFAULT_HEIGHT, AZURE_DI_DEFAULT_WIDTH};
+use crate::ocr::document::InlineDocument;
+use crate::ocr::error::{OcrRequestError, OcrResponseError};
+use crate::ocr::types::{LiteLLMOcrResponse, OcrDocument};
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub(crate) fn transform_ocr_request(
+    document: OcrDocument,
+) -> Result<DocumentIntelligenceRequest, OcrRequestError> {
+    let source = document.source();
+    if source.is_empty() {
+        return Err(OcrRequestError::MissingField("document URL"));
+    }
+    Ok(if let Some(document) = InlineDocument::parse(source)? {
+        DocumentIntelligenceRequest::Base64Source(
+            STANDARD.encode(document.decode(crate::constants::OCR_INLINE_MAX_BYTES)?),
+        )
+    } else {
+        DocumentIntelligenceRequest::UrlSource(source.to_string())
+    })
+}
+
+pub(crate) fn transform_ocr_response(
+    model: &str,
+    response: AzureDocumentIntelligenceOperation,
+) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+    if response.status != Some(OperationStatus::Succeeded) {
+        return Err(OcrResponseError::OperationStatus(
+            response
+                .status
+                .map(|status| status.to_string())
+                .unwrap_or_else(|| "None".into()),
+        ));
+    }
+    let result = response.analyze_result.unwrap_or_default();
+    let pages = result
+        .pages
+        .into_iter()
+        .map(normalize_page)
+        .collect::<Result<Vec<_>, _>>()?;
+    let pages_processed = pages.len();
+    let mut extra_fields = Map::new();
+    extra_fields.insert("content".into(), option_value(result.content));
+    extra_fields.insert("tables".into(), option_value(result.tables));
+    extra_fields.insert(
+        "key_value_pairs".into(),
+        option_value(result.key_value_pairs),
+    );
+    Ok(LiteLLMOcrResponse {
+        pages,
+        model: model.into(),
+        document_annotation: None,
+        usage_info: Some(json!({"pages_processed":pages_processed})),
+        object: "ocr".into(),
+        extra_fields,
+        provider_native_response: None,
+    })
+}
+
+fn normalize_page(page: AzureDocumentIntelligencePage) -> Result<Value, OcrResponseError> {
+    let index = page
+        .page_number
+        .unwrap_or(1)
+        .checked_sub(1)
+        .ok_or(OcrResponseError::NumericRange("page.pageNumber"))?;
+    let scale = if page.unit.as_deref().unwrap_or("inch") == "inch" {
+        AZURE_DI_DEFAULT_DPI as f64
+    } else {
+        1.0
+    };
+    let width = pixel_dimension(
+        page.width.unwrap_or(AZURE_DI_DEFAULT_WIDTH),
+        scale,
+        "page.width",
+    )?;
+    let height = pixel_dimension(
+        page.height.unwrap_or(AZURE_DI_DEFAULT_HEIGHT),
+        scale,
+        "page.height",
+    )?;
+    let markdown = page
+        .lines
+        .iter()
+        .map(|line| line.content.as_deref().unwrap_or_default())
+        .collect::<Vec<_>>()
+        .join("\n");
+    Ok(json!({
+        "index":index,
+        "markdown":markdown,
+        "images":null,
+        "dimensions":{"width":width,"height":height,"dpi":AZURE_DI_DEFAULT_DPI}
+    }))
+}
+
+fn pixel_dimension(value: f64, scale: f64, field: &'static str) -> Result<i64, OcrResponseError> {
+    let value = value * scale;
+    if !value.is_finite() || value < i64::MIN as f64 || value > i64::MAX as f64 {
+        return Err(OcrResponseError::NumericRange(field));
+    }
+    Ok(value.trunc() as i64)
+}
+
+fn option_value<T: serde::Serialize>(value: Option<T>) -> Value {
+    value
+        .and_then(|value| serde_json::to_value(value).ok())
+        .unwrap_or(Value::Null)
+}

litellm-rust/crates/core/src/ocr/codecs/document_intelligence/types.rs

@@ -0,0 +1,138 @@
+use serde::{Deserialize, Deserializer, Serialize};
+use serde_json::{Map, Value};
+
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum PagesInput {
+    ZeroBasedIndices(Vec<i64>),
+    NativeTokens(Vec<String>),
+    NativeRange(String),
+}
+
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum FeaturesInput {
+    Names(Vec<String>),
+    CommaSeparated(String),
+}
+
+#[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)]
+pub(crate) struct DocumentIntelligenceInputParams {
+    pub pages: Option<PagesInput>,
+    pub features: Option<FeaturesInput>,
+}
+
+#[derive(Clone, Debug, PartialEq, Serialize)]
+pub(crate) struct DocumentIntelligenceParams {
+    pub pages: Option<String>,
+    pub features: Option<String>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) enum DocumentIntelligenceRequest {
+    #[serde(rename = "urlSource")]
+    UrlSource(String),
+    #[serde(rename = "base64Source")]
+    Base64Source(String),
+}
+
+#[derive(Clone, Debug, PartialEq)]
+pub(crate) enum OperationStatus {
+    Succeeded,
+    Running,
+    NotStarted,
+    Failed,
+    Unknown(String),
+}
+
+impl<'de> Deserialize<'de> for OperationStatus {
+    fn deserialize<D: Deserializer<'de>>(deserializer: D) -> Result<Self, D::Error> {
+        Ok(match String::deserialize(deserializer)?.as_str() {
+            "succeeded" => Self::Succeeded,
+            "running" => Self::Running,
+            "notStarted" => Self::NotStarted,
+            "failed" => Self::Failed,
+            value => Self::Unknown(value.to_string()),
+        })
+    }
+}
+
+impl std::fmt::Display for OperationStatus {
+    fn fmt(&self, formatter: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        formatter.write_str(match self {
+            Self::Succeeded => "succeeded",
+            Self::Running => "running",
+            Self::NotStarted => "notStarted",
+            Self::Failed => "failed",
+            Self::Unknown(value) => value,
+        })
+    }
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct AzureDocumentIntelligenceOperation {
+    pub status: Option<OperationStatus>,
+    #[serde(rename = "analyzeResult")]
+    pub analyze_result: Option<AzureDocumentIntelligenceAnalyzeResult>,
+}
+
+#[derive(Clone, Debug, Default, Deserialize)]
+pub(crate) struct AzureDocumentIntelligenceAnalyzeResult {
+    pub content: Option<String>,
+    #[serde(default)]
+    pub pages: Vec<AzureDocumentIntelligencePage>,
+    pub tables: Option<Vec<Map<String, Value>>>,
+    #[serde(rename = "keyValuePairs")]
+    pub key_value_pairs: Option<Vec<Map<String, Value>>>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct AzureDocumentIntelligencePage {
+    #[serde(rename = "pageNumber", default, deserialize_with = "optional_i64")]
+    pub page_number: Option<i64>,
+    #[serde(default, deserialize_with = "optional_f64")]
+    pub width: Option<f64>,
+    #[serde(default, deserialize_with = "optional_f64")]
+    pub height: Option<f64>,
+    pub unit: Option<String>,
+    #[serde(default)]
+    pub lines: Vec<AzureDocumentIntelligenceLine>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct AzureDocumentIntelligenceLine {
+    pub content: Option<String>,
+}
+
+fn optional_i64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<i64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_i64()
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected an integer")),
+        Some(Value::String(value)) => value
+            .parse::<i64>()
+            .map(Some)
+            .map_err(|_| serde::de::Error::custom("expected an integer")),
+        Some(_) => Err(serde::de::Error::custom("expected an integer")),
+    }
+}
+
+fn optional_f64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<f64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_f64()
+            .filter(|value| value.is_finite())
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected a finite number")),
+        Some(Value::String(value)) => value
+            .parse::<f64>()
+            .ok()
+            .filter(|value| value.is_finite())
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected a finite number")),
+        Some(_) => Err(serde::de::Error::custom("expected a number")),
+    }
+}

litellm-rust/crates/core/src/ocr/codecs/mistral/transformation.rs

@@ -36,6 +36,101 @@ mod tests {
     use rstest::rstest;
     use serde_json::{Value, json};
 
+    fn mapped_params(value: Value) -> Value {
+        serde_json::to_value(serde_json::from_value::<MistralOcrParams>(value).unwrap()).unwrap()
+    }
+
+    fn document() -> OcrDocument {
+        serde_json::from_value(
+            json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
+        )
+        .unwrap()
+    }
+
+    #[rstest]
+    fn extract_header_is_a_supported_ocr_param() {
+        assert_eq!(
+            mapped_params(json!({"extract_header":true}))["extract_header"],
+            true
+        );
+    }
+
+    #[rstest]
+    fn extract_footer_is_a_supported_ocr_param() {
+        assert_eq!(
+            mapped_params(json!({"extract_footer":false}))["extract_footer"],
+            false
+        );
+    }
+
+    #[rstest]
+    fn existing_ocr_params_remain_supported() {
+        let mapped = mapped_params(json!({
+            "pages":[0,2],
+            "include_image_base64":true,
+            "image_limit":2,
+            "image_min_size":100,
+            "bbox_annotation_format":{"type":"json_schema"},
+            "document_annotation_format":{"type":"json_schema"}
+        }));
+        assert_eq!(mapped["pages"], json!([0, 2]));
+        assert_eq!(mapped["include_image_base64"], true);
+        assert_eq!(mapped["image_limit"], 2);
+        assert_eq!(mapped["image_min_size"], 100);
+        assert_eq!(mapped["bbox_annotation_format"]["type"], "json_schema");
+        assert_eq!(mapped["document_annotation_format"]["type"], "json_schema");
+    }
+
+    #[rstest]
+    fn map_ocr_params_forwards_extract_header() {
+        assert_eq!(
+            mapped_params(json!({"extract_header":true}))["extract_header"],
+            true
+        );
+    }
+
+    #[rstest]
+    fn map_ocr_params_forwards_extract_footer() {
+        assert_eq!(
+            mapped_params(json!({"extract_footer":true}))["extract_footer"],
+            true
+        );
+    }
+
+    #[rstest]
+    fn map_ocr_params_forwards_extract_header_and_footer() {
+        let mapped = mapped_params(json!({"extract_header":true,"extract_footer":false}));
+        assert_eq!(mapped["extract_header"], true);
+        assert_eq!(mapped["extract_footer"], false);
+    }
+
+    #[rstest]
+    fn map_ocr_params_drops_unknown_params() {
+        let mapped = mapped_params(json!({"extract_header":true,"unsupported_param":"value"}));
+        assert_eq!(mapped["extract_header"], true);
+        assert!(mapped.get("unsupported_param").is_none());
+    }
+
+    #[rstest]
+    #[case("table_format", json!("html"))]
+    #[case("confidence_scores_granularity", json!("word"))]
+    #[case("document_annotation_prompt", json!("extract"))]
+    #[case("include_blocks", json!(true))]
+    #[case("id", json!("req-123"))]
+    fn new_ocr_params_are_supported(#[case] name: &str, #[case] value: Value) {
+        assert_eq!(mapped_params(json!({name:value.clone()}))[name], value);
+    }
+
+    #[rstest]
+    #[case("table_format", json!("html"))]
+    #[case("confidence_scores_granularity", json!("word"))]
+    #[case("document_annotation_prompt", json!("extract"))]
+    #[case("include_blocks", json!(true))]
+    #[case("id", json!("req-123"))]
+    fn map_ocr_params_forwards_new_ocr_params(#[case] name: &str, #[case] value: Value) {
+        assert_eq!(mapped_params(json!({name:value.clone()}))[name], value);
+    }
+
     #[rstest]
     #[case("pages", json!([0, 2]))]
     #[case("include_image_base64", json!(true))]
@@ -53,50 +148,81 @@ mod tests {
     fn request_mapping_matches_python(#[case] name: &str, #[case] value: Value) {
         let params: MistralOcrParams =
             serde_json::from_value(json!({name: value.clone()})).unwrap();
-        let document: OcrDocument = serde_json::from_value(
-            json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
-        )
-        .unwrap();
         let result =
-            serde_json::to_value(transform_ocr_request("model", document, &params).unwrap())
+            serde_json::to_value(transform_ocr_request("model", document(), &params).unwrap())
                 .unwrap();
         assert_eq!(result["model"], "model");
         assert_eq!(result[name], value);
     }
 
-    #[test]
-    fn request_mapping_filters_unknown_fields() {
-        let params: MistralOcrParams = serde_json::from_value(json!({"unknown": true})).unwrap();
-        let document: OcrDocument = serde_json::from_value(
-            json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
+    #[rstest]
+    #[case("table_format", json!("html"))]
+    #[case("confidence_scores_granularity", json!("word"))]
+    #[case("document_annotation_prompt", json!("extract"))]
+    #[case("id", json!("req-123"))]
+    #[case("extract_header", json!(true))]
+    #[case("include_blocks", json!(true))]
+    #[case("pages", json!([0,1]))]
+    fn transform_ocr_request_includes_each_optional_param(
+        #[case] name: &str,
+        #[case] value: Value,
+    ) {
+        let params: MistralOcrParams = serde_json::from_value(json!({name:value.clone()})).unwrap();
+        let result = serde_json::to_value(
+            transform_ocr_request("mistral-ocr-latest", document(), &params).unwrap(),
         )
         .unwrap();
-        let result =
-            serde_json::to_value(transform_ocr_request("model", document, &params).unwrap())
-                .unwrap();
-        assert!(result.get("unknown").is_none());
+        assert_eq!(result[name], value);
+        assert_eq!(result["model"], "mistral-ocr-latest");
     }
 
-    #[test]
-    fn response_preserves_provider_fields() {
+    #[rstest]
+    fn transform_ocr_request_includes_multiple_new_params() {
+        let params: MistralOcrParams = serde_json::from_value(json!({
+            "table_format":"html",
+            "confidence_scores_granularity":"page",
+            "extract_header":true
+        }))
+        .unwrap();
+        let result = serde_json::to_value(
+            transform_ocr_request("mistral-ocr-latest", document(), &params).unwrap(),
+        )
+        .unwrap();
+        assert_eq!(result["table_format"], "html");
+        assert_eq!(result["confidence_scores_granularity"], "page");
+        assert_eq!(result["extract_header"], true);
+    }
+
+    #[rstest]
+    fn transform_ocr_response_preserves_blocks_and_confidence_scores() {
         let response: MistralOcrResponse = serde_json::from_value(json!({
-            "pages":[{"index":0,"markdown":"hello","header":"head","confidence_scores":{"mean":0.99}}],
+            "pages":[{"index":0,"markdown":"hello","blocks":[{"type":"title"}],"confidence_scores":{"mean":0.99}}],
             "model":"returned-model",
-            "usage_info":{"pages_processed":1,"future_counter":5},
-            "future_response_field":"kept"
+            "usage_info":{"pages_processed":1}
         }))
         .unwrap();
         let result = transform_ocr_response("model", response)
             .unwrap()
             .into_json();
-        assert_eq!(result["pages"][0]["header"], "head");
-        assert_eq!(result["usage_info"]["future_counter"], 5);
-        assert_eq!(result["future_response_field"], "kept");
-        assert_eq!(result["model"], "returned-model");
+        assert_eq!(result["pages"][0]["blocks"][0]["type"], "title");
+        assert_eq!(result["pages"][0]["confidence_scores"]["mean"], 0.99);
     }
 
-    #[test]
-    fn response_rejects_null_pages() {
-        assert!(serde_json::from_value::<MistralOcrResponse>(json!({"pages":null})).is_err());
+    #[rstest]
+    fn transform_ocr_response_preserves_ocr4_page_fields() {
+        let page = json!({
+            "index":0,
+            "markdown":"table page",
+            "tables":[{"rows":2,"cols":3}],
+            "hyperlinks":["https://example.com"],
+            "header":"header",
+            "footer":"footer"
+        });
+        let response: MistralOcrResponse =
+            serde_json::from_value(json!({"pages":[page.clone()]})).unwrap();
+        let result = transform_ocr_response("model", response)
+            .unwrap()
+            .into_json();
+        assert_eq!(result["pages"][0], page);
     }
 }

litellm-rust/crates/core/src/ocr/codecs/mod.rs

@@ -1 +1,4 @@
+pub(crate) mod deepseek;
+pub(crate) mod document_intelligence;
 pub(crate) mod mistral;
+pub(crate) mod reducto;

litellm-rust/crates/core/src/ocr/codecs/reducto/mod.rs

@@ -0,0 +1,9 @@
+mod transformation;
+mod types;
+
+pub(crate) use transformation::{
+    transform_legacy_ocr_request, transform_ocr_response, transform_v3_ocr_request,
+};
+pub(crate) use types::{
+    ReductoLegacyParams, ReductoResponse, ReductoUploadResponse, ReductoV3Params,
+};

litellm-rust/crates/core/src/ocr/codecs/reducto/transformation.rs

@@ -0,0 +1,115 @@
+use std::collections::BTreeMap;
+
+use serde_json::{Value, json};
+
+use super::types::*;
+use crate::ocr::error::{OcrRequestError, OcrResponseError};
+use crate::ocr::types::{LiteLLMOcrResponse, OcrDocument};
+
+#[tracing::instrument(
+    name = "transform_ocr_request",
+    target = "litellm::function_trace",
+    level = "trace",
+    skip_all
+)]
+pub(crate) fn transform_v3_ocr_request(
+    _model: &str,
+    document: OcrDocument,
+    params: &ReductoV3Params,
+) -> Result<ReductoV3Request, OcrRequestError> {
+    Ok(ReductoV3Request {
+        input: document.source().to_string(),
+        params: params.clone(),
+    })
+}
+
+#[tracing::instrument(
+    name = "transform_ocr_request",
+    target = "litellm::function_trace",
+    level = "trace",
+    skip_all
+)]
+pub(crate) fn transform_legacy_ocr_request(
+    _model: &str,
+    document: OcrDocument,
+    params: &ReductoLegacyParams,
+) -> Result<ReductoLegacyRequest, OcrRequestError> {
+    Ok(ReductoLegacyRequest {
+        document_url: document.source().to_string(),
+        options: params.enhance.as_ref().map(|_| params.clone()),
+    })
+}
+
+pub(crate) fn transform_ocr_response(
+    model: &str,
+    response: ReductoResponse,
+) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+    let result = match response.result {
+        Some(result) => result.unwrap_or_default(),
+        None => ReductoResult {
+            chunks: response.chunks,
+        },
+    };
+    let usage = response.usage.unwrap_or_default();
+    Ok(LiteLLMOcrResponse {
+        pages: build_pages(result.chunks.unwrap_or_default()),
+        model: model.to_string(),
+        document_annotation: None,
+        usage_info: Some(json!({
+            "pages_processed": usage.num_pages,
+            "credits": usage.credits,
+        })),
+        object: "ocr".to_string(),
+        extra_fields: serde_json::Map::new(),
+        provider_native_response: None,
+    })
+}
+
+fn build_pages(chunks: Vec<ReductoChunk>) -> Vec<Value> {
+    let blocks_by_page = chunks
+        .iter()
+        .flat_map(|chunk| chunk.blocks.iter().flatten())
+        .filter_map(|block| block.bbox.as_ref()?.page.map(|page| (page, block)))
+        .fold(
+            BTreeMap::<i64, Vec<&ReductoBlock>>::new(),
+            |mut pages, (page, block)| {
+                pages.entry(page).or_default().push(block);
+                pages
+            },
+        );
+    if blocks_by_page.is_empty() {
+        let markdown = join_content(chunks.iter().map(|chunk| chunk.content.as_deref()));
+        return if markdown.is_empty() {
+            Vec::new()
+        } else {
+            vec![page(0, markdown, None)]
+        };
+    }
+    blocks_by_page
+        .into_iter()
+        .map(|(index, blocks)| {
+            let markdown = join_content(blocks.iter().map(|block| block.content.as_deref()));
+            page(
+                index.saturating_sub(1).max(0),
+                markdown,
+                Some(json!(blocks)),
+            )
+        })
+        .collect()
+}
+
+fn join_content<'a>(content: impl Iterator<Item = Option<&'a str>>) -> String {
+    content
+        .flatten()
+        .filter(|text| !text.is_empty())
+        .collect::<Vec<_>>()
+        .join("\n\n")
+}
+
+fn page(index: i64, markdown: String, blocks: Option<Value>) -> Value {
+    let mut result = json!({"index":index,"markdown":markdown,"images":null});
+    if let (Value::Object(fields), Some(blocks)) = (&mut result, blocks) {
+        fields.insert("blocks".into(), blocks);
+    }
+    result
+}

litellm-rust/crates/core/src/ocr/codecs/reducto/types.rs

@@ -0,0 +1,128 @@
+use serde::{Deserialize, Deserializer, Serialize};
+use serde_json::{Map, Value};
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct ReductoV3Params {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub formatting: Option<Map<String, Value>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub retrieval: Option<Map<String, Value>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub settings: Option<Map<String, Value>>,
+}
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct ReductoLegacyParams {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub enhance: Option<Map<String, Value>>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoV3Request {
+    pub input: String,
+    #[serde(flatten)]
+    pub params: ReductoV3Params,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoLegacyRequest {
+    pub document_url: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub options: Option<ReductoLegacyParams>,
+}
+
+#[derive(Deserialize)]
+pub(crate) struct ReductoUploadResponse {
+    pub file_id: Option<String>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct ReductoResponse {
+    #[serde(default, deserialize_with = "present_nullable")]
+    pub result: Option<Option<ReductoResult>>,
+    pub usage: Option<ReductoUsage>,
+    #[serde(default)]
+    pub chunks: Option<Vec<ReductoChunk>>,
+}
+
+fn present_nullable<'de, D: Deserializer<'de>, T: Deserialize<'de>>(
+    deserializer: D,
+) -> Result<Option<Option<T>>, D::Error> {
+    Option::<T>::deserialize(deserializer).map(Some)
+}
+
+#[derive(Clone, Debug, Default, Deserialize)]
+pub(crate) struct ReductoResult {
+    pub chunks: Option<Vec<ReductoChunk>>,
+}
+
+#[derive(Clone, Debug, Default, Deserialize)]
+pub(crate) struct ReductoUsage {
+    #[serde(default, deserialize_with = "optional_i64")]
+    pub num_pages: Option<i64>,
+    #[serde(default, deserialize_with = "optional_f64")]
+    pub credits: Option<f64>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct ReductoChunk {
+    pub content: Option<String>,
+    pub blocks: Option<Vec<ReductoBlock>>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoBlock {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub content: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub bbox: Option<ReductoBoundingBox>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoBoundingBox {
+    #[serde(default, deserialize_with = "optional_i64")]
+    pub page: Option<i64>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}
+
+fn optional_i64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<i64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_i64()
+            .or_else(|| number.as_f64().and_then(checked_truncated_i64))
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected an integer")),
+        Some(Value::String(value)) => value
+            .trim()
+            .parse::<i64>()
+            .map(Some)
+            .map_err(|_| serde::de::Error::custom("expected an integer")),
+        Some(Value::Bool(value)) => Ok(Some(i64::from(value))),
+        Some(_) => Ok(None),
+    }
+}
+
+fn optional_f64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<f64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_f64()
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected a number")),
+        Some(Value::String(value)) => value
+            .trim()
+            .parse::<f64>()
+            .map(Some)
+            .map_err(|_| serde::de::Error::custom("expected a number")),
+        Some(_) => Ok(None),
+    }
+}
+
+fn checked_truncated_i64(value: f64) -> Option<i64> {
+    (value.is_finite() && value >= i64::MIN as f64 && value <= i64::MAX as f64)
+        .then(|| value.trunc() as i64)
+}

litellm-rust/crates/core/src/ocr/document.rs

@@ -0,0 +1,212 @@
+use base64::{Engine, engine::general_purpose::STANDARD};
+use data_url::mime::Mime;
+use data_url::{DataUrl, DataUrlError, forgiving_base64::DecodeError};
+use reqwest::Url;
+
+use super::error::{OcrError, OcrRequestError, OcrResponseError};
+use super::types::{OcrConnection, OcrDocument};
+use crate::constants::OCR_MAX_FETCH_REDIRECTS;
+use crate::error::{MediaError, TransportError};
+use crate::media::{DownloadPolicy, MediaFetcher};
+
+pub(crate) struct InlineDocument<'a>(DataUrl<'a>);
+
+impl<'a> InlineDocument<'a> {
+    pub(crate) fn parse(source: &'a str) -> Result<Option<Self>, OcrRequestError> {
+        match DataUrl::process(source) {
+            Ok(url) => Ok(Some(Self(url))),
+            Err(DataUrlError::NotADataUrl) => Ok(None),
+            Err(DataUrlError::NoComma) => Err(OcrRequestError::InvalidDataUri),
+        }
+    }
+
+    pub(crate) fn mime_type(&self) -> &Mime {
+        self.0.mime_type()
+    }
+
+    pub(crate) fn decode(&self, max_bytes: usize) -> Result<Vec<u8>, OcrRequestError> {
+        let mut body = Vec::new();
+        self.0
+            .decode(|bytes| {
+                if bytes.len() > max_bytes.saturating_sub(body.len()) {
+                    return Err(OcrRequestError::InlineDocumentTooLarge);
+                }
+                body.extend_from_slice(bytes);
+                Ok(())
+            })
+            .map_err(|error| match error {
+                DecodeError::InvalidBase64(_) => OcrRequestError::InvalidDataUri,
+                DecodeError::WriteError(error) => error,
+            })?;
+        Ok(body)
+    }
+}
+
+pub(crate) fn validate_inline_document(document: &OcrDocument) -> Result<(), OcrRequestError> {
+    let inline =
+        InlineDocument::parse(document.source())?.ok_or(OcrRequestError::InvalidDataUri)?;
+    inline.decode(crate::constants::OCR_INLINE_MAX_BYTES)?;
+    Ok(())
+}
+
+pub(crate) async fn inline_remote_document(
+    fetcher: &MediaFetcher,
+    document: OcrDocument,
+    connection: &OcrConnection,
+) -> Result<OcrDocument, OcrError> {
+    let source = document.source();
+    if !source.starts_with("http://") && !source.starts_with("https://") {
+        validate_inline_document(&document)?;
+        return Ok(document);
+    }
+    let url = Url::parse(source).map_err(|_| OcrRequestError::RequestField {
+        path: "document URL".into(),
+    })?;
+    let downloaded = fetcher
+        .fetch(
+            url,
+            DownloadPolicy {
+                timeout: connection.timeout,
+                max_bytes: connection.max_download_bytes,
+                max_redirects: OCR_MAX_FETCH_REDIRECTS,
+            },
+        )
+        .await
+        .map_err(map_media_error)?;
+    let result = document.with_source(format!(
+        "data:{};base64,{}",
+        downloaded.content_type,
+        STANDARD.encode(downloaded.bytes)
+    ));
+    validate_inline_document(&result)?;
+    Ok(result)
+}
+
+fn map_media_error(error: MediaError) -> OcrError {
+    match error {
+        MediaError::BlockedUrl => OcrRequestError::BlockedDocumentUrl.into(),
+        MediaError::DownloadDisabled => OcrRequestError::DownloadDisabled.into(),
+        MediaError::DownloadTooLarge => OcrRequestError::DownloadTooLarge.into(),
+        MediaError::TooManyRedirects => OcrRequestError::TooManyRedirects.into(),
+        MediaError::MissingRedirectLocation => OcrResponseError::MissingRedirectLocation.into(),
+        MediaError::InvalidRedirect => OcrResponseError::InvalidRedirect.into(),
+        MediaError::Http(status) => TransportError::Http {
+            status,
+            body: "OCR document download failed".into(),
+        }
+        .into(),
+        MediaError::Timeout => {
+            TransportError::Network("OCR document download timed out".into()).into()
+        }
+        MediaError::Transport(error) => error.into(),
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use serde_json::Map;
+
+    fn document(source: &str) -> OcrDocument {
+        OcrDocument::DocumentUrl {
+            document_url: source.into(),
+            extra_fields: Map::new(),
+        }
+    }
+
+    #[test]
+    fn decodes_data_urls_and_limits_decoded_size() {
+        for (source, expected) in [
+            ("data:application/pdf;base64,YWJj", b"abc".as_slice()),
+            ("DATA:application/pdf;BASE64,YWI", b"ab".as_slice()),
+            ("data:,a%20b%00%FF", b"a b\0\xff".as_slice()),
+        ] {
+            let inline = InlineDocument::parse(source).unwrap().unwrap();
+            assert_eq!(inline.decode(expected.len()).unwrap(), expected);
+            assert_eq!(
+                inline.decode(expected.len() - 1),
+                Err(OcrRequestError::InlineDocumentTooLarge)
+            );
+        }
+    }
+
+    #[test]
+    fn preserves_mime_parameters_and_standard_default() {
+        let inline = InlineDocument::parse("data:application/pdf;version=1.7;base64,YQ==")
+            .unwrap()
+            .unwrap();
+        assert!(inline.mime_type().matches("application", "pdf"));
+        assert_eq!(inline.mime_type().get_parameter("version"), Some("1.7"));
+        let default = InlineDocument::parse("data:,a").unwrap().unwrap();
+        assert!(default.mime_type().matches("text", "plain"));
+        assert_eq!(
+            default.mime_type().get_parameter("charset"),
+            Some("US-ASCII")
+        );
+    }
+
+    #[test]
+    fn rejects_invalid_inline_documents() {
+        for source in [
+            "https://example.com/document.pdf",
+            "data:application/pdf;base64",
+            "data:application/pdf;base64,INVALID!",
+        ] {
+            assert!(validate_inline_document(&document(source)).is_err());
+        }
+    }
+
+    #[tokio::test]
+    async fn remote_conversion_preserves_kind_and_isolates_provider_credentials() {
+        use tokio::io::{AsyncReadExt, AsyncWriteExt};
+        use tokio::net::TcpListener;
+
+        let listener = TcpListener::bind("127.0.0.1:0").await.unwrap();
+        let address = listener.local_addr().unwrap();
+        let server = tokio::spawn(async move {
+            let (mut socket, _) = listener.accept().await.unwrap();
+            let mut request = vec![0_u8; 2048];
+            let count = socket.read(&mut request).await.unwrap();
+            socket
+                .write_all(b"HTTP/1.1 200 OK\r\nContent-Type: image/png; charset=binary\r\nContent-Length: 3\r\nConnection: close\r\n\r\nabc")
+                .await
+                .unwrap();
+            String::from_utf8_lossy(&request[..count]).into_owned()
+        });
+        let mut provider_headers = reqwest::header::HeaderMap::new();
+        provider_headers.insert(
+            reqwest::header::AUTHORIZATION,
+            reqwest::header::HeaderValue::from_static("Bearer provider-secret"),
+        );
+        let provider_http = reqwest::Client::builder()
+            .default_headers(provider_headers)
+            .build()
+            .unwrap();
+        let document_http = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .unwrap();
+        let client = super::super::OcrClient::for_test(provider_http, document_http);
+        let converted = inline_remote_document(
+            client.document_fetcher(),
+            OcrDocument::ImageUrl {
+                image_url: format!("http://{address}/image"),
+                extra_fields: Map::from_iter([("detail".into(), serde_json::json!("high"))]),
+            },
+            &OcrConnection::default(),
+        )
+        .await
+        .unwrap();
+        let request = server.await.unwrap();
+
+        assert_eq!(
+            converted,
+            OcrDocument::ImageUrl {
+                image_url: "data:image/png;base64,YWJj".into(),
+                extra_fields: Map::from_iter([("detail".into(), serde_json::json!("high"))]),
+            }
+        );
+        assert!(!request.to_ascii_lowercase().contains("authorization"));
+        assert!(!request.contains("provider-secret"));
+    }
+}

litellm-rust/crates/core/src/ocr/error.rs

@@ -10,12 +10,52 @@ pub enum OcrRequestError {
     RequestField { path: String },
     #[error("missing required field: {0}")]
     MissingField(&'static str),
+    #[error("invalid OCR document data URI")]
+    InvalidDataUri,
+    #[error("Reducto requires a reducto:// id or a data URI")]
+    ReductoSource,
+    #[error("inline OCR document exceeds the size limit")]
+    InlineDocumentTooLarge,
+    #[error("OCR document URL is blocked by network policy")]
+    BlockedDocumentUrl,
+    #[error("OCR document downloads are disabled")]
+    DownloadDisabled,
+    #[error("OCR document download exceeds the size limit")]
+    DownloadTooLarge,
+    #[error("OCR document download exceeded the redirect limit")]
+    TooManyRedirects,
+    #[error("invalid OCR pages: {0}")]
+    Pages(String),
+    #[error("invalid OCR features")]
+    Features,
+    #[error("OCR model cannot be a dot segment")]
+    DotModel,
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Error)]
 pub enum OcrResponseError {
     #[error("invalid OCR response field: {path}")]
     ResponseField { path: String },
+    #[error("OCR response is missing non-empty content")]
+    EmptyContent,
+    #[error("OCR document redirect is missing a location")]
+    MissingRedirectLocation,
+    #[error("OCR document redirect location is invalid")]
+    InvalidRedirect,
+    #[error("OCR operation ended with status {0}")]
+    OperationStatus(String),
+    #[error("OCR response numeric value is out of range: {0}")]
+    NumericRange(&'static str),
+}
+
+#[derive(Debug, Clone, PartialEq, Eq, Error)]
+pub enum OcrPollingError {
+    #[error("OCR accepted response is missing a valid operation-location")]
+    PollLocation,
+    #[error("OCR operation-location must use the submission origin without credentials")]
+    PollOrigin,
+    #[error("OCR polling timed out")]
+    PollTimeout,
 }
 
 #[derive(Debug, Error)]
@@ -27,6 +67,8 @@ pub enum OcrError {
     #[error("{0}")]
     Transport(#[from] TransportError),
     #[error("{0}")]
+    Polling(#[from] OcrPollingError),
+    #[error("{0}")]
     Public(#[from] crate::Error),
 }
 
@@ -36,6 +78,7 @@ impl From<OcrError> for crate::Error {
             OcrError::Request(error) => error.into(),
             OcrError::Response(error) => error.into(),
             OcrError::Transport(error) => error.into(),
+            OcrError::Polling(error) => crate::Error::InvalidResponse(error.to_string()),
             OcrError::Public(error) => error,
         }
     }

litellm-rust/crates/core/src/ocr/mod.rs

@@ -1,21 +1,39 @@
 mod adapters;
 pub mod client;
 mod codecs;
+mod document;
 pub mod error;
 mod handler;
 pub mod hooks;
 mod prepare;
 mod registry;
-pub mod transformation;
 pub mod types;
 pub mod wire;
 
 pub use client::{OcrClient, ocr};
 pub use types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrConnection, OcrDocument};
 
+#[cfg(test)]
+#[path = "../../tests/azure_ai_ocr.rs"]
+mod azure_ai_tests;
+#[cfg(test)]
+#[path = "../../tests/azure_document_intelligence_ocr.rs"]
+mod azure_document_intelligence_tests;
+#[cfg(test)]
+#[path = "../../tests/deepseek_ocr.rs"]
+mod deepseek_tests;
+#[cfg(test)]
+#[path = "../../tests/reducto_ocr.rs"]
+mod reducto_tests;
 #[cfg(test)]
 #[path = "../../tests/ocr/support.rs"]
 pub(crate) mod test_support;
 #[cfg(test)]
 #[path = "../../tests/ocr.rs"]
 pub(crate) mod tests;
+#[cfg(test)]
+#[path = "../../tests/vertex_ai_deepseek_ocr.rs"]
+mod vertex_ai_deepseek_tests;
+#[cfg(test)]
+#[path = "../../tests/vertex_ai_ocr.rs"]
+mod vertex_ai_tests;

litellm-rust/crates/core/src/ocr/prepare.rs

@@ -4,7 +4,7 @@ use serde_json::{Map, Value};
 use super::OcrClient;
 use super::error::{OcrError, OcrRequestError};
 use super::hooks::OcrDuringCallRequest;
-use super::types::LiteLLMOcrRequest;
+use super::types::{LiteLLMOcrRequest, OcrDocument};
 
 #[derive(Debug, Deserialize)]
 pub(crate) struct ParsedProviderParams<T> {
@@ -24,6 +24,39 @@ pub(crate) fn _prepare_ocr_request<T: DeserializeOwned>(
     )
 }
 
+pub(crate) fn merge_extra_params<B: Serialize>(
+    body: &B,
+    extra_params: Map<String, Value>,
+) -> Result<Value, OcrRequestError> {
+    let Value::Object(fields) =
+        serde_json::to_value(body).map_err(|_| OcrRequestError::RequestField {
+            path: "body".into(),
+        })?
+    else {
+        return Err(OcrRequestError::RequestField {
+            path: "body".into(),
+        });
+    };
+    let extra_body = extra_params
+        .get("extra_body")
+        .and_then(Value::as_object)
+        .cloned()
+        .unwrap_or_default()
+        .into_iter()
+        .collect::<Map<String, Value>>();
+    Ok(Value::Object(
+        fields
+            .into_iter()
+            .chain(
+                extra_params
+                    .into_iter()
+                    .filter(|(name, _)| name != "extra_body"),
+            )
+            .chain(extra_body)
+            .collect(),
+    ))
+}
+
 pub(crate) async fn transform_request_body<B>(
     client: &OcrClient,
     request: &LiteLLMOcrRequest,
@@ -77,6 +110,29 @@ pub(crate) fn build_http_request<B: Serialize>(
         .map_err(OcrError::from)
 }
 
+pub(crate) async fn guardrail_document(
+    request: &LiteLLMOcrRequest,
+    url: &str,
+) -> Result<OcrDocument, OcrError> {
+    if !request.hooks.has_guardrails() {
+        return Ok(request.document.clone());
+    }
+    let changed = request
+        .hooks
+        .during_call(OcrDuringCallRequest {
+            model: request.model.clone(),
+            custom_llm_provider: request.adapter.provider().as_str().into(),
+            url: url.into(),
+            body: serde_json::to_value(&request.document).map_err(|_| {
+                OcrRequestError::RequestField {
+                    path: "document".into(),
+                }
+            })?,
+        })
+        .await?;
+    super::wire::decode_request_value(changed.body, "guardrail.document").map_err(OcrError::from)
+}
+
 #[derive(Serialize)]
 struct OcrWireBody<B> {
     #[serde(flatten)]
@@ -107,7 +163,6 @@ impl<B: Serialize + DeserializeOwned> OcrWireBody<B> {
 pub(crate) fn credential_env(name: &str) -> Option<String> {
     std::env::var(name).ok()
 }
-
 #[cfg(test)]
 mod tests {
     use serde_json::json;

litellm-rust/crates/core/src/ocr/registry.rs

@@ -24,12 +24,18 @@ super::adapters::for_each_ocr_adapter!(define_adapter_types);
 #[derive(Clone, Copy, Debug, PartialEq, Eq)]
 pub(crate) enum OcrProvider {
     Mistral,
+    AzureAi,
+    Reducto,
+    VertexAi,
 }
 
 impl OcrProvider {
     pub(crate) const fn as_str(self) -> &'static str {
         match self {
             Self::Mistral => "mistral",
+            Self::AzureAi => "azure_ai",
+            Self::Reducto => "reducto",
+            Self::VertexAi => "vertex_ai",
         }
     }
 }
@@ -45,9 +51,78 @@ pub(crate) fn resolve_wire_adapter(
         });
     let typed_provider = match provider.custom_llm_provider {
         "mistral" => OcrProvider::Mistral,
+        "azure_ai" => OcrProvider::AzureAi,
+        "reducto" => OcrProvider::Reducto,
+        "vertex_ai" => OcrProvider::VertexAi,
         value => return Err(Error::InvalidProvider(value.to_string())),
     };
-    match typed_provider {
-        OcrProvider::Mistral => Ok((provider.model.to_string(), OcrAdapterKind::Mistral)),
+    let adapter = match typed_provider {
+        OcrProvider::Mistral => OcrAdapterKind::Mistral,
+        OcrProvider::AzureAi if is_document_intelligence_model(provider.model) => {
+            OcrAdapterKind::AzureDocumentIntelligence
+        }
+        OcrProvider::AzureAi => OcrAdapterKind::AzureMistral,
+        OcrProvider::Reducto if provider.model.eq_ignore_ascii_case("parse-legacy") => {
+            OcrAdapterKind::ReductoLegacy
+        }
+        OcrProvider::Reducto if provider.model.eq_ignore_ascii_case("parse-v3") => {
+            OcrAdapterKind::ReductoV3
+        }
+        OcrProvider::Reducto => {
+            return Err(Error::InvalidRequest(format!(
+                "unsupported Reducto OCR model: {}",
+                provider.model
+            )));
+        }
+        OcrProvider::VertexAi if provider.model.to_ascii_lowercase().contains("deepseek") => {
+            OcrAdapterKind::VertexDeepSeek
+        }
+        OcrProvider::VertexAi => OcrAdapterKind::VertexMistral,
+    };
+    Ok((provider.model.to_string(), adapter))
+}
+
+fn is_document_intelligence_model(model: &str) -> bool {
+    let model = model.to_ascii_lowercase();
+    model.contains("doc-intelligence") || model.contains("documentintelligence")
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn provider_models_are_preserved_without_a_local_allowlist() {
+        let cases = [
+            ("mistral/future-ocr-model", OcrAdapterKind::Mistral),
+            ("azure_ai/future-ocr-model", OcrAdapterKind::AzureMistral),
+        ];
+
+        for (qualified_model, expected_adapter) in cases {
+            let expected_model = qualified_model.split_once('/').unwrap().1;
+            let (model, adapter) = resolve_wire_adapter(qualified_model, None).unwrap();
+            assert_eq!(model, expected_model);
+            assert_eq!(adapter, expected_adapter);
+        }
+    }
+
+    #[test]
+    fn unknown_reducto_models_are_rejected() {
+        assert!(matches!(
+            resolve_wire_adapter("reducto/future-parse-model", None),
+            Err(Error::InvalidRequest(_))
+        ));
+    }
+
+    #[test]
+    fn known_protocol_models_still_select_specialized_adapters() {
+        let (model, adapter) = resolve_wire_adapter("reducto/parse-legacy", None).unwrap();
+        assert_eq!(model, "parse-legacy");
+        assert_eq!(adapter, OcrAdapterKind::ReductoLegacy);
+
+        let (model, adapter) =
+            resolve_wire_adapter("azure_ai/doc-intelligence/prebuilt-layout", None).unwrap();
+        assert_eq!(model, "doc-intelligence/prebuilt-layout");
+        assert_eq!(adapter, OcrAdapterKind::AzureDocumentIntelligence);
     }
 }

litellm-rust/crates/core/src/ocr/transformation.rs

@@ -1,107 +0,0 @@
-use crate::Error;
-use serde_json::{Map, Value};
-
-use super::types::{LiteLLMOcrResponse, OcrRequestData};
-
-#[derive(Clone, Copy, Debug, PartialEq, Eq)]
-pub enum OcrAuthStrategy {
-    Bearer,
-    Header(&'static str),
-}
-
-impl OcrAuthStrategy {
-    pub fn header_name(self) -> &'static str {
-        match self {
-            Self::Bearer => "authorization",
-            Self::Header(header_name) => header_name,
-        }
-    }
-}
-
-#[derive(Clone, Copy, Debug, PartialEq, Eq)]
-pub enum OcrResponseHandling {
-    Json,
-    AzureDocumentIntelligencePoll,
-}
-
-pub trait OcrProviderConfig: Sync {
-    fn supported_ocr_params(&self) -> &'static [&'static str];
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
-        let mut mapped_params = Map::new();
-        for (param, value) in non_default_params {
-            if self.supported_ocr_params().contains(&param.as_str()) {
-                mapped_params.insert(param.clone(), value.clone());
-            }
-        }
-        mapped_params
-    }
-
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error>;
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error>;
-
-    fn transform_ocr_response_with_params(
-        &self,
-        model: &str,
-        response_json: Value,
-        _optional_params: &Map<String, Value>,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        self.transform_ocr_response(model, response_json)
-    }
-
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        model: &str,
-        optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error>;
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error>;
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn validate_environment(
-        &self,
-        headers: Vec<(String, String)>,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<Vec<(String, String)>, Error> {
-        let strategy = self.auth_strategy();
-        if crate::http_utils::has_header(&headers, strategy.header_name()) {
-            return Ok(headers);
-        }
-        let api_key = self.resolve_api_key(api_key, env_lookup)?;
-        let auth_header = match strategy {
-            OcrAuthStrategy::Bearer => ("Authorization".to_string(), format!("Bearer {api_key}")),
-            OcrAuthStrategy::Header(name) => (name.to_string(), api_key),
-        };
-        Ok(std::iter::once(auth_header).chain(headers).collect())
-    }
-
-    fn auth_strategy(&self) -> OcrAuthStrategy {
-        OcrAuthStrategy::Bearer
-    }
-
-    fn requires_data_uri_document(&self) -> bool {
-        false
-    }
-
-    fn response_handling(&self) -> OcrResponseHandling {
-        OcrResponseHandling::Json
-    }
-}

litellm-rust/crates/core/src/ocr/types.rs

@@ -1,3 +1,4 @@
+use std::collections::BTreeMap;
 use std::sync::Arc;
 use std::time::Duration;
 
@@ -7,14 +8,9 @@ use serde_json::{Map, Value};
 use super::hooks::{NoopOcrHooks, OcrHooks};
 use super::registry::{OcrAdapterKind, resolve_wire_adapter};
 use crate::Error;
+use crate::auth::InputSource;
 use crate::constants::OCR_HTTP_TIMEOUT_SECS;
 
-#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
-pub struct OcrRequestData {
-    pub data: Value,
-    pub files: Option<Value>,
-}
-
 #[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
 #[serde(tag = "type")]
 pub enum OcrDocument {
@@ -32,6 +28,28 @@ pub enum OcrDocument {
     },
 }
 
+impl OcrDocument {
+    pub(crate) fn source(&self) -> &str {
+        match self {
+            Self::DocumentUrl { document_url, .. } => document_url,
+            Self::ImageUrl { image_url, .. } => image_url,
+        }
+    }
+
+    pub(crate) fn with_source(self, source: String) -> Self {
+        match self {
+            Self::DocumentUrl { extra_fields, .. } => Self::DocumentUrl {
+                document_url: source,
+                extra_fields,
+            },
+            Self::ImageUrl { extra_fields, .. } => Self::ImageUrl {
+                image_url: source,
+                extra_fields,
+            },
+        }
+    }
+}
+
 #[derive(Clone, Copy, Debug, Default, PartialEq, Eq, Serialize, Deserialize)]
 #[serde(rename_all = "lowercase")]
 pub enum OcrResponseFormat {
@@ -43,18 +61,28 @@ pub enum OcrResponseFormat {
 #[derive(Clone)]
 pub struct OcrConnection {
     pub api_key: Option<String>,
+    pub api_key_source: InputSource,
     pub api_base: Option<String>,
+    pub api_base_source: InputSource,
     pub extra_headers: Vec<(String, String)>,
+    pub extra_headers_source: InputSource,
     pub timeout: Duration,
+    pub max_download_bytes: u64,
+    pub poll_timeout: Duration,
 }
 
 impl Default for OcrConnection {
     fn default() -> Self {
         Self {
             api_key: None,
+            api_key_source: InputSource::Deployment,
             api_base: None,
+            api_base_source: InputSource::Deployment,
             extra_headers: Vec::new(),
+            extra_headers_source: InputSource::Deployment,
             timeout: Duration::from_secs(OCR_HTTP_TIMEOUT_SECS),
+            max_download_bytes: crate::constants::OCR_DOWNLOAD_MAX_BYTES,
+            poll_timeout: Duration::from_secs(crate::constants::OCR_POLL_TIMEOUT_SECS),
         }
     }
 }
@@ -66,6 +94,7 @@ pub struct LiteLLMOcrRequest {
     pub hooks: Arc<dyn OcrHooks>,
     pub litellm_call_id: Option<String>,
     pub optional_params: Map<String, Value>,
+    pub input_sources: BTreeMap<String, InputSource>,
     pub(crate) adapter: OcrAdapterKind,
 }
 
@@ -85,6 +114,7 @@ impl LiteLLMOcrRequest {
             hooks: Arc::new(NoopOcrHooks),
             litellm_call_id: None,
             optional_params,
+            input_sources: BTreeMap::new(),
             adapter: adapter_kind,
         })
     }

litellm-rust/crates/core/src/ocr/wire.rs

@@ -1,10 +1,12 @@
 use crate::ocr::error::OcrRequestError;
 use crate::ocr::error::OcrResponseError;
+use std::collections::BTreeMap;
 use std::time::Duration;
 
 use super::hooks::{OcrDuringCallRequest, OcrPreCallRequest};
 use super::types::{LiteLLMOcrRequest, OcrConnection, OcrDocument};
 use crate::Error;
+use crate::auth::InputSource;
 use serde::{
     Deserialize,
     de::{DeserializeOwned, IntoDeserializer},
@@ -28,6 +30,8 @@ pub struct OcrWireRequest {
     pub extra_headers: Option<Map<String, Value>>,
     #[serde(default)]
     pub optional_params: Map<String, Value>,
+    #[serde(default)]
+    pub input_sources: BTreeMap<String, InputSource>,
     pub timeout_seconds: Option<f64>,
 }
 
@@ -36,6 +40,9 @@ pub fn is_supported_request(model: &str, custom_llm_provider: Option<&str>) -> b
 }
 
 pub fn decode_request(wire: OcrWireRequest) -> Result<LiteLLMOcrRequest, Error> {
+    let api_key_source = source_for(&wire.input_sources, "api_key");
+    let api_base_source = source_for(&wire.input_sources, "api_base");
+    let extra_headers_source = source_for(&wire.input_sources, "extra_headers");
     let document = decode_request_value(wire.document, "document")?;
     let headers = wire
         .extra_headers
@@ -67,16 +74,26 @@ pub fn decode_request(wire: OcrWireRequest) -> Result<LiteLLMOcrRequest, Error>
     )?;
     let connection = OcrConnection {
         api_key: nonblank(wire.api_key),
+        api_key_source,
         api_base: nonblank(wire.api_base),
+        api_base_source,
         extra_headers: headers,
+        extra_headers_source,
         timeout: timeout.unwrap_or(defaults.timeout),
+        max_download_bytes: defaults.max_download_bytes,
+        poll_timeout: defaults.poll_timeout,
     };
     Ok(LiteLLMOcrRequest {
         connection,
+        input_sources: wire.input_sources,
         ..request
     })
 }
 
+fn source_for(sources: &BTreeMap<String, InputSource>, name: &str) -> InputSource {
+    sources.get(name).copied().unwrap_or_default()
+}
+
 fn nonblank(value: Option<String>) -> Option<String> {
     value
         .map(|s| s.trim().to_string())

litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs

@@ -1,3 +1,4 @@
+use crate::auth::error::MissingCredential;
 use crate::error::Error;
 use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy};
 
@@ -21,13 +22,7 @@ pub fn resolve_anthropic_api_key(
     non_empty(api_key)
         .map(str::to_string)
         .or_else(|| env_lookup(ANTHROPIC_API_KEY_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Anthropic API Key - Set `api_key` or the ANTHROPIC_API_KEY \
-                 environment variable"
-                    .to_string(),
-            )
-        })
+        .ok_or_else(|| Error::from(crate::AuthError::from(MissingCredential::AnthropicApiKey)))
 }
 
 pub fn complete_anthropic_url(

litellm-rust/crates/core/src/providers/azure_ai/auth/credential_provider_cache.rs

@@ -0,0 +1,43 @@
+use std::future::Future;
+use std::sync::Arc;
+
+use azure_core::credentials::TokenCredential;
+use moka::future::Cache;
+
+use crate::AuthError;
+
+#[derive(Clone, Debug, PartialEq, Eq, Hash)]
+pub(crate) struct AzureCredentialProviderCacheKey {
+    pub(crate) mechanism: &'static str,
+    pub(crate) authority: String,
+    pub(crate) tenant_id: String,
+    pub(crate) client_id: String,
+    pub(crate) scope: String,
+    pub(crate) secret_identity: String,
+}
+
+pub(crate) struct AzureCredentialProviderCache {
+    entries: Cache<AzureCredentialProviderCacheKey, Arc<dyn TokenCredential>>,
+}
+
+impl AzureCredentialProviderCache {
+    pub(crate) fn new(capacity: u64) -> Self {
+        Self {
+            entries: Cache::builder().max_capacity(capacity).build(),
+        }
+    }
+
+    pub(crate) async fn get_or_create<F>(
+        &self,
+        key: AzureCredentialProviderCacheKey,
+        create: F,
+    ) -> Result<Arc<dyn TokenCredential>, AuthError>
+    where
+        F: Future<Output = Result<Arc<dyn TokenCredential>, AuthError>>,
+    {
+        self.entries
+            .try_get_with(key, create)
+            .await
+            .map_err(|error| (*error).clone())
+    }
+}

litellm-rust/crates/core/src/providers/azure_ai/auth/mod.rs

@@ -0,0 +1,7 @@
+mod credential_provider_cache;
+mod native;
+mod resolve;
+mod types;
+
+pub(crate) use resolve::AzureAuthService;
+pub(crate) use types::AzureAuthInputs;

litellm-rust/crates/core/src/providers/azure_ai/auth/native.rs

@@ -0,0 +1,702 @@
+use crate::auth::error::AuthConfigurationError;
+use std::sync::Arc;
+use std::time::{Duration, UNIX_EPOCH};
+
+use azure_core::cloud::{CloudConfiguration, CustomConfiguration};
+use azure_core::credentials::{Secret, TokenCredential};
+use azure_core::http::ClientOptions;
+use azure_identity::{
+    ClientAssertion, ClientAssertionCredential, ClientAssertionCredentialOptions,
+    ClientSecretCredential, ClientSecretCredentialOptions, DeveloperToolsCredential,
+    ManagedIdentityCredential, ManagedIdentityCredentialOptions, UserAssignedId,
+    WorkloadIdentityCredential, WorkloadIdentityCredentialOptions,
+};
+use sha2::{Digest, Sha256};
+
+use crate::AuthError;
+use crate::auth::{InputSource, ResolvedCredential, SecretValue, Sourced};
+
+use super::credential_provider_cache::{
+    AzureCredentialProviderCache, AzureCredentialProviderCacheKey,
+};
+
+#[derive(Clone, Debug)]
+pub(crate) enum NativeAzureRequest {
+    ClientSecret {
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        client_secret: Sourced<SecretValue>,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    ClientAssertion {
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        assertion: Sourced<SecretValue>,
+        assertion_identity: String,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    WorkloadIdentity {
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        token_file_path: Sourced<String>,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    ManagedIdentity {
+        client_id: Option<Sourced<String>>,
+        scope: Sourced<String>,
+        selection_source: InputSource,
+    },
+    DeveloperTools {
+        scope: Sourced<String>,
+        selection_source: InputSource,
+    },
+}
+
+#[derive(Clone, Debug)]
+pub(crate) struct ValidatedAzureRequest {
+    request: NativeAzureRequest,
+    credential_source: InputSource,
+}
+
+impl ValidatedAzureRequest {
+    pub(crate) fn new(request: NativeAzureRequest) -> Result<Self, AuthError> {
+        validate_authority(&request)?;
+        let credential_source = validate_sources(&request)?;
+        Ok(Self {
+            request,
+            credential_source,
+        })
+    }
+
+    pub(crate) fn credential_source(&self) -> InputSource {
+        self.credential_source
+    }
+
+    #[cfg(test)]
+    pub(super) fn kind(&self) -> &'static str {
+        match self.request {
+            NativeAzureRequest::ClientSecret { .. } => "client-secret",
+            NativeAzureRequest::ClientAssertion { .. } => "client-assertion",
+            NativeAzureRequest::WorkloadIdentity { .. } => "workload-identity",
+            NativeAzureRequest::ManagedIdentity { .. } => "managed-identity",
+            NativeAzureRequest::DeveloperTools { .. } => "developer-tools",
+        }
+    }
+}
+
+pub(crate) struct NativeAzureTokenAcquirer {
+    cache: AzureCredentialProviderCache,
+    transport: Option<azure_core::http::Transport>,
+}
+
+impl Default for NativeAzureTokenAcquirer {
+    fn default() -> Self {
+        Self::new(64)
+    }
+}
+
+impl NativeAzureTokenAcquirer {
+    pub(crate) fn new(cache_capacity: u64) -> Self {
+        Self {
+            cache: AzureCredentialProviderCache::new(cache_capacity),
+            transport: None,
+        }
+    }
+
+    #[cfg(test)]
+    pub(super) fn with_transport(
+        cache_capacity: u64,
+        transport: azure_core::http::Transport,
+    ) -> Self {
+        Self {
+            cache: AzureCredentialProviderCache::new(cache_capacity),
+            transport: Some(transport),
+        }
+    }
+
+    pub(crate) async fn acquire(
+        &self,
+        request: ValidatedAzureRequest,
+    ) -> Result<ResolvedCredential, AuthError> {
+        let scope = request.request.scope().to_string();
+        let key = request.request.cache_key();
+        let transport = self.transport.clone();
+        let credential = self
+            .cache
+            .get_or_create(
+                key,
+                async move { build_credential(request.request, transport) },
+            )
+            .await?;
+        let token = credential
+            .get_token(&[scope.as_str()], None)
+            .await
+            .map_err(|error| AuthError::AzureTokenAcquisition(error.to_string()))?;
+        let expires_on = u64::try_from(token.expires_on.unix_timestamp())
+            .ok()
+            .map(|seconds| UNIX_EPOCH + Duration::from_secs(seconds));
+
+        Ok(ResolvedCredential::AccessToken {
+            token: SecretValue::new(token.token.secret()),
+            expires_on,
+        })
+    }
+}
+
+impl NativeAzureRequest {
+    fn scope(&self) -> &str {
+        match self {
+            Self::ClientSecret { scope, .. }
+            | Self::ClientAssertion { scope, .. }
+            | Self::WorkloadIdentity { scope, .. }
+            | Self::ManagedIdentity { scope, .. }
+            | Self::DeveloperTools { scope, .. } => scope.value(),
+        }
+    }
+
+    fn cache_key(&self) -> AzureCredentialProviderCacheKey {
+        match self {
+            Self::ClientSecret {
+                tenant_id,
+                client_id,
+                client_secret,
+                scope,
+                authority,
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "client-secret",
+                authority: authority
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                tenant_id: tenant_id.value().clone(),
+                client_id: client_id.value().clone(),
+                scope: scope.value().clone(),
+                secret_identity: secret_digest(client_secret.value().expose()),
+            },
+            Self::ClientAssertion {
+                tenant_id,
+                client_id,
+                assertion,
+                assertion_identity,
+                scope,
+                authority,
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "client-assertion",
+                authority: authority
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                tenant_id: tenant_id.value().clone(),
+                client_id: client_id.value().clone(),
+                scope: scope.value().clone(),
+                secret_identity: format!(
+                    "{assertion_identity}:{}",
+                    secret_digest(assertion.value().expose())
+                ),
+            },
+            Self::WorkloadIdentity {
+                tenant_id,
+                client_id,
+                token_file_path,
+                scope,
+                authority,
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "workload-identity",
+                authority: authority
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                tenant_id: tenant_id.value().clone(),
+                client_id: client_id.value().clone(),
+                scope: scope.value().clone(),
+                secret_identity: token_file_path.value().clone(),
+            },
+            Self::ManagedIdentity {
+                client_id, scope, ..
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "managed-identity",
+                authority: String::new(),
+                tenant_id: String::new(),
+                client_id: client_id
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                scope: scope.value().clone(),
+                secret_identity: String::new(),
+            },
+            Self::DeveloperTools { scope, .. } => AzureCredentialProviderCacheKey {
+                mechanism: "developer-tools",
+                authority: String::new(),
+                tenant_id: String::new(),
+                client_id: String::new(),
+                scope: scope.value().clone(),
+                secret_identity: String::new(),
+            },
+        }
+    }
+}
+
+fn validate_authority(request: &NativeAzureRequest) -> Result<(), AuthError> {
+    let authority = match request {
+        NativeAzureRequest::ClientSecret { authority, .. }
+        | NativeAzureRequest::ClientAssertion { authority, .. }
+        | NativeAzureRequest::WorkloadIdentity { authority, .. } => authority.as_ref(),
+        NativeAzureRequest::ManagedIdentity { .. } | NativeAzureRequest::DeveloperTools { .. } => {
+            None
+        }
+    };
+    let Some(authority) = authority else {
+        return Ok(());
+    };
+    let url = url::Url::parse(authority.value())
+        .map_err(|_| AuthError::Configuration(AuthConfigurationError::InvalidAzureAuthority))?;
+    if url.scheme() != "https"
+        || url.host_str().is_none()
+        || !url.username().is_empty()
+        || url.password().is_some()
+        || url.query().is_some()
+        || url.fragment().is_some()
+        || !matches!(url.path(), "" | "/")
+    {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::InvalidAzureAuthority,
+        ));
+    }
+    Ok(())
+}
+
+fn validate_sources(request: &NativeAzureRequest) -> Result<InputSource, AuthError> {
+    match request {
+        NativeAzureRequest::ClientSecret {
+            tenant_id,
+            client_id,
+            client_secret,
+            scope,
+            authority,
+        } => {
+            let identity_sources = [
+                tenant_id.source(),
+                client_id.source(),
+                client_secret.source(),
+            ];
+            let request_identity = identity_sources.contains(&InputSource::Request);
+            if request_identity
+                && !identity_sources
+                    .iter()
+                    .all(|source| *source == InputSource::Request)
+            {
+                return mixed_sources();
+            }
+            if !request_identity && is_request_controlled(scope, authority.as_ref()) {
+                return mixed_sources();
+            }
+            Ok(if request_identity {
+                InputSource::Request
+            } else {
+                trusted_source(&identity_sources)
+            })
+        }
+        NativeAzureRequest::ClientAssertion {
+            tenant_id,
+            client_id,
+            assertion,
+            scope,
+            authority,
+            ..
+        } => trusted_only(&[
+            tenant_id.source(),
+            client_id.source(),
+            assertion.source(),
+            scope.source(),
+            authority
+                .as_ref()
+                .map(Sourced::source)
+                .unwrap_or(InputSource::Environment),
+        ]),
+        NativeAzureRequest::WorkloadIdentity {
+            tenant_id,
+            client_id,
+            token_file_path,
+            scope,
+            authority,
+        } => trusted_only(&[
+            tenant_id.source(),
+            client_id.source(),
+            token_file_path.source(),
+            scope.source(),
+            authority
+                .as_ref()
+                .map(Sourced::source)
+                .unwrap_or(InputSource::Environment),
+        ]),
+        NativeAzureRequest::ManagedIdentity {
+            client_id,
+            scope,
+            selection_source,
+        } => trusted_only(&[
+            client_id
+                .as_ref()
+                .map(Sourced::source)
+                .unwrap_or(InputSource::Environment),
+            scope.source(),
+            *selection_source,
+        ]),
+        NativeAzureRequest::DeveloperTools {
+            scope,
+            selection_source,
+        } => trusted_only(&[scope.source(), *selection_source]),
+    }
+}
+
+fn is_request_controlled<T>(value: &Sourced<T>, optional: Option<&Sourced<String>>) -> bool {
+    value.source() == InputSource::Request
+        || optional.is_some_and(|value| value.source() == InputSource::Request)
+}
+
+fn trusted_only(sources: &[InputSource]) -> Result<InputSource, AuthError> {
+    if sources.contains(&InputSource::Request) {
+        return mixed_sources();
+    }
+    Ok(trusted_source(sources))
+}
+
+fn trusted_source(sources: &[InputSource]) -> InputSource {
+    if sources.contains(&InputSource::Deployment) {
+        InputSource::Deployment
+    } else {
+        InputSource::Environment
+    }
+}
+
+fn mixed_sources<T>() -> Result<T, AuthError> {
+    Err(AuthError::Configuration(
+        AuthConfigurationError::MixedAzureCredentialSources,
+    ))
+}
+
+fn build_credential(
+    request: NativeAzureRequest,
+    transport: Option<azure_core::http::Transport>,
+) -> Result<Arc<dyn TokenCredential>, AuthError> {
+    match request {
+        NativeAzureRequest::ClientSecret {
+            tenant_id,
+            client_id,
+            client_secret,
+            authority,
+            ..
+        } => ClientSecretCredential::new(
+            tenant_id.value(),
+            client_id.into_value(),
+            Secret::new(client_secret.value().expose().to_string()),
+            Some(ClientSecretCredentialOptions {
+                client_options: client_options(authority.map(Sourced::into_value), transport),
+            }),
+        )
+        .map(|credential| credential as Arc<dyn TokenCredential>),
+        NativeAzureRequest::ClientAssertion {
+            tenant_id,
+            client_id,
+            assertion,
+            authority,
+            ..
+        } => ClientAssertionCredential::new(
+            tenant_id.into_value(),
+            client_id.into_value(),
+            StaticAssertion(assertion.into_value()),
+            Some(ClientAssertionCredentialOptions {
+                client_options: client_options(authority.map(Sourced::into_value), transport),
+            }),
+        )
+        .map(|credential| credential as Arc<dyn TokenCredential>),
+        NativeAzureRequest::WorkloadIdentity {
+            tenant_id,
+            client_id,
+            token_file_path,
+            authority,
+            ..
+        } => WorkloadIdentityCredential::new(Some(WorkloadIdentityCredentialOptions {
+            credential_options: azure_identity::ClientAssertionCredentialOptions {
+                client_options: client_options(authority.map(Sourced::into_value), transport),
+            },
+            client_id: Some(client_id.into_value()),
+            tenant_id: Some(tenant_id.into_value()),
+            token_file_path: Some(token_file_path.into_value().into()),
+        }))
+        .map(|credential| credential as Arc<dyn TokenCredential>),
+        NativeAzureRequest::ManagedIdentity { client_id, .. } => {
+            ManagedIdentityCredential::new(Some(ManagedIdentityCredentialOptions {
+                user_assigned_id: client_id
+                    .map(Sourced::into_value)
+                    .map(UserAssignedId::ClientId),
+                client_options: client_options(None, transport),
+            }))
+            .map(|credential| credential as Arc<dyn TokenCredential>)
+        }
+        NativeAzureRequest::DeveloperTools { .. } => DeveloperToolsCredential::new(None)
+            .map(|credential| credential as Arc<dyn TokenCredential>),
+    }
+    .map_err(|error| {
+        AuthError::Configuration(AuthConfigurationError::AzureCredentialInitialization(
+            error.to_string(),
+        ))
+    })
+}
+
+fn client_options(
+    authority: Option<String>,
+    transport: Option<azure_core::http::Transport>,
+) -> ClientOptions {
+    let cloud = authority.map(|authority_host| {
+        let mut custom = CustomConfiguration::default();
+        custom.authority_host = authority_host;
+        Arc::new(CloudConfiguration::from(custom))
+    });
+    ClientOptions {
+        cloud,
+        transport,
+        ..Default::default()
+    }
+}
+
+fn secret_digest(secret: &str) -> String {
+    format!("{:x}", Sha256::digest(secret.as_bytes()))
+}
+
+#[derive(Debug)]
+struct StaticAssertion(SecretValue);
+
+impl ClientAssertion for StaticAssertion {
+    fn secret<'life0, 'life1, 'async_trait>(
+        &'life0 self,
+        _options: Option<azure_core::http::ClientMethodOptions<'life1>>,
+    ) -> std::pin::Pin<
+        Box<dyn std::future::Future<Output = azure_core::Result<String>> + Send + 'async_trait>,
+    >
+    where
+        'life0: 'async_trait,
+        'life1: 'async_trait,
+        Self: 'async_trait,
+    {
+        Box::pin(async move { Ok(self.0.expose().to_string()) })
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::{Arc, Mutex};
+
+    use azure_core::http::headers::Headers;
+    use azure_core::http::{AsyncRawResponse, HttpClient, Request, StatusCode, Transport};
+    use azure_core::{Bytes, Result};
+
+    use super::{NativeAzureRequest, NativeAzureTokenAcquirer, ValidatedAzureRequest};
+    use crate::auth::{InputSource, SecretValue, Sourced};
+
+    fn deployment<T>(value: T) -> Sourced<T> {
+        Sourced::new(value, InputSource::Deployment)
+    }
+
+    fn sourced_client_secret(
+        credential_source: InputSource,
+        authority_source: InputSource,
+        authority: &str,
+    ) -> NativeAzureRequest {
+        NativeAzureRequest::ClientSecret {
+            tenant_id: Sourced::new("tenant".to_string(), credential_source),
+            client_id: Sourced::new("client".to_string(), credential_source),
+            client_secret: Sourced::new(SecretValue::new("secret"), credential_source),
+            scope: Sourced::new("scope".to_string(), InputSource::Environment),
+            authority: Some(Sourced::new(authority.to_string(), authority_source)),
+        }
+    }
+
+    fn client_secret_request(
+        tenant: &str,
+        client: &str,
+        secret: &str,
+        scope: &str,
+        authority: &str,
+    ) -> ValidatedAzureRequest {
+        ValidatedAzureRequest::new(NativeAzureRequest::ClientSecret {
+            tenant_id: deployment(tenant.to_string()),
+            client_id: deployment(client.to_string()),
+            client_secret: deployment(SecretValue::new(secret)),
+            scope: deployment(scope.to_string()),
+            authority: Some(deployment(authority.to_string())),
+        })
+        .unwrap()
+    }
+
+    #[derive(Debug, Default)]
+    struct RecordingTokenClient {
+        requests: Mutex<Vec<(String, String)>>,
+    }
+
+    impl HttpClient for RecordingTokenClient {
+        fn execute_request<'life0, 'life1, 'async_trait>(
+            &'life0 self,
+            request: &'life1 Request,
+        ) -> std::pin::Pin<
+            Box<dyn std::future::Future<Output = Result<AsyncRawResponse>> + Send + 'async_trait>,
+        >
+        where
+            'life0: 'async_trait,
+            'life1: 'async_trait,
+            Self: 'async_trait,
+        {
+            Box::pin(async move {
+                let body = Bytes::from(request.body());
+                self.requests.lock().unwrap().push((
+                    request.url().to_string(),
+                    String::from_utf8(body.to_vec()).unwrap(),
+                ));
+                Ok(AsyncRawResponse::from_bytes(
+                    StatusCode::Ok,
+                    Headers::new(),
+                    r#"{"token_type":"Bearer","expires_in":3600,"ext_expires_in":3600,"access_token":"native-token"}"#,
+                ))
+            })
+        }
+    }
+
+    #[tokio::test]
+    async fn client_secret_uses_sdk_protocol_and_reuses_cached_credential() {
+        let transport = Arc::new(RecordingTokenClient::default());
+        let acquirer =
+            NativeAzureTokenAcquirer::with_transport(4, Transport::new(transport.clone()));
+        let request = client_secret_request(
+            "tenant",
+            "client",
+            "secret",
+            "https://service.test/.default",
+            "https://login.test",
+        );
+
+        let first = acquirer.acquire(request.clone()).await.unwrap();
+        let second = acquirer.acquire(request).await.unwrap();
+
+        assert_eq!(first.secret().expose(), "native-token");
+        assert_eq!(second.secret().expose(), "native-token");
+        let requests = transport.requests.lock().unwrap();
+        assert_eq!(requests.len(), 1);
+        assert_eq!(requests[0].0, "https://login.test/tenant/oauth2/v2.0/token");
+        assert!(requests[0].1.contains("client_id=client"));
+        assert!(requests[0].1.contains("client_secret=secret"));
+        assert!(
+            requests[0]
+                .1
+                .contains("scope=https%3A%2F%2Fservice.test%2F.default")
+        );
+    }
+
+    #[tokio::test]
+    async fn credential_provider_cache_isolates_every_client_secret_identity_field() {
+        let transport = Arc::new(RecordingTokenClient::default());
+        let acquirer =
+            NativeAzureTokenAcquirer::with_transport(16, Transport::new(transport.clone()));
+        let request = client_secret_request;
+        let base = request("tenant", "client", "secret", "scope", "https://login.test");
+        let variants = [
+            base.clone(),
+            request(
+                "other-tenant",
+                "client",
+                "secret",
+                "scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "other-client",
+                "secret",
+                "scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "client",
+                "other-secret",
+                "scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "client",
+                "secret",
+                "other-scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "client",
+                "secret",
+                "scope",
+                "https://other-login.test",
+            ),
+        ];
+
+        acquirer.acquire(base.clone()).await.unwrap();
+        acquirer.acquire(base).await.unwrap();
+        for request in variants.into_iter().skip(1) {
+            acquirer.acquire(request).await.unwrap();
+        }
+
+        assert_eq!(transport.requests.lock().unwrap().len(), 6);
+    }
+
+    #[test]
+    fn request_authority_requires_request_owned_client_secret_identity() {
+        let error = ValidatedAzureRequest::new(sourced_client_secret(
+            InputSource::Deployment,
+            InputSource::Request,
+            "https://login.example",
+        ))
+        .unwrap_err();
+
+        assert!(matches!(
+            error,
+            crate::AuthError::Configuration(
+                crate::auth::error::AuthConfigurationError::MixedAzureCredentialSources
+            )
+        ));
+    }
+
+    #[test]
+    fn request_owned_client_secret_identity_can_select_custom_authority() {
+        let request = ValidatedAzureRequest::new(sourced_client_secret(
+            InputSource::Request,
+            InputSource::Request,
+            "https://login.example",
+        ))
+        .unwrap();
+
+        assert_eq!(request.credential_source(), InputSource::Request);
+    }
+
+    #[test]
+    fn authority_is_restricted_to_an_https_origin() {
+        for authority in [
+            "http://login.example",
+            "https://user@login.example",
+            "https://login.example/tenant",
+            "https://login.example?target=other",
+        ] {
+            let error = ValidatedAzureRequest::new(sourced_client_secret(
+                InputSource::Deployment,
+                InputSource::Deployment,
+                authority,
+            ))
+            .unwrap_err();
+            assert!(matches!(
+                error,
+                crate::AuthError::Configuration(
+                    crate::auth::error::AuthConfigurationError::InvalidAzureAuthority
+                )
+            ));
+        }
+    }
+}

litellm-rust/crates/core/src/providers/azure_ai/auth/resolve.rs

@@ -0,0 +1,683 @@
+use crate::AuthError;
+use crate::auth::error::AuthConfigurationError;
+use crate::auth::{
+    CredentialFileRef, CredentialLookup, CredentialRef, InputSource, ResolvedCredential,
+    SecretValue, Sourced, TokenProviderHandle,
+};
+use std::future::Future;
+use std::pin::Pin;
+use std::sync::Arc;
+
+use super::native::{NativeAzureRequest, NativeAzureTokenAcquirer, ValidatedAzureRequest};
+use super::types::{AzureAuthInputs, AzureCredentialType, ConfigValue, DEFAULT_AZURE_SCOPE};
+
+const AZURE_AD_TOKEN_ENV: &str = "AZURE_AD_TOKEN";
+const AZURE_TENANT_ID_ENV: &str = "AZURE_TENANT_ID";
+const AZURE_CLIENT_ID_ENV: &str = "AZURE_CLIENT_ID";
+const AZURE_CLIENT_SECRET_ENV: &str = "AZURE_CLIENT_SECRET";
+const AZURE_SCOPE_ENV: &str = "AZURE_SCOPE";
+const AZURE_AUTHORITY_HOST_ENV: &str = "AZURE_AUTHORITY_HOST";
+const AZURE_CREDENTIAL_ENV: &str = "AZURE_CREDENTIAL";
+const AZURE_FEDERATED_TOKEN_FILE_ENV: &str = "AZURE_FEDERATED_TOKEN_FILE";
+
+#[derive(Clone, Debug)]
+pub(crate) enum AzureCredentialPlan {
+    Supplied(Sourced<ResolvedCredential>),
+    Caller(TokenProviderHandle),
+    Oidc {
+        reference: Sourced<CredentialRef>,
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    Native(ValidatedAzureRequest),
+    Chain(Vec<ValidatedAzureRequest>),
+    Missing,
+}
+
+/// Rust counterpart to Python's `get_azure_ad_token`, not `BaseAzureLLM`.
+pub(crate) struct AzureAuthService {
+    native: Arc<dyn AzureTokenAcquirer>,
+}
+
+trait AzureTokenAcquirer: Send + Sync {
+    fn acquire(
+        &self,
+        request: ValidatedAzureRequest,
+    ) -> Pin<Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + '_>>;
+}
+
+impl AzureTokenAcquirer for NativeAzureTokenAcquirer {
+    fn acquire(
+        &self,
+        request: ValidatedAzureRequest,
+    ) -> Pin<Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + '_>> {
+        Box::pin(NativeAzureTokenAcquirer::acquire(self, request))
+    }
+}
+
+impl Default for AzureAuthService {
+    fn default() -> Self {
+        Self {
+            native: Arc::new(NativeAzureTokenAcquirer::default()),
+        }
+    }
+}
+
+impl AzureAuthService {
+    #[cfg(test)]
+    fn with_acquirer(native: Arc<dyn AzureTokenAcquirer>) -> Self {
+        Self { native }
+    }
+
+    pub(crate) async fn get_azure_ad_token(
+        &self,
+        inputs: &AzureAuthInputs,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<Option<Sourced<ResolvedCredential>>, AuthError> {
+        match select_auth_plan(inputs, env_lookup)? {
+            AzureCredentialPlan::Supplied(credential) => Ok(Some(credential)),
+            AzureCredentialPlan::Caller(caller) => {
+                let credential = caller.acquire().await?;
+                if credential.secret().expose().is_empty() {
+                    return Err(AuthError::EmptyAzureToken);
+                }
+                Ok(Some(Sourced::new(credential, InputSource::Deployment)))
+            }
+            AzureCredentialPlan::Oidc {
+                reference,
+                tenant_id,
+                client_id,
+                scope,
+                authority,
+            } => {
+                let assertion = resolve_reference(inputs, env_lookup, reference.value())
+                    .await?
+                    .ok_or(AuthError::UnresolvedOidcReference)?;
+                let request = ValidatedAzureRequest::new(NativeAzureRequest::ClientAssertion {
+                    tenant_id,
+                    client_id,
+                    assertion: Sourced::new(assertion, reference.source()),
+                    assertion_identity: format!("{:?}", reference.value()),
+                    scope,
+                    authority,
+                })?;
+                let source = request.credential_source();
+                self.native
+                    .acquire(request)
+                    .await
+                    .map(|credential| Sourced::new(credential, source))
+                    .map(Some)
+            }
+            AzureCredentialPlan::Native(request) => {
+                let source = request.credential_source();
+                self.native
+                    .acquire(request)
+                    .await
+                    .map(|credential| Some(Sourced::new(credential, source)))
+            }
+            AzureCredentialPlan::Chain(requests) => {
+                let mut failures = Vec::new();
+                for request in requests {
+                    let source = request.credential_source();
+                    match self.native.acquire(request).await {
+                        Ok(credential) => return Ok(Some(Sourced::new(credential, source))),
+                        Err(error) => failures.push(error),
+                    }
+                }
+                Err(AuthError::CredentialChain(failures))
+            }
+            AzureCredentialPlan::Missing => Ok(None),
+        }
+    }
+}
+
+pub(crate) fn select_auth_plan(
+    inputs: &AzureAuthInputs,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<AzureCredentialPlan, AuthError> {
+    let token = configured_secret(&inputs.azure_ad_token, AZURE_AD_TOKEN_ENV, env_lookup);
+    let tenant_id = configured_string(&inputs.tenant_id, AZURE_TENANT_ID_ENV, env_lookup);
+    let client_id = configured_string(&inputs.client_id, AZURE_CLIENT_ID_ENV, env_lookup);
+    let client_secret =
+        configured_secret(&inputs.client_secret, AZURE_CLIENT_SECRET_ENV, env_lookup);
+    let scope = configured_string(&inputs.azure_scope, AZURE_SCOPE_ENV, env_lookup)
+        .unwrap_or_else(|| Sourced::new(DEFAULT_AZURE_SCOPE.to_string(), InputSource::Environment));
+    let authority = configured_string(
+        &inputs.azure_authority_host,
+        AZURE_AUTHORITY_HOST_ENV,
+        env_lookup,
+    );
+    let selector = configured_string(&inputs.azure_credential, AZURE_CREDENTIAL_ENV, env_lookup)
+        .map(|value| {
+            value
+                .value()
+                .parse::<AzureCredentialType>()
+                .map(|selector| Sourced::new(selector, value.source()))
+        })
+        .transpose()
+        .map_err(|_| AuthError::Configuration(AuthConfigurationError::InvalidAzureSelector))?;
+    let federated_token_file = configured_string(
+        &inputs.federated_token_file,
+        AZURE_FEDERATED_TOKEN_FILE_ENV,
+        env_lookup,
+    );
+
+    if inputs.azure_ad_token_provider.is_none()
+        && let (Some(tenant_id), Some(client_id), Some(client_secret)) =
+            (tenant_id.clone(), client_id.clone(), client_secret)
+    {
+        return Ok(AzureCredentialPlan::Native(ValidatedAzureRequest::new(
+            NativeAzureRequest::ClientSecret {
+                tenant_id,
+                client_id,
+                client_secret,
+                scope,
+                authority,
+            },
+        )?));
+    }
+
+    if let (Some(reference), Some(tenant_id), Some(client_id)) = (
+        oidc_reference(&token)?,
+        tenant_id.clone(),
+        client_id.clone(),
+    ) {
+        return Ok(AzureCredentialPlan::Oidc {
+            reference,
+            tenant_id,
+            client_id,
+            scope,
+            authority,
+        });
+    }
+
+    if let Some(caller) = &inputs.azure_ad_token_provider {
+        return Ok(AzureCredentialPlan::Caller(caller.clone()));
+    }
+
+    if let Some(token) = token {
+        return Ok(AzureCredentialPlan::Supplied(token.map(|token| {
+            ResolvedCredential::AccessToken {
+                token,
+                expires_on: None,
+            }
+        })));
+    }
+
+    if !*inputs.enable_azure_ad_token_refresh.value() && selector.is_none() {
+        return Ok(AzureCredentialPlan::Missing);
+    }
+
+    select_native_plan(
+        selector,
+        tenant_id,
+        client_id,
+        federated_token_file,
+        scope,
+        authority,
+        inputs.enable_azure_ad_token_refresh.source(),
+    )
+}
+
+fn select_native_plan(
+    selector: Option<Sourced<AzureCredentialType>>,
+    tenant_id: Option<Sourced<String>>,
+    client_id: Option<Sourced<String>>,
+    federated_token_file: Option<Sourced<String>>,
+    scope: Sourced<String>,
+    authority: Option<Sourced<String>>,
+    refresh_source: InputSource,
+) -> Result<AzureCredentialPlan, AuthError> {
+    let selected = selector.unwrap_or_else(|| {
+        Sourced::new(
+            {
+                if federated_token_file.is_some() {
+                    AzureCredentialType::DefaultAzureCredential
+                } else if client_id.is_some() {
+                    AzureCredentialType::ManagedIdentityCredential
+                } else {
+                    AzureCredentialType::DefaultAzureCredential
+                }
+            },
+            refresh_source,
+        )
+    });
+    let selection_source = selected.source();
+
+    match selected.into_value() {
+        AzureCredentialType::ClientSecretCredential => Err(AuthError::Configuration(
+            AuthConfigurationError::MissingClientSecretFields,
+        )),
+        AzureCredentialType::WorkloadIdentityCredential => {
+            Ok(AzureCredentialPlan::Native(ValidatedAzureRequest::new(
+                workload_request(tenant_id, client_id, federated_token_file, scope, authority)?,
+            )?))
+        }
+        AzureCredentialType::ManagedIdentityCredential => Ok(AzureCredentialPlan::Native(
+            ValidatedAzureRequest::new(NativeAzureRequest::ManagedIdentity {
+                client_id,
+                scope,
+                selection_source,
+            })?,
+        )),
+        AzureCredentialType::DefaultAzureCredential => {
+            let workload = match (tenant_id, client_id.clone(), federated_token_file) {
+                (Some(tenant_id), Some(client_id), Some(token_file_path)) => {
+                    Some(NativeAzureRequest::WorkloadIdentity {
+                        tenant_id,
+                        client_id,
+                        token_file_path,
+                        scope: scope.clone(),
+                        authority,
+                    })
+                }
+                _ => None,
+            };
+            Ok(AzureCredentialPlan::Chain(
+                workload
+                    .into_iter()
+                    .chain(std::iter::once(NativeAzureRequest::ManagedIdentity {
+                        client_id,
+                        scope: scope.clone(),
+                        selection_source,
+                    }))
+                    .chain(std::iter::once(NativeAzureRequest::DeveloperTools {
+                        scope,
+                        selection_source,
+                    }))
+                    .map(ValidatedAzureRequest::new)
+                    .collect::<Result<Vec<_>, _>>()?,
+            ))
+        }
+        AzureCredentialType::DeploymentIdentityCredential => {
+            let workload = match (tenant_id, client_id.clone(), federated_token_file) {
+                (Some(tenant_id), Some(client_id), Some(token_file_path)) => {
+                    Some(NativeAzureRequest::WorkloadIdentity {
+                        tenant_id,
+                        client_id,
+                        token_file_path,
+                        scope: scope.clone(),
+                        authority,
+                    })
+                }
+                _ => None,
+            };
+            let user_assigned = client_id.map(|client_id| NativeAzureRequest::ManagedIdentity {
+                client_id: Some(client_id),
+                scope: scope.clone(),
+                selection_source,
+            });
+            Ok(AzureCredentialPlan::Chain(
+                workload
+                    .into_iter()
+                    .chain(user_assigned)
+                    .chain(std::iter::once(NativeAzureRequest::ManagedIdentity {
+                        client_id: None,
+                        scope,
+                        selection_source,
+                    }))
+                    .map(ValidatedAzureRequest::new)
+                    .collect::<Result<Vec<_>, _>>()?,
+            ))
+        }
+    }
+}
+
+fn workload_request(
+    tenant_id: Option<Sourced<String>>,
+    client_id: Option<Sourced<String>>,
+    token_file_path: Option<Sourced<String>>,
+    scope: Sourced<String>,
+    authority: Option<Sourced<String>>,
+) -> Result<NativeAzureRequest, AuthError> {
+    Ok(NativeAzureRequest::WorkloadIdentity {
+        tenant_id: tenant_id.ok_or(AuthError::Configuration(
+            AuthConfigurationError::MissingWorkloadTenant,
+        ))?,
+        client_id: client_id.ok_or(AuthError::Configuration(
+            AuthConfigurationError::MissingWorkloadClient,
+        ))?,
+        token_file_path: token_file_path.ok_or(AuthError::Configuration(
+            AuthConfigurationError::MissingWorkloadTokenFile,
+        ))?,
+        scope,
+        authority,
+    })
+}
+
+fn configured_string(
+    configured: &ConfigValue<String>,
+    environment_name: &str,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<Sourced<String>> {
+    configured
+        .as_value()
+        .filter(|value| !value.value().is_empty())
+        .cloned()
+        .or_else(|| {
+            env_lookup(environment_name)
+                .filter(|value| !value.is_empty())
+                .map(|value| Sourced::new(value, InputSource::Environment))
+        })
+}
+
+fn configured_secret(
+    configured: &ConfigValue<SecretValue>,
+    environment_name: &str,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<Sourced<SecretValue>> {
+    configured
+        .as_value()
+        .filter(|value| !value.value().expose().is_empty())
+        .cloned()
+        .or_else(|| {
+            env_lookup(environment_name)
+                .filter(|value| !value.is_empty())
+                .map(|value| Sourced::new(SecretValue::new(value), InputSource::Environment))
+        })
+}
+
+async fn resolve_reference(
+    inputs: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    reference: &CredentialRef,
+) -> Result<Option<SecretValue>, AuthError> {
+    let lookup = match reference {
+        CredentialRef::Explicit(secret) => return Ok(Some(secret.clone())),
+        CredentialRef::Env(name) => env_lookup(name)
+            .filter(|value| !value.is_empty())
+            .map(SecretValue::new)
+            .map_or(CredentialLookup::Missing, CredentialLookup::Found),
+        CredentialRef::None => return Ok(None),
+        CredentialRef::File(_) | CredentialRef::Request(_) | CredentialRef::Host(_) => {
+            let resolver = inputs
+                .credential_resolver
+                .as_ref()
+                .ok_or(AuthError::Configuration(
+                    AuthConfigurationError::MissingHostResolver,
+                ))?;
+            resolver.resolve(reference).await?
+        }
+    };
+    Ok(match lookup {
+        CredentialLookup::Found(secret) => Some(secret),
+        CredentialLookup::Missing | CredentialLookup::Declined => None,
+    })
+}
+
+fn oidc_reference(
+    token: &Option<Sourced<SecretValue>>,
+) -> Result<Option<Sourced<CredentialRef>>, AuthError> {
+    let Some(token) = token.as_ref() else {
+        return Ok(None);
+    };
+    let value = token.value().expose();
+    if token.source() == InputSource::Request && value.starts_with("oidc/") {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::RequestAzureCredentialReference,
+        ));
+    }
+    if let Some(name) = value.strip_prefix("oidc/env/") {
+        return non_empty_reference(name, "OIDC environment reference")
+            .map(CredentialRef::Env)
+            .map(|reference| Sourced::new(reference, token.source()))
+            .map(Some);
+    }
+    if let Some(name) = value.strip_prefix("oidc/env_path/") {
+        return non_empty_reference(name, "OIDC environment path reference")
+            .map(|name| CredentialRef::File(CredentialFileRef::EnvironmentVariable(name)))
+            .map(|reference| Sourced::new(reference, token.source()))
+            .map(Some);
+    }
+    if let Some(path) = value.strip_prefix("oidc/file/") {
+        let path = non_empty_reference(path, "OIDC file reference")?;
+        return Ok(Some(Sourced::new(
+            CredentialRef::File(CredentialFileRef::Path(path.into())),
+            token.source(),
+        )));
+    }
+    if value.starts_with("oidc/") {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::UnsupportedOidcReference,
+        ));
+    }
+    Ok(None)
+}
+
+fn non_empty_reference(value: &str, kind: &str) -> Result<String, AuthError> {
+    if value.is_empty() {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::EmptyReference(kind.to_string()),
+        ));
+    }
+    Ok(value.to_string())
+}
+
+#[cfg(test)]
+mod tests {
+    use std::future::Future;
+    use std::sync::{Arc, Mutex};
+
+    use serde_json::json;
+
+    use super::{
+        AzureAuthService, AzureCredentialPlan, AzureTokenAcquirer, oidc_reference,
+        resolve_reference, select_auth_plan,
+    };
+    use crate::AuthError;
+    use crate::auth::ResolvedCredential;
+    use crate::auth::{
+        CredentialFileRef, CredentialLookup, CredentialLookupFuture, CredentialRef,
+        CredentialResolver, CredentialResolverHandle, InputSource, SecretValue, Sourced,
+    };
+    use crate::providers::azure_ai::auth::native::ValidatedAzureRequest;
+    use crate::providers::azure_ai::auth::types::AzureAuthInputs;
+
+    #[derive(Debug)]
+    struct FileResolver;
+
+    struct ChainAcquirer {
+        requests: Mutex<Vec<&'static str>>,
+        succeed_on: Option<&'static str>,
+    }
+
+    impl AzureTokenAcquirer for ChainAcquirer {
+        fn acquire(
+            &self,
+            request: ValidatedAzureRequest,
+        ) -> std::pin::Pin<
+            Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + '_>,
+        > {
+            let kind = request.kind();
+            self.requests.lock().unwrap().push(kind);
+            Box::pin(async move {
+                if self.succeed_on == Some(kind) {
+                    Ok(ResolvedCredential::AccessToken {
+                        token: SecretValue::new("chain-token"),
+                        expires_on: None,
+                    })
+                } else {
+                    Err(AuthError::AzureTokenAcquisition(format!("{kind} failed")))
+                }
+            })
+        }
+    }
+
+    impl CredentialResolver for FileResolver {
+        fn resolve<'a>(&'a self, reference: &'a CredentialRef) -> CredentialLookupFuture<'a> {
+            Box::pin(async move {
+                Ok(match reference {
+                    CredentialRef::File(CredentialFileRef::Path(path))
+                        if path == std::path::Path::new("/run/secrets/assertion") =>
+                    {
+                        CredentialLookup::Found(SecretValue::new("rotated-assertion"))
+                    }
+                    _ => CredentialLookup::Declined,
+                })
+            })
+        }
+    }
+
+    #[test]
+    fn null_and_empty_values_fall_back_to_environment() {
+        let params = json!({"tenant_id": null, "client_id": "", "client_secret": null});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+        let plan = select_auth_plan(&inputs, &|name| match name {
+            "AZURE_TENANT_ID" => Some("tenant".to_string()),
+            "AZURE_CLIENT_ID" => Some("client".to_string()),
+            "AZURE_CLIENT_SECRET" => Some("secret".to_string()),
+            _ => None,
+        })
+        .unwrap();
+
+        assert!(matches!(plan, AzureCredentialPlan::Native(_)));
+    }
+
+    #[test]
+    fn supplied_token_does_not_require_refresh() {
+        let params = json!({"azure_ad_token": "token"});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+
+        assert!(matches!(
+            select_auth_plan(&inputs, &|_| None).unwrap(),
+            AzureCredentialPlan::Supplied(_)
+        ));
+    }
+
+    #[test]
+    fn oidc_reference_is_deferred() {
+        let params = json!({
+            "azure_ad_token": "oidc/env/ASSERTION",
+            "tenant_id": "tenant",
+            "client_id": "client"
+        });
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+
+        assert!(matches!(
+            select_auth_plan(&inputs, &|_| None).unwrap(),
+            AzureCredentialPlan::Oidc {
+                reference,
+                ..
+            } if reference.value() == &CredentialRef::Env("ASSERTION".to_string())
+        ));
+    }
+
+    #[test]
+    fn oidc_file_location_is_typed_before_resolution() {
+        assert_eq!(
+            oidc_reference(&Some(Sourced::new(
+                SecretValue::new("oidc/file//run/secrets/assertion"),
+                InputSource::Deployment,
+            )))
+            .unwrap()
+            .map(Sourced::into_value),
+            Some(CredentialRef::File(CredentialFileRef::Path(
+                "/run/secrets/assertion".into()
+            )))
+        );
+    }
+
+    #[test]
+    fn unsupported_oidc_reference_is_rejected_during_plan_creation() {
+        let error = oidc_reference(&Some(Sourced::new(
+            SecretValue::new("oidc/vault/assertion"),
+            InputSource::Deployment,
+        )))
+        .expect_err("unsupported backend must fail validation");
+
+        assert!(error.to_string().contains("unsupported OIDC reference"));
+    }
+
+    #[test]
+    fn request_oidc_reference_is_rejected_before_lookup() {
+        let params = json!({
+            "azure_ad_token": "oidc/env/ASSERTION",
+            "tenant_id": "tenant",
+            "client_id": "client"
+        });
+        let sources = std::collections::BTreeMap::from([
+            ("azure_ad_token".to_string(), InputSource::Request),
+            ("tenant_id".to_string(), InputSource::Request),
+            ("client_id".to_string(), InputSource::Request),
+        ]);
+        let inputs =
+            AzureAuthInputs::from_sourced_optional_params(params.as_object().unwrap(), &sources)
+                .unwrap();
+
+        let error = select_auth_plan(&inputs, &|name| {
+            assert_ne!(name, "ASSERTION");
+            None
+        })
+        .unwrap_err();
+
+        assert!(matches!(
+            error,
+            AuthError::Configuration(
+                crate::auth::error::AuthConfigurationError::RequestAzureCredentialReference
+            )
+        ));
+    }
+
+    #[tokio::test]
+    async fn host_resolver_owns_file_access() {
+        let inputs = AzureAuthInputs {
+            credential_resolver: Some(CredentialResolverHandle::new(Arc::new(FileResolver))),
+            ..AzureAuthInputs::default()
+        };
+        let reference =
+            CredentialRef::File(CredentialFileRef::Path("/run/secrets/assertion".into()));
+
+        let resolved = resolve_reference(&inputs, &|_| None, &reference)
+            .await
+            .unwrap();
+
+        assert_eq!(resolved, Some(SecretValue::new("rotated-assertion")));
+    }
+
+    #[tokio::test]
+    async fn default_chain_uses_declared_order_and_stops_after_success() {
+        let acquirer = Arc::new(ChainAcquirer {
+            requests: Mutex::new(Vec::new()),
+            succeed_on: Some("developer-tools"),
+        });
+        let service = AzureAuthService::with_acquirer(acquirer.clone());
+        let inputs = AzureAuthInputs {
+            enable_azure_ad_token_refresh: Sourced::new(true, InputSource::Deployment),
+            ..Default::default()
+        };
+
+        let credential = service
+            .get_azure_ad_token(&inputs, &|_| None)
+            .await
+            .unwrap()
+            .unwrap();
+
+        assert_eq!(credential.value().secret().expose(), "chain-token");
+        assert_eq!(
+            *acquirer.requests.lock().unwrap(),
+            ["managed-identity", "developer-tools"]
+        );
+    }
+
+    #[tokio::test]
+    async fn chain_reports_each_acquisition_failure() {
+        let acquirer = Arc::new(ChainAcquirer {
+            requests: Mutex::new(Vec::new()),
+            succeed_on: None,
+        });
+        let service = AzureAuthService::with_acquirer(acquirer);
+        let inputs = AzureAuthInputs {
+            enable_azure_ad_token_refresh: Sourced::new(true, InputSource::Deployment),
+            ..Default::default()
+        };
+
+        let error = service
+            .get_azure_ad_token(&inputs, &|_| None)
+            .await
+            .unwrap_err();
+
+        assert!(matches!(error, AuthError::CredentialChain(errors) if errors.len() == 2));
+    }
+}

litellm-rust/crates/core/src/providers/azure_ai/auth/types.rs

@@ -0,0 +1,195 @@
+use crate::auth::error::AuthConfigurationError;
+use serde_json::{Map, Value};
+use std::collections::BTreeMap;
+use strum::EnumString;
+
+use crate::AuthError;
+use crate::auth::{
+    CredentialResolverHandle, InputSource, SecretValue, Sourced, TokenProviderHandle,
+};
+
+pub const DEFAULT_AZURE_SCOPE: &str = "https://cognitiveservices.azure.com/.default";
+
+#[derive(Clone, Debug, Default, PartialEq, Eq)]
+pub enum ConfigValue<T> {
+    #[default]
+    Absent,
+    ExplicitNone(InputSource),
+    Value(Sourced<T>),
+}
+
+impl<T> ConfigValue<T> {
+    pub fn as_value(&self) -> Option<&Sourced<T>> {
+        match self {
+            Self::Value(value) => Some(value),
+            Self::Absent | Self::ExplicitNone(_) => None,
+        }
+    }
+}
+
+#[derive(Clone, Copy, Debug, EnumString, PartialEq, Eq, Hash)]
+#[allow(clippy::enum_variant_names)]
+pub enum AzureCredentialType {
+    ClientSecretCredential,
+    ManagedIdentityCredential,
+    DefaultAzureCredential,
+    DeploymentIdentityCredential,
+    WorkloadIdentityCredential,
+}
+
+#[derive(Clone, Debug, Default)]
+pub struct AzureAuthInputs {
+    pub azure_ad_token: ConfigValue<SecretValue>,
+    pub azure_ad_token_provider: Option<TokenProviderHandle>,
+    pub credential_resolver: Option<CredentialResolverHandle>,
+    pub tenant_id: ConfigValue<String>,
+    pub client_id: ConfigValue<String>,
+    pub client_secret: ConfigValue<SecretValue>,
+    pub azure_scope: ConfigValue<String>,
+    pub azure_authority_host: ConfigValue<String>,
+    pub azure_credential: ConfigValue<String>,
+    pub federated_token_file: ConfigValue<String>,
+    pub enable_azure_ad_token_refresh: Sourced<bool>,
+}
+
+impl AzureAuthInputs {
+    #[cfg(test)]
+    pub fn from_optional_params(params: &Map<String, Value>) -> Result<Self, AuthError> {
+        Self::from_sourced_optional_params(params, &BTreeMap::new())
+    }
+
+    pub fn from_sourced_optional_params(
+        params: &Map<String, Value>,
+        sources: &BTreeMap<String, InputSource>,
+    ) -> Result<Self, AuthError> {
+        Ok(Self {
+            azure_ad_token: secret_config(params, sources, "azure_ad_token")?,
+            azure_ad_token_provider: None,
+            credential_resolver: None,
+            tenant_id: string_config(params, sources, "tenant_id")?,
+            client_id: string_config(params, sources, "client_id")?,
+            client_secret: secret_config(params, sources, "client_secret")?,
+            azure_scope: string_config(params, sources, "azure_scope")?,
+            azure_authority_host: string_config(params, sources, "azure_authority_host")?,
+            azure_credential: string_config(params, sources, "azure_credential")?,
+            federated_token_file: string_config(params, sources, "azure_federated_token_file")?,
+            enable_azure_ad_token_refresh: Sourced::new(
+                params
+                    .get("enable_azure_ad_token_refresh")
+                    .and_then(Value::as_bool)
+                    .unwrap_or(false),
+                source_for(sources, "enable_azure_ad_token_refresh"),
+            ),
+        })
+    }
+}
+
+fn string_config(
+    params: &Map<String, Value>,
+    sources: &BTreeMap<String, InputSource>,
+    name: &str,
+) -> Result<ConfigValue<String>, AuthError> {
+    let source = source_for(sources, name);
+    match params.get(name) {
+        None => Ok(ConfigValue::Absent),
+        Some(Value::Null) => Ok(ConfigValue::ExplicitNone(source)),
+        Some(Value::String(value)) => Ok(ConfigValue::Value(Sourced::new(value.clone(), source))),
+        Some(_) => Err(AuthError::Configuration(
+            AuthConfigurationError::InvalidFieldType(name.to_string()),
+        )),
+    }
+}
+
+fn secret_config(
+    params: &Map<String, Value>,
+    sources: &BTreeMap<String, InputSource>,
+    name: &str,
+) -> Result<ConfigValue<SecretValue>, AuthError> {
+    Ok(match string_config(params, sources, name)? {
+        ConfigValue::Absent => ConfigValue::Absent,
+        ConfigValue::ExplicitNone(source) => ConfigValue::ExplicitNone(source),
+        ConfigValue::Value(value) => ConfigValue::Value(value.map(SecretValue::new)),
+    })
+}
+
+fn source_for(sources: &BTreeMap<String, InputSource>, name: &str) -> InputSource {
+    sources.get(name).copied().unwrap_or_default()
+}
+
+#[cfg(test)]
+mod tests {
+    use serde_json::json;
+
+    use std::collections::BTreeMap;
+
+    use super::{AzureAuthInputs, AzureCredentialType, ConfigValue};
+    use crate::auth::{InputSource, Sourced};
+
+    #[test]
+    fn selector_parsing_is_exact() {
+        assert_eq!(
+            "ClientSecretCredential".parse::<AzureCredentialType>(),
+            Ok(AzureCredentialType::ClientSecretCredential)
+        );
+        assert!(
+            "clientsecretcredential"
+                .parse::<AzureCredentialType>()
+                .is_err()
+        );
+    }
+
+    #[test]
+    fn defaults_preserve_absence() {
+        let inputs = AzureAuthInputs::default();
+
+        assert_eq!(inputs.tenant_id, ConfigValue::Absent);
+        assert_eq!(inputs.azure_ad_token, ConfigValue::Absent);
+    }
+
+    #[test]
+    fn parsing_distinguishes_null_empty_and_absent() {
+        let params = json!({"tenant_id": null, "client_id": ""});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+
+        assert_eq!(
+            inputs.tenant_id,
+            ConfigValue::ExplicitNone(InputSource::Deployment)
+        );
+        assert_eq!(
+            inputs.client_id,
+            ConfigValue::Value(Sourced::new(String::new(), InputSource::Deployment))
+        );
+        assert_eq!(inputs.client_secret, ConfigValue::Absent);
+    }
+
+    #[test]
+    fn parsing_preserves_trusted_input_sources() {
+        let params = json!({"tenant_id": "tenant", "client_secret": null});
+        let sources = BTreeMap::from([
+            ("tenant_id".to_string(), InputSource::Request),
+            ("client_secret".to_string(), InputSource::Request),
+        ]);
+        let inputs =
+            AzureAuthInputs::from_sourced_optional_params(params.as_object().unwrap(), &sources)
+                .unwrap();
+
+        assert_eq!(
+            inputs.tenant_id,
+            ConfigValue::Value(Sourced::new("tenant".to_string(), InputSource::Request))
+        );
+        assert_eq!(
+            inputs.client_secret,
+            ConfigValue::ExplicitNone(InputSource::Request)
+        );
+    }
+
+    #[test]
+    fn debug_does_not_expose_secrets() {
+        let params = json!({"azure_ad_token": "token-value", "client_secret": "secret-value"});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+        let debug = format!("{inputs:?}");
+
+        assert!(!debug.contains("token-value"));
+        assert!(!debug.contains("secret-value"));
+    }
+}

litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs

@@ -1,3 +1,4 @@
+use crate::auth::error::MissingCredential;
 use crate::error::Error;
 use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy};
 use crate::messages::types::{
@@ -32,12 +33,7 @@ pub fn resolve_azure_api_key(
     non_empty(api_key)
         .map(str::to_string)
         .or_else(|| env_lookup(AZURE_API_KEY_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Azure API Key - Set `api_key` or the AZURE_API_KEY environment variable"
-                    .to_string(),
-            )
-        })
+        .ok_or_else(|| Error::from(crate::AuthError::from(MissingCredential::AzureApiKey)))
 }
 
 pub fn complete_azure_anthropic_url(
@@ -47,13 +43,7 @@ pub fn complete_azure_anthropic_url(
     let api_base = non_empty(api_base)
         .map(str::to_string)
         .or_else(|| env_lookup(AZURE_API_BASE_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Azure API Base - Set `api_base` or the AZURE_API_BASE environment variable. \
-                 Expected format: https://<resource-name>.services.ai.azure.com/anthropic"
-                    .to_string(),
-            )
-        })?;
+        .ok_or_else(|| Error::from(crate::AuthError::from(MissingCredential::AzureApiBase)))?;
 
     let api_base = api_base.trim_end_matches('/');
 

litellm-rust/crates/core/src/providers/azure_ai/mod.rs

@@ -1,2 +1,2 @@
+pub(crate) mod auth;
 pub mod messages;
-pub mod ocr;

litellm-rust/crates/core/src/providers/azure_ai/ocr/mod.rs

@@ -1 +0,0 @@
-pub mod transformation;

litellm-rust/crates/core/src/providers/mistral/mod.rs

@@ -1 +0,0 @@
-pub mod ocr;

litellm-rust/crates/core/src/providers/mistral/ocr/mod.rs

@@ -1 +0,0 @@
-pub mod transformation;

litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs

@@ -1,436 +0,0 @@
-use crate::error::{Error, json_type_name};
-use crate::ocr::transformation::OcrProviderConfig;
-use crate::ocr::types::{LiteLLMOcrResponse, OcrRequestData};
-use serde_json::{Map, Value};
-
-const SUPPORTED_OCR_PARAMS: &[&str] = &[
-    "pages",
-    "include_image_base64",
-    "image_limit",
-    "image_min_size",
-    "bbox_annotation_format",
-    "document_annotation_format",
-    "document_annotation_prompt",
-    "extract_header",
-    "extract_footer",
-    "table_format",
-    "confidence_scores_granularity",
-    "include_blocks",
-    "id",
-];
-
-/// Default Mistral API base, used when the caller does not override `api_base`.
-pub const MISTRAL_DEFAULT_API_BASE: &str = "https://api.mistral.ai/v1";
-
-/// Environment variable holding the Mistral API key.
-pub const MISTRAL_API_KEY_ENV: &str = "MISTRAL_API_KEY";
-
-/// Error message raised when no Mistral API key can be resolved.
-pub const MISSING_KEY_MESSAGE: &str = "Missing Mistral API Key - A call is being made to Mistral but no key is set either in the environment variables or via params";
-
-/// Build the complete OCR endpoint URL, de-duplicating a trailing `/v1`.
-///
-/// Blank/whitespace `api_base` is treated as absent (guard at resolution time).
-pub fn complete_url(api_base: Option<&str>) -> String {
-    let base = api_base
-        .map(str::trim)
-        .filter(|base| !base.is_empty())
-        .unwrap_or(MISTRAL_DEFAULT_API_BASE)
-        .trim_end_matches('/');
-
-    if base.ends_with("/v1") {
-        format!("{base}/ocr")
-    } else {
-        format!("{base}/v1/ocr")
-    }
-}
-
-/// Resolve the Mistral API key from the explicit param or the environment.
-///
-/// Blank/whitespace values are treated as absent. Returns `Error::Auth`
-/// when no usable key is available.
-///
-/// Note: the env fallback only reads the process environment. Secret-manager
-/// backends (AWS/Azure/GCP/Vault) are resolved on the Python side and passed in
-/// via `api_key`; this fallback is a last resort for direct/standalone use.
-pub fn resolve_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    api_key
-        .map(str::trim)
-        .filter(|key| !key.is_empty())
-        .map(str::to_string)
-        .or_else(|| env_lookup(MISTRAL_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
-}
-
-pub struct MistralOcrConfig;
-
-pub const MISTRAL_OCR_CONFIG: MistralOcrConfig = MistralOcrConfig;
-
-impl OcrProviderConfig for MistralOcrConfig {
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        SUPPORTED_OCR_PARAMS
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        if !document.is_object() {
-            return Err(Error::InvalidType {
-                expected: "object",
-                actual: json_type_name(&document),
-            });
-        }
-
-        let mut data = Map::new();
-        data.insert("model".to_string(), Value::String(model.to_string()));
-        data.insert("document".to_string(), document);
-        for (param, value) in optional_params {
-            data.insert(param, value);
-        }
-
-        Ok(OcrRequestData {
-            data: Value::Object(data),
-            files: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        let response_object = response_json
-            .as_object()
-            .ok_or_else(|| Error::InvalidType {
-                expected: "object",
-                actual: json_type_name(&response_json),
-            })?;
-
-        let pages = response_object
-            .get("pages")
-            .and_then(Value::as_array)
-            .cloned()
-            .unwrap_or_default();
-        let model = response_object
-            .get("model")
-            .and_then(Value::as_str)
-            .unwrap_or(model)
-            .to_string();
-        let document_annotation = response_object.get("document_annotation").cloned();
-        let usage_info = response_object.get("usage_info").cloned();
-
-        Ok(LiteLLMOcrResponse {
-            pages,
-            model,
-            document_annotation,
-            usage_info,
-            object: "ocr".to_string(),
-            extra_fields: Map::new(),
-            provider_native_response: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        _optional_params: &Map<String, Value>,
-        _env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        Ok(complete_url(api_base))
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_api_key(api_key, env_lookup)
-    }
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub fn supported_ocr_params() -> &'static [&'static str] {
-    MISTRAL_OCR_CONFIG.supported_ocr_params()
-}
-
-pub fn map_ocr_params(non_default_params: &Map<String, Value>) -> Map<String, Value> {
-    MISTRAL_OCR_CONFIG.map_ocr_params(non_default_params)
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub fn transform_ocr_request(
-    model: &str,
-    document: Value,
-    optional_params: Map<String, Value>,
-) -> Result<OcrRequestData, Error> {
-    MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub fn transform_ocr_response(
-    model: &str,
-    response_json: Value,
-) -> Result<LiteLLMOcrResponse, Error> {
-    MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-    use serde_json::json;
-
-    #[test]
-    fn extract_header_is_a_supported_ocr_param() {
-        assert!(supported_ocr_params().contains(&"extract_header"));
-    }
-
-    #[test]
-    fn extract_footer_is_a_supported_ocr_param() {
-        assert!(supported_ocr_params().contains(&"extract_footer"));
-    }
-
-    #[test]
-    fn existing_ocr_params_remain_supported() {
-        for param in [
-            "pages",
-            "include_image_base64",
-            "image_limit",
-            "image_min_size",
-            "bbox_annotation_format",
-            "document_annotation_format",
-        ] {
-            assert!(supported_ocr_params().contains(&param));
-        }
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_extract_header() {
-        let params = json!({"extract_header": true});
-        assert_eq!(
-            map_ocr_params(params.as_object().unwrap()),
-            params.as_object().unwrap().clone()
-        );
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_extract_footer() {
-        let params = json!({"extract_footer": true});
-        assert_eq!(
-            map_ocr_params(params.as_object().unwrap()),
-            params.as_object().unwrap().clone()
-        );
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_extract_header_and_footer() {
-        let params = json!({"extract_header": true, "extract_footer": false});
-        assert_eq!(
-            map_ocr_params(params.as_object().unwrap()),
-            params.as_object().unwrap().clone()
-        );
-    }
-
-    #[test]
-    fn map_ocr_params_drops_unknown_params() {
-        let params = json!({"extract_header": true, "unsupported_param": "value"});
-        let mapped = map_ocr_params(params.as_object().unwrap());
-        assert_eq!(mapped.get("extract_header"), Some(&json!(true)));
-        assert!(!mapped.contains_key("unsupported_param"));
-    }
-
-    #[test]
-    fn new_ocr_params_are_supported() {
-        for param in [
-            "table_format",
-            "confidence_scores_granularity",
-            "document_annotation_prompt",
-            "include_blocks",
-            "id",
-        ] {
-            assert!(supported_ocr_params().contains(&param));
-        }
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_new_ocr_params() {
-        for (param, value) in [
-            ("table_format", json!("html")),
-            ("confidence_scores_granularity", json!("word")),
-            (
-                "document_annotation_prompt",
-                json!("Extract all invoice line items"),
-            ),
-            ("include_blocks", json!(true)),
-            ("id", json!("req-123")),
-        ] {
-            let params = json!({param: value});
-            assert_eq!(
-                map_ocr_params(params.as_object().unwrap()),
-                params.as_object().unwrap().clone()
-            );
-        }
-    }
-
-    #[test]
-    fn transform_ocr_request_includes_each_optional_param() {
-        let document = json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        });
-        for (param, value) in [
-            ("table_format", json!("html")),
-            ("confidence_scores_granularity", json!("word")),
-            (
-                "document_annotation_prompt",
-                json!("Extract all invoice line items"),
-            ),
-            ("id", json!("req-123")),
-            ("extract_header", json!(true)),
-            ("include_blocks", json!(true)),
-            ("pages", json!([0, 1])),
-        ] {
-            let result = transform_ocr_request(
-                "mistral-ocr-latest",
-                document.clone(),
-                json!({param: value}).as_object().unwrap().clone(),
-            )
-            .expect("request should transform");
-            assert_eq!(result.data.get(param), Some(&value));
-            assert_eq!(result.data.get("model"), Some(&json!("mistral-ocr-latest")));
-            assert_eq!(result.data.get("document"), Some(&document));
-            assert_eq!(result.files, None);
-        }
-    }
-
-    #[test]
-    fn transform_ocr_request_includes_multiple_new_params() {
-        let document = json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        });
-        let optional_params = json!({
-            "table_format": "html",
-            "confidence_scores_granularity": "page",
-            "extract_header": true
-        })
-        .as_object()
-        .unwrap()
-        .clone();
-        let result = transform_ocr_request("mistral-ocr-latest", document, optional_params)
-            .expect("request should transform");
-        assert_eq!(result.data.get("table_format"), Some(&json!("html")));
-        assert_eq!(
-            result.data.get("confidence_scores_granularity"),
-            Some(&json!("page"))
-        );
-        assert_eq!(result.data.get("extract_header"), Some(&json!(true)));
-    }
-
-    #[test]
-    fn transform_ocr_response_preserves_blocks_and_confidence_scores() {
-        let blocks = json!([{"type": "title", "content": "Invoice"}]);
-        let confidence_scores = json!({"page": 0.98});
-        let response = json!({
-            "pages": [{"index": 0, "markdown": "# Invoice", "blocks": blocks, "confidence_scores": confidence_scores}],
-            "model": "mistral-ocr-4-0",
-            "usage_info": {"pages_processed": 1}
-        });
-        let result =
-            transform_ocr_response("mistral-ocr-4-0", response).expect("response should transform");
-        assert_eq!(result.pages[0].get("blocks"), Some(&blocks));
-        assert_eq!(
-            result.pages[0].get("confidence_scores"),
-            Some(&confidence_scores)
-        );
-    }
-
-    #[test]
-    fn transform_ocr_response_preserves_ocr4_page_fields() {
-        let response = json!({
-            "pages": [{"index": 0, "markdown": "table page", "tables": [{"rows": 2, "cols": 3}], "hyperlinks": ["https://example.com"], "header": "Acme Corp", "footer": "Page 1"}],
-            "model": "mistral-ocr-4-0",
-            "usage_info": {"pages_processed": 1}
-        });
-        let result = transform_ocr_response("mistral-ocr-4-0", response.clone())
-            .expect("response should transform");
-        assert_eq!(result.pages[0], response["pages"][0]);
-    }
-
-    #[test]
-    fn transform_ocr_request_rejects_non_object_document() {
-        let err = transform_ocr_request("mistral-ocr-latest", json!("bad"), Map::new())
-            .expect_err("string document should be rejected");
-
-        assert_eq!(
-            err,
-            Error::InvalidType {
-                expected: "object",
-                actual: "string",
-            }
-        );
-    }
-
-    #[test]
-    fn transform_ocr_response_normalizes_mistral_json() {
-        let response = json!({
-            "pages": [{"index": 0, "markdown": "hello"}],
-            "model": "mistral-ocr-2505-completion",
-            "document_annotation": null,
-            "usage_info": {"pages_processed": 1}
-        });
-
-        let result = transform_ocr_response("mistral-ocr-latest", response)
-            .expect("response should transform");
-
-        assert_eq!(result.pages, vec![json!({"index": 0, "markdown": "hello"})]);
-        assert_eq!(result.model, "mistral-ocr-2505-completion");
-        assert_eq!(result.document_annotation, Some(Value::Null));
-        assert_eq!(result.usage_info, Some(json!({"pages_processed": 1})));
-        assert_eq!(result.object, "ocr");
-    }
-
-    #[test]
-    fn complete_url_defaults_and_dedupes_v1() {
-        assert_eq!(complete_url(None), "https://api.mistral.ai/v1/ocr");
-        assert_eq!(complete_url(Some("   ")), "https://api.mistral.ai/v1/ocr");
-        assert_eq!(
-            complete_url(Some("https://proxy.internal")),
-            "https://proxy.internal/v1/ocr"
-        );
-        assert_eq!(
-            complete_url(Some("https://proxy.internal/v1/")),
-            "https://proxy.internal/v1/ocr"
-        );
-    }
-
-    #[test]
-    fn resolve_api_key_prefers_param_then_env() {
-        let no_env = |_: &str| None;
-        assert_eq!(
-            resolve_api_key(Some("sk-param"), &no_env).unwrap(),
-            "sk-param"
-        );
-
-        let with_env = |key: &str| (key == MISTRAL_API_KEY_ENV).then(|| "sk-env".to_string());
-        assert_eq!(resolve_api_key(None, &with_env).unwrap(), "sk-env");
-        // Blank param falls through to the environment.
-        assert_eq!(resolve_api_key(Some("  "), &with_env).unwrap(), "sk-env");
-    }
-
-    #[test]
-    fn resolve_api_key_errors_when_absent() {
-        let err = resolve_api_key(None, &|_| None).expect_err("missing key should error");
-        assert_eq!(err, Error::Auth(MISSING_KEY_MESSAGE.to_string()));
-    }
-}

litellm-rust/crates/core/src/providers/mod.rs

@@ -2,7 +2,4 @@ pub mod anthropic;
 pub mod azure_ai;
 #[cfg(feature = "bedrock-auth")]
 pub mod bedrock;
-pub mod mistral;
 pub mod openai;
-pub mod reducto;
-pub mod vertex_ai;

litellm-rust/crates/core/src/providers/reducto/mod.rs

@@ -1 +0,0 @@
-pub mod ocr;

litellm-rust/crates/core/src/providers/reducto/ocr/mod.rs

@@ -1,4 +0,0 @@
-pub mod transformation;
-
-#[cfg(test)]
-mod tests;

litellm-rust/crates/core/src/providers/reducto/ocr/tests.rs

@@ -1,202 +0,0 @@
-use rstest::{fixture, rstest};
-use serde_json::{Value, json};
-
-use super::transformation::*;
-use crate::ocr::transformation::OcrProviderConfig;
-
-#[fixture]
-fn parse_response() -> Value {
-    json!({
-        "job_id": "job_123",
-        "usage": {"num_pages": 3, "credits": 3},
-        "result": {
-            "chunks": [
-                {
-                    "content": "Page 1 block A",
-                    "blocks": [{
-                        "content": "Page 1 block A",
-                        "bbox": {"page": 1},
-                        "kind": "text",
-                    }],
-                },
-                {
-                    "content": "Page 2 block A",
-                    "blocks": [{
-                        "content": "Page 2 block A",
-                        "bbox": {"page": 2},
-                        "kind": "table",
-                    }],
-                },
-                {
-                    "content": "Page 1 block B",
-                    "blocks": [{
-                        "content": "Page 1 block B",
-                        "bbox": {"page": 1},
-                        "kind": "text",
-                    }],
-                },
-                {
-                    "content": "Page 3 block A",
-                    "blocks": [{
-                        "content": "Page 3 block A",
-                        "bbox": {"page": 3},
-                        "kind": "figure",
-                    }],
-                },
-            ],
-        },
-    })
-}
-
-#[rstest]
-fn test_parse_v3_file_upload_and_response_mapping(parse_response: Value) {
-    let source = classify_document_source("data:application/pdf;base64,JVBERi0xLjQ=")
-        .expect("PDF data URI should be valid");
-    let upload = build_upload_request(
-        source,
-        "Bearer test-key",
-        Some("https://platform.reducto.ai"),
-    )
-    .expect("data URI should require upload");
-    assert_eq!(upload.url, "https://platform.reducto.ai/upload");
-    assert_eq!(upload.authorization, "Bearer test-key");
-    assert_eq!(upload.file_name, "document");
-    assert_eq!(upload.mime_type, "application/pdf");
-    assert_eq!(upload.bytes, b"%PDF-1.4");
-
-    let optional_params = json!({
-        "formatting": {"table_output_format": "html"},
-        "retrieval": {"chunk_mode": "section"},
-        "settings": {"ocr_system": "standard"},
-    })
-    .as_object()
-    .expect("params should be an object")
-    .clone();
-    let request = build_parse_v3_request("reducto://uploaded.pdf", optional_params);
-    assert_eq!(
-        request.data,
-        json!({
-            "input": "reducto://uploaded.pdf",
-            "formatting": {"table_output_format": "html"},
-            "retrieval": {"chunk_mode": "section"},
-            "settings": {"ocr_system": "standard"},
-        })
-    );
-
-    let transformed = transform_reducto_response("parse-v3", parse_response.clone())
-        .expect("response should transform");
-    assert_eq!(
-        transformed.usage_info,
-        Some(json!({"pages_processed": 3, "credits": 3}))
-    );
-    assert_eq!(transformed.pages.len(), 3);
-    assert_eq!(
-        transformed.pages[0],
-        json!({
-            "index": 0,
-            "markdown": "Page 1 block A\n\nPage 1 block B",
-            "blocks": [
-                {"content": "Page 1 block A", "bbox": {"page": 1}, "kind": "text"},
-                {"content": "Page 1 block B", "bbox": {"page": 1}, "kind": "text"},
-            ],
-        })
-    );
-    assert_eq!(transformed.pages[1]["markdown"], "Page 2 block A");
-    assert_eq!(transformed.pages[2]["markdown"], "Page 3 block A");
-    assert_eq!(transformed.provider_native_response, Some(parse_response));
-}
-
-#[rstest]
-fn test_parse_v3_reducto_id_passthrough_skips_upload(parse_response: Value) {
-    let document = json!({
-        "type": "document_url",
-        "document_url": "reducto://already-uploaded.pdf",
-    });
-    let source = extract_document_source(&document).expect("Reducto ID should be valid");
-    assert!(build_upload_request(source.clone(), "Bearer test-key", None).is_none());
-    assert_eq!(
-        source,
-        ReductoDocumentSource::FileId("reducto://already-uploaded.pdf".to_string())
-    );
-
-    let request = REDUCTO_PARSE_V3_CONFIG
-        .transform_ocr_request(
-            "parse-v3",
-            document,
-            json!({"retrieval": {"chunk_mode": "section"}})
-                .as_object()
-                .expect("params should be object")
-                .clone(),
-        )
-        .expect("direct ID should transform");
-    assert_eq!(request.data["input"], "reducto://already-uploaded.pdf");
-    assert_eq!(request.data["retrieval"]["chunk_mode"], "section");
-
-    let response = REDUCTO_PARSE_V3_CONFIG
-        .transform_ocr_response("parse-v3", parse_response)
-        .expect("response should transform");
-    assert!(
-        response.pages[0]["markdown"]
-            .as_str()
-            .expect("markdown should be string")
-            .starts_with("Page 1 block A")
-    );
-}
-
-#[rstest]
-fn test_parse_legacy_wraps_enhance_under_options() {
-    let request = build_parse_legacy_request(
-        "reducto://legacy.pdf",
-        json!({"enhance": {"agentic": [{"type": "table"}]}})
-            .as_object()
-            .expect("params should be object"),
-    );
-    assert_eq!(
-        request.data,
-        json!({
-            "document_url": "reducto://legacy.pdf",
-            "options": {"enhance": {"agentic": [{"type": "table"}]}},
-        })
-    );
-}
-
-#[rstest]
-fn test_parse_v3_image_data_uri_upload_uses_image_mime() {
-    let source = classify_document_source("data:image/png;base64,iVBORw0KGgo=")
-        .expect("PNG data URI should be valid");
-    let upload = build_upload_request(
-        source,
-        "Bearer programmatic-key",
-        Some("https://custom.reducto.test/"),
-    )
-    .expect("data URI should require upload");
-    assert_eq!(upload.url, "https://custom.reducto.test/upload");
-    assert_eq!(upload.authorization, "Bearer programmatic-key");
-    assert_eq!(upload.mime_type, "image/png");
-    assert_eq!(upload.bytes, b"\x89PNG\r\n\x1a\n");
-}
-
-#[rstest]
-#[case::http("http://example.com/document.pdf")]
-#[case::https("https://example.com/document.pdf")]
-fn test_parse_v3_rejects_plain_http_urls(#[case] source: &str) {
-    let error = classify_document_source(source).expect_err("plain URL should be rejected");
-    assert!(error.to_string().contains("upload the file first"));
-}
-
-#[rstest]
-fn test_parse_v3_uses_programmatic_api_key_over_env() {
-    let key = resolve_api_key(Some("passed-key"), &|_| Some("env-reducto-key".to_string()))
-        .expect("explicit key should resolve");
-    assert_eq!(key, "passed-key");
-
-    let headers = REDUCTO_PARSE_V3_CONFIG
-        .validate_environment(Vec::new(), Some("passed-key"), &|_| {
-            Some("env-reducto-key".to_string())
-        })
-        .expect("headers should validate");
-    assert_eq!(
-        headers,
-        vec![("Authorization".to_string(), "Bearer passed-key".to_string())]
-    );
-}

litellm-rust/crates/core/src/providers/reducto/ocr/transformation.rs

@@ -1,407 +0,0 @@
-use std::collections::BTreeMap;
-
-use base64::Engine;
-use base64::engine::general_purpose::STANDARD as BASE64_STANDARD;
-use serde_json::{Map, Value, json};
-
-use crate::error::{Error, json_type_name};
-use crate::ocr::transformation::OcrProviderConfig;
-use crate::ocr::types::{LiteLLMOcrResponse, OcrRequestData};
-
-pub const REDUCTO_API_BASE: &str = "https://platform.reducto.ai";
-pub const REDUCTO_API_KEY_ENV: &str = "REDUCTO_API_KEY";
-pub const REDUCTO_ID_PREFIX: &str = "reducto://";
-
-const PARSE_V3_SUPPORTED_OCR_PARAMS: &[&str] = &["formatting", "retrieval", "settings"];
-const PARSE_LEGACY_SUPPORTED_OCR_PARAMS: &[&str] = &["enhance"];
-const MISSING_KEY_MESSAGE: &str = "Missing REDUCTO_API_KEY - set it in the environment or pass api_key to litellm.ocr()/litellm.aocr()";
-const DATA_URI_UPLOAD_REQUIRED: &str =
-    "Reducto data URI upload must complete before OCR request transformation";
-
-#[derive(Clone, Debug, PartialEq, Eq)]
-pub enum ReductoDocumentSource {
-    FileId(String),
-    Upload { bytes: Vec<u8>, mime_type: String },
-}
-
-#[derive(Clone, PartialEq, Eq)]
-pub struct ReductoUploadRequest {
-    pub url: String,
-    pub authorization: String,
-    pub file_name: &'static str,
-    pub bytes: Vec<u8>,
-    pub mime_type: String,
-}
-
-pub struct ReductoParseV3Config;
-pub struct ReductoParseLegacyConfig;
-
-pub const REDUCTO_PARSE_V3_CONFIG: ReductoParseV3Config = ReductoParseV3Config;
-pub const REDUCTO_PARSE_LEGACY_CONFIG: ReductoParseLegacyConfig = ReductoParseLegacyConfig;
-
-pub fn config_for_model(model: &str) -> Option<&'static dyn OcrProviderConfig> {
-    match model {
-        "parse-v3" => Some(&REDUCTO_PARSE_V3_CONFIG),
-        "parse-legacy" => Some(&REDUCTO_PARSE_LEGACY_CONFIG),
-        _ => None,
-    }
-}
-
-pub fn normalize_api_base(api_base: Option<&str>) -> String {
-    api_base
-        .map(str::trim)
-        .filter(|base| !base.is_empty())
-        .unwrap_or(REDUCTO_API_BASE)
-        .trim_end_matches('/')
-        .to_string()
-}
-
-pub fn parse_url(api_base: Option<&str>) -> String {
-    format!("{}/parse", normalize_api_base(api_base))
-}
-
-pub fn upload_url(api_base: Option<&str>) -> String {
-    format!("{}/upload", normalize_api_base(api_base))
-}
-
-pub fn resolve_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    api_key
-        .map(str::trim)
-        .filter(|key| !key.is_empty())
-        .map(str::to_string)
-        .or_else(|| {
-            env_lookup(REDUCTO_API_KEY_ENV)
-                .map(|key| key.trim().to_string())
-                .filter(|key| !key.is_empty())
-        })
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
-}
-
-pub fn extract_document_source(document: &Value) -> Result<ReductoDocumentSource, Error> {
-    let document = document.as_object().ok_or_else(|| Error::InvalidType {
-        expected: "object",
-        actual: json_type_name(document),
-    })?;
-    let source = document
-        .get("document_url")
-        .and_then(Value::as_str)
-        .filter(|source| !source.is_empty())
-        .or_else(|| document.get("image_url").and_then(Value::as_str))
-        .ok_or_else(|| {
-            Error::InvalidRequest(
-                "Reducto expected OCR preprocessing to produce document_url or image_url"
-                    .to_string(),
-            )
-        })?;
-    classify_document_source(source)
-}
-
-pub fn classify_document_source(source: &str) -> Result<ReductoDocumentSource, Error> {
-    if source.starts_with(REDUCTO_ID_PREFIX) {
-        return Ok(ReductoDocumentSource::FileId(source.to_string()));
-    }
-    if source.starts_with("http://") || source.starts_with("https://") {
-        return Err(Error::InvalidRequest(
-            "Reducto requires type='file' (auto-uploaded) or a reducto:// id. Plain http(s) URLs are not supported; upload the file first."
-                .to_string(),
-        ));
-    }
-    if !source.starts_with("data:") {
-        return Err(Error::InvalidRequest(
-            "Reducto requires a reducto:// id or a base64 data URI after OCR preprocessing."
-                .to_string(),
-        ));
-    }
-
-    let (header, encoded) = source
-        .split_once(',')
-        .ok_or_else(|| Error::InvalidRequest("Invalid Reducto data URI provided.".to_string()))?;
-    if !header.split(';').any(|part| part == "base64") {
-        return Err(Error::InvalidRequest(
-            "Reducto only supports base64-encoded data URIs.".to_string(),
-        ));
-    }
-
-    let mime_type = header
-        .strip_prefix("data:")
-        .and_then(|header| header.split(';').next())
-        .filter(|mime| !mime.is_empty())
-        .unwrap_or("application/octet-stream")
-        .to_string();
-    let bytes = BASE64_STANDARD.decode(encoded).map_err(|_| {
-        Error::InvalidRequest("Invalid Reducto base64 payload provided.".to_string())
-    })?;
-
-    Ok(ReductoDocumentSource::Upload { bytes, mime_type })
-}
-
-pub fn build_upload_request(
-    source: ReductoDocumentSource,
-    authorization: &str,
-    api_base: Option<&str>,
-) -> Option<ReductoUploadRequest> {
-    let ReductoDocumentSource::Upload { bytes, mime_type } = source else {
-        return None;
-    };
-
-    Some(ReductoUploadRequest {
-        url: upload_url(api_base),
-        authorization: authorization.to_string(),
-        file_name: "document",
-        bytes,
-        mime_type,
-    })
-}
-
-pub fn extract_upload_file_id(response_json: &Value) -> Result<&str, Error> {
-    response_json
-        .as_object()
-        .and_then(|response| response.get("file_id"))
-        .and_then(Value::as_str)
-        .filter(|file_id| !file_id.is_empty())
-        .ok_or_else(|| {
-            Error::InvalidResponse(format!(
-                "Reducto /upload returned 200 without a file_id; got payload={response_json}"
-            ))
-        })
-}
-
-pub fn build_parse_v3_request(
-    file_id: &str,
-    optional_params: Map<String, Value>,
-) -> OcrRequestData {
-    let data = std::iter::once(("input".to_string(), Value::String(file_id.to_string())))
-        .chain(optional_params)
-        .collect();
-    OcrRequestData {
-        data: Value::Object(data),
-        files: None,
-    }
-}
-
-pub fn build_parse_legacy_request(
-    file_id: &str,
-    optional_params: &Map<String, Value>,
-) -> OcrRequestData {
-    let options = optional_params
-        .get("enhance")
-        .filter(|enhance| !enhance.is_null())
-        .map(|enhance| json!({"options": {"enhance": enhance}}));
-    let data = match options {
-        Some(Value::Object(options)) => std::iter::once((
-            "document_url".to_string(),
-            Value::String(file_id.to_string()),
-        ))
-        .chain(options)
-        .collect(),
-        _ => Map::from_iter([(
-            "document_url".to_string(),
-            Value::String(file_id.to_string()),
-        )]),
-    };
-    OcrRequestData {
-        data: Value::Object(data),
-        files: None,
-    }
-}
-
-fn source_file_id(document: &Value) -> Result<String, Error> {
-    match extract_document_source(document)? {
-        ReductoDocumentSource::FileId(file_id) => Ok(file_id),
-        ReductoDocumentSource::Upload { .. } => Err(Error::Unsupported(DATA_URI_UPLOAD_REQUIRED)),
-    }
-}
-
-fn page_number(block: &Map<String, Value>) -> Option<i64> {
-    let page = block.get("bbox")?.as_object()?.get("page")?;
-    page.as_i64()
-        .or_else(|| page.as_u64().and_then(|page| i64::try_from(page).ok()))
-        .or_else(|| page.as_str().and_then(|page| page.parse().ok()))
-}
-
-fn chunks(result: &Map<String, Value>) -> &[Value] {
-    result
-        .get("chunks")
-        .and_then(Value::as_array)
-        .map(Vec::as_slice)
-        .unwrap_or_default()
-}
-
-fn build_pages(result: &Map<String, Value>) -> Vec<Value> {
-    let blocks_by_page = chunks(result)
-        .iter()
-        .filter_map(Value::as_object)
-        .filter_map(|chunk| chunk.get("blocks").and_then(Value::as_array))
-        .flatten()
-        .filter_map(|block| block.as_object().map(|object| (block, object)))
-        .filter_map(|(block, object)| page_number(object).map(|page| (page, block.clone())))
-        .fold(
-            BTreeMap::<i64, Vec<Value>>::new(),
-            |mut pages, (page, block)| {
-                pages.entry(page).or_default().push(block);
-                pages
-            },
-        );
-
-    if blocks_by_page.is_empty() {
-        let markdown = chunks(result)
-            .iter()
-            .filter_map(Value::as_object)
-            .filter_map(|chunk| chunk.get("content").and_then(Value::as_str))
-            .filter(|content| !content.is_empty())
-            .collect::<Vec<_>>()
-            .join("\n\n");
-        return if markdown.is_empty() {
-            Vec::new()
-        } else {
-            vec![json!({"index": 0, "markdown": markdown})]
-        };
-    }
-
-    blocks_by_page
-        .into_iter()
-        .map(|(page, blocks)| {
-            let markdown = blocks
-                .iter()
-                .filter_map(Value::as_object)
-                .filter_map(|block| block.get("content").and_then(Value::as_str))
-                .filter(|content| !content.is_empty())
-                .collect::<Vec<_>>()
-                .join("\n\n");
-            json!({
-                "index": page.saturating_sub(1).max(0),
-                "markdown": markdown,
-                "blocks": blocks,
-            })
-        })
-        .collect()
-}
-
-pub fn transform_reducto_response(
-    model: &str,
-    response_json: Value,
-) -> Result<LiteLLMOcrResponse, Error> {
-    let response = response_json
-        .as_object()
-        .ok_or_else(|| Error::InvalidType {
-            expected: "object",
-            actual: json_type_name(&response_json),
-        })?;
-    let empty_result = Map::new();
-    let result = match response.get("result") {
-        Some(Value::Object(result)) => result,
-        Some(Value::Null) => &empty_result,
-        Some(_) => {
-            return Err(Error::InvalidResponse(
-                "Reducto result must be an object".to_string(),
-            ));
-        }
-        None => response,
-    };
-    let usage = response
-        .get("usage")
-        .and_then(Value::as_object)
-        .cloned()
-        .unwrap_or_default();
-    let usage_info = Some(json!({
-        "pages_processed": usage.get("num_pages").cloned().unwrap_or(Value::Null),
-        "credits": usage.get("credits").cloned().unwrap_or(Value::Null),
-    }));
-
-    Ok(LiteLLMOcrResponse {
-        pages: build_pages(result),
-        model: model.to_string(),
-        document_annotation: None,
-        usage_info,
-        object: "ocr".to_string(),
-        extra_fields: Map::new(),
-        provider_native_response: Some(response_json),
-    })
-}
-
-impl OcrProviderConfig for ReductoParseV3Config {
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        PARSE_V3_SUPPORTED_OCR_PARAMS
-    }
-
-    fn transform_ocr_request(
-        &self,
-        _model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        let file_id = source_file_id(&document)?;
-        Ok(build_parse_v3_request(&file_id, optional_params))
-    }
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        transform_reducto_response(model, response_json)
-    }
-
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        _optional_params: &Map<String, Value>,
-        _env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        Ok(parse_url(api_base))
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_api_key(api_key, env_lookup)
-    }
-}
-
-impl OcrProviderConfig for ReductoParseLegacyConfig {
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        PARSE_LEGACY_SUPPORTED_OCR_PARAMS
-    }
-
-    fn transform_ocr_request(
-        &self,
-        _model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        let file_id = source_file_id(&document)?;
-        Ok(build_parse_legacy_request(&file_id, &optional_params))
-    }
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        transform_reducto_response(model, response_json)
-    }
-
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        _optional_params: &Map<String, Value>,
-        _env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        Ok(parse_url(api_base))
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_api_key(api_key, env_lookup)
-    }
-}

litellm-rust/crates/core/src/providers/vertex_ai/mod.rs

@@ -1 +0,0 @@
-pub mod ocr;

litellm-rust/crates/core/src/providers/vertex_ai/ocr/mod.rs

@@ -1 +0,0 @@
-pub mod transformation;

litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs

@@ -1,467 +0,0 @@
-use crate::error::{Error, json_type_name};
-use crate::ocr::transformation::OcrProviderConfig;
-use crate::ocr::types::{LiteLLMOcrResponse, OcrRequestData};
-use serde_json::{Map, Value, json};
-
-use crate::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG;
-
-const VERTEX_DEFAULT_LOCATION: &str = "us-central1";
-const VERTEX_DEFAULT_DEEPSEEK_API_BASE: &str = "https://aiplatform.googleapis.com";
-const VERTEX_AI_API_KEY_ENV: &str = "VERTEX_AI_API_KEY";
-const VERTEXAI_API_KEY_ENV: &str = "VERTEXAI_API_KEY";
-const VERTEXAI_PROJECT_ENV: &str = "VERTEXAI_PROJECT";
-const VERTEXAI_LOCATION_ENV: &str = "VERTEXAI_LOCATION";
-const VERTEX_LOCATION_ENV: &str = "VERTEX_LOCATION";
-
-#[rustfmt::skip]
-const DEEPSEEK_SUPPORTED_OCR_PARAMS: &[&str] = &[
-    "stream",
-    "temperature",
-    "max_tokens",
-    "top_p",
-    "n",
-    "stop",
-];
-
-pub struct VertexAiOcrConfig;
-pub struct VertexAiDeepSeekOcrConfig;
-
-pub const VERTEX_AI_OCR_CONFIG: VertexAiOcrConfig = VertexAiOcrConfig;
-pub const VERTEX_AI_DEEPSEEK_OCR_CONFIG: VertexAiDeepSeekOcrConfig = VertexAiDeepSeekOcrConfig;
-
-fn string_param<'a>(params: &'a Map<String, Value>, keys: &[&str]) -> Option<&'a str> {
-    keys.iter()
-        .find_map(|key| params.get(*key).and_then(Value::as_str))
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-}
-
-pub fn is_deepseek_model(model: &str) -> bool {
-    model.to_ascii_lowercase().contains("deepseek")
-}
-
-pub fn resolve_vertex_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    api_key
-        .map(str::trim)
-        .filter(|key| !key.is_empty())
-        .map(str::to_string)
-        .or_else(|| env_lookup(VERTEX_AI_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
-        .or_else(|| env_lookup(VERTEXAI_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Vertex AI access token - pass api_key or provide Authorization via extra_headers"
-                    .to_string(),
-            )
-        })
-}
-
-fn vertex_project(
-    params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    string_param(params, &["vertex_project", "vertex_ai_project"])
-        .map(str::to_string)
-        .or_else(|| env_lookup(VERTEXAI_PROJECT_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::InvalidRequest(
-                "Missing vertex_project - Set VERTEXAI_PROJECT environment variable or pass vertex_project parameter"
-                    .to_string(),
-            )
-        })
-}
-
-fn vertex_location(
-    params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> String {
-    string_param(params, &["vertex_location", "vertex_ai_location"])
-        .map(str::to_string)
-        .or_else(|| env_lookup(VERTEXAI_LOCATION_ENV).filter(|value| !value.trim().is_empty()))
-        .or_else(|| env_lookup(VERTEX_LOCATION_ENV).filter(|value| !value.trim().is_empty()))
-        .unwrap_or_else(|| VERTEX_DEFAULT_LOCATION.to_string())
-}
-
-fn vertex_mistral_api_base(api_base: Option<&str>, location: &str) -> String {
-    api_base
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-        .map(str::to_string)
-        .unwrap_or_else(|| format!("https://{location}-aiplatform.googleapis.com"))
-        .trim_end_matches('/')
-        .to_string()
-}
-
-pub fn complete_vertex_mistral_url(
-    api_base: Option<&str>,
-    model: &str,
-    optional_params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    let project = vertex_project(optional_params, env_lookup)?;
-    let location = vertex_location(optional_params, env_lookup);
-    let base = vertex_mistral_api_base(api_base, &location);
-    Ok(format!(
-        "{base}/v1/projects/{project}/locations/{location}/publishers/mistralai/models/{model}:rawPredict"
-    ))
-}
-
-pub fn complete_vertex_deepseek_url(
-    api_base: Option<&str>,
-    optional_params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    let project = vertex_project(optional_params, env_lookup)?;
-    let location = vertex_location(optional_params, env_lookup);
-    let base = api_base
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-        .unwrap_or(VERTEX_DEFAULT_DEEPSEEK_API_BASE)
-        .trim_end_matches('/');
-    Ok(format!(
-        "{base}/v1/projects/{project}/locations/{location}/endpoints/openapi/chat/completions"
-    ))
-}
-
-fn document_content_item(document: &Value) -> Result<Value, Error> {
-    let object = document.as_object().ok_or_else(|| Error::InvalidType {
-        expected: "object",
-        actual: json_type_name(document),
-    })?;
-    let doc_type = object
-        .get("type")
-        .and_then(Value::as_str)
-        .ok_or(Error::MissingField("document.type"))?;
-    let url_field = match doc_type {
-        "image_url" => "image_url",
-        "document_url" => "document_url",
-        other => {
-            return Err(Error::InvalidRequest(format!(
-                "Unsupported document type: {other}. Expected 'image_url' or 'document_url'"
-            )));
-        }
-    };
-    let url = object
-        .get(url_field)
-        .and_then(Value::as_str)
-        .filter(|value| !value.is_empty())
-        .ok_or(Error::MissingField(url_field))?;
-
-    Ok(json!({
-        "type": "image_url",
-        "image_url": url,
-    }))
-}
-
-fn deepseek_model_name(model: &str) -> String {
-    if model.starts_with("deepseek-ai/") {
-        model.to_string()
-    } else {
-        format!("deepseek-ai/{model}")
-    }
-}
-
-fn first_choice_content(response: &Value) -> Result<Value, Error> {
-    response
-        .get("choices")
-        .and_then(Value::as_array)
-        .and_then(|choices| choices.first())
-        .and_then(|choice| choice.get("message"))
-        .and_then(|message| message.get("content"))
-        .cloned()
-        .filter(|content| match content {
-            Value::String(value) => !value.is_empty(),
-            Value::Object(_) => true,
-            _ => false,
-        })
-        .ok_or_else(|| Error::InvalidResponse("No content in DeepSeek OCR response".to_string()))
-}
-
-fn ocr_data_from_content(content: Value, usage: Option<Value>, model: &str) -> Value {
-    match content {
-        Value::String(content) => {
-            if content.trim_start().starts_with('{') {
-                serde_json::from_str(&content).unwrap_or_else(|_| {
-                    json!({
-                        "pages": [{"index": 0, "markdown": content}],
-                        "model": model,
-                        "usage_info": usage.unwrap_or_else(|| json!({})),
-                    })
-                })
-            } else {
-                json!({
-                    "pages": [{"index": 0, "markdown": content}],
-                    "model": model,
-                    "usage_info": usage.unwrap_or_else(|| json!({})),
-                })
-            }
-        }
-        Value::Object(_) => content,
-        other => json!({
-            "pages": [{"index": 0, "markdown": other.to_string()}],
-            "model": model,
-            "usage_info": usage.unwrap_or_else(|| json!({})),
-        }),
-    }
-}
-
-impl OcrProviderConfig for VertexAiOcrConfig {
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        MISTRAL_OCR_CONFIG.supported_ocr_params()
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
-    }
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        model: &str,
-        optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        complete_vertex_mistral_url(api_base, model, optional_params, env_lookup)
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_vertex_api_key(api_key, env_lookup)
-    }
-
-    fn requires_data_uri_document(&self) -> bool {
-        true
-    }
-}
-
-impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        DEEPSEEK_SUPPORTED_OCR_PARAMS
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
-        non_default_params
-            .iter()
-            .filter(|(name, _)| DEEPSEEK_SUPPORTED_OCR_PARAMS.contains(&name.as_str()))
-            .map(|(name, value)| (name.clone(), value.clone()))
-            .collect()
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        let mut data = Map::new();
-        data.insert(
-            "model".to_string(),
-            Value::String(deepseek_model_name(model)),
-        );
-        data.insert(
-            "messages".to_string(),
-            json!([{"role": "user", "content": [document_content_item(&document)?]}]),
-        );
-        for (key, value) in optional_params {
-            if DEEPSEEK_SUPPORTED_OCR_PARAMS.contains(&key.as_str()) {
-                data.insert(key, value);
-            }
-        }
-        Ok(OcrRequestData {
-            data: Value::Object(data),
-            files: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        let response = response_json
-            .as_object()
-            .ok_or_else(|| Error::InvalidType {
-                expected: "object",
-                actual: json_type_name(&response_json),
-            })?;
-        let usage = response.get("usage").cloned();
-        let content = first_choice_content(&response_json)?;
-        let mut ocr_data = ocr_data_from_content(content.clone(), usage.clone(), model);
-
-        if !ocr_data.get("pages").is_some_and(Value::is_array) {
-            ocr_data = json!({
-                "pages": [{
-                    "index": 0,
-                    "markdown": match content {
-                        Value::String(value) => value,
-                        other => other.to_string(),
-                    }
-                }],
-                "model": ocr_data.get("model").and_then(Value::as_str).unwrap_or(model),
-                "usage_info": ocr_data.get("usage_info").cloned().or(usage).unwrap_or_else(|| json!({})),
-            });
-        }
-
-        let object = ocr_data.as_object().ok_or_else(|| Error::InvalidType {
-            expected: "object",
-            actual: json_type_name(&ocr_data),
-        })?;
-        let pages = object
-            .get("pages")
-            .and_then(Value::as_array)
-            .cloned()
-            .unwrap_or_default();
-        let usage_info = object
-            .get("usage_info")
-            .cloned()
-            .or_else(|| response.get("usage").cloned());
-        Ok(LiteLLMOcrResponse {
-            pages,
-            model: object
-                .get("model")
-                .and_then(Value::as_str)
-                .unwrap_or(model)
-                .to_string(),
-            document_annotation: object.get("document_annotation").cloned(),
-            usage_info,
-            object: "ocr".to_string(),
-            extra_fields: Map::new(),
-            provider_native_response: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        complete_vertex_deepseek_url(api_base, optional_params, env_lookup)
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_vertex_api_key(api_key, env_lookup)
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-    use rstest::rstest;
-
-    #[test]
-    fn vertex_mistral_url_uses_project_location_and_model() {
-        let params = Map::from_iter([
-            ("vertex_project".to_string(), json!("proj-1")),
-            ("vertex_location".to_string(), json!("europe-west4")),
-        ]);
-
-        let url = complete_vertex_mistral_url(None, "mistral-ocr-maas", &params, &|_| None)
-            .expect("url builds");
-
-        assert_eq!(
-            url,
-            "https://europe-west4-aiplatform.googleapis.com/v1/projects/proj-1/locations/europe-west4/publishers/mistralai/models/mistral-ocr-maas:rawPredict"
-        );
-    }
-
-    #[test]
-    fn vertex_mistral_reuses_mistral_body_transform() {
-        let body = VERTEX_AI_OCR_CONFIG
-            .transform_ocr_request(
-                "mistral-ocr-maas",
-                json!({"type": "image_url", "image_url": "data:image/png;base64,abc"}),
-                Map::new(),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body["model"], "mistral-ocr-maas");
-        assert_eq!(body["document"]["image_url"], "data:image/png;base64,abc");
-    }
-
-    #[test]
-    fn vertex_deepseek_request_uses_ocr_endpoint_shape() {
-        let body = VERTEX_AI_DEEPSEEK_OCR_CONFIG
-            .transform_ocr_request(
-                "deepseek-ocr-maas",
-                json!({"type": "document_url", "document_url": "gs://bucket/doc.pdf"}),
-                Map::from_iter([("temperature".to_string(), json!(0.1))]),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body["model"], "deepseek-ai/deepseek-ocr-maas");
-        assert_eq!(body["temperature"], 0.1);
-        assert_eq!(
-            body["messages"][0]["content"][0],
-            json!({"type": "image_url", "image_url": "gs://bucket/doc.pdf"})
-        );
-    }
-
-    #[rstest]
-    #[case::bare_model("deepseek-ocr-maas")]
-    #[case::namespaced_model("deepseek-ai/deepseek-ocr-maas")]
-    fn vertex_deepseek_request_uses_single_provider_namespace(#[case] model: &str) {
-        let body = VERTEX_AI_DEEPSEEK_OCR_CONFIG
-            .transform_ocr_request(
-                model,
-                json!({"type": "image_url", "image_url": "data:image/png;base64,AA=="}),
-                Map::new(),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body["model"], "deepseek-ai/deepseek-ocr-maas");
-    }
-
-    #[test]
-    fn vertex_deepseek_response_wraps_markdown_content() {
-        let response = VERTEX_AI_DEEPSEEK_OCR_CONFIG
-            .transform_ocr_response(
-                "deepseek-ocr-maas",
-                json!({
-                    "choices": [{"message": {"content": "# OCR text"}}],
-                    "usage": {"prompt_tokens": 1}
-                }),
-            )
-            .expect("response transforms");
-
-        assert_eq!(
-            response.pages,
-            vec![json!({"index": 0, "markdown": "# OCR text"})]
-        );
-        assert_eq!(response.model, "deepseek-ocr-maas");
-        assert_eq!(response.usage_info, Some(json!({"prompt_tokens": 1})));
-    }
-}

litellm-rust/crates/core/src/url_utils.rs

@@ -60,6 +60,14 @@ impl ApiUrl<Base> {
 }
 
 impl ApiUrl<Complete> {
+    pub(crate) fn append_query_pairs<'a>(
+        mut self,
+        pairs: impl IntoIterator<Item = (&'a str, &'a str)>,
+    ) -> Self {
+        self.url.query_pairs_mut().extend_pairs(pairs);
+        self
+    }
+
     pub(crate) fn into_string(self) -> String {
         self.url.into()
     }
@@ -92,4 +100,19 @@ mod tests {
             .expect("url builds");
         assert_eq!(actual, "https://example.test/v1/ocr?tenant=a");
     }
+
+    #[test]
+    fn appended_query_pairs_are_encoded() {
+        let actual = ApiUrl::parse("https://example.test")
+            .and_then(|url| url.complete_path(&["analyze"]))
+            .map(|url| {
+                url.append_query_pairs([("model", "name with spaces")])
+                    .into_string()
+            })
+            .expect("url builds");
+        assert_eq!(
+            actual,
+            "https://example.test/analyze?model=name+with+spaces"
+        );
+    }
 }

litellm-rust/crates/core/tests/azure_ai_ocr.rs

@@ -0,0 +1,97 @@
+use std::sync::Arc;
+
+use serde_json::{Value, json};
+
+use super::hooks::{OcrDuringCallRequest, OcrHookFuture, OcrHooks};
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+
+#[tokio::test]
+async fn facade_executes_azure_mistral_with_prepared_auth() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "pages":[{"index":0,"markdown":"hello"}],
+        "usage_info":{"pages_processed":1}
+    }))])
+    .await;
+    let mut request = wire_request(
+        "azure_ai/model",
+        &base,
+        json!({"include_image_base64":true}),
+    );
+    request.connection.api_key = None;
+    request.connection.extra_headers = vec![(
+        "Authorization".into(),
+        "Bearer python-prepared-token".into(),
+    )];
+
+    let result = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(result.pages[0]["markdown"], "hello");
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with("POST /providers/mistral/azure/ocr "));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer python-prepared-token\r\n")
+    );
+    let body: Value = serde_json::from_str(requests[0].split_once("\r\n\r\n").unwrap().1).unwrap();
+    assert_eq!(
+        body,
+        json!({
+            "model":"model",
+            "document":{"type":"document_url","document_url":"data:application/pdf;base64,YWJj"},
+            "include_image_base64":true
+        })
+    );
+}
+
+#[tokio::test]
+async fn facade_acquires_supplied_entra_token_for_final_request() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({"pages":[]}))]).await;
+    let mut request = wire_request(
+        "azure_ai/model",
+        &base,
+        json!({"azure_ad_token":"rust-owned-token"}),
+    );
+    request.connection.api_key = None;
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer rust-owned-token\r\n")
+    );
+}
+
+struct ReplaceBodyDocument;
+
+impl OcrHooks for ReplaceBodyDocument {
+    fn has_guardrails(&self) -> bool {
+        true
+    }
+
+    fn during_call(
+        &self,
+        mut request: OcrDuringCallRequest,
+    ) -> OcrHookFuture<'_, OcrDuringCallRequest> {
+        Box::pin(async move {
+            request.body["document"] = json!({
+                "type":"document_url",
+                "document_url":"https://example.com/not-inline.pdf"
+            });
+            Ok(request)
+        })
+    }
+}
+
+#[tokio::test]
+async fn rejects_non_inline_body_after_guardrails() {
+    let mut request = wire_request("azure_ai/model", "http://127.0.0.1:1", json!({}));
+    request.hooks = Arc::new(ReplaceBodyDocument);
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(error.to_string().contains("data URI"));
+}

litellm-rust/crates/core/tests/azure_document_intelligence_ocr.rs

@@ -0,0 +1,395 @@
+use serde_json::{Value, json};
+
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+use super::wire::{OcrWireRequest, decode_request};
+
+fn query_value(url: &str, key: &str) -> Option<String> {
+    url::Url::parse(url)
+        .unwrap()
+        .query_pairs()
+        .find_map(|(name, value)| (name == key).then(|| value.into_owned()))
+}
+
+#[tokio::test]
+async fn facade_maps_pages_features_and_url_document() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "status":"succeeded",
+        "analyzeResult":{"pages":[]}
+    }))])
+    .await;
+    let mut request = wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"pages":[2,0,0,1],"features":["keyValuePairs","languages"]}),
+    );
+    request.document = serde_json::from_value(json!({
+        "type":"document_url",
+        "document_url":"https://example.com/document.pdf"
+    }))
+    .unwrap();
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let request = &seen.lock().unwrap()[0];
+    let target = request.split_whitespace().nth(1).unwrap();
+    let url = format!("{base}{target}");
+    assert_eq!(query_value(&url, "pages").as_deref(), Some("1,2,3"));
+    assert_eq!(
+        query_value(&url, "features").as_deref(),
+        Some("keyValuePairs,languages")
+    );
+    let body: Value = serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap();
+    assert_eq!(
+        body,
+        json!({"urlSource":"https://example.com/document.pdf"})
+    );
+}
+
+#[tokio::test]
+async fn rejects_invalid_pages_features_and_format() {
+    for options in [
+        json!({"pages":[true]}),
+        json!({"pages":[1,"2"]}),
+        json!({"pages":[-1]}),
+        json!({"pages":"1&&features=bad"}),
+        json!({"features":"languages&pages=1"}),
+        json!({"req_format":"azure"}),
+    ] {
+        let result = decode_request(OcrWireRequest {
+            model: "azure_ai/doc-intelligence/prebuilt-read".into(),
+            document: json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
+            api_key: Some("key".into()),
+            api_base: Some("http://127.0.0.1:1".into()),
+            custom_llm_provider: None,
+            extra_headers: None,
+            optional_params: options.as_object().unwrap().clone(),
+            input_sources: Default::default(),
+            timeout_seconds: None,
+        });
+        let rejected = match result {
+            Ok(request) => perform_ocr(request).await.is_err(),
+            Err(_) => true,
+        };
+        assert!(rejected, "accepted {options}");
+    }
+}
+
+#[tokio::test]
+async fn inline_document_decodes_to_base64_source() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "status":"succeeded"
+    }))])
+    .await;
+    let request = wire_request("azure_ai/doc-intelligence/prebuilt-read", &base, json!({}));
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let request = &seen.lock().unwrap()[0];
+    let body: Value = serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap();
+    assert_eq!(body, json!({"base64Source":"YWJj"}));
+}
+
+#[tokio::test]
+async fn immediate_response_normalizes_pages_and_preserves_native() {
+    let operation = json!({
+        "status":"succeeded",
+        "operationExtension":42,
+        "analyzeResult":{
+            "content":"A\n\nB",
+            "tables":[{"cells":[]}],
+            "keyValuePairs":[{"key":{"content":"A"}}],
+            "pages":[{
+                "pageNumber":"2",
+                "width":"8.5",
+                "height":11,
+                "unit":"inch",
+                "lines":[{"content":"A"},{"content":null},{"content":"B"}]
+            }]
+        }
+    });
+    let (base, _, server) = mock_server(vec![MockResponse::json(operation.clone())]).await;
+    let result = perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"req_format":"native"}),
+    ))
+    .await
+    .unwrap();
+    server.await.unwrap();
+
+    assert_eq!(result.pages[0]["index"], 1);
+    assert_eq!(result.pages[0]["markdown"], "A\n\nB");
+    assert_eq!(
+        result.pages[0]["dimensions"],
+        json!({"width":816,"height":1056,"dpi":96})
+    );
+    assert_eq!(result.usage_info, Some(json!({"pages_processed":1})));
+    assert_eq!(result.provider_native_response, Some(operation));
+}
+
+#[tokio::test]
+async fn accepted_response_polls_to_success_with_only_credentials() {
+    let operation = json!({"status":"succeeded","analyzeResult":{"pages":[]}});
+    let (base, seen, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse {
+            status: 200,
+            headers: vec![("Retry-After", "0".into())],
+            body: json!({"status":"running"}),
+        },
+        MockResponse::json(operation.clone()),
+    ])
+    .await;
+    let mut request = wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"req_format":"native"}),
+    );
+    request
+        .connection
+        .extra_headers
+        .push(("X-Trace".into(), "initial-only".into()));
+
+    let result = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(result.provider_native_response, Some(operation));
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 3);
+    assert!(requests[0].to_ascii_lowercase().contains("x-trace:"));
+    for poll in &requests[1..] {
+        assert!(!poll.to_ascii_lowercase().contains("x-trace:"));
+        assert!(
+            poll.to_ascii_lowercase()
+                .contains("ocp-apim-subscription-key: test-key")
+        );
+    }
+}
+
+#[tokio::test]
+async fn polling_forwards_bearer_credentials() {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse::json(json!({"status":"succeeded"})),
+    ])
+    .await;
+    let mut request = wire_request("azure_ai/doc-intelligence/prebuilt-read", &base, json!({}));
+    request.connection.api_key = None;
+    request.connection.extra_headers = vec![("Authorization".into(), "Bearer token".into())];
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    assert!(
+        requests[1]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer token")
+    );
+}
+
+#[tokio::test]
+async fn polling_does_not_follow_redirects() {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse {
+            status: 302,
+            headers: vec![("Location", "{base}/redirected".into())],
+            body: json!({}),
+        },
+        MockResponse::json(json!({"status":"succeeded"})),
+    ])
+    .await;
+
+    let error = perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({}),
+    ))
+    .await
+    .unwrap_err();
+
+    assert!(error.to_string().contains("status 302"), "{error}");
+    assert_eq!(seen.lock().unwrap().len(), 2);
+    server.abort();
+}
+
+#[tokio::test]
+async fn polling_rejects_terminal_failure() {
+    let (base, _, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse::json(json!({"status":"failed"})),
+    ])
+    .await;
+
+    let error = perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({}),
+    ))
+    .await
+    .unwrap_err();
+    server.await.unwrap();
+    assert!(error.to_string().contains("status failed"));
+}
+
+#[tokio::test]
+async fn malformed_provider_pages_report_response_paths() {
+    for (analysis, path) in [
+        (json!({"pages":null}), "pages"),
+        (json!({"pages":[null]}), "pages[0]"),
+        (json!({"pages":[{"lines":null}]}), "lines"),
+        (json!({"pages":[{"width":"bad"}]}), "width"),
+    ] {
+        let (base, _, server) = mock_server(vec![MockResponse::json(json!({
+            "status":"succeeded",
+            "analyzeResult":analysis
+        }))])
+        .await;
+        let error = perform_ocr(wire_request(
+            "azure_ai/doc-intelligence/prebuilt-read",
+            &base,
+            json!({}),
+        ))
+        .await
+        .unwrap_err();
+        server.await.unwrap();
+        assert!(error.to_string().contains(path), "{error}");
+    }
+}
+
+#[tokio::test]
+async fn rejects_missing_invalid_and_cross_origin_operation_locations() {
+    for headers in [
+        Vec::new(),
+        vec![("Operation-Location", "/relative".into())],
+        vec![("Operation-Location", "http://example.com/operation".into())],
+        vec![(
+            "Operation-Location",
+            "http://user:password@127.0.0.1/operation".into(),
+        )],
+    ] {
+        let (base, _, server) = mock_server(vec![MockResponse {
+            status: 202,
+            headers,
+            body: json!({}),
+        }])
+        .await;
+        let error = perform_ocr(wire_request(
+            "azure_ai/doc-intelligence/prebuilt-read",
+            &base,
+            json!({}),
+        ))
+        .await
+        .unwrap_err();
+        server.await.unwrap();
+        assert!(error.to_string().contains("operation-location"));
+    }
+}
+
+#[tokio::test]
+async fn polling_deadline_bounds_retry_delay() {
+    let (base, _, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse {
+            status: 200,
+            headers: vec![("Retry-After", "9999".into())],
+            body: json!({"status":"notStarted"}),
+        },
+    ])
+    .await;
+    let mut request = wire_request("azure_ai/doc-intelligence/prebuilt-read", &base, json!({}));
+    request.connection.poll_timeout = std::time::Duration::from_millis(100);
+
+    let error = tokio::time::timeout(std::time::Duration::from_secs(1), perform_ocr(request))
+        .await
+        .unwrap()
+        .unwrap_err();
+    server.await.unwrap();
+    assert!(error.to_string().contains("timed out"));
+}
+
+#[tokio::test]
+async fn model_id_is_encoded_and_dot_segments_are_rejected() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "status":"succeeded"
+    }))])
+    .await;
+    perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/a ?#é",
+        &base,
+        json!({}),
+    ))
+    .await
+    .unwrap();
+    server.await.unwrap();
+    assert!(seen.lock().unwrap()[0].contains("a%20%3F%23%C3%A9:analyze"));
+
+    for model in [
+        "azure_ai/doc-intelligence/.",
+        "azure_ai/doc-intelligence/..",
+    ] {
+        let error = perform_ocr(wire_request(model, "http://127.0.0.1:1", json!({})))
+            .await
+            .unwrap_err();
+        assert!(error.to_string().contains("dot segment"));
+    }
+}
+
+#[tokio::test]
+async fn pre_call_guardrail_receives_caller_pages_before_mapping() {
+    use crate::ocr::hooks::{OcrHookFuture, OcrHooks, OcrPreCallRequest};
+    use std::sync::Arc;
+
+    struct RewritePages;
+    impl OcrHooks for RewritePages {
+        fn has_guardrails(&self) -> bool {
+            true
+        }
+
+        fn pre_call(&self, request: OcrPreCallRequest) -> OcrHookFuture<'_, OcrPreCallRequest> {
+            Box::pin(async move {
+                assert_eq!(request.optional_params["pages"], json!([0, 2]));
+                Ok(OcrPreCallRequest {
+                    optional_params: json!({"pages": [1]}),
+                    ..request
+                })
+            })
+        }
+    }
+    let (base, seen, server) =
+        mock_server(vec![MockResponse::json(json!({"status": "succeeded"}))]).await;
+    let request = wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"pages": [0, 2]}),
+    )
+    .with_host_hooks(Arc::new(RewritePages), None);
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    let target = requests[0].split_whitespace().nth(1).unwrap();
+    assert_eq!(
+        query_value(&format!("{base}{target}"), "pages").as_deref(),
+        Some("2")
+    );
+    assert_eq!(requests.len(), 1);
+}

litellm-rust/crates/core/tests/deepseek_ocr.rs

@@ -0,0 +1,95 @@
+use rstest::rstest;
+use serde_json::{Value, json};
+
+use crate::ocr::codecs::deepseek::{
+    DeepSeekOcrParams, DeepSeekOcrResponse, transform_ocr_request, transform_ocr_response,
+};
+use crate::ocr::types::OcrDocument;
+
+fn document() -> OcrDocument {
+    serde_json::from_value(json!({"type":"image_url","image_url":"gs://bucket/a.png"})).unwrap()
+}
+
+#[rstest]
+#[case("stream", json!(true))]
+#[case("temperature", json!(0.1))]
+#[case("max_tokens", json!(1024))]
+#[case("top_p", json!(0.9))]
+#[case("n", json!(2))]
+#[case("stop", json!("done"))]
+#[case("stop", json!(["done", "stop"]))]
+fn request_mapping_matches_python(#[case] name: &str, #[case] value: Value) {
+    let params: DeepSeekOcrParams =
+        serde_json::from_value(json!({name: value.clone(), "ignored": true})).unwrap();
+    let result = serde_json::to_value(
+        transform_ocr_request("deepseek-ai/deepseek-ocr-maas", document(), &params).unwrap(),
+    )
+    .unwrap();
+    assert_eq!(result["model"], "deepseek-ai/deepseek-ocr-maas");
+    assert_eq!(
+        result["messages"][0]["content"][0],
+        json!({"type":"image_url","image_url":"gs://bucket/a.png"})
+    );
+    assert_eq!(result[name], value);
+    assert!(result.get("ignored").is_none());
+}
+
+#[rstest]
+#[case(json!("# hello"), "# hello")]
+#[case(json!("{broken"), "{broken")]
+#[case(json!(" {\"pages\":[]} "), " {\"pages\":[]} ")]
+#[case(json!({"pages":[]}), "{\"pages\":[]}")]
+#[case(json!({}), "{}")]
+#[case(json!("[]"), "[]")]
+#[case(json!("{\"pages\":[{\"markdown\":\"json text\"}]}"), "json text")]
+#[case(json!({"pages":[{"markdown":"object"}]}), "object")]
+fn response_codec_handles_text_json_and_objects(#[case] content: Value, #[case] expected: &str) {
+    let response: DeepSeekOcrResponse = serde_json::from_value(
+        json!({"choices":[{"message":{"content":content}}],"usage":{"prompt_tokens":1}}),
+    )
+    .unwrap();
+    let result = transform_ocr_response("model", response)
+        .unwrap()
+        .into_json();
+    assert_eq!(result["pages"][0]["markdown"], expected);
+    assert_eq!(result["pages"][0]["index"], 0);
+    assert_eq!(result["usage_info"]["prompt_tokens"], 1);
+}
+
+#[test]
+fn structured_result_maps_pages_usage_model_and_annotation() {
+    let response: DeepSeekOcrResponse = serde_json::from_value(json!({
+        "choices":[{"message":{"content":{
+            "pages":[{"index":2,"markdown":"page","images":[{"id":"one"}],"dimensions":{"width":10}}],
+            "model":"provider-model",
+            "usage_info":{"pages_processed":1},
+            "document_annotation":{"language":"en"},
+            "future":"kept"
+        }}}]
+    }))
+    .unwrap();
+    let result = transform_ocr_response("requested", response)
+        .unwrap()
+        .into_json();
+    assert_eq!(result["pages"][0]["index"], 2);
+    assert_eq!(result["pages"][0]["images"][0]["id"], "one");
+    assert_eq!(result["model"], "provider-model");
+    assert_eq!(result["usage_info"]["pages_processed"], 1);
+    assert_eq!(result["document_annotation"]["language"], "en");
+    assert_eq!(result["future"], "kept");
+}
+
+#[test]
+fn response_codec_rejects_missing_empty_and_malformed_content() {
+    for value in [
+        json!({"choices":[]}),
+        json!({"choices":[{"message":{"content":""}}]}),
+        json!({"choices":[{"message":{"content":"{\"pages\":[{\"markdown\":42}]}"}}]}),
+        json!({"choices":[{"message":{"content":{"pages":[{"markdown":42}]}}}]}),
+    ] {
+        let result = serde_json::from_value::<DeepSeekOcrResponse>(value)
+            .map_err(|_| ())
+            .and_then(|response| transform_ocr_response("model", response).map_err(|_| ()));
+        assert!(result.is_err());
+    }
+}

litellm-rust/crates/core/tests/ocr.rs

@@ -21,6 +21,7 @@ fn request_boundary_selects_mistral_and_rejects_unknown_providers() {
             .as_object()
             .unwrap()
             .clone(),
+        input_sources: Default::default(),
         timeout_seconds: None,
     };
     assert!(decode_request(request).is_ok());
@@ -33,6 +34,7 @@ fn request_boundary_selects_mistral_and_rejects_unknown_providers() {
             custom_llm_provider: Some("unknown".into()),
             extra_headers: None,
             optional_params: serde_json::Map::new(),
+            input_sources: Default::default(),
             timeout_seconds: None,
         })
         .is_err()

litellm-rust/crates/core/tests/ocr/support.rs

@@ -8,7 +8,11 @@ use crate::ocr::wire::{OcrWireRequest, decode_request};
 use crate::ocr::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrClient};
 
 pub(crate) fn ocr_client() -> OcrClient {
-    OcrClient::for_test(reqwest::Client::new())
+    let document_http = reqwest::Client::builder()
+        .redirect(reqwest::redirect::Policy::none())
+        .build()
+        .expect("test document client builds");
+    OcrClient::for_test(reqwest::Client::new(), document_http)
 }
 
 pub(crate) async fn perform_ocr(
@@ -26,6 +30,7 @@ pub(crate) fn wire_request(model: &str, base: &str, options: Value) -> LiteLLMOc
         custom_llm_provider: None,
         extra_headers: None,
         optional_params: options.as_object().unwrap().clone(),
+        input_sources: Default::default(),
         timeout_seconds: Some(2.0),
     })
     .unwrap()

litellm-rust/crates/core/tests/reducto_ocr.rs

@@ -0,0 +1,232 @@
+use std::sync::Arc;
+
+use rstest::rstest;
+use serde_json::{Value, json};
+
+use super::hooks::{OcrDuringCallRequest, OcrHookFuture, OcrHooks};
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+
+fn request_body(request: &str) -> Value {
+    serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap()
+}
+
+#[rstest]
+#[case(
+    "reducto/parse-v3",
+    json!({
+        "formatting":{"table_output_format":"html"},
+        "retrieval":{"chunk_mode":"section"},
+        "settings":{"ocr_system":"standard"},
+        "future_ocr_option":true,
+        "extra_body":{"provider_option":"value"}
+    }),
+    "reducto://already.pdf",
+    json!({
+        "input":"reducto://already.pdf",
+        "formatting":{"table_output_format":"html"},
+        "retrieval":{"chunk_mode":"section"},
+        "settings":{"ocr_system":"standard"},
+        "future_ocr_option":true,
+        "provider_option":"value"
+    })
+)]
+#[case(
+    "reducto/parse-legacy",
+    json!({
+        "enhance":{"agentic":[{"type":"table"}]},
+        "future_ocr_option":true,
+        "extra_body":{"provider_option":"value"}
+    }),
+    "reducto://legacy.pdf",
+    json!({
+        "document_url":"reducto://legacy.pdf",
+        "options":{"enhance":{"agentic":[{"type":"table"}]}},
+        "future_ocr_option":true,
+        "provider_option":"value"
+    })
+)]
+#[tokio::test]
+async fn request_mapping_matches_python(
+    #[case] model: &str,
+    #[case] options: Value,
+    #[case] source: &str,
+    #[case] expected: Value,
+) {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "result":{"chunks":[]}
+    }))])
+    .await;
+    let mut request = wire_request(model, &base, options);
+    request.document = request.document.with_source(source.into());
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with("POST /parse "));
+    assert_eq!(request_body(&requests[0]), expected);
+}
+
+#[rstest]
+#[case("parse-v3")]
+#[case("parse-legacy")]
+#[tokio::test]
+async fn data_uri_upload_preserves_multipart_headers(#[case] model: &str) {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse::json(json!({"file_id":"reducto://uploaded.pdf"})),
+        MockResponse::json(json!({"result":{"chunks":[{"content":"hello"}]}})),
+    ])
+    .await;
+    let mut request = wire_request(&format!("reducto/{model}"), &base, json!({}));
+    request.connection.extra_headers = vec![
+        ("Content-Type".into(), "application/json".into()),
+        ("X-Trace".into(), "upload-test".into()),
+    ];
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.pages[0]["markdown"], "hello");
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 2);
+    assert!(requests[0].starts_with("POST /upload "));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("content-type: multipart/form-data; boundary=")
+    );
+    assert!(requests[0].contains("x-trace: upload-test"));
+    assert!(requests[0].contains("application/pdf"));
+    assert!(requests[0].contains("abc"));
+    assert!(requests[1].starts_with("POST /parse "));
+}
+
+#[rstest]
+#[case(json!({"file_id":""}))]
+#[case(json!({}))]
+#[case(json!({"file_id":null}))]
+#[tokio::test]
+async fn invalid_upload_ids_stop_before_parse(#[case] response: Value) {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(response)]).await;
+    let error = perform_ocr(wire_request("reducto/parse-v3", &base, json!({})))
+        .await
+        .unwrap_err();
+    server.await.unwrap();
+    assert!(error.to_string().contains("file_id"));
+    assert_eq!(seen.lock().unwrap().len(), 1);
+}
+
+#[tokio::test]
+async fn upload_failure_stops_before_parse() {
+    let (base, seen, server) = mock_server(vec![MockResponse {
+        status: 503,
+        headers: vec![],
+        body: json!({"error":"unavailable"}),
+    }])
+    .await;
+    assert!(
+        perform_ocr(wire_request("reducto/parse-v3", &base, json!({})))
+            .await
+            .is_err()
+    );
+    server.await.unwrap();
+    assert_eq!(seen.lock().unwrap().len(), 1);
+}
+
+#[rstest]
+#[case("https://example.com/a.pdf")]
+#[case("reducto://")]
+#[case("data:application/pdf;base64")]
+#[case("data:application/pdf;base64,INVALID!")]
+#[tokio::test]
+async fn rejects_invalid_document_sources_before_network(#[case] source: &str) {
+    let mut request = wire_request("reducto/parse-v3", "http://127.0.0.1:1", json!({}));
+    request.document = request.document.with_source(source.into());
+    assert!(perform_ocr(request).await.is_err());
+}
+
+#[test]
+fn response_normalization_groups_blocks_and_distinguishes_null_result() {
+    use crate::ocr::codecs::reducto::{ReductoResponse, transform_ocr_response};
+
+    let raw = json!({"usage":{"num_pages":"2","credits":"3"},"result":{"chunks":[
+        {"blocks":[{"content":"B","bbox":{"page":2},"kind":"table"}]},
+        {"blocks":[{"content":"A","bbox":{"page":1},"kind":"text"},{"content":"C","bbox":{"page":1}}]}
+    ]}});
+    let response: ReductoResponse = serde_json::from_value(raw).unwrap();
+    let normalized = transform_ocr_response("parse-v3", response)
+        .unwrap()
+        .into_json();
+    assert_eq!(normalized["pages"][0]["markdown"], "A\n\nC");
+    assert_eq!(normalized["pages"][1]["markdown"], "B");
+    assert_eq!(normalized["pages"][1]["blocks"][0]["kind"], "table");
+    assert_eq!(normalized["usage_info"]["pages_processed"], 2);
+    assert_eq!(normalized["usage_info"]["credits"], 3.0);
+
+    let missing: ReductoResponse =
+        serde_json::from_value(json!({"chunks":[{"content":"text"}]})).unwrap();
+    let missing = transform_ocr_response("parse-v3", missing).unwrap();
+    assert_eq!(missing.pages[0]["markdown"], "text");
+    let null: ReductoResponse = serde_json::from_value(
+        json!({"result":null,"chunks":[{"content":"ignored"}],"usage":null}),
+    )
+    .unwrap();
+    let null = transform_ocr_response("parse-v3", null).unwrap();
+    assert!(null.pages.is_empty());
+}
+
+#[tokio::test]
+async fn facade_omits_native_response_by_default_and_preserves_auth_priority() {
+    let raw = json!({"job_id":"job-1","result":{"chunks":[]}});
+    let (base, seen, server) = mock_server(vec![MockResponse::json(raw)]).await;
+    let mut request = wire_request("reducto/parse-v3", &base, json!({}));
+    request.document = request.document.with_source("reducto://ready.pdf".into());
+    request.connection.extra_headers = vec![("authorization".into(), "Bearer existing".into())];
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.provider_native_response, None);
+    assert!(
+        seen.lock().unwrap()[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer existing")
+    );
+}
+
+struct RewriteDocument;
+
+impl OcrHooks for RewriteDocument {
+    fn has_guardrails(&self) -> bool {
+        true
+    }
+
+    fn during_call(
+        &self,
+        request: OcrDuringCallRequest,
+    ) -> OcrHookFuture<'_, OcrDuringCallRequest> {
+        Box::pin(async move {
+            assert_eq!(
+                request.body["document_url"],
+                "data:application/pdf;base64,YWJj"
+            );
+            Ok(OcrDuringCallRequest {
+                body: json!({"type":"document_url","document_url":"reducto://guarded.pdf"}),
+                ..request
+            })
+        })
+    }
+}
+
+#[tokio::test]
+async fn guardrail_rewrites_document_before_upload() {
+    let (base, seen, server) =
+        mock_server(vec![MockResponse::json(json!({"result":{"chunks":[]}}))]).await;
+    let mut request = wire_request("reducto/parse-v3", &base, json!({}));
+    request.hooks = Arc::new(RewriteDocument);
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with("POST /parse "));
+    assert!(requests[0].contains("reducto://guarded.pdf"));
+}

litellm-rust/crates/core/tests/vertex_ai_deepseek_ocr.rs

@@ -0,0 +1,83 @@
+use serde_json::{Value, json};
+
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+use crate::auth::InputSource;
+
+fn request_body(request: &str) -> Value {
+    serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap()
+}
+
+#[tokio::test]
+async fn facade_executes_vertex_deepseek_at_the_openai_endpoint() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "choices":[{"message":{"content":"recognized"}}],
+        "usage":{"prompt_tokens":1}
+    }))])
+    .await;
+    let mut request = wire_request(
+        "vertex_ai/deepseek-ocr-maas",
+        &base,
+        json!({
+            "vertex_project":"project-1",
+            "vertex_location":"europe-west4",
+            "temperature":0.1,
+            "future_ocr_option":true,
+            "extra_body":{"provider_option":"value"}
+        }),
+    );
+    request.document = request
+        .document
+        .with_source("gs://bucket/document.pdf".into());
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.pages[0]["markdown"], "recognized");
+    assert_eq!(response.usage_info.unwrap()["prompt_tokens"], 1);
+    let requests = seen.lock().unwrap();
+    assert!(requests[0].starts_with(
+        "POST /v1/projects/project-1/locations/europe-west4/endpoints/openapi/chat/completions "
+    ));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer test-key")
+    );
+    let body = request_body(&requests[0]);
+    assert_eq!(body["model"], "deepseek-ai/deepseek-ocr-maas");
+    assert_eq!(body["temperature"], 0.1);
+    assert!(body.get("future_ocr_option").is_none());
+    assert!(body.get("extra_body").is_none());
+    assert_eq!(
+        body["messages"][0]["content"][0],
+        json!({"type":"document_url","document_url":"gs://bucket/document.pdf"})
+    );
+}
+
+#[test]
+fn host_registration_selects_deepseek_without_affecting_mistral() {
+    assert!(crate::ocr::wire::is_supported_request(
+        "deepseek-ocr-maas",
+        Some("vertex_ai")
+    ));
+    assert!(crate::ocr::wire::is_supported_request(
+        "mistral-ocr-maas",
+        Some("vertex_ai")
+    ));
+}
+
+#[tokio::test]
+async fn request_controlled_api_base_is_rejected_before_vertex_auth() {
+    let mut request = wire_request(
+        "vertex_ai/deepseek-ocr-maas",
+        "https://caller.example",
+        json!({"vertex_project":"project-1"}),
+    );
+    request.connection.api_base_source = InputSource::Request;
+
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(
+        error
+            .to_string()
+            .contains("request-controlled Vertex AI endpoint")
+    );
+}

litellm-rust/crates/core/tests/vertex_ai_ocr.rs

@@ -0,0 +1,161 @@
+use serde_json::{Value, json};
+
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+use crate::auth::InputSource;
+
+fn request_body(request: &str) -> Value {
+    serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap()
+}
+
+#[tokio::test]
+async fn facade_executes_vertex_mistral_with_resolved_project_and_location() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "pages":[{"index":0,"markdown":"hello"}],
+        "usage_info":{"pages_processed":1}
+    }))])
+    .await;
+    let request = wire_request(
+        "vertex_ai/mistral-ocr-maas",
+        &base,
+        json!({
+            "vertex_project":"project-1",
+            "vertex_location":"europe-west4",
+            "extract_footer":true
+        }),
+    );
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.pages[0]["markdown"], "hello");
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with(
+        "POST /v1/projects/project-1/locations/europe-west4/publishers/mistralai/models/mistral-ocr-maas:rawPredict "
+    ));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer test-key")
+    );
+    assert_eq!(
+        request_body(&requests[0]),
+        json!({
+            "model":"mistral-ocr-maas",
+            "document":{"type":"document_url","document_url":"data:application/pdf;base64,YWJj"},
+            "extract_footer":true
+        })
+    );
+}
+
+#[tokio::test]
+async fn supplied_authorization_is_forwarded_without_a_static_token() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({"pages":[]}))]).await;
+    let mut request = wire_request(
+        "vertex_ai/model",
+        &base,
+        json!({"vertex_project":"project-1"}),
+    );
+    request.connection.api_key = None;
+    request.connection.extra_headers = vec![("authorization".into(), "Bearer supplied".into())];
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert!(
+        seen.lock().unwrap()[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer supplied")
+    );
+}
+
+#[tokio::test]
+async fn invalid_credentials_fail_before_provider_http() {
+    let request = wire_request(
+        "vertex_ai/model",
+        "http://127.0.0.1:1",
+        json!({"vertex_credentials": true}),
+    );
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(error.to_string().contains("vertex_credentials"));
+}
+
+#[tokio::test]
+async fn request_controlled_api_base_is_rejected_before_vertex_auth() {
+    let mut request = wire_request(
+        "vertex_ai/mistral-ocr-maas",
+        "https://caller.example",
+        json!({"vertex_project":"project-1"}),
+    );
+    request.connection.api_base_source = InputSource::Request;
+
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(
+        error
+            .to_string()
+            .contains("request-controlled Vertex AI endpoint")
+    );
+}
+
+#[tokio::test]
+async fn adapters_build_complete_requests_and_share_mistral_normalization() {
+    use std::time::Duration;
+
+    use crate::ocr::adapters::{MistralAdapter, OcrAdapter, VertexMistralAdapter};
+    use crate::ocr::test_support::ocr_client;
+
+    let client = ocr_client();
+    let options = json!({
+        "pages": [0, 2],
+        "include_image_base64": true,
+        "vertex_project": "project-1",
+        "vertex_location": "us-central1",
+        "unknown": "ignored"
+    });
+    let direct = wire_request(
+        "mistral/mistral-ocr-maas",
+        "https://mistral.test",
+        options.clone(),
+    );
+    let vertex = wire_request("vertex_ai/mistral-ocr-maas", "https://vertex.test", options);
+    let direct_http = MistralAdapter
+        .prepare_request(&direct, &client)
+        .await
+        .unwrap();
+    let vertex_http = VertexMistralAdapter
+        .prepare_request(&vertex, &client)
+        .await
+        .unwrap();
+    assert_eq!(direct_http.url().as_str(), "https://mistral.test/v1/ocr");
+    assert_eq!(
+        vertex_http.url().as_str(),
+        "https://vertex.test/v1/projects/project-1/locations/us-central1/publishers/mistralai/models/mistral-ocr-maas:rawPredict"
+    );
+    for http in [&direct_http, &vertex_http] {
+        assert_eq!(http.method(), reqwest::Method::POST);
+        assert_eq!(http.headers()["authorization"], "Bearer test-key");
+        assert_eq!(http.headers()["content-type"], "application/json");
+        assert_eq!(http.timeout(), Some(&Duration::from_secs(2)));
+        let body: Value = serde_json::from_slice(http.body().unwrap().as_bytes().unwrap()).unwrap();
+        assert_eq!(
+            body,
+            json!({
+                "model": "mistral-ocr-maas",
+                "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+                "pages": [0, 2],
+                "include_image_base64": true
+            })
+        );
+    }
+    let payload = json!({"pages": [{"index": 0, "markdown": "hello"}], "extra": "preserved"});
+    let direct_response = MistralAdapter
+        .transform_ocr_response(&direct, serde_json::from_value(payload.clone()).unwrap())
+        .unwrap()
+        .into_json();
+    let vertex_response = VertexMistralAdapter
+        .transform_ocr_response(&vertex, serde_json::from_value(payload).unwrap())
+        .unwrap()
+        .into_json();
+    assert_eq!(direct_response, vertex_response);
+    assert_eq!(direct_response["model"], "mistral-ocr-maas");
+    assert_eq!(direct_response["object"], "ocr");
+    assert_eq!(direct_response["extra"], "preserved");
+}

litellm-rust/crates/python-bridge/src/errors.rs

@@ -42,6 +42,9 @@ pub(crate) fn chat_completions_error_to_pyerr(err: Error) -> PyErr {
         | Error::InvalidType { .. }
         | Error::MissingField(_)
         | Error::MissingApiKey { .. }
+        | Error::MissingAzureAiCredentials
+        | Error::MissingAzureDocumentIntelligenceCredentials
+        | Error::MissingReductoApiKey
         | Error::Routing(_)
         // Nothing reached the provider, so serving it on Python cannot double
         // bill and is the only way the caller gets an answer at all.

litellm-rust/crates/python-bridge/src/routes/definition.rs

@@ -225,7 +225,7 @@ mod tests {
                 (
                     "ocr",
                     "aocr",
-                    "(model, document, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None)",
+                    "(model, document, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, input_sources=None, timeout_seconds=None)",
                 ),
                 (
                     "transcription",

litellm-rust/crates/python-bridge/src/routes/ocr.rs

@@ -2,6 +2,7 @@ use litellm_core::Error;
 use std::future::Future;
 
 use litellm_ai_gateway::io::ocr::{OcrRequest, ocr as run_ocr};
+use litellm_core::ocr::wire::{OcrWireRequest, decode_request, is_supported_request};
 use pyo3::prelude::*;
 use serde_json::Value;
 
@@ -21,6 +22,12 @@ fn prepare_ocr(
         timeout_seconds: inputs.timeout_seconds,
     })?;
     let optional_params = object_or_empty("optional_params", inputs.optional_params)?;
+    let input_sources = inputs
+        .input_sources
+        .map(serde_json::from_value)
+        .transpose()
+        .map_err(|error| pyo3::exceptions::PyValueError::new_err(error.to_string()))?
+        .unwrap_or_default();
 
     Ok(async move {
         let RouteOptions {
@@ -31,6 +38,22 @@ fn prepare_ocr(
             extra_headers,
             timeout,
         } = options;
+        if is_supported_request(&model, custom_llm_provider.as_deref()) {
+            let request = decode_request(OcrWireRequest {
+                model,
+                document,
+                api_key,
+                api_base,
+                custom_llm_provider,
+                extra_headers,
+                optional_params,
+                input_sources,
+                timeout_seconds: timeout.map(|value| value.as_secs_f64()),
+            })?;
+            return litellm_core::ocr::ocr(request)
+                .await
+                .map(|response| response.into_json());
+        }
         run_ocr(OcrRequest {
             model: &model,
             document,
@@ -66,8 +89,29 @@ bridge_route! {
         extra_headers: Option<serde_json::Value>,
         #[pyo3(from_py_with = litellm_python_interop::from_py)]
         optional_params: Option<serde_json::Value>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        input_sources: Option<serde_json::Value>,
         timeout_seconds: Option<f64>,
     },
     prepare = prepare_ocr,
     errors = ocr_error_to_pyerr,
 }
+
+#[cfg(test)]
+mod tests {
+    use litellm_core::ocr::wire::is_supported_request;
+
+    #[test]
+    fn native_activation_includes_migrated_providers() {
+        assert!(is_supported_request("model", Some("mistral")));
+        assert!(is_supported_request("pixtral-12b", Some("azure_ai")));
+        assert!(is_supported_request(
+            "documentintelligence/prebuilt-read",
+            Some("azure_ai")
+        ));
+        assert!(is_supported_request("parse-v3", Some("reducto")));
+        assert!(is_supported_request("parse-legacy", Some("reducto")));
+        assert!(is_supported_request("mistral-ocr", Some("vertex_ai")));
+        assert!(is_supported_request("deepseek-ocr", Some("vertex_ai")));
+    }
+}

litellm/__init__.py

@@ -1370,6 +1370,7 @@ from .exceptions import (
     InvalidRequestError,
     BadRequestError,
     ImageFetchError,
+    VectorStoreSearchError,
     NotFoundError,
     PermissionDeniedError,
     RateLimitError,
@@ -1471,9 +1472,11 @@ from .vector_stores.vector_store_registry import (
     VectorStoreRegistry,
     VectorStoreIndexRegistry,
 )
+from .types.vector_stores import VectorStoreSearchFailureMode
 
 vector_store_registry: Optional[VectorStoreRegistry] = None
 vector_store_index_registry: Optional[VectorStoreIndexRegistry] = None
+vector_store_search_failure_mode: VectorStoreSearchFailureMode = "annotate"
 
 ### RAG ###
 from . import rag