feat(vertexai): Add streaming support (#6409)
Signed-off-by: rabi <ramishra@redhat.com>
This commit is contained in:
@@ -8,6 +8,18 @@ use serde_json::Value;
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use std::fmt;
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pub type StreamingMessageStream = std::pin::Pin<
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Box<
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dyn futures::Stream<
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Item = anyhow::Result<(
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Option<Message>,
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Option<crate::providers::base::ProviderUsage>,
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)>,
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> + Send
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+ 'static,
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>,
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>;
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/// Sensible default values of Google Cloud Platform (GCP) locations for model deployment.
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///
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/// Each variant corresponds to a specific GCP region where models can be hosted.
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@@ -363,6 +375,21 @@ pub fn get_usage(data: &Value, request_context: &RequestContext) -> Result<Usage
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}
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}
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pub fn response_to_streaming_message<S>(
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stream: S,
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request_context: &RequestContext,
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) -> StreamingMessageStream
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where
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S: futures::Stream<Item = anyhow::Result<String>> + Unpin + Send + 'static,
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{
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match request_context.provider() {
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ModelProvider::Anthropic => Box::pin(anthropic::response_to_streaming_message(stream)),
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ModelProvider::Google | ModelProvider::MaaS(_) => {
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Box::pin(google::response_to_streaming_message(stream))
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}
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}
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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@@ -1,21 +1,26 @@
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use std::io;
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use std::time::Duration;
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use anyhow::Result;
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use async_stream::try_stream;
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use async_trait::async_trait;
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use futures::StreamExt;
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use futures::TryStreamExt;
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use once_cell::sync::Lazy;
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use reqwest::{Client, StatusCode};
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use serde_json::Value;
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use tokio::time::sleep;
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use tokio_util::io::StreamReader;
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use url::Url;
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use crate::conversation::message::Message;
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use crate::model::ModelConfig;
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use crate::providers::base::{ConfigKey, Provider, ProviderMetadata, ProviderUsage};
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use crate::providers::base::{ConfigKey, MessageStream, Provider, ProviderMetadata, ProviderUsage};
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use crate::providers::errors::ProviderError;
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use crate::providers::formats::gcpvertexai::{
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create_request, get_usage, response_to_message, ClaudeVersion, GcpVertexAIModel, GeminiVersion,
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ModelProvider, RequestContext,
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create_request, get_usage, response_to_message, response_to_streaming_message, ClaudeVersion,
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GcpVertexAIModel, GeminiVersion, ModelProvider, RequestContext,
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};
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use crate::providers::formats::gcpvertexai::GcpLocation::Iowa;
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@@ -40,6 +45,66 @@ const DEFAULT_MAX_RETRY_INTERVAL_MS: u64 = 320_000;
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static STATUS_API_OVERLOADED: Lazy<StatusCode> =
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Lazy::new(|| StatusCode::from_u16(529).expect("Valid status code 529 for API_OVERLOADED"));
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fn rate_limit_error_message(response_text: &str) -> String {
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let cite = "See https://cloud.google.com/vertex-ai/generative-ai/docs/error-code-429";
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if response_text.contains("Exceeded the Provisioned Throughput") {
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format!("Exceeded the Provisioned Throughput: {cite}")
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} else {
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format!("Pay-as-you-go resource exhausted: {cite}")
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}
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}
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const OVERLOADED_ERROR_MSG: &str =
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"Vertex AI Provider API is temporarily overloaded. This is similar to a rate limit \
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error but indicates backend processing capacity issues.";
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fn build_vertex_url(
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host: &str,
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configured_location: &str,
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project_id: &str,
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model_name: &str,
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provider: ModelProvider,
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target_location: &str,
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streaming: bool,
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) -> Result<Url, GcpVertexAIError> {
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let host_url = if configured_location == target_location {
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host.to_string()
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} else {
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host.replace(configured_location, target_location)
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};
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let base_url =
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Url::parse(&host_url).map_err(|e| GcpVertexAIError::InvalidUrl(e.to_string()))?;
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let endpoint = match (&provider, streaming) {
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(ModelProvider::Anthropic, true) => "streamRawPredict",
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(ModelProvider::Anthropic, false) => "rawPredict",
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(ModelProvider::Google, true) => "streamGenerateContent",
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(ModelProvider::Google, false) => "generateContent",
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(ModelProvider::MaaS(_), true) => "streamGenerateContent",
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(ModelProvider::MaaS(_), false) => "generateContent",
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};
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let path = format!(
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"v1/projects/{}/locations/{}/publishers/{}/models/{}:{}",
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project_id,
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target_location,
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provider.as_str(),
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model_name,
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endpoint
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);
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let mut url = base_url
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.join(&path)
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.map_err(|e| GcpVertexAIError::InvalidUrl(e.to_string()))?;
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if streaming && !matches!(provider, ModelProvider::Anthropic) {
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url.set_query(Some("alt=sse"));
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}
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Ok(url)
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}
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/// Represents errors specific to GCP Vertex AI operations.
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#[derive(Debug, thiserror::Error)]
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enum GcpVertexAIError {
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@@ -172,94 +237,48 @@ impl GcpVertexAIProvider {
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.map_err(|e| GcpVertexAIError::AuthError(e.to_string()))
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}
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/// Constructs the appropriate API endpoint URL for a given provider.
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///
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/// # Arguments
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/// * `provider` - The model provider (Anthropic or Google)
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/// * `location` - The GCP location for model deployment
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fn build_request_url(
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&self,
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provider: ModelProvider,
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location: &str,
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streaming: bool,
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) -> Result<Url, GcpVertexAIError> {
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// Create host URL for the specified location
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let host_url = if self.location == location {
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&self.host
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} else {
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// Only allocate a new string if location differs
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&self.host.replace(&self.location, location)
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};
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let base_url =
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Url::parse(host_url).map_err(|e| GcpVertexAIError::InvalidUrl(e.to_string()))?;
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// Determine endpoint based on provider type
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let endpoint = match provider {
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ModelProvider::Anthropic => "streamRawPredict",
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ModelProvider::Google => "generateContent",
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ModelProvider::MaaS(_) => "generateContent",
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};
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// Construct path for URL
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let path = format!(
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"v1/projects/{}/locations/{}/publishers/{}/models/{}:{}",
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self.project_id,
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build_vertex_url(
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&self.host,
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&self.location,
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&self.project_id,
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&self.model.model_name,
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provider,
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location,
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provider.as_str(),
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self.model.model_name,
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endpoint
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);
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base_url
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.join(&path)
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.map_err(|e| GcpVertexAIError::InvalidUrl(e.to_string()))
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streaming,
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)
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}
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/// Makes an authenticated POST request to the Vertex AI API at a specific location.
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/// Includes retry logic for 429 (Too Many Requests) and 529 (API Overloaded) errors.
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///
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/// # Arguments
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/// * `payload` - The request payload to send
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/// * `context` - Request context containing model information
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/// * `location` - The GCP location for the request
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async fn post_with_location(
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async fn send_request_with_retry(
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&self,
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url: Url,
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payload: &Value,
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context: &RequestContext,
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location: &str,
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) -> Result<Value, ProviderError> {
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let url = self
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.build_request_url(context.provider(), location)
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.map_err(|e| ProviderError::RequestFailed(e.to_string()))?;
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// Initialize separate counters for different error types
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) -> Result<reqwest::Response, ProviderError> {
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let mut rate_limit_attempts = 0;
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let mut overloaded_attempts = 0;
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let mut last_error = None;
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let max_retries = self.retry_config.max_retries;
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loop {
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// Check if we've exceeded max retries
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if rate_limit_attempts > self.retry_config.max_retries
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&& overloaded_attempts > self.retry_config.max_retries
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{
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let error_msg = format!(
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"Exceeded maximum retry attempts ({}) for rate limiting errors",
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self.retry_config.max_retries
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if rate_limit_attempts > max_retries && overloaded_attempts > max_retries {
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return Err(
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last_error.unwrap_or_else(|| ProviderError::RateLimitExceeded {
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details: format!("Exceeded maximum retry attempts ({max_retries})"),
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retry_delay: None,
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}),
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);
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tracing::error!("{}", error_msg);
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return Err(last_error.unwrap_or(ProviderError::RateLimitExceeded {
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details: error_msg,
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retry_delay: None,
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}));
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}
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// Get a fresh auth token for each attempt
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let auth_header = self
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.get_auth_header()
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.await
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.map_err(|e| ProviderError::Authentication(e.to_string()))?;
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// Make the request
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let response = self
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.client
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.post(url.clone())
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@@ -271,162 +290,143 @@ impl GcpVertexAIProvider {
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let status = response.status();
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// Handle 429 Too Many Requests and 529 API Overloaded errors
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match status {
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status if status == StatusCode::TOO_MANY_REQUESTS => {
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rate_limit_attempts += 1;
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if rate_limit_attempts > self.retry_config.max_retries {
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let error_msg = format!(
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"Exceeded maximum retry attempts ({}) for rate limiting (429) errors",
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self.retry_config.max_retries
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);
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tracing::error!("{}", error_msg);
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return Err(last_error.unwrap_or(ProviderError::RateLimitExceeded {
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details: error_msg,
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if status == StatusCode::TOO_MANY_REQUESTS {
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rate_limit_attempts += 1;
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if rate_limit_attempts > max_retries {
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return Err(
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last_error.unwrap_or_else(|| ProviderError::RateLimitExceeded {
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details: format!("Exceeded max retries ({max_retries}) for 429"),
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retry_delay: None,
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}));
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}
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// Try to parse response for more detailed error info
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let cite_gcp_vertex_429 =
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"See https://cloud.google.com/vertex-ai/generative-ai/docs/error-code-429";
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let response_text = response.text().await.unwrap_or_default();
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let error_message =
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if response_text.contains("Exceeded the Provisioned Throughput") {
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// Handle 429 rate limit due to throughput limits
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format!("Exceeded the Provisioned Throughput: {cite_gcp_vertex_429}")
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} else {
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// Handle generic 429 rate limit
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format!("Pay-as-you-go resource exhausted: {cite_gcp_vertex_429}")
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};
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tracing::warn!(
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"Rate limit exceeded error (429) (attempt {}/{}): {}. Retrying after backoff...",
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rate_limit_attempts,
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self.retry_config.max_retries,
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error_message
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}),
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);
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// Store the error in case we need to return it after max retries
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last_error = Some(ProviderError::RateLimitExceeded {
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details: error_message,
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retry_delay: None,
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});
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// Calculate and apply the backoff delay
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let delay = self.retry_config.delay_for_attempt(rate_limit_attempts);
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tracing::info!("Backing off for {:?} before retry (rate limit 429)", delay);
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sleep(delay).await;
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}
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status if status == *STATUS_API_OVERLOADED => {
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overloaded_attempts += 1;
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if overloaded_attempts > self.retry_config.max_retries {
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let error_msg = format!(
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"Exceeded maximum retry attempts ({}) for API overloaded (529) errors",
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self.retry_config.max_retries
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);
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tracing::error!("{}", error_msg);
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return Err(last_error.unwrap_or(ProviderError::RateLimitExceeded {
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details: error_msg,
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let msg = rate_limit_error_message(&response.text().await.unwrap_or_default());
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tracing::warn!("429 (attempt {rate_limit_attempts}/{max_retries}): {msg}");
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last_error = Some(ProviderError::RateLimitExceeded {
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details: msg,
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retry_delay: None,
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});
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sleep(self.retry_config.delay_for_attempt(rate_limit_attempts)).await;
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} else if status == *STATUS_API_OVERLOADED {
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overloaded_attempts += 1;
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if overloaded_attempts > max_retries {
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return Err(
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last_error.unwrap_or_else(|| ProviderError::RateLimitExceeded {
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details: format!("Exceeded max retries ({max_retries}) for 529"),
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retry_delay: None,
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}));
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}
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// Handle 529 Overloaded error (https://docs.anthropic.com/en/api/errors)
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let error_message =
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"Vertex AI Provider API is temporarily overloaded. This is similar to a rate limit \
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error but indicates backend processing capacity issues."
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.to_string();
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tracing::warn!(
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"API overloaded error (529) (attempt {}/{}): {}. Retrying after backoff...",
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overloaded_attempts,
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self.retry_config.max_retries,
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error_message
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}),
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);
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// Store the error in case we need to return it after max retries
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last_error = Some(ProviderError::RateLimitExceeded {
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details: error_message,
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retry_delay: None,
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});
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// Calculate and apply the backoff delay
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let delay = self.retry_config.delay_for_attempt(overloaded_attempts);
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tracing::info!(
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"Backing off for {:?} before retry (API overloaded 529)",
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delay
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);
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sleep(delay).await;
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}
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// For any other status codes, process normally
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_ => {
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let response_json = response.json::<Value>().await.map_err(|e| {
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ProviderError::RequestFailed(format!("Failed to parse response: {e}"))
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})?;
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|
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return match status {
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StatusCode::OK => Ok(response_json),
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StatusCode::UNAUTHORIZED | StatusCode::FORBIDDEN => {
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tracing::debug!(
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"Authentication failed. Status: {status}, Payload: {payload:?}"
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);
|
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Err(ProviderError::Authentication(format!(
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"Authentication failed: {response_json:?}"
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)))
|
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}
|
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_ => {
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tracing::debug!(
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"Request failed. Status: {status}, Response: {response_json:?}"
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);
|
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Err(ProviderError::RequestFailed(format!(
|
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"Request failed with status {status}: {response_json:?}"
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)))
|
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}
|
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};
|
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}
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tracing::warn!(
|
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"529 (attempt {overloaded_attempts}/{max_retries}): {OVERLOADED_ERROR_MSG}"
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);
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last_error = Some(ProviderError::RateLimitExceeded {
|
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details: OVERLOADED_ERROR_MSG.to_string(),
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retry_delay: None,
|
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});
|
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sleep(self.retry_config.delay_for_attempt(overloaded_attempts)).await;
|
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} else if status == StatusCode::OK {
|
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return Ok(response);
|
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} else if status == StatusCode::UNAUTHORIZED || status == StatusCode::FORBIDDEN {
|
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return Err(ProviderError::Authentication(format!(
|
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"Authentication failed with status: {status}"
|
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)));
|
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} else {
|
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let response_text = response.text().await.unwrap_or_default();
|
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return Err(ProviderError::RequestFailed(format!(
|
||||
"Request failed with status {status}: {response_text}"
|
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)));
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/// Makes an authenticated POST request to the Vertex AI API with fallback for invalid locations.
|
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///
|
||||
/// # Arguments
|
||||
/// * `payload` - The request payload to send
|
||||
/// * `context` - Request context containing model information
|
||||
async fn post_with_location(
|
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&self,
|
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payload: &Value,
|
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context: &RequestContext,
|
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location: &str,
|
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) -> Result<Value, ProviderError> {
|
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let url = self
|
||||
.build_request_url(context.provider(), location, false)
|
||||
.map_err(|e| ProviderError::RequestFailed(e.to_string()))?;
|
||||
|
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let response = self.send_request_with_retry(url, payload).await?;
|
||||
|
||||
response
|
||||
.json::<Value>()
|
||||
.await
|
||||
.map_err(|e| ProviderError::RequestFailed(format!("Failed to parse response: {e}")))
|
||||
}
|
||||
|
||||
async fn post(
|
||||
&self,
|
||||
payload: &Value,
|
||||
context: &RequestContext,
|
||||
) -> Result<Value, ProviderError> {
|
||||
// Try with user-specified location first
|
||||
let result = self
|
||||
.post_with_location(payload, context, &self.location)
|
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.await;
|
||||
|
||||
// If location is already the known location for the model or request succeeded, return result
|
||||
if self.location == context.model.known_location().to_string() || result.is_ok() {
|
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return result;
|
||||
}
|
||||
|
||||
// Check if we should retry with the model's known location
|
||||
match &result {
|
||||
Err(ProviderError::RequestFailed(msg)) => {
|
||||
let model_name = context.model.to_string();
|
||||
let configured_location = &self.location;
|
||||
let known_location = context.model.known_location().to_string();
|
||||
|
||||
tracing::error!(
|
||||
tracing::warn!(
|
||||
"Trying known location {known_location} for {model_name} instead of {configured_location}: {msg}"
|
||||
);
|
||||
|
||||
self.post_with_location(payload, context, &known_location)
|
||||
.await
|
||||
}
|
||||
// For any other error, return the original result
|
||||
_ => result,
|
||||
}
|
||||
}
|
||||
|
||||
async fn post_stream_with_location(
|
||||
&self,
|
||||
payload: &Value,
|
||||
context: &RequestContext,
|
||||
location: &str,
|
||||
) -> Result<reqwest::Response, ProviderError> {
|
||||
let url = self
|
||||
.build_request_url(context.provider(), location, true)
|
||||
.map_err(|e| ProviderError::RequestFailed(e.to_string()))?;
|
||||
|
||||
self.send_request_with_retry(url, payload).await
|
||||
}
|
||||
|
||||
async fn post_stream(
|
||||
&self,
|
||||
payload: &Value,
|
||||
context: &RequestContext,
|
||||
) -> Result<reqwest::Response, ProviderError> {
|
||||
let result = self
|
||||
.post_stream_with_location(payload, context, &self.location)
|
||||
.await;
|
||||
|
||||
if self.location == context.model.known_location().to_string() || result.is_ok() {
|
||||
return result;
|
||||
}
|
||||
|
||||
match &result {
|
||||
Err(ProviderError::RequestFailed(msg)) => {
|
||||
let model_name = context.model.to_string();
|
||||
let configured_location = &self.location;
|
||||
let known_location = context.model.known_location().to_string();
|
||||
|
||||
tracing::warn!(
|
||||
"Trying known location {known_location} for {model_name} instead of {configured_location}: {msg}"
|
||||
);
|
||||
|
||||
self.post_stream_with_location(payload, context, &known_location)
|
||||
.await
|
||||
}
|
||||
_ => result,
|
||||
}
|
||||
}
|
||||
@@ -537,6 +537,56 @@ impl Provider for GcpVertexAIProvider {
|
||||
fn get_model_config(&self) -> ModelConfig {
|
||||
self.model.clone()
|
||||
}
|
||||
|
||||
fn supports_streaming(&self) -> bool {
|
||||
true
|
||||
}
|
||||
|
||||
async fn stream(
|
||||
&self,
|
||||
system: &str,
|
||||
messages: &[Message],
|
||||
tools: &[Tool],
|
||||
) -> Result<MessageStream, ProviderError> {
|
||||
let model_config = self.get_model_config();
|
||||
let (mut request, context) = create_request(&model_config, system, messages, tools)?;
|
||||
|
||||
if matches!(context.provider(), ModelProvider::Anthropic) {
|
||||
if let Some(obj) = request.as_object_mut() {
|
||||
obj.insert("stream".to_string(), Value::Bool(true));
|
||||
}
|
||||
}
|
||||
|
||||
let mut log = RequestLog::start(&model_config, &request)?;
|
||||
|
||||
let response = self
|
||||
.post_stream(&request, &context)
|
||||
.await
|
||||
.inspect_err(|e| {
|
||||
let _ = log.error(e);
|
||||
})?;
|
||||
|
||||
let stream = response.bytes_stream().map_err(io::Error::other);
|
||||
|
||||
let context_clone = context.clone();
|
||||
Ok(Box::pin(try_stream! {
|
||||
let stream_reader = StreamReader::new(stream);
|
||||
let framed = tokio_util::codec::FramedRead::new(
|
||||
stream_reader,
|
||||
tokio_util::codec::LinesCodec::new(),
|
||||
)
|
||||
.map_err(anyhow::Error::from);
|
||||
|
||||
let mut message_stream = response_to_streaming_message(framed, &context_clone);
|
||||
|
||||
while let Some(message) = message_stream.next().await {
|
||||
let (message, usage) = message
|
||||
.map_err(|e| ProviderError::RequestFailed(format!("Stream decode error: {}", e)))?;
|
||||
log.write(&message, usage.as_ref().map(|u| &u.usage))?;
|
||||
yield (message, usage);
|
||||
}
|
||||
}))
|
||||
}
|
||||
}
|
||||
|
||||
#[cfg(test)]
|
||||
@@ -593,31 +643,63 @@ mod tests {
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn test_url_construction() {
|
||||
use url::Url;
|
||||
fn test_build_vertex_url_endpoints() {
|
||||
let anthropic_url = build_vertex_url(
|
||||
"https://us-east5-aiplatform.googleapis.com",
|
||||
"us-east5",
|
||||
"test-project",
|
||||
"claude-sonnet-4@20250514",
|
||||
ModelProvider::Anthropic,
|
||||
"us-east5",
|
||||
false,
|
||||
)
|
||||
.unwrap();
|
||||
assert!(anthropic_url.as_str().contains(":rawPredict"));
|
||||
|
||||
let model_config = ModelConfig::new_or_fail("claude-sonnet-4-20250514");
|
||||
let context = RequestContext::new(&model_config.model_name).unwrap();
|
||||
let api_model_id = context.model.to_string();
|
||||
let anthropic_stream = build_vertex_url(
|
||||
"https://us-east5-aiplatform.googleapis.com",
|
||||
"us-east5",
|
||||
"test-project",
|
||||
"claude-sonnet-4@20250514",
|
||||
ModelProvider::Anthropic,
|
||||
"us-east5",
|
||||
true,
|
||||
)
|
||||
.unwrap();
|
||||
assert!(anthropic_stream.as_str().contains(":streamRawPredict"));
|
||||
assert!(anthropic_stream.query().is_none());
|
||||
|
||||
let host = "https://us-east5-aiplatform.googleapis.com";
|
||||
let project_id = "test-project";
|
||||
let location = "us-east5";
|
||||
let google_stream = build_vertex_url(
|
||||
"https://us-central1-aiplatform.googleapis.com",
|
||||
"us-central1",
|
||||
"test-project",
|
||||
"gemini-2.5-flash",
|
||||
ModelProvider::Google,
|
||||
"us-central1",
|
||||
true,
|
||||
)
|
||||
.unwrap();
|
||||
assert!(google_stream.as_str().contains(":streamGenerateContent"));
|
||||
assert_eq!(google_stream.query(), Some("alt=sse"));
|
||||
}
|
||||
|
||||
let path = format!(
|
||||
"v1/projects/{}/locations/{}/publishers/{}/models/{}:{}",
|
||||
project_id,
|
||||
location,
|
||||
ModelProvider::Anthropic.as_str(),
|
||||
api_model_id,
|
||||
"streamRawPredict"
|
||||
);
|
||||
#[test]
|
||||
fn test_build_vertex_url_location_replacement() {
|
||||
let url = build_vertex_url(
|
||||
"https://us-east5-aiplatform.googleapis.com",
|
||||
"us-east5",
|
||||
"test-project",
|
||||
"claude-sonnet-4@20250514",
|
||||
ModelProvider::Anthropic,
|
||||
"europe-west1",
|
||||
false,
|
||||
)
|
||||
.unwrap();
|
||||
|
||||
let url = Url::parse(host).unwrap().join(&path).unwrap();
|
||||
|
||||
assert!(url.as_str().contains("publishers/anthropic"));
|
||||
assert!(url.as_str().contains("projects/test-project"));
|
||||
assert!(url.as_str().contains("locations/us-east5"));
|
||||
assert!(url
|
||||
.as_str()
|
||||
.contains("europe-west1-aiplatform.googleapis.com"));
|
||||
assert!(url.as_str().contains("locations/europe-west1"));
|
||||
}
|
||||
|
||||
#[test]
|
||||
|
||||
Reference in New Issue
Block a user