Add retries w/ exponential backoff for databricks provider (#2764)
This commit is contained in:
@@ -139,7 +139,10 @@ impl DatabricksProvider {
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"token count",
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"token count",
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"exceeds",
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"exceeds",
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"exceed context limit",
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"exceed context limit",
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"input length",
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"max_tokens",
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"max_tokens",
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"decrease input length",
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"context limit",
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];
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];
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if check_phrases.iter().any(|c| payload_str.contains(c)) {
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if check_phrases.iter().any(|c| payload_str.contains(c)) {
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return Err(ProviderError::ContextLengthExceeded(payload_str));
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return Err(ProviderError::ContextLengthExceeded(payload_str));
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@@ -17,6 +17,7 @@ use reqwest::{Client, StatusCode};
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use serde::{Deserialize, Serialize};
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use serde::{Deserialize, Serialize};
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use serde_json::Value;
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use serde_json::Value;
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use std::time::Duration;
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use std::time::Duration;
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use tokio::time::sleep;
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const DEFAULT_CLIENT_ID: &str = "databricks-cli";
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const DEFAULT_CLIENT_ID: &str = "databricks-cli";
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const DEFAULT_REDIRECT_URL: &str = "http://localhost:8020";
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const DEFAULT_REDIRECT_URL: &str = "http://localhost:8020";
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@@ -24,6 +25,17 @@ const DEFAULT_REDIRECT_URL: &str = "http://localhost:8020";
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// https://openid.net/specs/openid-connect-core-1_0.html#OfflineAccess
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// https://openid.net/specs/openid-connect-core-1_0.html#OfflineAccess
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const DEFAULT_SCOPES: &[&str] = &["all-apis", "offline_access"];
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const DEFAULT_SCOPES: &[&str] = &["all-apis", "offline_access"];
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/// Default timeout for API requests in seconds
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const DEFAULT_TIMEOUT_SECS: u64 = 600;
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/// Default initial interval for retry (in milliseconds)
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const DEFAULT_INITIAL_RETRY_INTERVAL_MS: u64 = 5000;
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/// Default maximum number of retries
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const DEFAULT_MAX_RETRIES: usize = 6;
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/// Default retry backoff multiplier
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const DEFAULT_BACKOFF_MULTIPLIER: f64 = 2.0;
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/// Default maximum interval for retry (in milliseconds)
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const DEFAULT_MAX_RETRY_INTERVAL_MS: u64 = 320_000;
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pub const DATABRICKS_DEFAULT_MODEL: &str = "databricks-claude-3-7-sonnet";
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pub const DATABRICKS_DEFAULT_MODEL: &str = "databricks-claude-3-7-sonnet";
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// Databricks can passthrough to a wide range of models, we only provide the default
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// Databricks can passthrough to a wide range of models, we only provide the default
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pub const DATABRICKS_KNOWN_MODELS: &[&str] = &[
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pub const DATABRICKS_KNOWN_MODELS: &[&str] = &[
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@@ -36,6 +48,53 @@ pub const DATABRICKS_KNOWN_MODELS: &[&str] = &[
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pub const DATABRICKS_DOC_URL: &str =
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pub const DATABRICKS_DOC_URL: &str =
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"https://docs.databricks.com/en/generative-ai/external-models/index.html";
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"https://docs.databricks.com/en/generative-ai/external-models/index.html";
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/// Retry configuration for handling rate limit errors
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#[derive(Debug, Clone)]
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struct RetryConfig {
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/// Maximum number of retry attempts
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max_retries: usize,
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/// Initial interval between retries in milliseconds
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initial_interval_ms: u64,
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/// Multiplier for backoff (exponential)
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backoff_multiplier: f64,
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/// Maximum interval between retries in milliseconds
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max_interval_ms: u64,
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}
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impl Default for RetryConfig {
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fn default() -> Self {
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Self {
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max_retries: DEFAULT_MAX_RETRIES,
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initial_interval_ms: DEFAULT_INITIAL_RETRY_INTERVAL_MS,
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backoff_multiplier: DEFAULT_BACKOFF_MULTIPLIER,
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max_interval_ms: DEFAULT_MAX_RETRY_INTERVAL_MS,
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}
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}
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}
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impl RetryConfig {
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/// Calculate the delay for a specific retry attempt (with jitter)
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fn delay_for_attempt(&self, attempt: usize) -> Duration {
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if attempt == 0 {
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return Duration::from_millis(0);
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}
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// Calculate exponential backoff
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let exponent = (attempt - 1) as u32;
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let base_delay_ms = (self.initial_interval_ms as f64
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* self.backoff_multiplier.powi(exponent as i32)) as u64;
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// Apply max limit
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let capped_delay_ms = std::cmp::min(base_delay_ms, self.max_interval_ms);
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// Add jitter (+/-20% randomness) to avoid thundering herd problem
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let jitter_factor = 0.8 + (rand::random::<f64>() * 0.4); // Between 0.8 and 1.2
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let jittered_delay_ms = (capped_delay_ms as f64 * jitter_factor) as u64;
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Duration::from_millis(jittered_delay_ms)
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}
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}
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#[derive(Debug, Clone, Serialize, Deserialize)]
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#[derive(Debug, Clone, Serialize, Deserialize)]
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pub enum DatabricksAuth {
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pub enum DatabricksAuth {
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Token(String),
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Token(String),
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@@ -70,6 +129,8 @@ pub struct DatabricksProvider {
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auth: DatabricksAuth,
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auth: DatabricksAuth,
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model: ModelConfig,
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model: ModelConfig,
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image_format: ImageFormat,
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image_format: ImageFormat,
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#[serde(skip)]
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retry_config: RetryConfig,
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}
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}
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impl Default for DatabricksProvider {
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impl Default for DatabricksProvider {
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@@ -100,9 +161,12 @@ impl DatabricksProvider {
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let host = host?;
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let host = host?;
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let client = Client::builder()
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let client = Client::builder()
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.timeout(Duration::from_secs(600))
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.timeout(Duration::from_secs(DEFAULT_TIMEOUT_SECS))
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.build()?;
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.build()?;
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// Load optional retry configuration from environment
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let retry_config = Self::load_retry_config(config);
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// If we find a databricks token we prefer that
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// If we find a databricks token we prefer that
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if let Ok(api_key) = config.get_secret("DATABRICKS_TOKEN") {
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if let Ok(api_key) = config.get_secret("DATABRICKS_TOKEN") {
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return Ok(Self {
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return Ok(Self {
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@@ -111,6 +175,7 @@ impl DatabricksProvider {
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auth: DatabricksAuth::token(api_key),
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auth: DatabricksAuth::token(api_key),
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model,
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model,
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image_format: ImageFormat::OpenAi,
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image_format: ImageFormat::OpenAi,
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retry_config,
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});
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});
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}
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}
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@@ -121,9 +186,44 @@ impl DatabricksProvider {
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host,
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host,
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model,
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model,
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image_format: ImageFormat::OpenAi,
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image_format: ImageFormat::OpenAi,
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retry_config,
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})
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})
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}
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}
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/// Loads retry configuration from environment variables or uses defaults.
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fn load_retry_config(config: &crate::config::Config) -> RetryConfig {
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let max_retries = config
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.get_param("DATABRICKS_MAX_RETRIES")
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.ok()
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.and_then(|v: String| v.parse::<usize>().ok())
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.unwrap_or(DEFAULT_MAX_RETRIES);
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let initial_interval_ms = config
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.get_param("DATABRICKS_INITIAL_RETRY_INTERVAL_MS")
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.ok()
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.and_then(|v: String| v.parse::<u64>().ok())
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.unwrap_or(DEFAULT_INITIAL_RETRY_INTERVAL_MS);
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let backoff_multiplier = config
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.get_param("DATABRICKS_BACKOFF_MULTIPLIER")
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.ok()
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.and_then(|v: String| v.parse::<f64>().ok())
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.unwrap_or(DEFAULT_BACKOFF_MULTIPLIER);
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let max_interval_ms = config
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.get_param("DATABRICKS_MAX_RETRY_INTERVAL_MS")
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.ok()
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.and_then(|v: String| v.parse::<u64>().ok())
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.unwrap_or(DEFAULT_MAX_RETRY_INTERVAL_MS);
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RetryConfig {
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max_retries,
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initial_interval_ms,
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backoff_multiplier,
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max_interval_ms,
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}
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}
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/// Create a new DatabricksProvider with the specified host and token
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/// Create a new DatabricksProvider with the specified host and token
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///
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///
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/// # Arguments
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/// # Arguments
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@@ -145,6 +245,7 @@ impl DatabricksProvider {
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auth: DatabricksAuth::token(api_key),
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auth: DatabricksAuth::token(api_key),
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model,
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model,
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image_format: ImageFormat::OpenAi,
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image_format: ImageFormat::OpenAi,
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retry_config: RetryConfig::default(),
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})
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})
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}
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}
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@@ -182,72 +283,148 @@ impl DatabricksProvider {
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ProviderError::RequestFailed(format!("Failed to construct endpoint URL: {e}"))
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ProviderError::RequestFailed(format!("Failed to construct endpoint URL: {e}"))
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})?;
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})?;
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let auth_header = self.ensure_auth_header().await?;
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// Initialize retry counter
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let response = self
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let mut attempts = 0;
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.client
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let mut last_error = None;
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.post(url)
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.header("Authorization", auth_header)
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.json(&payload)
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.send()
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.await?;
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let status = response.status();
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loop {
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let payload: Option<Value> = response.json().await.ok();
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// Check if we've exceeded max retries
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if attempts > 0 && attempts > self.retry_config.max_retries {
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match status {
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let error_msg = format!(
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StatusCode::OK => payload.ok_or_else(|| ProviderError::RequestFailed("Response body is not valid JSON".to_string())),
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"Exceeded maximum retry attempts ({}) for rate limiting (429)",
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StatusCode::UNAUTHORIZED | StatusCode::FORBIDDEN => {
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self.retry_config.max_retries
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Err(ProviderError::Authentication(format!("Authentication failed. Please ensure your API keys are valid and have the required permissions. \
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Status: {}. Response: {:?}", status, payload)))
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}
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StatusCode::BAD_REQUEST => {
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// Databricks provides a generic 'error' but also includes 'external_model_message' which is provider specific
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// We try to extract the error message from the payload and check for phrases that indicate context length exceeded
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let payload_str = serde_json::to_string(&payload).unwrap_or_default().to_lowercase();
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let check_phrases = [
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"too long",
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"context length",
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"context_length_exceeded",
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"reduce the length",
|
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"token count",
|
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"exceeds",
|
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"exceed context limit",
|
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"max_tokens",
|
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];
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if check_phrases.iter().any(|c| payload_str.contains(c)) {
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return Err(ProviderError::ContextLengthExceeded(payload_str));
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}
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let mut error_msg = "Unknown error".to_string();
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if let Some(payload) = &payload {
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// try to convert message to string, if that fails use external_model_message
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error_msg = payload
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.get("message")
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.and_then(|m| m.as_str())
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.or_else(|| {
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payload.get("external_model_message")
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.and_then(|ext| ext.get("message"))
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.and_then(|m| m.as_str())
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})
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.unwrap_or("Unknown error").to_string();
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}
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tracing::debug!(
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"{}", format!("Provider request failed with status: {}. Payload: {:?}", status, payload)
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);
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);
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Err(ProviderError::RequestFailed(format!("Request failed with status: {}. Message: {}", status, error_msg)))
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tracing::error!("{}", error_msg);
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return Err(last_error.unwrap_or(ProviderError::RateLimitExceeded(error_msg)));
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}
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}
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StatusCode::TOO_MANY_REQUESTS => {
|
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Err(ProviderError::RateLimitExceeded(format!("{:?}", payload)))
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let auth_header = self.ensure_auth_header().await?;
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}
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let response = self
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StatusCode::INTERNAL_SERVER_ERROR | StatusCode::SERVICE_UNAVAILABLE => {
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.client
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Err(ProviderError::ServerError(format!("{:?}", payload)))
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.post(url.clone())
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}
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.header("Authorization", auth_header)
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_ => {
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.json(&payload)
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tracing::debug!(
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.send()
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"{}", format!("Provider request failed with status: {}. Payload: {:?}", status, payload)
|
.await?;
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);
|
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Err(ProviderError::RequestFailed(format!("Request failed with status: {}", status)))
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let status = response.status();
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let payload: Option<Value> = response.json().await.ok();
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|
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match status {
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StatusCode::OK => {
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return payload.ok_or_else(|| {
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ProviderError::RequestFailed("Response body is not valid JSON".to_string())
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});
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}
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StatusCode::UNAUTHORIZED | StatusCode::FORBIDDEN => {
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|
return Err(ProviderError::Authentication(format!(
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|
"Authentication failed. Please ensure your API keys are valid and have the required permissions. \
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|
Status: {}. Response: {:?}",
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|
status, payload
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|
)));
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|
}
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StatusCode::BAD_REQUEST => {
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|
// Databricks provides a generic 'error' but also includes 'external_model_message' which is provider specific
|
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// We try to extract the error message from the payload and check for phrases that indicate context length exceeded
|
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let payload_str = serde_json::to_string(&payload)
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.unwrap_or_default()
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|
.to_lowercase();
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let check_phrases = [
|
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|
"too long",
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|
"context length",
|
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|
"context_length_exceeded",
|
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|
"reduce the length",
|
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|
"token count",
|
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|
"exceeds",
|
||||||
|
"exceed context limit",
|
||||||
|
"input length",
|
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|
"max_tokens",
|
||||||
|
"decrease input length",
|
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|
"context limit",
|
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|
];
|
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|
if check_phrases.iter().any(|c| payload_str.contains(c)) {
|
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|
return Err(ProviderError::ContextLengthExceeded(payload_str));
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|
}
|
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|
|
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|
let mut error_msg = "Unknown error".to_string();
|
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|
if let Some(payload) = &payload {
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|
// try to convert message to string, if that fails use external_model_message
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|
error_msg = payload
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|
.get("message")
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|
.and_then(|m| m.as_str())
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|
.or_else(|| {
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|
payload
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|
.get("external_model_message")
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|
.and_then(|ext| ext.get("message"))
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|
.and_then(|m| m.as_str())
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|
})
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|
.unwrap_or("Unknown error")
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|
.to_string();
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|
}
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|
|
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|
tracing::debug!(
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|
"{}",
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|
format!(
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|
"Provider request failed with status: {}. Payload: {:?}",
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|
status, payload
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|
)
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|
);
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|
return Err(ProviderError::RequestFailed(format!(
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|
"Request failed with status: {}. Message: {}",
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|
status, error_msg
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|
)));
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|
}
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StatusCode::TOO_MANY_REQUESTS => {
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|
attempts += 1;
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|
let error_msg = format!(
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|
"Rate limit exceeded (attempt {}/{}): {:?}",
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|
attempts, self.retry_config.max_retries, payload
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|
);
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|
tracing::warn!("{}. Retrying after backoff...", error_msg);
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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(error_msg));
|
||||||
|
|
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|
// Calculate and apply the backoff delay
|
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|
let delay = self.retry_config.delay_for_attempt(attempts);
|
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|
tracing::info!("Backing off for {:?} before retry", delay);
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|
sleep(delay).await;
|
||||||
|
|
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|
// Continue to the next retry attempt
|
||||||
|
continue;
|
||||||
|
}
|
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|
StatusCode::INTERNAL_SERVER_ERROR | StatusCode::SERVICE_UNAVAILABLE => {
|
||||||
|
attempts += 1;
|
||||||
|
let error_msg = format!(
|
||||||
|
"Server error (attempt {}/{}): {:?}",
|
||||||
|
attempts, self.retry_config.max_retries, payload
|
||||||
|
);
|
||||||
|
tracing::warn!("{}. Retrying after backoff...", error_msg);
|
||||||
|
|
||||||
|
// Store the error in case we need to return it after max retries
|
||||||
|
last_error = Some(ProviderError::ServerError(error_msg));
|
||||||
|
|
||||||
|
// Calculate and apply the backoff delay
|
||||||
|
let delay = self.retry_config.delay_for_attempt(attempts);
|
||||||
|
tracing::info!("Backing off for {:?} before retry", delay);
|
||||||
|
sleep(delay).await;
|
||||||
|
|
||||||
|
// Continue to the next retry attempt
|
||||||
|
continue;
|
||||||
|
}
|
||||||
|
_ => {
|
||||||
|
tracing::debug!(
|
||||||
|
"{}",
|
||||||
|
format!(
|
||||||
|
"Provider request failed with status: {}. Payload: {:?}",
|
||||||
|
status, payload
|
||||||
|
)
|
||||||
|
);
|
||||||
|
return Err(ProviderError::RequestFailed(format!(
|
||||||
|
"Request failed with status: {}",
|
||||||
|
status
|
||||||
|
)));
|
||||||
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|||||||
@@ -334,7 +334,10 @@ impl SnowflakeProvider {
|
|||||||
"token count",
|
"token count",
|
||||||
"exceeds",
|
"exceeds",
|
||||||
"exceed context limit",
|
"exceed context limit",
|
||||||
|
"input length",
|
||||||
"max_tokens",
|
"max_tokens",
|
||||||
|
"decrease input length",
|
||||||
|
"context limit",
|
||||||
];
|
];
|
||||||
if check_phrases.iter().any(|c| payload_str.contains(c)) {
|
if check_phrases.iter().any(|c| payload_str.contains(c)) {
|
||||||
return Err(ProviderError::ContextLengthExceeded("Request exceeds maximum context length. Please reduce the number of messages or content size.".to_string()));
|
return Err(ProviderError::ContextLengthExceeded("Request exceeds maximum context length. Please reduce the number of messages or content size.".to_string()));
|
||||||
|
|||||||
Reference in New Issue
Block a user