1c9a7c0b05
Co-authored-by: Michael Neale <michael.neale@gmail.com> Co-authored-by: Wendy Tang <wendytang@squareup.com> Co-authored-by: Jarrod Sibbison <72240382+jsibbison-square@users.noreply.github.com> Co-authored-by: Alex Hancock <alex.hancock@example.com> Co-authored-by: Alex Hancock <alexhancock@block.xyz> Co-authored-by: Lifei Zhou <lifei@squareup.com> Co-authored-by: Wes <141185334+wesrblock@users.noreply.github.com> Co-authored-by: Max Novich <maksymstepanenko1990@gmail.com> Co-authored-by: Zaki Ali <zaki@squareup.com> Co-authored-by: Salman Mohammed <smohammed@squareup.com> Co-authored-by: Kalvin C <kalvinnchau@users.noreply.github.com> Co-authored-by: Alec Thomas <alec@swapoff.org> Co-authored-by: lily-de <119957291+lily-de@users.noreply.github.com> Co-authored-by: kalvinnchau <kalvin@block.xyz> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Rizel Scarlett <rizel@squareup.com> Co-authored-by: bwrage <bwrage@squareup.com> Co-authored-by: Kalvin Chau <kalvin@squareup.com> Co-authored-by: Alice Hau <110418948+ahau-square@users.noreply.github.com> Co-authored-by: Alistair Gray <ajgray@stripe.com> Co-authored-by: Nahiyan Khan <nahiyan.khan@gmail.com> Co-authored-by: Alex Hancock <alexhancock@squareup.com> Co-authored-by: Nahiyan Khan <nahiyan@squareup.com> Co-authored-by: marcelle <1852848+laanak08@users.noreply.github.com> Co-authored-by: Yingjie He <yingjiehe@block.xyz> Co-authored-by: Yingjie He <yingjiehe@squareup.com> Co-authored-by: Lily Delalande <ldelalande@block.xyz> Co-authored-by: Adewale Abati <acekyd01@gmail.com> Co-authored-by: Ebony Louis <ebony774@gmail.com> Co-authored-by: Angie Jones <jones.angie@gmail.com> Co-authored-by: Ebony Louis <55366651+EbonyLouis@users.noreply.github.com>
251 lines
8.5 KiB
Rust
251 lines
8.5 KiB
Rust
use anyhow::Result;
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use async_trait::async_trait;
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use reqwest::{Client, StatusCode};
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use serde::{Deserialize, Serialize};
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use serde_json::Value;
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use std::time::Duration;
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use super::base::{ConfigKey, Provider, ProviderMetadata, ProviderUsage};
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use super::errors::ProviderError;
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use super::formats::openai::{create_request, get_usage, response_to_message};
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use super::oauth;
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use super::utils::{get_model, ImageFormat};
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use crate::config::ConfigError;
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use crate::message::Message;
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use crate::model::ModelConfig;
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use mcp_core::tool::Tool;
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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_SCOPES: &[&str] = &["all-apis"];
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pub const DATABRICKS_DEFAULT_MODEL: &str = "databricks-meta-llama-3-3-70b-instruct";
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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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"databricks-meta-llama-3-3-70b-instruct",
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"databricks-meta-llama-3-1-405b-instruct",
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"databricks-dbrx-instruct",
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"databricks-mixtral-8x7b-instruct",
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];
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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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#[derive(Debug, Clone, Serialize, Deserialize)]
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pub enum DatabricksAuth {
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Token(String),
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OAuth {
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host: String,
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client_id: String,
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redirect_url: String,
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scopes: Vec<String>,
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},
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}
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impl DatabricksAuth {
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/// Create a new OAuth configuration with default values
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pub fn oauth(host: String) -> Self {
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Self::OAuth {
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host,
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client_id: DEFAULT_CLIENT_ID.to_string(),
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redirect_url: DEFAULT_REDIRECT_URL.to_string(),
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scopes: DEFAULT_SCOPES.iter().map(|s| s.to_string()).collect(),
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}
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}
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pub fn token(token: String) -> Self {
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Self::Token(token)
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}
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}
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#[derive(Debug, serde::Serialize)]
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pub struct DatabricksProvider {
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#[serde(skip)]
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client: Client,
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host: String,
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auth: DatabricksAuth,
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model: ModelConfig,
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image_format: ImageFormat,
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}
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impl Default for DatabricksProvider {
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fn default() -> Self {
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let model = ModelConfig::new(DatabricksProvider::metadata().default_model);
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DatabricksProvider::from_env(model).expect("Failed to initialize Databricks provider")
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}
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}
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impl DatabricksProvider {
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pub fn from_env(model: ModelConfig) -> Result<Self> {
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let config = crate::config::Config::global();
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// For compatibility for now we check both config and secret for databricks host
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// but it is not actually a secret value
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let mut host: Result<String, ConfigError> = config.get("DATABRICKS_HOST");
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if host.is_err() {
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host = config.get_secret("DATABRICKS_HOST")
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}
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if host.is_err() {
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return Err(ConfigError::NotFound(
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"Did not find DATABRICKS_HOST in either config file or keyring".to_string(),
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)
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.into());
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}
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let host = host?;
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let client = Client::builder()
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.timeout(Duration::from_secs(600))
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.build()?;
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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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return Ok(Self {
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client,
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host,
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auth: DatabricksAuth::token(api_key),
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model,
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image_format: ImageFormat::OpenAi,
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});
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}
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// Otherwise use Oauth flow
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Ok(Self {
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client,
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auth: DatabricksAuth::oauth(host.clone()),
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host,
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model,
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image_format: ImageFormat::OpenAi,
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})
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}
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async fn ensure_auth_header(&self) -> Result<String> {
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match &self.auth {
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DatabricksAuth::Token(token) => Ok(format!("Bearer {}", token)),
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DatabricksAuth::OAuth {
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host,
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client_id,
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redirect_url,
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scopes,
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} => {
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let token =
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oauth::get_oauth_token_async(host, client_id, redirect_url, scopes).await?;
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Ok(format!("Bearer {}", token))
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}
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}
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}
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async fn post(&self, payload: Value) -> Result<Value, ProviderError> {
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let url = format!(
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"{}/serving-endpoints/{}/invocations",
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self.host.trim_end_matches('/'),
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self.model.model_name
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);
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let auth_header = self.ensure_auth_header().await?;
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let response = self
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.client
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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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let payload: Option<Value> = response.json().await.ok();
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match status {
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StatusCode::OK => payload.ok_or_else( || ProviderError::RequestFailed("Response body is not valid JSON".to_string()) ),
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StatusCode::UNAUTHORIZED | StatusCode::FORBIDDEN => {
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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 our best to extract the error message from the payload
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let payload_str = serde_json::to_string(&payload).unwrap_or_default();
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if payload_str.contains("too long")
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|| payload_str.contains("context length")
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|| payload_str.contains("context_length_exceeded")
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|| payload_str.contains("reduce the length")
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|| payload_str.contains("token count")
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|| payload_str.contains("exceeds")
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{
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return Err(ProviderError::ContextLengthExceeded(payload_str));
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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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Err(ProviderError::RequestFailed(format!("Request failed with status: {}", status)))
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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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}
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StatusCode::INTERNAL_SERVER_ERROR | StatusCode::SERVICE_UNAVAILABLE => {
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Err(ProviderError::ServerError(format!("{:?}", payload)))
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}
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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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Err(ProviderError::RequestFailed(format!("Request failed with status: {}", status)))
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}
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}
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}
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}
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#[async_trait]
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impl Provider for DatabricksProvider {
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fn metadata() -> ProviderMetadata {
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ProviderMetadata::new(
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"databricks",
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"Databricks",
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"Models on Databricks AI Gateway",
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DATABRICKS_DEFAULT_MODEL,
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DATABRICKS_KNOWN_MODELS
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.iter()
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.map(|&s| s.to_string())
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.collect(),
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DATABRICKS_DOC_URL,
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vec![
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ConfigKey::new("DATABRICKS_HOST", true, false, None),
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ConfigKey::new("DATABRICKS_TOKEN", false, true, None),
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],
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)
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}
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fn get_model_config(&self) -> ModelConfig {
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self.model.clone()
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}
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#[tracing::instrument(
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skip(self, system, messages, tools),
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fields(model_config, input, output, input_tokens, output_tokens, total_tokens)
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)]
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async fn complete(
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&self,
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system: &str,
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messages: &[Message],
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tools: &[Tool],
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) -> Result<(Message, ProviderUsage), ProviderError> {
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let mut payload = create_request(&self.model, system, messages, tools, &self.image_format)?;
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// Remove the model key which is part of the url with databricks
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payload
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.as_object_mut()
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.expect("payload should have model key")
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.remove("model");
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let response = self.post(payload.clone()).await?;
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// Parse response
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let message = response_to_message(response.clone())?;
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let usage = get_usage(&response)?;
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let model = get_model(&response);
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super::utils::emit_debug_trace(self, &payload, &response, &usage);
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Ok((message, ProviderUsage::new(model, usage)))
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}
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}
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