Closes #ISSUE - [ ] Tests or screenshots needed? - [ ] Code Reviewed - [ ] Manual QA Release Notes: - N/A *or* Added/Fixed/Improved ... Co-authored-by: Tom <tom@zed.dev>
579 lines
17 KiB
Rust
579 lines
17 KiB
Rust
use anyhow::{Context as _, Result};
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use http_client::{AsyncBody, HttpClient, Method, Request};
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use serde::Deserialize;
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use serde_json::{Value as JsonValue, json};
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use std::collections::HashMap;
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use std::sync::Arc;
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use crate::pull_examples::{
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self, MAX_POLL_ATTEMPTS, POLL_INTERVAL, SNOWFLAKE_ASYNC_IN_PROGRESS_CODE,
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SNOWFLAKE_SUCCESS_CODE,
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};
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const DEFAULT_BASETEN_MODEL_NAME: &str = "zeta-2";
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const DEFAULT_STATEMENT_TIMEOUT_SECONDS: u64 = 120;
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pub(crate) const EDIT_PREDICTION_DEPLOYMENT_EVENT: &str = "Edit Prediction Deployment";
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#[derive(Debug, Clone, Deserialize)]
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struct BasetenModelsResponse {
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models: Vec<BasetenModel>,
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}
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#[derive(Debug, Clone, Deserialize)]
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struct BasetenModel {
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id: String,
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name: String,
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}
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#[derive(Debug, Clone, Deserialize)]
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struct BasetenDeploymentsResponse {
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deployments: Vec<BasetenDeployment>,
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}
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#[derive(Debug, Clone, Deserialize)]
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struct BasetenDeployment {
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id: String,
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name: String,
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#[serde(default)]
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status: Option<String>,
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#[serde(default)]
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created_at: Option<String>,
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#[serde(default)]
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environment: Option<String>,
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}
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#[derive(Debug, Clone)]
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struct DeploymentRecord {
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model_id: String,
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model_version_id: String,
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experiment_name: String,
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environment: String,
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status: String,
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created_at: String,
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}
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#[derive(Debug, Clone)]
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struct ExistingDeployment {
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experiment_name: String,
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environment: String,
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}
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async fn fetch_baseten_models(
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http_client: &Arc<dyn HttpClient>,
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api_key: &str,
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) -> Result<Vec<BasetenModel>> {
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let request = Request::builder()
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.method(Method::GET)
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.uri("https://api.baseten.co/v1/models")
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.header("Authorization", format!("Api-Key {api_key}"))
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.header("Accept", "application/json")
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.body(AsyncBody::empty())?;
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let response = http_client
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.send(request)
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.await
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.context("failed to fetch baseten models")?;
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let status = response.status();
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let body_bytes = {
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use futures::AsyncReadExt as _;
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let mut body = response.into_body();
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let mut bytes = Vec::new();
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body.read_to_end(&mut bytes)
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.await
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.context("failed to read baseten models response")?;
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bytes
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};
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if !status.is_success() {
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let body_text = String::from_utf8_lossy(&body_bytes);
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anyhow::bail!("baseten models API http {}: {}", status.as_u16(), body_text);
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}
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let parsed: BasetenModelsResponse =
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serde_json::from_slice(&body_bytes).context("failed to parse baseten models response")?;
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Ok(parsed.models)
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}
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async fn fetch_baseten_deployments(
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http_client: &Arc<dyn HttpClient>,
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api_key: &str,
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model_id: &str,
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) -> Result<Vec<BasetenDeployment>> {
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let url = format!("https://api.baseten.co/v1/models/{model_id}/deployments");
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let request = Request::builder()
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.method(Method::GET)
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.uri(url.as_str())
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.header("Authorization", format!("Api-Key {api_key}"))
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.header("Accept", "application/json")
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.body(AsyncBody::empty())?;
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let response = http_client
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.send(request)
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.await
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.context("failed to fetch baseten deployments")?;
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let status = response.status();
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let body_bytes = {
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use futures::AsyncReadExt as _;
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let mut body = response.into_body();
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let mut bytes = Vec::new();
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body.read_to_end(&mut bytes)
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.await
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.context("failed to read baseten deployments response")?;
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bytes
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};
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if !status.is_success() {
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let body_text = String::from_utf8_lossy(&body_bytes);
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anyhow::bail!(
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"baseten deployments API http {}: {}",
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status.as_u16(),
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body_text
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);
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}
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let parsed: BasetenDeploymentsResponse =
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serde_json::from_slice(&body_bytes).context("failed to parse deployments response")?;
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Ok(parsed.deployments)
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}
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fn collect_deployment_records(
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model_id: &str,
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deployments: &[BasetenDeployment],
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) -> Vec<DeploymentRecord> {
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deployments
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.iter()
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.map(|deployment| DeploymentRecord {
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model_id: model_id.to_string(),
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model_version_id: deployment.id.clone(),
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experiment_name: deployment.name.clone(),
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environment: deployment
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.environment
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.clone()
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.unwrap_or_else(|| "none".to_string()),
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status: deployment
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.status
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.clone()
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.unwrap_or_else(|| "unknown".to_string()),
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created_at: deployment
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.created_at
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.clone()
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.unwrap_or_else(|| "unknown".to_string()),
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})
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.collect()
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}
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async fn run_sql_with_polling(
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http_client: Arc<dyn HttpClient>,
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base_url: &str,
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token: &str,
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request: &serde_json::Value,
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) -> Result<pull_examples::SnowflakeStatementResponse> {
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let mut response =
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pull_examples::run_sql(http_client.clone(), base_url, token, request).await?;
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if response.code.as_deref() == Some(SNOWFLAKE_ASYNC_IN_PROGRESS_CODE) {
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let statement_handle = response
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.statement_handle
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.as_ref()
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.context("async query response missing statementHandle")?
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.clone();
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for _attempt in 1..=MAX_POLL_ATTEMPTS {
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std::thread::sleep(POLL_INTERVAL);
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response = pull_examples::fetch_partition(
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http_client.clone(),
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base_url,
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token,
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&statement_handle,
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0,
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)
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.await?;
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if response.code.as_deref() != Some(SNOWFLAKE_ASYNC_IN_PROGRESS_CODE) {
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break;
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}
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}
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if response.code.as_deref() == Some(SNOWFLAKE_ASYNC_IN_PROGRESS_CODE) {
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anyhow::bail!(
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"query still running after {} poll attempts ({} seconds)",
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MAX_POLL_ATTEMPTS,
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MAX_POLL_ATTEMPTS as u64 * POLL_INTERVAL.as_secs()
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);
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}
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}
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if let Some(code) = &response.code {
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if code != SNOWFLAKE_SUCCESS_CODE {
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anyhow::bail!(
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"snowflake error: code={} message={}",
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code,
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response.message.as_deref().unwrap_or("<no message>")
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);
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}
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}
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Ok(response)
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}
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async fn fetch_existing_deployments(
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http_client: &Arc<dyn HttpClient>,
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base_url: &str,
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token: &str,
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role: &Option<String>,
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) -> Result<HashMap<String, ExistingDeployment>> {
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let statement = format!(
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r#"
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SELECT
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event_properties:model_version_id::string AS model_version_id,
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event_properties:experiment_name::string AS experiment_name,
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event_properties:environment::string AS environment
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FROM events
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WHERE event_type = '{EDIT_PREDICTION_DEPLOYMENT_EVENT}'
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"#
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);
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let request = json!({
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"statement": statement,
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"timeout": DEFAULT_STATEMENT_TIMEOUT_SECONDS,
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"database": "EVENTS",
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"schema": "PUBLIC",
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"warehouse": "DBT",
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"role": role,
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});
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let response = run_sql_with_polling(http_client.clone(), base_url, token, &request).await?;
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let col_names = ["model_version_id", "experiment_name", "environment"];
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let column_indices =
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pull_examples::get_column_indices(&response.result_set_meta_data, &col_names);
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let mut existing = HashMap::new();
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for data_row in &response.data {
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let get_string = |name: &str| -> Option<String> {
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let &index = column_indices.get(name)?;
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match data_row.get(index) {
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Some(JsonValue::String(s)) => Some(s.clone()),
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_ => None,
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}
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};
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let Some(model_version_id) = get_string("model_version_id") else {
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continue;
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};
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let experiment_name = get_string("experiment_name").unwrap_or_default();
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let environment = get_string("environment").unwrap_or_default();
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existing.insert(
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model_version_id,
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ExistingDeployment {
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experiment_name,
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environment,
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},
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);
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}
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Ok(existing)
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}
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async fn insert_deployment(
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http_client: &Arc<dyn HttpClient>,
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base_url: &str,
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token: &str,
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role: &Option<String>,
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record: &DeploymentRecord,
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) -> Result<()> {
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let event_properties = json!({
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"model_id": record.model_id,
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"model_version_id": record.model_version_id,
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"experiment_name": record.experiment_name,
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"environment": record.environment,
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"status": record.status,
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"created_at": record.created_at,
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});
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let event_properties_str =
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serde_json::to_string(&event_properties).context("failed to serialize event_properties")?;
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let statement = r#"
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INSERT INTO events (event_type, event_properties, device_id, time)
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VALUES (?, PARSE_JSON(?), 'ep-cli', CURRENT_TIMESTAMP())
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"#;
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let bindings = json!({
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"1": { "type": "TEXT", "value": EDIT_PREDICTION_DEPLOYMENT_EVENT },
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"2": { "type": "TEXT", "value": event_properties_str }
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});
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let request = json!({
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"statement": statement,
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"timeout": DEFAULT_STATEMENT_TIMEOUT_SECONDS,
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"database": "EVENTS",
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"schema": "PUBLIC",
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"warehouse": "DBT",
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"role": role,
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"bindings": bindings
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});
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run_sql_with_polling(http_client.clone(), base_url, token, &request).await?;
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Ok(())
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}
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async fn update_deployment(
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http_client: &Arc<dyn HttpClient>,
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base_url: &str,
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token: &str,
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role: &Option<String>,
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record: &DeploymentRecord,
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) -> Result<()> {
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let statement = format!(
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r#"
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UPDATE events
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SET
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event_properties = OBJECT_INSERT(
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OBJECT_INSERT(event_properties, 'environment', ?::VARIANT, true),
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'experiment_name', ?::VARIANT, true
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),
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time = CURRENT_TIMESTAMP()
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WHERE event_type = '{EDIT_PREDICTION_DEPLOYMENT_EVENT}'
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AND event_properties:model_version_id::string = ?
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"#
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);
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let bindings = json!({
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"1": { "type": "TEXT", "value": record.environment },
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"2": { "type": "TEXT", "value": record.experiment_name },
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"3": { "type": "TEXT", "value": record.model_version_id }
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});
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let request = json!({
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"statement": statement,
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"timeout": DEFAULT_STATEMENT_TIMEOUT_SECONDS,
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"database": "EVENTS",
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"schema": "PUBLIC",
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"warehouse": "DBT",
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"role": role,
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"bindings": bindings
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});
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run_sql_with_polling(http_client.clone(), base_url, token, &request).await?;
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Ok(())
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}
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fn display_deployments(existing: &HashMap<String, ExistingDeployment>) {
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let col_names = ["version_id", "experiment", "environment"];
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let mut col_widths: Vec<usize> = col_names.iter().map(|n| n.len()).collect();
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let mut rows: Vec<[String; 3]> = Vec::new();
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for (version_id, deployment) in existing {
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let row = [
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version_id.clone(),
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deployment.experiment_name.clone(),
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deployment.environment.clone(),
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];
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for (i, val) in row.iter().enumerate() {
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col_widths[i] = col_widths[i].max(val.len());
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}
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rows.push(row);
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}
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rows.sort_by(|a, b| a[2].cmp(&b[2]).then_with(|| a[1].cmp(&b[1])));
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let print_row = |values: &[&str]| {
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for (i, val) in values.iter().enumerate() {
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if i > 0 {
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eprint!(" ");
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}
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eprint!("{:width$}", val, width = col_widths[i]);
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}
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eprintln!();
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};
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eprintln!();
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print_row(&col_names);
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let separators: Vec<String> = col_widths.iter().map(|w| "─".repeat(*w)).collect();
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let separator_refs: Vec<&str> = separators.iter().map(|s| s.as_str()).collect();
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print_row(&separator_refs);
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for row in &rows {
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let refs: Vec<&str> = row.iter().map(|s| s.as_str()).collect();
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print_row(&refs);
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}
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}
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|
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pub async fn run_sync_deployments(
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http_client: Arc<dyn HttpClient>,
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model_name: Option<String>,
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) -> Result<()> {
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let baseten_api_key = std::env::var("BASETEN_API_KEY")
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.context("missing required environment variable BASETEN_API_KEY")?;
|
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let snowflake_token = std::env::var("EP_SNOWFLAKE_API_KEY")
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.context("missing required environment variable EP_SNOWFLAKE_API_KEY")?;
|
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let snowflake_base_url = std::env::var("EP_SNOWFLAKE_BASE_URL").context(
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"missing required environment variable EP_SNOWFLAKE_BASE_URL (e.g. https://<account>.snowflakecomputing.com)",
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)?;
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let snowflake_role = std::env::var("EP_SNOWFLAKE_ROLE").ok();
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|
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let model_name = model_name.unwrap_or_else(|| DEFAULT_BASETEN_MODEL_NAME.to_string());
|
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|
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let models = fetch_baseten_models(&http_client, &baseten_api_key).await?;
|
|
|
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let model = models
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.iter()
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.find(|m| m.name == model_name)
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.with_context(|| {
|
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let available: Vec<&str> = models.iter().map(|m| m.name.as_str()).collect();
|
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format!(
|
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"model '{}' not found on baseten. Available: {:?}",
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model_name, available
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)
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})?;
|
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|
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eprintln!("Fetching existing deployments from Snowflake...");
|
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let mut existing = fetch_existing_deployments(
|
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&http_client,
|
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&snowflake_base_url,
|
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&snowflake_token,
|
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&snowflake_role,
|
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)
|
|
.await
|
|
.context("failed to fetch existing deployments from Snowflake")?;
|
|
|
|
eprintln!(
|
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"Found {} existing deployment(s) in Snowflake.",
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existing.len()
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);
|
|
|
|
let baseten_deployments = fetch_baseten_deployments(&http_client, &baseten_api_key, &model.id)
|
|
.await
|
|
.with_context(|| format!("failed to fetch deployments for model '{}'", model.name))?;
|
|
|
|
let records = collect_deployment_records(&model.id, &baseten_deployments);
|
|
|
|
if records.is_empty() {
|
|
eprintln!("No deployments found on Baseten.");
|
|
return Ok(());
|
|
}
|
|
|
|
eprintln!(
|
|
"Found {} deployment(s) on Baseten for model '{}'.",
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records.len(),
|
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model.name
|
|
);
|
|
|
|
let mut inserts = Vec::new();
|
|
let mut updates = Vec::new();
|
|
let mut unchanged = 0;
|
|
|
|
for record in &records {
|
|
match existing.get(&record.model_version_id) {
|
|
Some(existing_deployment) => {
|
|
let environment_changed = existing_deployment.environment != record.environment;
|
|
let experiment_changed =
|
|
existing_deployment.experiment_name != record.experiment_name;
|
|
|
|
if environment_changed || experiment_changed {
|
|
updates.push(record);
|
|
} else {
|
|
unchanged += 1;
|
|
}
|
|
}
|
|
None => {
|
|
inserts.push(record);
|
|
}
|
|
}
|
|
}
|
|
|
|
eprintln!(
|
|
"Diff: {} insert(s), {} update(s), {} unchanged",
|
|
inserts.len(),
|
|
updates.len(),
|
|
unchanged,
|
|
);
|
|
|
|
for (i, record) in inserts.iter().enumerate() {
|
|
eprintln!(
|
|
" INSERT [{}/{}] {} -> {} (version_id={})",
|
|
i + 1,
|
|
inserts.len(),
|
|
record.experiment_name,
|
|
record.environment,
|
|
record.model_version_id,
|
|
);
|
|
insert_deployment(
|
|
&http_client,
|
|
&snowflake_base_url,
|
|
&snowflake_token,
|
|
&snowflake_role,
|
|
record,
|
|
)
|
|
.await
|
|
.with_context(|| {
|
|
format!(
|
|
"failed to insert deployment '{}' (model_version_id={})",
|
|
record.experiment_name, record.model_version_id
|
|
)
|
|
})?;
|
|
|
|
existing.insert(
|
|
record.model_version_id.clone(),
|
|
ExistingDeployment {
|
|
experiment_name: record.experiment_name.clone(),
|
|
environment: record.environment.clone(),
|
|
},
|
|
);
|
|
}
|
|
|
|
for (i, record) in updates.iter().enumerate() {
|
|
let existing_deployment = existing
|
|
.get(&record.model_version_id)
|
|
.context("update record missing from existing map")?;
|
|
eprintln!(
|
|
" UPDATE [{}/{}] version_id={}: environment '{}' -> '{}', experiment '{}' -> '{}'",
|
|
i + 1,
|
|
updates.len(),
|
|
record.model_version_id,
|
|
existing_deployment.environment,
|
|
record.environment,
|
|
existing_deployment.experiment_name,
|
|
record.experiment_name,
|
|
);
|
|
update_deployment(
|
|
&http_client,
|
|
&snowflake_base_url,
|
|
&snowflake_token,
|
|
&snowflake_role,
|
|
record,
|
|
)
|
|
.await
|
|
.with_context(|| {
|
|
format!(
|
|
"failed to update deployment '{}' (model_version_id={})",
|
|
record.experiment_name, record.model_version_id
|
|
)
|
|
})?;
|
|
|
|
existing.insert(
|
|
record.model_version_id.clone(),
|
|
ExistingDeployment {
|
|
experiment_name: record.experiment_name.clone(),
|
|
environment: record.environment.clone(),
|
|
},
|
|
);
|
|
}
|
|
|
|
if inserts.is_empty() && updates.is_empty() {
|
|
eprintln!("All deployments up to date, no writes needed.");
|
|
}
|
|
|
|
display_deployments(&existing);
|
|
|
|
Ok(())
|
|
}
|