max tokens fix for databricks
This commit is contained in:
1
Cargo.lock
generated
1
Cargo.lock
generated
@@ -850,6 +850,7 @@ version = "0.1.0"
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dependencies = [
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"anyhow",
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"async-trait",
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"chrono",
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"futures-util",
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"g3-config",
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"g3-execution",
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@@ -171,6 +171,7 @@ impl Config {
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Ok(config)
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}
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#[allow(dead_code)]
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fn default_qwen_config() -> Self {
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Self {
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providers: ProvidersConfig {
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@@ -22,3 +22,4 @@ llama_cpp = { version = "0.3.2", features = ["metal"] }
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shellexpand = "3.1"
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tokio-util = "0.7"
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futures-util = "0.3"
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chrono = { version = "0.4", features = ["serde"] }
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File diff suppressed because it is too large
Load Diff
@@ -79,7 +79,6 @@ const DEFAULT_SCOPES: &[&str] = &["all-apis", "offline_access"];
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const DEFAULT_TIMEOUT_SECS: u64 = 600;
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pub const DATABRICKS_DEFAULT_MODEL: &str = "databricks-claude-sonnet-4";
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const DATABRICKS_DEFAULT_FAST_MODEL: &str = "gemini-1-5-flash";
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pub const DATABRICKS_KNOWN_MODELS: &[&str] = &[
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"databricks-claude-3-7-sonnet",
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"databricks-meta-llama-3-3-70b-instruct",
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@@ -155,14 +154,17 @@ impl DatabricksProvider {
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.build()
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.map_err(|e| anyhow!("Failed to create HTTP client: {}", e))?;
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info!("Initialized Databricks provider with model: {} on host: {}", model, host);
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info!(
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"Initialized Databricks provider with model: {} on host: {}",
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model, host
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);
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Ok(Self {
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client,
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host: host.trim_end_matches('/').to_string(),
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auth: DatabricksAuth::token(token),
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model,
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max_tokens: max_tokens.unwrap_or(4096),
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max_tokens: max_tokens.unwrap_or(50000),
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temperature: temperature.unwrap_or(0.1),
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})
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}
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@@ -178,14 +180,17 @@ impl DatabricksProvider {
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.build()
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.map_err(|e| anyhow!("Failed to create HTTP client: {}", e))?;
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info!("Initialized Databricks provider with OAuth for model: {} on host: {}", model, host);
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info!(
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"Initialized Databricks provider with OAuth for model: {} on host: {}",
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model, host
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);
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Ok(Self {
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client,
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host: host.trim_end_matches('/').to_string(),
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auth: DatabricksAuth::oauth(host.clone()),
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model,
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max_tokens: max_tokens.unwrap_or(4096),
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max_tokens: max_tokens.unwrap_or(50000),
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temperature: temperature.unwrap_or(0.1),
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})
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}
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@@ -195,7 +200,10 @@ impl DatabricksProvider {
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let mut builder = self
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.client
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.post(&format!("{}/serving-endpoints/{}/invocations", self.host, self.model))
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.post(&format!(
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"{}/serving-endpoints/{}/invocations",
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self.host, self.model
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))
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.header("Authorization", format!("Bearer {}", token))
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.header("Content-Type", "application/json");
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@@ -274,13 +282,26 @@ impl DatabricksProvider {
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tx: mpsc::Sender<Result<CompletionChunk>>,
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) {
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let mut buffer = String::new();
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let mut current_tool_calls: std::collections::HashMap<usize, (String, String, String)> = std::collections::HashMap::new(); // index -> (id, name, args)
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let mut current_tool_calls: std::collections::HashMap<usize, (String, String, String)> =
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std::collections::HashMap::new(); // index -> (id, name, args)
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let mut incomplete_data_line = String::new(); // Buffer for incomplete data: lines
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while let Some(chunk_result) = stream.next().await {
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match chunk_result {
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Ok(chunk) => {
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// Debug: Log raw bytes received
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debug!("Raw SSE bytes received: {} bytes", chunk.len());
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let chunk_str = match std::str::from_utf8(&chunk) {
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Ok(s) => s,
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Ok(s) => {
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// Debug: Log raw string content (truncated for large chunks)
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if s.len() > 1000 {
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debug!("Raw SSE string content (first 500 chars): {:?}...", &s[..500]);
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} else {
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debug!("Raw SSE string content: {:?}", s);
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}
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s
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},
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Err(e) => {
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error!("Invalid UTF-8 in stream chunk: {}", e);
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let _ = tx
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@@ -292,7 +313,7 @@ impl DatabricksProvider {
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buffer.push_str(chunk_str);
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// Process complete lines
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// Process complete lines, but handle incomplete data: lines specially
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while let Some(line_end) = buffer.find('\n') {
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let line = buffer[..line_end].trim().to_string();
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buffer.drain(..line_end + 1);
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@@ -301,21 +322,55 @@ impl DatabricksProvider {
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continue;
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}
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// Check if we have an incomplete data line from previous chunk
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let line = if !incomplete_data_line.is_empty() {
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// We had an incomplete data: line, append this line to it
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let complete_line = format!("{}{}", incomplete_data_line, line);
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incomplete_data_line.clear();
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complete_line
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} else {
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line
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};
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// Check if this is a data: line that might be incomplete
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// SSE format requires double newline after data, so if we don't see another newline
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// after this one in the buffer, and it's a data: line, it might be incomplete
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if line.starts_with("data: ") {
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// Check if there's a complete SSE event (should have double newline after data)
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// But for streaming, single newline is often used, so we need to be careful
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// The safest approach is to try parsing and if it fails due to incomplete JSON,
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// we'll handle it below
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}
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// Debug: Log each SSE line (truncated for large lines)
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if line.len() > 1000 {
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debug!("SSE line (first 500 chars): {:?}...", &line[..500]);
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} else {
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debug!("SSE line: {:?}", line);
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}
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// Parse Server-Sent Events format
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if let Some(data) = line.strip_prefix("data: ") {
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if data == "[DONE]" {
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debug!("Received stream completion marker");
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let final_tool_calls: Vec<ToolCall> = current_tool_calls.values()
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let final_tool_calls: Vec<ToolCall> = current_tool_calls
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.values()
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.map(|(id, name, args)| ToolCall {
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id: id.clone(),
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tool: name.clone(),
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args: serde_json::from_str(args).unwrap_or(serde_json::Value::Object(serde_json::Map::new())),
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args: serde_json::from_str(args).unwrap_or(
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serde_json::Value::Object(serde_json::Map::new()),
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),
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})
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.collect();
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let final_chunk = CompletionChunk {
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content: String::new(),
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finished: true,
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tool_calls: if final_tool_calls.is_empty() { None } else { Some(final_tool_calls) },
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tool_calls: if final_tool_calls.is_empty() {
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None
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} else {
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Some(final_tool_calls)
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},
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};
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if tx.send(Ok(final_chunk)).await.is_err() {
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debug!("Receiver dropped, stopping stream");
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@@ -323,11 +378,16 @@ impl DatabricksProvider {
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return;
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}
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debug!("Raw Databricks API JSON: {}", data);
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// Debug: Log every raw JSON payload from Databricks API (truncated for large payloads)
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if data.len() > 1000 {
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debug!("Raw Databricks SSE JSON payload (first 500 chars): {}...", &data[..500]);
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} else {
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debug!("Raw Databricks SSE JSON payload: {}", data);
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}
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match serde_json::from_str::<DatabricksStreamChunk>(data) {
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Ok(chunk) => {
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debug!("Parsed stream chunk: {:?}", chunk);
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debug!("Successfully parsed Databricks stream chunk");
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// Handle different types of chunks
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if let Some(choices) = chunk.choices {
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@@ -349,57 +409,93 @@ impl DatabricksProvider {
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// Handle tool calls - accumulate across chunks
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if let Some(tool_calls) = delta.tool_calls {
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debug!("Processing {} tool call deltas", tool_calls.len());
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for tool_call in tool_calls {
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let index = tool_call.index.unwrap_or(0);
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let entry = current_tool_calls.entry(index).or_insert_with(|| {
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(String::new(), String::new(), String::new())
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debug!("Tool call delta for index {}: id={:?}, name='{}', args_len={}",
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index, tool_call.id, tool_call.function.name, tool_call.function.arguments.len());
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let entry = current_tool_calls
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.entry(index)
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.or_insert_with(|| {
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(
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String::new(),
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String::new(),
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String::new(),
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)
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});
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// Update ID if provided
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if let Some(id) = tool_call.id {
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debug!("Updating tool call {} ID from '{}' to '{}'", index, entry.0, id);
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entry.0 = id;
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}
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// Update name if provided and not empty
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if !tool_call.function.name.is_empty() {
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debug!("Updating tool call {} name from '{}' to '{}'", index, entry.1, tool_call.function.name);
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entry.1 = tool_call.function.name;
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}
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// Append arguments
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entry.2.push_str(&tool_call.function.arguments);
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debug!("Appending {} chars to tool call {} args (current len: {})",
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tool_call.function.arguments.len(), index, entry.2.len());
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entry.2.push_str(
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&tool_call.function.arguments,
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);
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debug!("Accumulated tool call {}: id='{}', name='{}', args='{}'",
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index, entry.0, entry.1, entry.2);
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debug!("Accumulated tool call {}: id='{}', name='{}', args_len={}",
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index, entry.0, entry.1, entry.2.len());
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// Debug: Show a sample of the accumulated args if they're getting long
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if entry.2.len() > 100 {
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debug!("Tool call {} args sample (first 100 chars): {}", index, &entry.2[..100]);
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} else if !entry.2.is_empty() {
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debug!("Tool call {} full args: {}", index, entry.2);
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}
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}
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}
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}
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// Check if this choice is finished
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if choice.finish_reason.is_some() {
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debug!("Choice finished with reason: {:?}", choice.finish_reason);
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debug!(
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"Choice finished with reason: {:?}",
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choice.finish_reason
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);
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// Convert accumulated tool calls to final format
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let final_tool_calls: Vec<ToolCall> = current_tool_calls.values()
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.filter(|(_, name, _)| !name.is_empty()) // Only include tool calls with names
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.map(|(id, name, args)| {
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debug!("Converting tool call: id='{}', name='{}', args='{}'", id, name, args);
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debug!("Converting tool call: id='{}', name='{}', args_len={}", id, name, args.len());
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ToolCall {
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id: if id.is_empty() { format!("tool_{}", name) } else { id.clone() },
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tool: name.clone(),
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args: serde_json::from_str(args).unwrap_or_else(|e| {
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debug!("Failed to parse tool args '{}': {}", args, e);
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debug!("Failed to parse tool args (len={}): {}", args.len(), e);
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// For debugging, log a sample of the args if they're very long
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if args.len() > 1000 {
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debug!("Tool args sample (first 500 chars): {}", &args[..500]);
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} else {
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debug!("Full tool args: {}", args);
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}
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serde_json::Value::Object(serde_json::Map::new())
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}),
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}
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})
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.collect();
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debug!("Final tool calls: {:?}", final_tool_calls);
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debug!("Final tool calls count: {}", final_tool_calls.len());
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let final_chunk = CompletionChunk {
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content: String::new(),
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finished: true,
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tool_calls: if final_tool_calls.is_empty() { None } else { Some(final_tool_calls) },
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tool_calls: if final_tool_calls.is_empty() {
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None
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} else {
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Some(final_tool_calls)
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},
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};
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if tx.send(Ok(final_chunk)).await.is_err() {
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debug!("Receiver dropped, stopping stream");
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@@ -410,10 +506,36 @@ impl DatabricksProvider {
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}
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}
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Err(e) => {
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debug!("Failed to parse stream chunk: {} - Data: {}", e, data);
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// Check if this is likely an incomplete JSON due to line splitting
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// Common indicators: unexpected EOF, unterminated string, etc.
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let error_str = e.to_string().to_lowercase();
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if line.starts_with("data: ") && (
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error_str.contains("eof") ||
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error_str.contains("unterminated") ||
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error_str.contains("unexpected end") ||
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error_str.contains("trailing") ||
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// Also check if the data doesn't end with a proper JSON terminator
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(!data.trim_end().ends_with('}') && !data.trim_end().ends_with(']'))
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) {
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// This looks like an incomplete data line, save it for the next chunk
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debug!("Detected incomplete data line (len={}), buffering for next chunk", line.len());
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incomplete_data_line = line.clone();
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// Continue to next iteration without processing
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continue;
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} else {
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// This is a real parse error, not due to line splitting
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debug!("Failed to parse Databricks stream chunk JSON: {} - Data length: {}", e, data.len());
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// For debugging large payloads, log a sample
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if data.len() > 1000 {
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debug!("JSON parse error - data sample: {}", &data[..std::cmp::min(500, data.len())]);
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}
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}
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// Don't error out on parse failures, just continue
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}
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}
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} else if line.starts_with("event: ") || line.starts_with("id: ") {
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// Debug: Log non-data SSE lines (like event: or id:)
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debug!("Non-data SSE line: {}", line);
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}
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}
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}
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@@ -425,20 +547,45 @@ impl DatabricksProvider {
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}
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}
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// If we have any incomplete data line at the end, try to process it
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if !incomplete_data_line.is_empty() {
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debug!("Processing final incomplete data line (len={})", incomplete_data_line.len());
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if let Some(data) = incomplete_data_line.strip_prefix("data: ") {
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// Try to parse it as-is, it might be complete
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if let Ok(_chunk) = serde_json::from_str::<DatabricksStreamChunk>(data) {
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// Process the chunk (code would be duplicated from above, so in practice
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// we'd extract this to a helper function)
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debug!("Successfully parsed final incomplete data line");
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} else {
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warn!("Failed to parse final incomplete data line");
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}
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}
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}
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// Send final chunk if we haven't already
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let final_tool_calls: Vec<ToolCall> = current_tool_calls.values()
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let final_tool_calls: Vec<ToolCall> = current_tool_calls
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.values()
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.filter(|(_, name, _)| !name.is_empty())
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.map(|(id, name, args)| ToolCall {
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id: if id.is_empty() { format!("tool_{}", name) } else { id.clone() },
|
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id: if id.is_empty() {
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format!("tool_{}", name)
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} else {
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id.clone()
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},
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tool: name.clone(),
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args: serde_json::from_str(args).unwrap_or(serde_json::Value::Object(serde_json::Map::new())),
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args: serde_json::from_str(args)
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.unwrap_or(serde_json::Value::Object(serde_json::Map::new())),
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})
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.collect();
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let final_chunk = CompletionChunk {
|
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content: String::new(),
|
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finished: true,
|
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tool_calls: if final_tool_calls.is_empty() { None } else { Some(final_tool_calls) },
|
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tool_calls: if final_tool_calls.is_empty() {
|
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None
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} else {
|
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Some(final_tool_calls)
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},
|
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};
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let _ = tx.send(Ok(final_chunk)).await;
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}
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@@ -465,8 +612,7 @@ impl DatabricksProvider {
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if let Ok(error_text) = response.text().await {
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warn!(
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"Failed to fetch Databricks models: {} - {}",
|
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status,
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error_text
|
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status, error_text
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);
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} else {
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warn!("Failed to fetch Databricks models: {}", status);
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@@ -485,9 +631,7 @@ impl DatabricksProvider {
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let endpoints = match json.get("endpoints").and_then(|v| v.as_array()) {
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Some(endpoints) => endpoints,
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None => {
|
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warn!(
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"Unexpected response format from Databricks API: missing 'endpoints' array"
|
||||
);
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warn!("Unexpected response format from Databricks API: missing 'endpoints' array");
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return Ok(None);
|
||||
}
|
||||
};
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@@ -531,15 +675,21 @@ impl LLMProvider for DatabricksProvider {
|
||||
request.tools.as_deref(),
|
||||
false,
|
||||
max_tokens,
|
||||
temperature
|
||||
temperature,
|
||||
)?;
|
||||
|
||||
debug!("Sending request to Databricks API: model={}, max_tokens={}, temperature={}",
|
||||
self.model, request_body.max_tokens, request_body.temperature);
|
||||
debug!(
|
||||
"Sending request to Databricks API: model={}, max_tokens={}, temperature={}",
|
||||
self.model, request_body.max_tokens, request_body.temperature
|
||||
);
|
||||
|
||||
// Debug: Log the full request body when tools are present
|
||||
if request.tools.is_some() {
|
||||
debug!("Full request body with tools: {}", serde_json::to_string_pretty(&request_body).unwrap_or_else(|_| "Failed to serialize".to_string()));
|
||||
debug!(
|
||||
"Full request body with tools: {}",
|
||||
serde_json::to_string_pretty(&request_body)
|
||||
.unwrap_or_else(|_| "Failed to serialize".to_string())
|
||||
);
|
||||
}
|
||||
|
||||
let mut provider_clone = self.clone();
|
||||
@@ -564,7 +714,13 @@ impl LLMProvider for DatabricksProvider {
|
||||
debug!("Raw Databricks API response: {}", response_text);
|
||||
|
||||
let databricks_response: DatabricksResponse = serde_json::from_str(&response_text)
|
||||
.map_err(|e| anyhow!("Failed to parse Databricks response: {} - Response: {}", e, response_text))?;
|
||||
.map_err(|e| {
|
||||
anyhow!(
|
||||
"Failed to parse Databricks response: {} - Response: {}",
|
||||
e,
|
||||
response_text
|
||||
)
|
||||
})?;
|
||||
|
||||
// Debug: Log the parsed response structure
|
||||
debug!("Parsed Databricks response: {:#?}", databricks_response);
|
||||
@@ -580,9 +736,15 @@ impl LLMProvider for DatabricksProvider {
|
||||
// Check if there are tool calls in the response
|
||||
if let Some(first_choice) = databricks_response.choices.first() {
|
||||
if let Some(tool_calls) = &first_choice.message.tool_calls {
|
||||
debug!("Found {} tool calls in Databricks response", tool_calls.len());
|
||||
debug!(
|
||||
"Found {} tool calls in Databricks response",
|
||||
tool_calls.len()
|
||||
);
|
||||
for (i, tool_call) in tool_calls.iter().enumerate() {
|
||||
debug!("Tool call {}: {} with args: {}", i, tool_call.function.name, tool_call.function.arguments);
|
||||
debug!(
|
||||
"Tool call {}: {} with args: {}",
|
||||
i, tool_call.function.name, tool_call.function.arguments
|
||||
);
|
||||
}
|
||||
|
||||
// For now, we'll return the content as-is since g3 handles tool calls via streaming
|
||||
@@ -622,14 +784,20 @@ impl LLMProvider for DatabricksProvider {
|
||||
request.tools.as_deref(),
|
||||
true,
|
||||
max_tokens,
|
||||
temperature
|
||||
temperature,
|
||||
)?;
|
||||
|
||||
debug!("Sending streaming request to Databricks API: model={}, max_tokens={}, temperature={}",
|
||||
self.model, request_body.max_tokens, request_body.temperature);
|
||||
debug!(
|
||||
"Sending streaming request to Databricks API: model={}, max_tokens={}, temperature={}",
|
||||
self.model, request_body.max_tokens, request_body.temperature
|
||||
);
|
||||
|
||||
// Debug: Log the full request body
|
||||
debug!("Full request body: {}", serde_json::to_string_pretty(&request_body).unwrap_or_else(|_| "Failed to serialize".to_string()));
|
||||
debug!(
|
||||
"Full request body: {}",
|
||||
serde_json::to_string_pretty(&request_body)
|
||||
.unwrap_or_else(|_| "Failed to serialize".to_string())
|
||||
);
|
||||
|
||||
let mut provider_clone = self.clone();
|
||||
let response = provider_clone
|
||||
@@ -731,6 +899,7 @@ struct DatabricksResponse {
|
||||
#[derive(Debug, Deserialize)]
|
||||
struct DatabricksChoice {
|
||||
message: DatabricksMessage,
|
||||
#[allow(dead_code)]
|
||||
finish_reason: Option<String>,
|
||||
}
|
||||
|
||||
@@ -786,7 +955,8 @@ mod tests {
|
||||
"test-model".to_string(),
|
||||
None,
|
||||
None,
|
||||
).unwrap();
|
||||
)
|
||||
.unwrap();
|
||||
|
||||
let messages = vec![
|
||||
Message {
|
||||
@@ -819,14 +989,13 @@ mod tests {
|
||||
"databricks-claude-sonnet-4".to_string(),
|
||||
Some(1000),
|
||||
Some(0.5),
|
||||
).unwrap();
|
||||
)
|
||||
.unwrap();
|
||||
|
||||
let messages = vec![
|
||||
Message {
|
||||
let messages = vec![Message {
|
||||
role: MessageRole::User,
|
||||
content: "Test message".to_string(),
|
||||
},
|
||||
];
|
||||
}];
|
||||
|
||||
let request_body = provider
|
||||
.create_request_body(&messages, None, false, 1000, 0.5)
|
||||
@@ -847,10 +1016,10 @@ mod tests {
|
||||
"test-model".to_string(),
|
||||
None,
|
||||
None,
|
||||
).unwrap();
|
||||
)
|
||||
.unwrap();
|
||||
|
||||
let tools = vec![
|
||||
Tool {
|
||||
let tools = vec![Tool {
|
||||
name: "get_weather".to_string(),
|
||||
description: "Get the current weather".to_string(),
|
||||
input_schema: serde_json::json!({
|
||||
@@ -863,15 +1032,17 @@ mod tests {
|
||||
},
|
||||
"required": ["location"]
|
||||
}),
|
||||
},
|
||||
];
|
||||
}];
|
||||
|
||||
let databricks_tools = provider.convert_tools(&tools);
|
||||
|
||||
assert_eq!(databricks_tools.len(), 1);
|
||||
assert_eq!(databricks_tools[0].r#type, "function");
|
||||
assert_eq!(databricks_tools[0].function.name, "get_weather");
|
||||
assert_eq!(databricks_tools[0].function.description, "Get the current weather");
|
||||
assert_eq!(
|
||||
databricks_tools[0].function.description,
|
||||
"Get the current weather"
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
@@ -882,7 +1053,8 @@ mod tests {
|
||||
"databricks-claude-sonnet-4".to_string(),
|
||||
None,
|
||||
None,
|
||||
).unwrap();
|
||||
)
|
||||
.unwrap();
|
||||
|
||||
let llama_provider = DatabricksProvider::from_token(
|
||||
"https://test.databricks.com".to_string(),
|
||||
@@ -890,7 +1062,8 @@ mod tests {
|
||||
"databricks-meta-llama-3-3-70b-instruct".to_string(),
|
||||
None,
|
||||
None,
|
||||
).unwrap();
|
||||
)
|
||||
.unwrap();
|
||||
|
||||
let dbrx_provider = DatabricksProvider::from_token(
|
||||
"https://test.databricks.com".to_string(),
|
||||
@@ -898,7 +1071,8 @@ mod tests {
|
||||
"databricks-dbrx-instruct".to_string(),
|
||||
None,
|
||||
None,
|
||||
).unwrap();
|
||||
)
|
||||
.unwrap();
|
||||
|
||||
assert!(claude_provider.has_native_tool_calling());
|
||||
assert!(llama_provider.has_native_tool_calling());
|
||||
|
||||
Reference in New Issue
Block a user