From e79d16ec8152b8a33c2ff1c15f81215629331a81 Mon Sep 17 00:00:00 2001
From: Salman Paracha <salman.paracha@gmail.com>
Date: Thu, 30 Jan 2025 17:36:11 -0800
Subject: [PATCH 01/15] Updated README layout (#387)

* Updated README layout

* minor fixes

* minor fixes

* minor fixes

* minor fixes

* minor fixes

* minor clean up

---------

Co-authored-by: Salman Paracha <salmanparacha@MacBook-Pro-261.local>
---
 README.md | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 921d309f..c5762f52 100644
--- a/README.md
+++ b/README.md
@@ -1,19 +1,21 @@
-Focus on what matters most. Arch is an **intelligent proxy server designed for prompts** - to help you protect, observe, and build agentic apps by simply connecting (existing) APIs.
+<p align="center">
+  <img src="docs/source/_static/img/arch-logo.png" alt="Arch Logo" width="75%" heigh=auto>
+</p>
+<p align="center">
+<a href="https://www.producthunt.com/posts/arch-3?embed=true&utm_source=badge-top-post-badge&utm_medium=badge&utm_souce=badge-arch&#0045;3" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post_id=565761&theme=light&period=daily" alt="Arch - Build&#0032;fast&#0044;&#0032;hyper&#0045;personalized&#0032;agents&#0032;with&#0032;intelligent&#0032;infra | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a>
+</p>
+
+Arch is an **intelligent (edge and LLM) proxy designed for agentic applications** - to help you protect, observe, and build agentic tasks by simply connecting (existing) APIs.
 
 Built by the contributors of [Envoy Proxy](https://www.envoyproxy.io/) with the belief that:
 
 >Prompts are nuanced and opaque user requests, which require the same capabilities as traditional HTTP requests including secure handling, intelligent routing, robust observability, and integration with backend (API) systems for personalization – outside core business logic.*
 
-![alt text](docs/source/_static/img/arch-logo.png)
-<a href="https://www.producthunt.com/posts/arch-3?embed=true&utm_source=badge-top-post-badge&utm_medium=badge&utm_souce=badge-arch&#0045;3" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post_id=565761&theme=light&period=daily" alt="Arch - Build&#0032;fast&#0044;&#0032;hyper&#0045;personalized&#0032;agents&#0032;with&#0032;intelligent&#0032;infra | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a>
-
-
 [![pre-commit](https://github.com/katanemo/arch/actions/workflows/pre-commit.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/pre-commit.yml)
 [![rust tests (prompt and llm gateway)](https://github.com/katanemo/arch/actions/workflows/rust_tests.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/rust_tests.yml)
 [![e2e tests](https://github.com/katanemo/arch/actions/workflows/e2e_tests.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/e2e_tests.yml)
 [![Build and Deploy Documentation](https://github.com/katanemo/arch/actions/workflows/static.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/static.yml)
 
-
 Arch is engineered with purpose-built LLMs to handle critical but undifferentiated tasks related to the handling and processing of prompts. This includes detecting and rejecting [jailbreak](https://github.com/verazuo/jailbreak_llms) attempts, intelligent task routing for improved accuracy, mapping user request into "backend" functions, and managing the observability of prompts and LLM API calls in a centralized way.
 
 
@@ -24,7 +26,7 @@ Arch is engineered with purpose-built LLMs to handle critical but undifferentiat
   - Routing & Traffic Management: Arch centralizes calls to LLMs used by your applications, offering smart retries, automatic cutover, and resilient upstream connections for continuous availability.
   - Observability: Arch uses the W3C Trace Context standard to enable complete request tracing across applications, ensuring compatibility with observability tools, and provides metrics to monitor latency, token usage, and error rates, helping optimize AI application performance.
 
-**High-Level Network Flow**:
+**High-Level Sequence Diagram**:
 ![alt text](docs/source/_static/img/arch_network_diagram_high_level.png)
 
 **Jump to our [docs](https://docs.archgw.com)** to learn how you can use Arch to improve the speed, security and personalization of your GenAI apps.

From 39266b5084dbf7c15f57ad2a10d155cd7a1f383b Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Fri, 31 Jan 2025 10:37:53 -0800
Subject: [PATCH 02/15] log improvements and some code refactor (#379)

---
 crates/common/src/routing.rs                |  3 -
 crates/common/src/tokenizer.rs              |  4 +-
 crates/llm_gateway/src/filter_context.rs    | 12 ++-
 crates/llm_gateway/src/stream_context.rs    | 63 ++++++++-------
 crates/llm_gateway/tests/integration.rs     | 36 +++++----
 crates/prompt_gateway/src/context.rs        | 49 +++++++-----
 crates/prompt_gateway/src/filter_context.rs |  4 +-
 crates/prompt_gateway/src/http_context.rs   |  8 +-
 crates/prompt_gateway/src/stream_context.rs | 87 ++++++++++++---------
 crates/prompt_gateway/tests/integration.rs  | 28 ++++---
 10 files changed, 160 insertions(+), 134 deletions(-)

diff --git a/crates/common/src/routing.rs b/crates/common/src/routing.rs
index 1a440ee9..f4baf896 100644
--- a/crates/common/src/routing.rs
+++ b/crates/common/src/routing.rs
@@ -2,7 +2,6 @@ use std::rc::Rc;
 
 use crate::{configuration, llm_providers::LlmProviders};
 use configuration::LlmProvider;
-use log::debug;
 use rand::{seq::IteratorRandom, thread_rng};
 
 #[derive(Debug)]
@@ -35,11 +34,9 @@ pub fn get_llm_provider(
     }
 
     if llm_providers.default().is_some() {
-        debug!("no llm provider found for hint, using default llm provider");
         return llm_providers.default().unwrap();
     }
 
-    debug!("no default llm found, using random llm provider");
     let mut rng = thread_rng();
     llm_providers
         .iter()
diff --git a/crates/common/src/tokenizer.rs b/crates/common/src/tokenizer.rs
index aa0870f2..c424e344 100644
--- a/crates/common/src/tokenizer.rs
+++ b/crates/common/src/tokenizer.rs
@@ -1,4 +1,4 @@
-use log::debug;
+use log::trace;
 
 #[derive(thiserror::Error, Debug, PartialEq, Eq)]
 #[allow(dead_code)]
@@ -9,7 +9,7 @@ pub enum Error {
 
 #[allow(dead_code)]
 pub fn token_count(model_name: &str, text: &str) -> Result<usize, Error> {
-    debug!("getting token count model={}", model_name);
+    trace!("getting token count model={}", model_name);
     // Consideration: is it more expensive to instantiate the BPE object every time, or to contend the singleton?
     let bpe = tiktoken_rs::get_bpe_from_model(model_name).map_err(|_| Error::UnknownModel {
         model_name: model_name.to_string(),
diff --git a/crates/llm_gateway/src/filter_context.rs b/crates/llm_gateway/src/filter_context.rs
index 16580063..0edba456 100644
--- a/crates/llm_gateway/src/filter_context.rs
+++ b/crates/llm_gateway/src/filter_context.rs
@@ -9,7 +9,7 @@ use common::llm_providers::LlmProviders;
 use common::ratelimit;
 use common::stats::Gauge;
 use common::tracing::TraceData;
-use log::debug;
+use log::trace;
 use log::warn;
 use proxy_wasm::traits::*;
 use proxy_wasm::types::*;
@@ -79,7 +79,7 @@ impl RootContext for FilterContext {
     }
 
     fn create_http_context(&self, context_id: u32) -> Option<Box<dyn HttpContext>> {
-        debug!(
+        trace!(
             "||| create_http_context called with context_id: {:?} |||",
             context_id
         );
@@ -108,10 +108,8 @@ impl RootContext for FilterContext {
     fn on_tick(&mut self) {
         let _ = self.traces_queue.try_lock().map(|mut traces_queue| {
             while let Some(trace) = traces_queue.pop_front() {
-                debug!("trace received: {:?}", trace);
-
                 let trace_str = serde_json::to_string(&trace).unwrap();
-                debug!("trace: {}", trace_str);
+                trace!("trace details: {}", trace_str);
                 let call_args = CallArgs::new(
                     OTEL_COLLECTOR_HTTP,
                     OTEL_POST_PATH,
@@ -144,7 +142,7 @@ impl Context for FilterContext {
         _body_size: usize,
         _num_trailers: usize,
     ) {
-        debug!(
+        trace!(
             "||| on_http_call_response called with token_id: {:?} |||",
             token_id
         );
@@ -156,7 +154,7 @@ impl Context for FilterContext {
             .expect("invalid token_id");
 
         if let Some(status) = self.get_http_call_response_header(":status") {
-            debug!("trace response status: {:?}", status);
+            trace!("trace response status: {:?}", status);
         };
     }
 }
diff --git a/crates/llm_gateway/src/stream_context.rs b/crates/llm_gateway/src/stream_context.rs
index 6939f1d8..528358a3 100644
--- a/crates/llm_gateway/src/stream_context.rs
+++ b/crates/llm_gateway/src/stream_context.rs
@@ -10,7 +10,6 @@ use common::consts::{
 };
 use common::errors::ServerError;
 use common::llm_providers::LlmProviders;
-use common::pii::obfuscate_auth_header;
 use common::ratelimit::Header;
 use common::stats::{IncrementingMetric, RecordingMetric};
 use common::tracing::{Event, Span, TraceData, Traceparent};
@@ -82,12 +81,16 @@ impl StreamContext {
             .get_http_request_header(ARCH_PROVIDER_HINT_HEADER)
             .map(|llm_name| llm_name.into());
 
-        debug!("llm provider hint: {:?}", provider_hint);
         self.llm_provider = Some(routing::get_llm_provider(
             &self.llm_providers,
             provider_hint,
         ));
-        debug!("selected llm: {}", self.llm_provider.as_ref().unwrap().name);
+
+        debug!(
+            "request received: llm provider hint: {:?}, selected llm: {}",
+            self.get_http_request_header(ARCH_PROVIDER_HINT_HEADER),
+            self.llm_provider.as_ref().unwrap().name
+        );
     }
 
     fn modify_auth_headers(&mut self) -> Result<(), ServerError> {
@@ -150,7 +153,7 @@ impl StreamContext {
         self.metrics
             .input_sequence_length
             .record(token_count as u64);
-        log::debug!("Recorded input token count: {}", token_count);
+        trace!("Recorded input token count: {}", token_count);
 
         // Check if rate limiting needs to be applied.
         if let Some(selector) = self.ratelimit_selector.take() {
@@ -161,7 +164,7 @@ impl StreamContext {
                 NonZero::new(token_count as u32).unwrap(),
             )?;
         } else {
-            log::debug!("No rate limit applied for model: {}", model);
+            trace!("No rate limit applied for model: {}", model);
         }
 
         Ok(())
@@ -197,12 +200,6 @@ impl HttpContext for StreamContext {
         self.is_chat_completions_request =
             self.get_http_request_header(":path").unwrap_or_default() == CHAT_COMPLETIONS_PATH;
 
-        debug!(
-            "on_http_request_headers S[{}] req_headers={:?}",
-            self.context_id,
-            obfuscate_auth_header(&mut self.get_http_request_headers())
-        );
-
         self.request_id = self.get_http_request_header(REQUEST_ID_HEADER);
         self.traceparent = self.get_http_request_header(TRACE_PARENT_HEADER);
 
@@ -310,9 +307,10 @@ impl HttpContext for StreamContext {
     }
 
     fn on_http_response_headers(&mut self, _num_headers: usize, _end_of_stream: bool) -> Action {
-        debug!(
+        trace!(
             "on_http_response_headers [S={}] end_stream={}",
-            self.context_id, _end_of_stream
+            self.context_id,
+            _end_of_stream
         );
 
         self.set_property(
@@ -324,9 +322,11 @@ impl HttpContext for StreamContext {
     }
 
     fn on_http_response_body(&mut self, body_size: usize, end_of_stream: bool) -> Action {
-        debug!(
+        trace!(
             "on_http_response_body [S={}] bytes={} end_stream={}",
-            self.context_id, body_size, end_of_stream
+            self.context_id,
+            body_size,
+            end_of_stream
         );
 
         if !self.is_chat_completions_request {
@@ -342,7 +342,7 @@ impl HttpContext for StreamContext {
                 Ok(duration) => {
                     // Convert the duration to milliseconds
                     let duration_ms = duration.as_millis();
-                    debug!("Total latency: {} milliseconds", duration_ms);
+                    debug!("request latency: {}ms", duration_ms);
                     // Record the latency to the latency histogram
                     self.metrics.request_latency.record(duration_ms as u64);
 
@@ -350,11 +350,14 @@ impl HttpContext for StreamContext {
                         // Compute the time per output token
                         let tpot = duration_ms as u64 / self.response_tokens as u64;
 
-                        debug!("Time per output token: {} milliseconds", tpot);
                         // Record the time per output token
                         self.metrics.time_per_output_token.record(tpot);
 
-                        debug!("Tokens per second: {}", 1000 / tpot);
+                        trace!(
+                            "time per token: {}ms, tokens per second: {}",
+                            tpot,
+                            1000 / tpot
+                        );
                         // Record the tokens per second
                         self.metrics.tokens_per_second.record(1000 / tpot);
                     }
@@ -414,9 +417,10 @@ impl HttpContext for StreamContext {
         let body = if self.streaming_response {
             let chunk_start = 0;
             let chunk_size = body_size;
-            debug!(
+            trace!(
                 "streaming response reading, {}..{}",
-                chunk_start, chunk_size
+                chunk_start,
+                chunk_size
             );
             let streaming_chunk = match self.get_http_response_body(0, chunk_size) {
                 Some(chunk) => chunk,
@@ -438,7 +442,7 @@ impl HttpContext for StreamContext {
             }
             streaming_chunk
         } else {
-            debug!("non streaming response bytes read: 0:{}", body_size);
+            trace!("non streaming response bytes read: 0:{}", body_size);
             match self.get_http_response_body(0, body_size) {
                 Some(body) => body,
                 None => {
@@ -510,7 +514,7 @@ impl HttpContext for StreamContext {
                 match current_time.duration_since(self.start_time) {
                     Ok(duration) => {
                         let duration_ms = duration.as_millis();
-                        debug!("Time to First Token (TTFT): {} milliseconds", duration_ms);
+                        debug!("time to first token: {}ms", duration_ms);
                         self.ttft_duration = Some(duration);
                         self.metrics.time_to_first_token.record(duration_ms as u64);
                     }
@@ -520,12 +524,15 @@ impl HttpContext for StreamContext {
                 }
             }
         } else {
-            debug!("non streaming response");
+            trace!("non streaming response");
             let chat_completions_response: ChatCompletionsResponse =
                 match serde_json::from_str(body_utf8.as_str()) {
                     Ok(de) => de,
-                    Err(_e) => {
-                        debug!("invalid response: {}", body_utf8);
+                    Err(err) => {
+                        debug!(
+                            "non chat-completion compliant response received err: {}, body: {}",
+                            err, body_utf8
+                        );
                         return Action::Continue;
                     }
                 };
@@ -539,9 +546,11 @@ impl HttpContext for StreamContext {
             }
         }
 
-        debug!(
+        trace!(
             "recv [S={}] total_tokens={} end_stream={}",
-            self.context_id, self.response_tokens, end_of_stream
+            self.context_id,
+            self.response_tokens,
+            end_of_stream
         );
 
         Action::Continue
diff --git a/crates/llm_gateway/tests/integration.rs b/crates/llm_gateway/tests/integration.rs
index 7a74dfa8..0b28a175 100644
--- a/crates/llm_gateway/tests/integration.rs
+++ b/crates/llm_gateway/tests/integration.rs
@@ -22,12 +22,8 @@ fn request_headers_expectations(module: &mut Tester, http_context: i32) {
             Some(MapType::HttpRequestHeaders),
             Some("x-arch-llm-provider-hint"),
         )
-        .returning(Some("default"))
-        .expect_log(
-            Some(LogLevel::Debug),
-            Some("llm provider hint: Some(Default)"),
-        )
-        .expect_log(Some(LogLevel::Debug), Some("selected llm: open-ai-gpt-4"))
+        .returning(None)
+        .expect_log(Some(LogLevel::Debug), Some("request received: llm provider hint: Some(\"default\"), selected llm: open-ai-gpt-4"))
         .expect_add_header_map_value(
             Some(MapType::HttpRequestHeaders),
             Some("x-arch-llm-provider"),
@@ -38,7 +34,11 @@ fn request_headers_expectations(module: &mut Tester, http_context: i32) {
             Some("Authorization"),
             Some("Bearer secret_key"),
         )
-        .expect_remove_header_map_value(Some(MapType::HttpRequestHeaders), Some("content-length"))
+        .expect_get_header_map_value(
+            Some(MapType::HttpRequestHeaders),
+            Some("x-arch-llm-provider-hint"),
+        )
+        .returning(Some("default"))
         .expect_get_header_map_value(
             Some(MapType::HttpRequestHeaders),
             Some("x-arch-ratelimit-selector"),
@@ -50,7 +50,6 @@ fn request_headers_expectations(module: &mut Tester, http_context: i32) {
         .returning(None)
         .expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some(":path"))
         .returning(Some("/v1/chat/completions"))
-        .expect_log(Some(LogLevel::Debug), None)
         .expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some("x-request-id"))
         .returning(None)
         .expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some("traceparent"))
@@ -62,7 +61,7 @@ fn request_headers_expectations(module: &mut Tester, http_context: i32) {
 fn normal_flow(module: &mut Tester, filter_context: i32, http_context: i32) {
     module
         .call_proxy_on_context_create(http_context, filter_context)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .execute_and_expect(ReturnType::None)
         .unwrap();
 
@@ -187,7 +186,10 @@ fn llm_gateway_successful_request_to_open_ai_chat_completions() {
 
     module
         .call_proxy_on_context_create(http_context, filter_context)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(
+            Some(LogLevel::Trace),
+            Some("||| create_http_context called with context_id: 2 |||"),
+        )
         .execute_and_expect(ReturnType::None)
         .unwrap();
 
@@ -218,9 +220,9 @@ fn llm_gateway_successful_request_to_open_ai_chat_completions() {
         .expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
         .returning(Some(chat_completions_request_body))
         .expect_log(Some(LogLevel::Trace), None)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_metric_record("input_sequence_length", 21)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Debug), None)
         .expect_log(Some(LogLevel::Debug), None)
         .expect_set_buffer_bytes(Some(BufferType::HttpRequestBody), None)
@@ -251,7 +253,7 @@ fn llm_gateway_bad_request_to_open_ai_chat_completions() {
 
     module
         .call_proxy_on_context_create(http_context, filter_context)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .execute_and_expect(ReturnType::None)
         .unwrap();
 
@@ -339,9 +341,9 @@ fn llm_gateway_request_ratelimited() {
         .returning(Some(chat_completions_request_body))
         // The actual call is not important in this test, we just need to grab the token_id
         .expect_log(Some(LogLevel::Trace), None)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_metric_record("input_sequence_length", 107)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Debug), None)
         .expect_log(Some(LogLevel::Debug), None)
         .expect_log(Some(LogLevel::Debug), None)
@@ -405,9 +407,9 @@ fn llm_gateway_request_not_ratelimited() {
         .returning(Some(chat_completions_request_body))
         // The actual call is not important in this test, we just need to grab the token_id
         .expect_log(Some(LogLevel::Trace), None)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_metric_record("input_sequence_length", 29)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Debug), None)
         .expect_log(Some(LogLevel::Debug), None)
         .expect_set_buffer_bytes(Some(BufferType::HttpRequestBody), None)
diff --git a/crates/prompt_gateway/src/context.rs b/crates/prompt_gateway/src/context.rs
index 2b0f8d3f..89725e0d 100644
--- a/crates/prompt_gateway/src/context.rs
+++ b/crates/prompt_gateway/src/context.rs
@@ -3,7 +3,7 @@ use std::str::FromStr;
 use common::errors::ServerError;
 use common::stats::IncrementingMetric;
 use http::StatusCode;
-use log::{debug, warn};
+use log::warn;
 use proxy_wasm::traits::Context;
 
 use crate::stream_context::{ResponseHandlerType, StreamContext};
@@ -25,27 +25,38 @@ impl Context for StreamContext {
 
         let body = self
             .get_http_call_response_body(0, body_size)
-            .unwrap_or(vec![]);
+            .unwrap_or_default();
 
-        let http_status = self
-            .get_http_call_response_header(":status")
-            .unwrap_or(StatusCode::OK.as_str().to_string());
-        debug!("http call response code: {}", http_status);
-        if http_status != StatusCode::OK.as_str() {
-            let server_error = ServerError::Upstream {
-                host: callout_context.upstream_cluster.unwrap(),
-                path: callout_context.upstream_cluster_path.unwrap(),
-                status: http_status.clone(),
-                body: String::from_utf8(body).unwrap(),
-            };
-            warn!("filter received non 2xx code: {:?}", server_error);
-            return self.send_server_error(
-                server_error,
-                Some(StatusCode::from_str(http_status.as_str()).unwrap()),
-            );
+        if let Some(http_status) = self.get_http_call_response_header(":status") {
+            match StatusCode::from_str(http_status.as_str()) {
+                Ok(status_code) => {
+                    if !status_code.is_success() {
+                        let server_error = ServerError::Upstream {
+                            host: callout_context.upstream_cluster.unwrap(),
+                            path: callout_context.upstream_cluster_path.unwrap(),
+                            status: http_status.clone(),
+                            body: String::from_utf8(body).unwrap(),
+                        };
+                        warn!("received non 2xx code: {:?}", server_error);
+                        return self.send_server_error(
+                            server_error,
+                            Some(StatusCode::from_str(http_status.as_str()).unwrap()),
+                        );
+                    }
+                }
+                Err(_) => {
+                    // invalid status code (status code non numeric)
+                    return self.send_server_error(
+                        ServerError::LogicError(format!("invalid status code: {}", http_status)),
+                        Some(StatusCode::from_str(http_status.as_str()).unwrap()),
+                    );
+                }
+            }
+        } else {
+            // :status header not found
+            warn!("missing :status header");
         }
 
-        debug!("http call response handler type: {:?}", callout_context.response_handler_type);
         #[cfg_attr(any(), rustfmt::skip)]
         match callout_context.response_handler_type {
             ResponseHandlerType::ArchFC => self.arch_fc_response_handler(body, callout_context),
diff --git a/crates/prompt_gateway/src/filter_context.rs b/crates/prompt_gateway/src/filter_context.rs
index 9780ed7d..f782dea2 100644
--- a/crates/prompt_gateway/src/filter_context.rs
+++ b/crates/prompt_gateway/src/filter_context.rs
@@ -3,7 +3,7 @@ use crate::stream_context::StreamContext;
 use common::configuration::{Configuration, Overrides, PromptGuards, PromptTarget, Tracing};
 use common::http::Client;
 use common::stats::Gauge;
-use log::debug;
+use log::trace;
 use proxy_wasm::traits::*;
 use proxy_wasm::types::*;
 use std::cell::RefCell;
@@ -84,7 +84,7 @@ impl RootContext for FilterContext {
     }
 
     fn create_http_context(&self, context_id: u32) -> Option<Box<dyn HttpContext>> {
-        debug!(
+        trace!(
             "||| create_http_context called with context_id: {:?} |||",
             context_id
         );
diff --git a/crates/prompt_gateway/src/http_context.rs b/crates/prompt_gateway/src/http_context.rs
index 76e137c1..e7d920f1 100644
--- a/crates/prompt_gateway/src/http_context.rs
+++ b/crates/prompt_gateway/src/http_context.rs
@@ -85,10 +85,7 @@ impl HttpContext for StreamContext {
             }
         };
 
-        debug!(
-            "developer => archgw: {}",
-            String::from_utf8_lossy(&body_bytes)
-        );
+        trace!("request body: {}", String::from_utf8_lossy(&body_bytes));
 
         // Deserialize body into spec.
         // Currently OpenAI API.
@@ -159,7 +156,8 @@ impl HttpContext for StreamContext {
             }
         };
 
-        debug!("archgw => archfc: {}", json_data);
+        debug!("sending request to model server");
+        trace!("request body: {}", json_data);
 
         let mut headers = vec![
             (ARCH_UPSTREAM_HOST_HEADER, MODEL_SERVER_NAME),
diff --git a/crates/prompt_gateway/src/stream_context.rs b/crates/prompt_gateway/src/stream_context.rs
index 9782698e..3e3fee5b 100644
--- a/crates/prompt_gateway/src/stream_context.rs
+++ b/crates/prompt_gateway/src/stream_context.rs
@@ -14,7 +14,7 @@ use common::http::{CallArgs, Client};
 use common::stats::Gauge;
 use derivative::Derivative;
 use http::StatusCode;
-use log::{debug, warn};
+use log::{debug, trace, warn};
 use proxy_wasm::traits::*;
 use serde_yaml::Value;
 use std::cell::RefCell;
@@ -125,13 +125,14 @@ impl StreamContext {
         mut callout_context: StreamCallContext,
     ) {
         let body_str = String::from_utf8(body).unwrap();
-        debug!("archgw <= archfc response: {}", body_str);
+        debug!("model server response received");
+        trace!("response body: {}", body_str);
 
         let model_server_response: ModelServerResponse = match serde_json::from_str(&body_str) {
             Ok(arch_fc_response) => arch_fc_response,
             Err(e) => {
                 warn!(
-                    "error deserializing archfc response: {}, body: {}",
+                    "error deserializing modelserver response: {}, body: {}",
                     e, body_str
                 );
                 return self.send_server_error(ServerError::Deserialization(e), None);
@@ -141,7 +142,7 @@ impl StreamContext {
         let arch_fc_response = match model_server_response {
             ModelServerResponse::ChatCompletionsResponse(response) => response,
             ModelServerResponse::ModelServerErrorResponse(response) => {
-                debug!("archgw <= archfc error response: {}", response.result);
+                debug!("archgw <= modelserver error response: {}", response.result);
                 if response.result == "No intent matched" {
                     if let Some(default_prompt_target) = self
                         .prompt_targets
@@ -263,7 +264,7 @@ impl StreamContext {
             );
         }
 
-        // update prompt target name from the tool call
+        // update prompt target name from the tool call response
         callout_context.prompt_target_name =
             Some(self.tool_calls.as_ref().unwrap()[0].function.name.clone());
 
@@ -344,11 +345,10 @@ impl StreamContext {
         );
 
         debug!(
-            "archgw => api call, endpoint: {}{}, body: {}",
-            endpoint.name.as_str(),
-            path,
-            tool_params_json_str
+            "dispatching api call to developer endpoint: {}, path: {}",
+            endpoint.name, path
         );
+        trace!("request body: {}", tool_params_json_str);
 
         callout_context.upstream_cluster = Some(endpoint.name.to_owned());
         callout_context.upstream_cluster_path = Some(path.to_owned());
@@ -363,7 +363,10 @@ impl StreamContext {
         let http_status = self
             .get_http_call_response_header(":status")
             .unwrap_or(StatusCode::OK.as_str().to_string());
-        debug!("api_call_response_handler: http_status: {}", http_status);
+        debug!(
+            "developer api call response received: status code: {}",
+            http_status
+        );
         if http_status != StatusCode::OK.as_str() {
             warn!(
                 "api server responded with non 2xx status code: {}",
@@ -380,12 +383,12 @@ impl StreamContext {
             );
         }
         self.tool_call_response = Some(String::from_utf8(body).unwrap());
-        debug!(
-            "archgw <= api call response: {}",
+        trace!(
+            "response body: {}",
             self.tool_call_response.as_ref().unwrap()
         );
 
-        let mut messages = self.filter_out_arch_messages(&callout_context);
+        let mut messages = self.construct_llm_messages(&callout_context);
 
         let user_message = match messages.pop() {
             Some(user_message) => user_message,
@@ -431,7 +434,8 @@ impl StreamContext {
                 return self.send_server_error(ServerError::Serialization(e), None);
             }
         };
-        debug!("archgw => llm request: {}", llm_request_str);
+        debug!("sending request to upstream llm");
+        trace!("request body: {}", llm_request_str);
 
         self.start_upstream_llm_request_time = SystemTime::now()
             .duration_since(UNIX_EPOCH)
@@ -442,25 +446,39 @@ impl StreamContext {
         self.resume_http_request();
     }
 
-    fn filter_out_arch_messages(&mut self, callout_context: &StreamCallContext) -> Vec<Message> {
-        let mut messages: Vec<Message> = Vec::new();
-        // add system prompt
+    fn get_system_prompt(&self, prompt_target: Option<PromptTarget>) -> Option<String> {
+        match prompt_target {
+            None => self.system_prompt.as_ref().clone(),
+            Some(prompt_target) => match prompt_target.system_prompt {
+                None => self.system_prompt.as_ref().clone(),
+                Some(system_prompt) => Some(system_prompt),
+            },
+        }
+    }
 
+    fn filter_out_arch_messages(&self, messages: &[Message]) -> Vec<Message> {
+        messages
+            .iter()
+            .filter(|m| {
+                !(m.role == TOOL_ROLE
+                    || m.content.is_none()
+                    || (m.tool_calls.is_some() && !m.tool_calls.as_ref().unwrap().is_empty()))
+            })
+            .cloned()
+            .collect()
+    }
+
+    fn construct_llm_messages(&mut self, callout_context: &StreamCallContext) -> Vec<Message> {
+        let mut messages: Vec<Message> = Vec::new();
+
+        // add system prompt
         let system_prompt = match callout_context.prompt_target_name.as_ref() {
             None => self.system_prompt.as_ref().clone(),
             Some(prompt_target_name) => {
-                let prompt_system_prompt = self
-                    .prompt_targets
-                    .get(prompt_target_name)
-                    .unwrap()
-                    .clone()
-                    .system_prompt;
-                match prompt_system_prompt {
-                    None => self.system_prompt.as_ref().clone(),
-                    Some(system_prompt) => Some(system_prompt),
-                }
+                self.get_system_prompt(self.prompt_targets.get(prompt_target_name).cloned())
             }
         };
+
         if system_prompt.is_some() {
             let system_prompt_message = Message {
                 role: SYSTEM_ROLE.to_string(),
@@ -472,18 +490,9 @@ impl StreamContext {
             messages.push(system_prompt_message);
         }
 
-        // don't send tools message and api response to chat gpt
-        for m in callout_context.request_body.messages.iter() {
-            // don't send api response and tool calls to upstream LLMs
-            if m.role == TOOL_ROLE
-                || m.content.is_none()
-                || (m.tool_calls.is_some() && !m.tool_calls.as_ref().unwrap().is_empty())
-            {
-                continue;
-            }
-            messages.push(m.clone());
-        }
-
+        messages.append(
+            &mut self.filter_out_arch_messages(callout_context.request_body.messages.as_ref()),
+        );
         messages
     }
 
diff --git a/crates/prompt_gateway/tests/integration.rs b/crates/prompt_gateway/tests/integration.rs
index 1a6ed0e6..9fcaf74d 100644
--- a/crates/prompt_gateway/tests/integration.rs
+++ b/crates/prompt_gateway/tests/integration.rs
@@ -41,7 +41,7 @@ fn request_headers_expectations(module: &mut Tester, http_context: i32) {
 fn normal_flow(module: &mut Tester, filter_context: i32, http_context: i32) {
     module
         .call_proxy_on_context_create(http_context, filter_context)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .execute_and_expect(ReturnType::None)
         .unwrap();
 
@@ -87,8 +87,9 @@ fn normal_flow(module: &mut Tester, filter_context: i32, http_context: i32) {
             None,
         )
         .returning(Some(1))
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Trace), None)
         .expect_metric_increment("active_http_calls", 1)
         .execute_and_expect(ReturnType::Action(Action::Pause))
@@ -203,7 +204,7 @@ fn prompt_gateway_successful_request_to_open_ai_chat_completions() {
 
     module
         .call_proxy_on_context_create(http_context, filter_context)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .execute_and_expect(ReturnType::None)
         .unwrap();
 
@@ -234,8 +235,9 @@ fn prompt_gateway_successful_request_to_open_ai_chat_completions() {
         .expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
         .returning(Some(chat_completions_request_body))
         .expect_log(Some(LogLevel::Trace), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Trace), None)
         .expect_http_call(Some("arch_internal"), None, None, None, None)
         .returning(Some(4))
@@ -267,7 +269,7 @@ fn prompt_gateway_bad_request_to_open_ai_chat_completions() {
 
     module
         .call_proxy_on_context_create(http_context, filter_context)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .execute_and_expect(ReturnType::None)
         .unwrap();
 
@@ -302,7 +304,7 @@ fn prompt_gateway_bad_request_to_open_ai_chat_completions() {
             None,
             None,
         )
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .execute_and_expect(ReturnType::Action(Action::Pause))
         .unwrap();
 }
@@ -369,10 +371,11 @@ fn prompt_gateway_request_to_llm_gateway() {
         .expect_metric_increment("active_http_calls", -1)
         .expect_get_buffer_bytes(Some(BufferType::HttpCallResponseBody))
         .returning(Some(&arch_fc_resp_str))
+        .expect_log(Some(LogLevel::Warn), None)
         .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Trace), None)
         .expect_http_call(
@@ -401,13 +404,12 @@ fn prompt_gateway_request_to_llm_gateway() {
         .expect_get_buffer_bytes(Some(BufferType::HttpCallResponseBody))
         .returning(Some(&body_text))
         .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
+        .expect_log(Some(LogLevel::Debug), None)
+        .expect_log(Some(LogLevel::Trace), None)
+        .expect_log(Some(LogLevel::Trace), None)
         .expect_get_header_map_value(Some(MapType::HttpCallResponseHeaders), Some(":status"))
         .returning(Some("200"))
-        .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
-        .expect_log(Some(LogLevel::Debug), None)
         .expect_set_buffer_bytes(Some(BufferType::HttpRequestBody), None)
         .execute_and_expect(ReturnType::None)
         .unwrap();

From 25692bbbfc39e806011ff97e0b9d4a64bc858490 Mon Sep 17 00:00:00 2001
From: obinnascale3 <109410793+obinnascale3@users.noreply.github.com>
Date: Fri, 31 Jan 2025 20:16:30 +0100
Subject: [PATCH 03/15] Add Langtrace as a supported observability tool (#376)

* add langtrace as a tracing tool

* add setup step for Arch installation

---------

Co-authored-by: Obinna Okafor <obinna.okafor01@gmail.com>
---
 docs/source/guides/observability/tracing.rst | 48 ++++++++++++++++++++
 1 file changed, 48 insertions(+)

diff --git a/docs/source/guides/observability/tracing.rst b/docs/source/guides/observability/tracing.rst
index 23bf80d2..8dda14fd 100644
--- a/docs/source/guides/observability/tracing.rst
+++ b/docs/source/guides/observability/tracing.rst
@@ -289,6 +289,53 @@ To send tracing data to `Datadog <https://docs.datadoghq.com/getting_started/tra
 3. **Deploy the Collector**: Run the collector in your environment.
 4. **Verify Traces**: Access the Datadog APM dashboard to view your traces.
 
+Langtrace
+~~~~~~~~~
+
+Langtrace is an observability tool designed specifically for large language models (LLMs). It helps you capture, analyze, and understand how LLMs are used in your applications including those built using Arch.
+
+To send tracing data to `Langtrace <https://docs.langtrace.ai/supported-integrations/llm-tools/arch>`_:
+
+1. **Configure Arch**: Make sure Arch is installed and setup correctly. For more information, refer to the `installation guide <https://github.com/katanemo/archgw?tab=readme-ov-file#prerequisites>`_.
+
+2. **Install Langtrace**: Install the Langtrace SDK.:
+
+   .. code-block:: console
+
+        $ pip install langtrace-python-sdk
+
+3. **Set Environment Variables**: Provide your Langtrace API key.
+
+   .. code-block:: console
+
+        $ export LANGTRACE_API_KEY=<Your-Langtrace-Api-Key>
+
+4. **Trace Requests**: Once you have Langtrace set up, you can start tracing requests.
+
+   Here's an example of how to trace a request using the Langtrace Python SDK:
+
+   .. code-block:: python
+
+      import os
+      from langtrace_python_sdk import langtrace  # Must precede any llm module imports
+      from openai import OpenAI
+
+      langtrace.init(api_key=os.environ['LANGTRACE_API_KEY'])
+
+      client = OpenAI(api_key=os.environ['OPENAI_API_KEY'], base_url="http://localhost:12000/v1")
+
+      response = client.chat.completions.create(
+          model="gpt-4o-mini",
+          messages=[
+              {"role": "system", "content": "You are a helpful assistant"},
+              {"role": "user", "content": "Hello"},
+          ]
+      )
+
+      print(chat_completion.choices[0].message.content)
+
+5. **Verify Traces**: Access the Langtrace dashboard to view your traces.
+
 
 Best Practices
 --------------
@@ -312,6 +359,7 @@ Additional Resources
 - `W3C Trace Context Specification <https://www.w3.org/TR/trace-context/>`_
 - `AWS X-Ray Exporter <https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/exporter/awsxrayexporter>`_
 - `Datadog Exporter <https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/exporter/datadogexporter>`_
+- `Langtrace Documentation <https://docs.langtrace.ai/introduction>`_
 
 .. Note::
    Replace placeholders such as ``<Your-Aws-Region>`` and ``<Your-Datadog-Api-Key>`` with your actual configurations.

From 962727f244c638fcb6d84794943b59e16414df16 Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Mon, 3 Feb 2025 14:51:59 -0800
Subject: [PATCH 04/15] Infer port from protocol if port is not specified and
 add ability to override hostname in clusters def (#389)

---
 arch/arch_config_schema.yaml             |  4 ++++
 arch/envoy.template.yaml                 |  8 +++++++
 arch/tools/cli/config_generator.py       | 29 +++++++++++++++++++-----
 demos/currency_exchange/arch_config.yaml |  2 +-
 4 files changed, 36 insertions(+), 7 deletions(-)

diff --git a/arch/arch_config_schema.yaml b/arch/arch_config_schema.yaml
index b532117c..96e14856 100644
--- a/arch/arch_config_schema.yaml
+++ b/arch/arch_config_schema.yaml
@@ -33,6 +33,8 @@ properties:
             enum:
               - http
               - https
+          http_host:
+            type: string
         additionalProperties: false
         required:
           - endpoint
@@ -66,6 +68,8 @@ properties:
           enum:
             - http
             - https
+        http_host:
+          type: string
       additionalProperties: false
       required:
         - name
diff --git a/arch/envoy.template.yaml b/arch/envoy.template.yaml
index 588c6f66..5dfa60b3 100644
--- a/arch/envoy.template.yaml
+++ b/arch/envoy.template.yaml
@@ -537,7 +537,11 @@ static_resources:
                     socket_address:
                       address: {{ cluster.endpoint }}
                       port_value: {{ cluster.port }}
+                  {% if cluster.http_host %}
+                  hostname: {{ cluster.http_host }}
+                  {% else %}
                   hostname: {{ cluster.endpoint }}
+                  {% endif %}
       {% if cluster.protocol == "https" %}
       transport_socket:
         name: envoy.transport_sockets.tls
@@ -566,7 +570,11 @@ static_resources:
                     socket_address:
                       address: {{ local_llm_provider.endpoint }}
                       port_value: {{ local_llm_provider.port }}
+                  {% if local_llm_provider.http_host %}
+                  hostname: {{ local_llm_provider.http_host }}
+                  {% else %}
                   hostname: {{ local_llm_provider.endpoint }}
+                  {% endif %}
       {% if local_llm_provider.protocol == "https" %}
       transport_socket:
         name: envoy.transport_sockets.tls
diff --git a/arch/tools/cli/config_generator.py b/arch/tools/cli/config_generator.py
index e535894b..447585fb 100644
--- a/arch/tools/cli/config_generator.py
+++ b/arch/tools/cli/config_generator.py
@@ -16,6 +16,20 @@ ARCH_CONFIG_SCHEMA_FILE = os.getenv(
 )
 
 
+def get_endpoint_and_port(endpoint, protocol):
+    endpoint_tokens = endpoint.split(":")
+    if len(endpoint_tokens) > 1:
+        endpoint = endpoint_tokens[0]
+        port = int(endpoint_tokens[1])
+        return endpoint, port
+    else:
+        if protocol == "http":
+            port = 80
+        else:
+            port = 443
+        return endpoint, port
+
+
 def validate_and_render_schema():
     env = Environment(loader=FileSystemLoader("./"))
     template = env.get_template("envoy.template.yaml")
@@ -42,9 +56,11 @@ def validate_and_render_schema():
     for name, endpoint_details in endpoints.items():
         inferred_clusters[name] = endpoint_details
         endpoint = inferred_clusters[name]["endpoint"]
-        if len(endpoint.split(":")) > 1:
-            inferred_clusters[name]["endpoint"] = endpoint.split(":")[0]
-            inferred_clusters[name]["port"] = int(endpoint.split(":")[1])
+        protocol = inferred_clusters[name].get("protocol", "http")
+        (
+            inferred_clusters[name]["endpoint"],
+            inferred_clusters[name]["port"],
+        ) = get_endpoint_and_port(endpoint, protocol)
 
     print("defined clusters from arch_config.yaml: ", json.dumps(inferred_clusters))
 
@@ -77,9 +93,10 @@ def validate_and_render_schema():
 
         if llm_provider.get("endpoint", None):
             endpoint = llm_provider["endpoint"]
-            if len(endpoint.split(":")) > 1:
-                llm_provider["endpoint"] = endpoint.split(":")[0]
-                llm_provider["port"] = int(endpoint.split(":")[1])
+            protocol = llm_provider.get("protocol", "http")
+            llm_provider["endpoint"], llm_provider["port"] = get_endpoint_and_port(
+                endpoint, protocol
+            )
             llms_with_endpoint.append(llm_provider)
 
     config_yaml["llm_providers"] = updated_llm_providers
diff --git a/demos/currency_exchange/arch_config.yaml b/demos/currency_exchange/arch_config.yaml
index f8776c48..f51b5904 100644
--- a/demos/currency_exchange/arch_config.yaml
+++ b/demos/currency_exchange/arch_config.yaml
@@ -44,7 +44,7 @@ prompt_targets:
 
 endpoints:
   frankfurther_api:
-    endpoint: api.frankfurter.dev:443
+    endpoint: api.frankfurter.dev
     protocol: https
 
 tracing:

From fa089ef32dbefe69a424e1479a32d4eeec7812f7 Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Tue, 4 Feb 2025 15:04:09 -0800
Subject: [PATCH 05/15] Publish both arm64 and amd64 in docker on main (#392)

---
 .github/workflows/docker-push.yml | 95 ++++++++++++++++++++++++-------
 1 file changed, 76 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/docker-push.yml b/.github/workflows/docker-push.yml
index ebf1d6da..ae1cbfe8 100644
--- a/.github/workflows/docker-push.yml
+++ b/.github/workflows/docker-push.yml
@@ -1,40 +1,97 @@
 name: Publish Docker image
 
+env:
+  DOCKER_IMAGE: katanemo/archgw
+
 on:
-  release:
-    types: [published]
+  push:
+    branches:
+      - main
 
 jobs:
-  push_to_registry:
-    name: Push Docker image to Docker Hub
-    runs-on: ubuntu-latest
-    permissions:
-      packages: write
-      contents: read
-      attestations: write
-      id-token: write
+  # Build ARM64 image on native ARM64 runner
+  build-arm64:
+    runs-on: [linux-arm64]
     steps:
-      - name: Check out the repo
+      - name: Checkout Repository
         uses: actions/checkout@v4
 
       - name: Log in to Docker Hub
-        uses: docker/login-action@f4ef78c080cd8ba55a85445d5b36e214a81df20a
+        uses: docker/login-action@v3
         with:
           username: ${{ secrets.DOCKER_USERNAME }}
           password: ${{ secrets.DOCKER_PASSWORD }}
 
       - name: Extract metadata (tags, labels) for Docker
         id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
+        uses: docker/metadata-action@v5
         with:
-          images: katanemo/archgw
+          images: ${{ env.DOCKER_IMAGE }}
+          tags: |
+            type=raw,value=latest  # Force the tag to be "latest"
 
-      - name: Build and push Docker image
-        id: push
-        uses: docker/build-push-action@3b5e8027fcad23fda98b2e3ac259d8d67585f671
+      - name: Build and Push ARM64 Image
+        uses: docker/build-push-action@v5
         with:
           context: .
           file: ./arch/Dockerfile
+          platforms: linux/arm64
           push: true
-          tags: ${{ steps.meta.outputs.tags }}
-          labels: ${{ steps.meta.outputs.labels }}
+          tags: ${{ steps.meta.outputs.tags }}-arm64
+
+  # Build AMD64 image on GitHub's AMD64 runner
+  build-amd64:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Repository
+        uses: actions/checkout@v4
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.DOCKER_IMAGE }}
+          tags: |
+            type=raw,value=latest  # Force the tag to be "latest"
+
+      - name: Build and Push AMD64 Image
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          file: ./arch/Dockerfile
+          platforms: linux/amd64
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}-amd64
+
+
+  # Combine ARM64 and AMD64 images into a multi-arch manifest
+  create-manifest:
+    runs-on: ubuntu-latest
+    needs: [build-arm64, build-amd64]  # Wait for both builds
+    steps:
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.DOCKER_IMAGE }}
+          tags: |
+            type=raw,value=latest  # Force the tag to be "latest"
+
+      - name: Create Multi-Arch Manifest
+        run: |
+          # Combine the architecture-specific images into a "latest" manifest
+          docker buildx imagetools create -t ${{ steps.meta.outputs.tags }} \
+            ${{ env.DOCKER_IMAGE }}:latest-arm64 \
+            ${{ env.DOCKER_IMAGE }}:latest-amd64

From afa2142d939d877518f1fdc48f9d5030f7a9644b Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Wed, 5 Feb 2025 18:57:01 -0800
Subject: [PATCH 06/15] run rust tests for all crates upon commit (#393)

---
 .pre-commit-config.yaml | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1e577bbf..5aa68ad3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,9 +25,7 @@ repos:
         name: cargo-test
         language: system
         types: [file, rust]
-        # --lib is to only test the library, since when integration tests are made,
-        # they will be in a seperate tests directory
-        entry: bash -c "cd crates/llm_gateway && cargo test --lib"
+        entry: bash -c "cd crates && cargo test --lib"
 
   - repo: https://github.com/psf/black
     rev: 23.1.0

From a62f906432b7f52c0878d2f7ea737290d31b9eb9 Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Wed, 5 Feb 2025 20:25:41 -0800
Subject: [PATCH 07/15] remove unused cargo.lock files (#396)

---
 crates/llm_gateway/Cargo.lock    | 2166 ------------------------------
 crates/prompt_gateway/Cargo.lock | 2166 ------------------------------
 2 files changed, 4332 deletions(-)
 delete mode 100644 crates/llm_gateway/Cargo.lock
 delete mode 100644 crates/prompt_gateway/Cargo.lock

diff --git a/crates/llm_gateway/Cargo.lock b/crates/llm_gateway/Cargo.lock
deleted file mode 100644
index 19ce3747..00000000
--- a/crates/llm_gateway/Cargo.lock
+++ /dev/null
@@ -1,2166 +0,0 @@
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From e82f8f216f777bd698a8713dd98166c2ff121a81 Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Thu, 6 Feb 2025 11:00:47 -0800
Subject: [PATCH 08/15] Encode parameter values in http path and ... (#395)

* Encode parameter values in http path and ...

- don't send param values in request body in http get request
- send param values in http post request

* rust tests

* refactor code

* add tests
---
 crates/Cargo.lock                           | 302 ++++++++++++++++++++
 crates/common/Cargo.toml                    |   2 +
 crates/common/src/path.rs                   | 163 +++++++++--
 crates/prompt_gateway/src/lib.rs            |   1 +
 crates/prompt_gateway/src/stream_context.rs |  82 +++---
 crates/prompt_gateway/src/tools.rs          | 157 ++++++++++
 crates/prompt_gateway/tests/integration.rs  |  10 +-
 7 files changed, 643 insertions(+), 74 deletions(-)
 create mode 100644 crates/prompt_gateway/src/tools.rs

diff --git a/crates/Cargo.lock b/crates/Cargo.lock
index 98157733..b585ef6e 100644
--- a/crates/Cargo.lock
+++ b/crates/Cargo.lock
@@ -234,6 +234,8 @@ dependencies = [
  "serde_yaml",
  "thiserror",
  "tiktoken-rs",
+ "url",
+ "urlencoding",
 ]
 
 [[package]]
@@ -477,6 +479,17 @@ dependencies = [
  "winapi",
 ]
 
+[[package]]
+name = "displaydoc"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.79",
+]
+
 [[package]]
 name = "duration-string"
 version = "0.3.0"
@@ -557,6 +570,15 @@ version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f81ec6369c545a7d40e4589b5597581fa1c441fe1cce96dd1de43159910a36a2"
 
+[[package]]
+name = "form_urlencoded"
+version = "1.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e13624c2627564efccf4934284bdd98cbaa14e79b0b5a141218e507b3a823456"
+dependencies = [
+ "percent-encoding",
+]
+
 [[package]]
 name = "futures"
 version = "0.3.31"
@@ -782,12 +804,151 @@ dependencies = [
  "itoa",
 ]
 
+[[package]]
+name = "icu_collections"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "db2fa452206ebee18c4b5c2274dbf1de17008e874b4dc4f0aea9d01ca79e4526"
+dependencies = [
+ "displaydoc",
+ "yoke",
+ "zerofrom",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_locid"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "13acbb8371917fc971be86fc8057c41a64b521c184808a698c02acc242dbf637"
+dependencies = [
+ "displaydoc",
+ "litemap",
+ "tinystr",
+ "writeable",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_locid_transform"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "01d11ac35de8e40fdeda00d9e1e9d92525f3f9d887cdd7aa81d727596788b54e"
+dependencies = [
+ "displaydoc",
+ "icu_locid",
+ "icu_locid_transform_data",
+ "icu_provider",
+ "tinystr",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_locid_transform_data"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fdc8ff3388f852bede6b579ad4e978ab004f139284d7b28715f773507b946f6e"
+
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+checksum = "19ce3e0da2ec68599d193c93d088142efd7f9c5d6fc9b803774855747dc6a84f"
+dependencies = [
+ "displaydoc",
+ "icu_collections",
+ "icu_normalizer_data",
+ "icu_properties",
+ "icu_provider",
+ "smallvec",
+ "utf16_iter",
+ "utf8_iter",
+ "write16",
+ "zerovec",
+]
+
+[[package]]
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+checksum = "f8cafbf7aa791e9b22bec55a167906f9e1215fd475cd22adfcf660e03e989516"
+
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+checksum = "93d6020766cfc6302c15dbbc9c8778c37e62c14427cb7f6e601d849e092aeef5"
+dependencies = [
+ "displaydoc",
+ "icu_collections",
+ "icu_locid_transform",
+ "icu_properties_data",
+ "icu_provider",
+ "tinystr",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_properties_data"
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+checksum = "67a8effbc3dd3e4ba1afa8ad918d5684b8868b3b26500753effea8d2eed19569"
+
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+checksum = "6ed421c8a8ef78d3e2dbc98a973be2f3770cb42b606e3ab18d6237c4dfde68d9"
+dependencies = [
+ "displaydoc",
+ "icu_locid",
+ "icu_provider_macros",
+ "stable_deref_trait",
+ "tinystr",
+ "writeable",
+ "yoke",
+ "zerofrom",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_provider_macros"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ec89e9337638ecdc08744df490b221a7399bf8d164eb52a665454e60e075ad6"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.79",
+]
+
 [[package]]
 name = "id-arena"
 version = "2.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "25a2bc672d1148e28034f176e01fffebb08b35768468cc954630da77a1449005"
 
+[[package]]
+name = "idna"
+version = "1.0.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "686f825264d630750a544639377bae737628043f20d38bbc029e8f29ea968a7e"
+dependencies = [
+ "idna_adapter",
+ "smallvec",
+ "utf8_iter",
+]
+
+[[package]]
+name = "idna_adapter"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "daca1df1c957320b2cf139ac61e7bd64fed304c5040df000a745aa1de3b4ef71"
+dependencies = [
+ "icu_normalizer",
+ "icu_properties",
+]
+
 [[package]]
 name = "indexmap"
 version = "2.6.0"
@@ -883,6 +1044,12 @@ version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "78b3ae25bc7c8c38cec158d1f2757ee79e9b3740fbc7ccf0e59e4b08d793fa89"
 
+[[package]]
+name = "litemap"
+version = "0.7.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4ee93343901ab17bd981295f2cf0026d4ad018c7c31ba84549a4ddbb47a45104"
+
 [[package]]
 name = "llm_gateway"
 version = "0.1.0"
@@ -1028,6 +1195,12 @@ version = "1.0.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
 
+[[package]]
+name = "percent-encoding"
+version = "2.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e3148f5046208a5d56bcfc03053e3ca6334e51da8dfb19b6cdc8b306fae3283e"
+
 [[package]]
 name = "pin-project-lite"
 version = "0.2.14"
@@ -1547,6 +1720,17 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "synstructure"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8af7666ab7b6390ab78131fb5b0fce11d6b7a6951602017c35fa82800708971"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.79",
+]
+
 [[package]]
 name = "target-lexicon"
 version = "0.12.16"
@@ -1606,6 +1790,16 @@ dependencies = [
  "rustc-hash",
 ]
 
+[[package]]
+name = "tinystr"
+version = "0.7.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9117f5d4db391c1cf6927e7bea3db74b9a1c1add8f7eda9ffd5364f40f57b82f"
+dependencies = [
+ "displaydoc",
+ "zerovec",
+]
+
 [[package]]
 name = "toml"
 version = "0.8.19"
@@ -1676,6 +1870,35 @@ version = "0.2.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "673aac59facbab8a9007c7f6108d11f63b603f7cabff99fabf650fea5c32b861"
 
+[[package]]
+name = "url"
+version = "2.5.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32f8b686cadd1473f4bd0117a5d28d36b1ade384ea9b5069a1c40aefed7fda60"
+dependencies = [
+ "form_urlencoded",
+ "idna",
+ "percent-encoding",
+]
+
+[[package]]
+name = "urlencoding"
+version = "2.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "daf8dba3b7eb870caf1ddeed7bc9d2a049f3cfdfae7cb521b087cc33ae4c49da"
+
+[[package]]
+name = "utf16_iter"
+version = "1.0.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8232dd3cdaed5356e0f716d285e4b40b932ac434100fe9b7e0e8e935b9e6246"
+
+[[package]]
+name = "utf8_iter"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
+
 [[package]]
 name = "uuid"
 version = "1.11.0"
@@ -2189,12 +2412,48 @@ dependencies = [
  "wasmparser 0.212.0",
 ]
 
+[[package]]
+name = "write16"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d1890f4022759daae28ed4fe62859b1236caebfc61ede2f63ed4e695f3f6d936"
+
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+checksum = "1e9df38ee2d2c3c5948ea468a8406ff0db0b29ae1ffde1bcf20ef305bcc95c51"
+
 [[package]]
 name = "yansi"
 version = "1.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cfe53a6657fd280eaa890a3bc59152892ffa3e30101319d168b781ed6529b049"
 
+[[package]]
+name = "yoke"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "120e6aef9aa629e3d4f52dc8cc43a015c7724194c97dfaf45180d2daf2b77f40"
+dependencies = [
+ "serde",
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
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+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.79",
+ "synstructure",
+]
+
 [[package]]
 name = "zerocopy"
 version = "0.7.35"
@@ -2216,6 +2475,49 @@ dependencies = [
  "syn 2.0.79",
 ]
 
+[[package]]
+name = "zerofrom"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cff3ee08c995dee1859d998dea82f7374f2826091dd9cd47def953cae446cd2e"
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+ "zerofrom-derive",
+]
+
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+ "synstructure",
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+]
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 [[package]]
 name = "zstd"
 version = "0.13.2"
diff --git a/crates/common/Cargo.toml b/crates/common/Cargo.toml
index 84aa636c..d8c35140 100644
--- a/crates/common/Cargo.toml
+++ b/crates/common/Cargo.toml
@@ -16,6 +16,8 @@ tiktoken-rs = "0.5.9"
 rand = "0.8.5"
 serde_json = "1.0"
 hex = "0.4.3"
+urlencoding = "2.1.3"
+url = "2.5.4"
 
 [dev-dependencies]
 pretty_assertions = "1.4.1"
diff --git a/crates/common/src/path.rs b/crates/common/src/path.rs
index 3bf2aed5..f11cb7b9 100644
--- a/crates/common/src/path.rs
+++ b/crates/common/src/path.rs
@@ -1,21 +1,30 @@
-use std::collections::HashMap;
+use std::collections::{HashMap, HashSet};
+use url::Url;
+use urlencoding;
+
+use crate::configuration::Parameter;
 
 pub fn replace_params_in_path(
     path: &str,
-    params: &HashMap<String, String>,
-) -> Result<String, String> {
-    let mut result = String::new();
-    let mut in_param = false;
+    tool_params: &HashMap<String, String>,
+    prompt_target_params: &[Parameter],
+) -> Result<(String, String, HashMap<String, String>), String> {
+    let mut query_string_replaced = String::new();
     let mut current_param = String::new();
+    let mut vars_replaced = HashSet::new();
+    let mut params: HashMap<String, String> = HashMap::new();
 
+    let mut in_param = false;
     for c in path.chars() {
         if c == '{' {
             in_param = true;
         } else if c == '}' {
             in_param = false;
             let param_name = current_param.clone();
-            if let Some(value) = params.get(&param_name) {
-                result.push_str(value);
+            if let Some(value) = tool_params.get(&param_name) {
+                let value = urlencoding::encode(value);
+                query_string_replaced.push_str(value.into_owned().as_str());
+                vars_replaced.insert(param_name.clone());
             } else {
                 return Err(format!("Missing value for parameter `{}`", param_name));
             }
@@ -23,31 +32,106 @@ pub fn replace_params_in_path(
         } else if in_param {
             current_param.push(c);
         } else {
-            result.push(c);
+            query_string_replaced.push(c);
         }
     }
 
-    Ok(result)
+    // add the remaining params in path
+    for (param_name, value) in tool_params.iter() {
+        let value = urlencoding::encode(value).into_owned();
+        if !vars_replaced.contains(param_name) {
+            vars_replaced.insert(param_name.clone());
+            params.insert(param_name.clone(), value.clone());
+            if query_string_replaced.contains("?") {
+                query_string_replaced.push_str(&format!("&{}={}", param_name, value));
+            } else {
+                query_string_replaced.push_str(&format!("?{}={}", param_name, value));
+            }
+        }
+    }
+
+    // add default values
+    for param in prompt_target_params.iter() {
+        if !vars_replaced.contains(&param.name) && param.default.is_some() {
+            params.insert(param.name.clone(), param.default.clone().unwrap());
+            if query_string_replaced.contains("?") {
+                query_string_replaced.push_str(&format!(
+                    "&{}={}",
+                    param.name,
+                    param.default.as_ref().unwrap()
+                ));
+            } else {
+                query_string_replaced.push_str(&format!(
+                    "?{}={}",
+                    param.name,
+                    param.default.as_ref().unwrap()
+                ));
+            }
+        }
+    }
+
+    let parsed_uri = Url::parse("http://dummy.com").unwrap();
+    let parsed_uri = parsed_uri
+        .join(&query_string_replaced)
+        .map_err(|e| e.to_string())?;
+    let query_string = parsed_uri.query().unwrap_or("");
+    let path_uri = parsed_uri.path();
+
+    Ok((path_uri.to_string(), query_string.to_string(), params))
 }
 
 #[cfg(test)]
 mod test {
+    use std::collections::HashMap;
+
+    use crate::configuration::Parameter;
+
     #[test]
     fn test_replace_path() {
         let path = "/cluster.open-cluster-management.io/v1/managedclusters/{cluster_name}";
-        let params = vec![("cluster_name".to_string(), "test1".to_string())]
-            .into_iter()
-            .collect();
+        let params = vec![
+            ("cluster_name".to_string(), "test1".to_string()),
+            ("hello".to_string(), "hello world".to_string()),
+        ]
+        .into_iter()
+        .collect();
+        let prompt_target_params = vec![Parameter {
+            name: "country".to_string(),
+            parameter_type: None,
+            description: "test target".to_string(),
+            required: None,
+            enum_values: None,
+            default: Some("US".to_string()),
+            in_path: None,
+            format: None,
+        }];
+
+        let out_params: HashMap<String, String> = vec![
+            ("country".to_string(), "US".to_string()),
+            ("hello".to_string(), "hello%20world".to_string()),
+        ]
+        .into_iter()
+        .collect();
         assert_eq!(
-            super::replace_params_in_path(path, &params),
-            Ok("/cluster.open-cluster-management.io/v1/managedclusters/test1".to_string())
+            super::replace_params_in_path(path, &params, &prompt_target_params),
+            Ok((
+                "/cluster.open-cluster-management.io/v1/managedclusters/test1".to_string(),
+                "hello=hello%20world&country=US".to_string(),
+                out_params.clone()
+            ))
         );
 
+        let out_params = HashMap::new();
+        let prompt_target_params = vec![];
         let path = "/cluster.open-cluster-management.io/v1/managedclusters";
         let params = vec![].into_iter().collect();
         assert_eq!(
-            super::replace_params_in_path(path, &params),
-            Ok("/cluster.open-cluster-management.io/v1/managedclusters".to_string())
+            super::replace_params_in_path(path, &params, &prompt_target_params),
+            Ok((
+                "/cluster.open-cluster-management.io/v1/managedclusters".to_string(),
+                "".to_string(),
+                out_params
+            ))
         );
 
         let path = "/foo/{bar}/baz";
@@ -55,8 +139,8 @@ mod test {
             .into_iter()
             .collect();
         assert_eq!(
-            super::replace_params_in_path(path, &params),
-            Ok("/foo/qux/baz".to_string())
+            super::replace_params_in_path(path, &params, &prompt_target_params),
+            Ok(("/foo/qux/baz".to_string(), "".to_string(), HashMap::new()))
         );
 
         let path = "/foo/{bar}/baz/{qux}";
@@ -67,8 +151,45 @@ mod test {
         .into_iter()
         .collect();
         assert_eq!(
-            super::replace_params_in_path(path, &params),
-            Ok("/foo/qux/baz/quux".to_string())
+            super::replace_params_in_path(path, &params, &prompt_target_params),
+            Ok((
+                "/foo/qux/baz/quux".to_string(),
+                "".to_string(),
+                HashMap::new()
+            ))
+        );
+
+        let path = "/foo/{bar}/baz/{qux}?hello=world";
+        let params = vec![
+            ("bar".to_string(), "qux".to_string()),
+            ("qux".to_string(), "quux".to_string()),
+        ]
+        .into_iter()
+        .collect();
+        assert_eq!(
+            super::replace_params_in_path(path, &params, &prompt_target_params),
+            Ok((
+                "/foo/qux/baz/quux".to_string(),
+                "hello=world".to_string(),
+                HashMap::new()
+            ))
+        );
+
+        let path = "/foo/{bar}/baz/{qux}?hello={hello}";
+        let params = vec![
+            ("bar".to_string(), "qux".to_string()),
+            ("qux".to_string(), "quux".to_string()),
+            ("hello".to_string(), "hello world".to_string()),
+        ]
+        .into_iter()
+        .collect();
+        assert_eq!(
+            super::replace_params_in_path(path, &params, &prompt_target_params),
+            Ok((
+                "/foo/qux/baz/quux".to_string(),
+                "hello=hello%20world".to_string(),
+                HashMap::new()
+            ))
         );
 
         let path = "/foo/{bar}/baz/{qux}";
@@ -76,7 +197,7 @@ mod test {
             .into_iter()
             .collect();
         assert_eq!(
-            super::replace_params_in_path(path, &params),
+            super::replace_params_in_path(path, &params, &prompt_target_params),
             Err("Missing value for parameter `qux`".to_string())
         );
     }
diff --git a/crates/prompt_gateway/src/lib.rs b/crates/prompt_gateway/src/lib.rs
index 1acd4d6d..7e7a24f9 100644
--- a/crates/prompt_gateway/src/lib.rs
+++ b/crates/prompt_gateway/src/lib.rs
@@ -7,6 +7,7 @@ mod filter_context;
 mod http_context;
 mod metrics;
 mod stream_context;
+mod tools;
 
 proxy_wasm::main! {{
     proxy_wasm::set_log_level(LogLevel::Trace);
diff --git a/crates/prompt_gateway/src/stream_context.rs b/crates/prompt_gateway/src/stream_context.rs
index 3e3fee5b..24e37186 100644
--- a/crates/prompt_gateway/src/stream_context.rs
+++ b/crates/prompt_gateway/src/stream_context.rs
@@ -1,4 +1,5 @@
 use crate::metrics::Metrics;
+use crate::tools::compute_request_path_body;
 use common::api::open_ai::{
     to_server_events, ArchState, ChatCompletionStreamResponse, ChatCompletionsRequest,
     ChatCompletionsResponse, Message, ModelServerResponse, ToolCall,
@@ -16,7 +17,6 @@ use derivative::Derivative;
 use http::StatusCode;
 use log::{debug, trace, warn};
 use proxy_wasm::traits::*;
-use serde_yaml::Value;
 use std::cell::RefCell;
 use std::collections::HashMap;
 use std::rc::Rc;
@@ -273,84 +273,70 @@ impl StreamContext {
 
     fn schedule_api_call_request(&mut self, mut callout_context: StreamCallContext) {
         let tools_call_name = self.tool_calls.as_ref().unwrap()[0].function.name.clone();
+        let prompt_target = self.prompt_targets.get(&tools_call_name).unwrap();
+        let tool_params = &self.tool_calls.as_ref().unwrap()[0].function.arguments;
+        let endpoint_details = prompt_target.endpoint.as_ref().unwrap();
+        let endpoint_path: String = endpoint_details
+            .path
+            .as_ref()
+            .unwrap_or(&String::from("/"))
+            .to_string();
 
-        let prompt_target = self.prompt_targets.get(&tools_call_name).unwrap().clone();
+        let http_method = endpoint_details.method.clone().unwrap_or_default();
+        let prompt_target_params = prompt_target.parameters.clone().unwrap_or_default();
 
-        let mut tool_params = self.tool_calls.as_ref().unwrap()[0]
-            .function
-            .arguments
-            .clone();
-        tool_params.insert(
-            String::from(MESSAGES_KEY),
-            serde_yaml::to_value(&callout_context.request_body.messages).unwrap(),
-        );
-
-        let tool_params_json_str = serde_json::to_string(&tool_params).unwrap();
-
-        let endpoint = prompt_target.endpoint.unwrap();
-        let path: String = endpoint.path.unwrap_or(String::from("/"));
-
-        // only add params that are of string, number and bool type
-        let url_params = tool_params
-            .iter()
-            .filter(|(_, value)| value.is_number() || value.is_string() || value.is_bool())
-            .map(|(key, value)| match value {
-                Value::Number(n) => (key.clone(), n.to_string()),
-                Value::String(s) => (key.clone(), s.clone()),
-                Value::Bool(b) => (key.clone(), b.to_string()),
-                Value::Null => todo!(),
-                Value::Sequence(_) => todo!(),
-                Value::Mapping(_) => todo!(),
-                Value::Tagged(_) => todo!(),
-            })
-            .collect::<HashMap<String, String>>();
-
-        let path = match common::path::replace_params_in_path(&path, &url_params) {
-            Ok(path) => path,
+        let (path, body) = match compute_request_path_body(
+            &endpoint_path,
+            tool_params,
+            &prompt_target_params,
+            &http_method,
+        ) {
+            Ok((path, body)) => (path, body),
             Err(e) => {
                 return self.send_server_error(
                     ServerError::BadRequest {
-                        why: format!("error replacing params in path: {}", e),
+                        why: format!("error computing api request path or body: {}", e),
                     },
                     Some(StatusCode::BAD_REQUEST),
                 );
             }
         };
 
-        let http_method = endpoint.method.unwrap_or_default().to_string();
-        let mut headers = vec![
-            (ARCH_UPSTREAM_HOST_HEADER, endpoint.name.as_str()),
-            (":method", &http_method),
+        let http_method_str = http_method.to_string();
+        let mut headers: HashMap<_, _> = [
+            (ARCH_UPSTREAM_HOST_HEADER, endpoint_details.name.as_str()),
+            (":method", &http_method_str),
             (":path", &path),
-            (":authority", endpoint.name.as_str()),
+            (":authority", endpoint_details.name.as_str()),
             ("content-type", "application/json"),
             ("x-envoy-max-retries", "3"),
-        ];
+        ]
+        .into_iter()
+        .collect();
 
         if self.request_id.is_some() {
-            headers.push((REQUEST_ID_HEADER, self.request_id.as_ref().unwrap()));
+            headers.insert(REQUEST_ID_HEADER, self.request_id.as_ref().unwrap());
         }
 
         if self.traceparent.is_some() {
-            headers.push((TRACE_PARENT_HEADER, self.traceparent.as_ref().unwrap()));
+            headers.insert(TRACE_PARENT_HEADER, self.traceparent.as_ref().unwrap());
         }
 
         let call_args = CallArgs::new(
             ARCH_INTERNAL_CLUSTER_NAME,
             &path,
-            headers,
-            Some(tool_params_json_str.as_bytes()),
+            headers.into_iter().collect(),
+            body.as_deref().map(|s| s.as_bytes()),
             vec![],
             Duration::from_secs(5),
         );
 
         debug!(
-            "dispatching api call to developer endpoint: {}, path: {}",
-            endpoint.name, path
+            "dispatching api call to developer endpoint: {}, path: {}, method: {}",
+            endpoint_details.name, path, http_method_str
         );
-        trace!("request body: {}", tool_params_json_str);
 
-        callout_context.upstream_cluster = Some(endpoint.name.to_owned());
+        callout_context.upstream_cluster = Some(endpoint_details.name.to_owned());
         callout_context.upstream_cluster_path = Some(path.to_owned());
         callout_context.response_handler_type = ResponseHandlerType::FunctionCall;
 
diff --git a/crates/prompt_gateway/src/tools.rs b/crates/prompt_gateway/src/tools.rs
new file mode 100644
index 00000000..b3b3d07e
--- /dev/null
+++ b/crates/prompt_gateway/src/tools.rs
@@ -0,0 +1,157 @@
+use common::configuration::{HttpMethod, Parameter};
+use std::collections::HashMap;
+
+use serde_yaml::Value;
+
+// only add params that are of string, number and bool type
+pub fn filter_tool_params(tool_params: &HashMap<String, Value>) -> HashMap<String, String> {
+    tool_params
+        .iter()
+        .filter(|(_, value)| value.is_number() || value.is_string() || value.is_bool())
+        .map(|(key, value)| match value {
+            Value::Number(n) => (key.clone(), n.to_string()),
+            Value::String(s) => (key.clone(), s.clone()),
+            Value::Bool(b) => (key.clone(), b.to_string()),
+            Value::Null => todo!(),
+            Value::Sequence(_) => todo!(),
+            Value::Mapping(_) => todo!(),
+            Value::Tagged(_) => todo!(),
+        })
+        .collect::<HashMap<String, String>>()
+}
+
+pub fn compute_request_path_body(
+    endpoint_path: &str,
+    tool_params: &HashMap<String, Value>,
+    prompt_target_params: &[Parameter],
+    http_method: &HttpMethod,
+) -> Result<(String, Option<String>), String> {
+    let tool_url_params = filter_tool_params(tool_params);
+    let (path_with_params, query_string, additional_params) = common::path::replace_params_in_path(
+        endpoint_path,
+        &tool_url_params,
+        prompt_target_params,
+    )?;
+
+    let (path, body) = match http_method {
+        HttpMethod::Get => (format!("{}?{}", path_with_params, query_string), None),
+        HttpMethod::Post => {
+            let mut additional_params = additional_params;
+            if !query_string.is_empty() {
+                query_string.split("&").for_each(|param| {
+                    let mut parts = param.split("=");
+                    let key = parts.next().unwrap();
+                    let value = parts.next().unwrap();
+                    additional_params.insert(key.to_string(), value.to_string());
+                });
+            }
+            let body = serde_json::to_string(&additional_params).unwrap();
+            (path_with_params, Some(body))
+        }
+    };
+
+    Ok((path, body))
+}
+
+#[cfg(test)]
+mod test {
+    use common::configuration::{HttpMethod, Parameter};
+
+    #[test]
+    fn test_compute_request_path_body() {
+        let endpoint_path = "/cluster.open-cluster-management.io/v1/managedclusters/{cluster_name}";
+        let tool_params = serde_yaml::from_str(
+            r#"
+      cluster_name: test1
+      hello: hello world
+      "#,
+        )
+        .unwrap();
+        let prompt_target_params = vec![Parameter {
+            name: "country".to_string(),
+            parameter_type: None,
+            description: "test target".to_string(),
+            required: None,
+            enum_values: None,
+            default: Some("US".to_string()),
+            in_path: None,
+            format: None,
+        }];
+        let http_method = HttpMethod::Get;
+        let (path, body) = super::compute_request_path_body(
+            endpoint_path,
+            &tool_params,
+            &prompt_target_params,
+            &http_method,
+        )
+        .unwrap();
+        assert_eq!(
+            path,
+            "/cluster.open-cluster-management.io/v1/managedclusters/test1?hello=hello%20world&country=US"
+        );
+        assert_eq!(body, None);
+    }
+
+    #[test]
+    fn test_compute_request_path_body_empty_params() {
+        let endpoint_path = "/cluster.open-cluster-management.io/v1/managedclusters/";
+        let tool_params = serde_yaml::from_str(r#"{}"#).unwrap();
+        let prompt_target_params = vec![Parameter {
+            name: "country".to_string(),
+            parameter_type: None,
+            description: "test target".to_string(),
+            required: None,
+            enum_values: None,
+            default: Some("US".to_string()),
+            in_path: None,
+            format: None,
+        }];
+        let http_method = HttpMethod::Get;
+        let (path, body) = super::compute_request_path_body(
+            endpoint_path,
+            &tool_params,
+            &prompt_target_params,
+            &http_method,
+        )
+        .unwrap();
+        assert_eq!(
+            path,
+            "/cluster.open-cluster-management.io/v1/managedclusters/?country=US"
+        );
+        assert_eq!(body, None);
+    }
+
+    #[test]
+    fn test_compute_request_path_body_override_default_val() {
+        let endpoint_path = "/cluster.open-cluster-management.io/v1/managedclusters/";
+        let tool_params = serde_yaml::from_str(
+            r#"
+      country: UK
+      "#,
+        )
+        .unwrap();
+        let prompt_target_params = vec![Parameter {
+            name: "country".to_string(),
+            parameter_type: None,
+            description: "test target".to_string(),
+            required: None,
+            enum_values: None,
+            default: Some("US".to_string()),
+            in_path: None,
+            format: None,
+        }];
+        let http_method = HttpMethod::Get;
+        let (path, body) = super::compute_request_path_body(
+            endpoint_path,
+            &tool_params,
+            &prompt_target_params,
+            &http_method,
+        )
+        .unwrap();
+        assert_eq!(
+            path,
+            "/cluster.open-cluster-management.io/v1/managedclusters/?country=UK"
+        );
+        assert_eq!(body, None);
+    }
+}
diff --git a/crates/prompt_gateway/tests/integration.rs b/crates/prompt_gateway/tests/integration.rs
index 9fcaf74d..4af98166 100644
--- a/crates/prompt_gateway/tests/integration.rs
+++ b/crates/prompt_gateway/tests/integration.rs
@@ -365,6 +365,7 @@ fn prompt_gateway_request_to_llm_gateway() {
         metadata: None,
     };
 
+    let expected_body = "{\"city\":\"seattle\"}";
     let arch_fc_resp_str = serde_json::to_string(&arch_fc_resp).unwrap();
     module
         .call_proxy_on_http_call_response(http_context, 1, 0, arch_fc_resp_str.len() as i32, 0)
@@ -377,18 +378,17 @@ fn prompt_gateway_request_to_llm_gateway() {
         .expect_log(Some(LogLevel::Debug), None)
         .expect_log(Some(LogLevel::Trace), None)
         .expect_log(Some(LogLevel::Trace), None)
-        .expect_log(Some(LogLevel::Trace), None)
         .expect_http_call(
             Some("arch_internal"),
             Some(vec![
-                ("x-arch-upstream", "api_server"),
                 (":method", "POST"),
-                (":path", "/weather"),
-                (":authority", "api_server"),
                 ("content-type", "application/json"),
+                ("x-arch-upstream", "api_server"),
+                (":authority", "api_server"),
                 ("x-envoy-max-retries", "3"),
+                (":path", "/weather"),
             ]),
-            None,
+            Some(expected_body),
             None,
             None,
         )

From 2bd61d628c6af0d0da51c574972a22afe9f3dd58 Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Thu, 6 Feb 2025 11:48:09 -0800
Subject: [PATCH 09/15] add ability to specify custom http headers in api
 endpoint (#386)

---
 arch/arch_config_schema.yaml                |   4 ++
 arch/envoy.template.yaml                    |   8 +--
 arch/tools/cli/utils.py                     |  12 ++++
 crates/common/src/configuration.rs          |   1 +
 crates/prompt_gateway/src/stream_context.rs |   6 ++
 demos/currency_exchange/arch_config.yaml    |  12 ++--
 demos/stock_quote/README.md                 |   9 +++
 demos/stock_quote/arch_config.yaml          |  69 ++++++++++++++++++++
 demos/stock_quote/docker-compose.yaml       |  21 ++++++
 demos/stock_quote/run_demo.sh               |  47 +++++++++++++
 demos/stock_quote/stock_quote_demo.png      | Bin 0 -> 689436 bytes
 11 files changed, 179 insertions(+), 10 deletions(-)
 create mode 100644 demos/stock_quote/README.md
 create mode 100644 demos/stock_quote/arch_config.yaml
 create mode 100644 demos/stock_quote/docker-compose.yaml
 create mode 100644 demos/stock_quote/run_demo.sh
 create mode 100644 demos/stock_quote/stock_quote_demo.png

diff --git a/arch/arch_config_schema.yaml b/arch/arch_config_schema.yaml
index 96e14856..f2b2c8a5 100644
--- a/arch/arch_config_schema.yaml
+++ b/arch/arch_config_schema.yaml
@@ -135,6 +135,10 @@ properties:
               enum:
                 - GET
                 - POST
+            http_headers:
+              type: object
+              additionalProperties:
+                type: string
           additionalProperties: false
           required:
             - name
diff --git a/arch/envoy.template.yaml b/arch/envoy.template.yaml
index 5dfa60b3..0040b57b 100644
--- a/arch/envoy.template.yaml
+++ b/arch/envoy.template.yaml
@@ -486,14 +486,14 @@ static_resources:
         typed_config:
           "@type": type.googleapis.com/envoy.extensions.transport_sockets.tls.v3.UpstreamTlsContext
           sni: api.mistral.ai
-    {% for internal_clustrer in ["arch_fc", "model_server"] %}
-    - name: {{ internal_clustrer }}
+    {% for internal_cluster in ["arch_fc", "model_server"] %}
+    - name: {{ internal_cluster }}
       connect_timeout: 5s
       type: STRICT_DNS
       dns_lookup_family: V4_ONLY
       lb_policy: ROUND_ROBIN
       load_assignment:
-        cluster_name: {{ internal_clustrer }}
+        cluster_name: {{ internal_cluster }}
         endpoints:
           - lb_endpoints:
               - endpoint:
@@ -501,7 +501,7 @@ static_resources:
                     socket_address:
                       address: host.docker.internal
                       port_value: $MODEL_SERVER_PORT
-                  hostname: {{ internal_clustrer }}
+                  hostname: {{ internal_cluster }}
     {% endfor %}
     - name: mistral_7b_instruct
       connect_timeout: 5s
diff --git a/arch/tools/cli/utils.py b/arch/tools/cli/utils.py
index 8e8b234d..cc6ac20b 100644
--- a/arch/tools/cli/utils.py
+++ b/arch/tools/cli/utils.py
@@ -89,6 +89,18 @@ def get_llm_provider_access_keys(arch_config_file):
         if acess_key is not None:
             access_key_list.append(acess_key)
 
+    for prompt_target in arch_config_yaml.get("prompt_targets", []):
+        for k, v in prompt_target.get("endpoint", {}).get("http_headers", {}).items():
+            if k.lower() == "authorization":
+                print(
+                    f"found auth header: {k} for prompt_target: {prompt_target.get('name')}/{prompt_target.get('endpoint').get('name')}"
+                )
+                auth_tokens = v.split(" ")
+                if len(auth_tokens) > 1:
+                    access_key_list.append(auth_tokens[1])
+                else:
+                    access_key_list.append(v)
+
     return access_key_list
 
 
diff --git a/crates/common/src/configuration.rs b/crates/common/src/configuration.rs
index fbafe7b9..f1250499 100644
--- a/crates/common/src/configuration.rs
+++ b/crates/common/src/configuration.rs
@@ -242,6 +242,7 @@ pub struct EndpointDetails {
     pub path: Option<String>,
     #[serde(rename = "http_method")]
     pub method: Option<HttpMethod>,
+    pub http_headers: Option<HashMap<String, String>>,
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
diff --git a/crates/prompt_gateway/src/stream_context.rs b/crates/prompt_gateway/src/stream_context.rs
index 24e37186..2704e8d8 100644
--- a/crates/prompt_gateway/src/stream_context.rs
+++ b/crates/prompt_gateway/src/stream_context.rs
@@ -322,6 +322,12 @@ impl StreamContext {
             headers.insert(TRACE_PARENT_HEADER, self.traceparent.as_ref().unwrap());
         }
 
+        // override http headers that are set in the prompt target
+        let http_headers = endpoint_details.http_headers.clone().unwrap_or_default();
+        for (key, value) in http_headers.iter() {
+            headers.insert(key.as_str(), value.as_str());
+        }
+
         let call_args = CallArgs::new(
             ARCH_INTERNAL_CLUSTER_NAME,
             &path,
diff --git a/demos/currency_exchange/arch_config.yaml b/demos/currency_exchange/arch_config.yaml
index f51b5904..89a9e65b 100644
--- a/demos/currency_exchange/arch_config.yaml
+++ b/demos/currency_exchange/arch_config.yaml
@@ -12,6 +12,11 @@ llm_providers:
     provider_interface: openai
     model: gpt-4o
 
+endpoints:
+  frankfurther_api:
+    endpoint: api.frankfurter.dev
+    protocol: https
+
 system_prompt: |
   You are a helpful assistant.
 
@@ -26,7 +31,7 @@ prompt_targets:
     description: Get currency exchange rate from USD to other currencies
     parameters:
       - name: currency_symbol
-        description: the currency that needs conversion
+        description: currency symbol to convert from USD
         required: true
         type: str
         in_path: true
@@ -42,11 +47,6 @@ prompt_targets:
       name: frankfurther_api
       path: /v1/currencies
 
-endpoints:
-  frankfurther_api:
-    endpoint: api.frankfurter.dev
-    protocol: https
-
 tracing:
   random_sampling: 100
   trace_arch_internal: true
diff --git a/demos/stock_quote/README.md b/demos/stock_quote/README.md
new file mode 100644
index 00000000..885bdd5d
--- /dev/null
+++ b/demos/stock_quote/README.md
@@ -0,0 +1,9 @@
+This demo shows how you can use a publicly hosted rest api that is protected by an access key.
+
+Before you start the demo make sure you set `OPENAI_API_KEY` and `TWELVEDATA_API_KEY`.
+
+To get `TWELVEDATA_API_KEY` please head over to https://twelvedata.com/.
+
+Following screenshot shows interaction with stock quote demo,
+
+![alt text](stock_quote_demo.png)
diff --git a/demos/stock_quote/arch_config.yaml b/demos/stock_quote/arch_config.yaml
new file mode 100644
index 00000000..c763d4ca
--- /dev/null
+++ b/demos/stock_quote/arch_config.yaml
@@ -0,0 +1,69 @@
+version: v0.1
+
+listener:
+  address: 0.0.0.0
+  port: 10000
+  message_format: huggingface
+  connect_timeout: 0.005s
+
+llm_providers:
+  - name: gpt-4o
+    access_key: $OPENAI_API_KEY
+    provider_interface: openai
+    model: gpt-4o
+
+endpoints:
+  twelvedata_api:
+    endpoint: api.twelvedata.com
+    protocol: https
+
+system_prompt: |
+  You are a helpful assistant.
+
+prompt_guards:
+  input_guards:
+    jailbreak:
+      on_exception:
+        message: Looks like you're curious about my abilities, but I can only provide assistance for currency exchange.
+
+prompt_targets:
+  - name: stock_quote
+    description: get current stock exchange rate for a given symbol
+    parameters:
+      - name: symbol
+        description: Stock symbol
+        required: true
+        type: str
+    endpoint:
+      name: twelvedata_api
+      path: /quote
+      http_headers:
+        Authorization: "apikey $TWELVEDATA_API_KEY"
+    system_prompt: |
+      You are a helpful stock exchange assistant. You are given stock symbol along with its exchange rate in json format. Your task is to parse the data and present it in a human-readable format. Keep the details to highlevel and be concise.
+
+  - name: stock_quote_time_series
+    description: get historical stock exchange rate for a given symbol
+    parameters:
+      - name: symbol
+        description: Stock symbol
+        required: true
+        type: str
+      - name: interval
+        description: Time interval
+        default: 1day
+        enum:
+          - 1h
+          - 1day
+        type: str
+    endpoint:
+      name: twelvedata_api
+      path: /time_series
+      http_headers:
+        Authorization: "apikey $TWELVEDATA_API_KEY"
+    system_prompt: |
+      You are a helpful stock exchange assistant. You are given stock symbol along with its historical data in json format. Your task is to parse the data and present it in a human-readable format. Keep the details to highlevel only and be concise.
+
+tracing:
+  random_sampling: 100
+  trace_arch_internal: true
diff --git a/demos/stock_quote/docker-compose.yaml b/demos/stock_quote/docker-compose.yaml
new file mode 100644
index 00000000..32cfbd20
--- /dev/null
+++ b/demos/stock_quote/docker-compose.yaml
@@ -0,0 +1,21 @@
+services:
+  chatbot_ui:
+    build:
+      context: ../shared/chatbot_ui
+    ports:
+      - "18080:8080"
+    environment:
+      # this is only because we are running the sample app in the same docker container environment as archgw
+      - CHAT_COMPLETION_ENDPOINT=http://host.docker.internal:10000/v1
+    extra_hosts:
+      - "host.docker.internal:host-gateway"
+    volumes:
+      - ./arch_config.yaml:/app/arch_config.yaml
+
+  jaeger:
+    build:
+      context: ../shared/jaeger
+    ports:
+      - "16686:16686"
+      - "4317:4317"
+      - "4318:4318"
diff --git a/demos/stock_quote/run_demo.sh b/demos/stock_quote/run_demo.sh
new file mode 100644
index 00000000..eb47dce6
--- /dev/null
+++ b/demos/stock_quote/run_demo.sh
@@ -0,0 +1,47 @@
+#!/bin/bash
+set -e
+
+# Function to start the demo
+start_demo() {
+  # Step 1: Check if .env file exists
+  if [ -f ".env" ]; then
+    echo ".env file already exists. Skipping creation."
+  else
+    # Step 2: Create `.env` file and set OpenAI key
+    if [ -z "$OPENAI_API_KEY" ]; then
+      echo "Error: OPENAI_API_KEY environment variable is not set for the demo."
+      exit 1
+    fi
+
+    echo "Creating .env file..."
+    echo "OPENAI_API_KEY=$OPENAI_API_KEY" > .env
+    echo ".env file created with OPENAI_API_KEY."
+  fi
+
+  # Step 3: Start Arch
+  echo "Starting Arch with arch_config.yaml..."
+  archgw up arch_config.yaml
+
+  # Step 4: Start developer services
+  echo "Starting Network Agent using Docker Compose..."
+  docker compose up -d  # Run in detached mode
+}
+
+# Function to stop the demo
+stop_demo() {
+  # Step 1: Stop Docker Compose services
+  echo "Stopping Network Agent using Docker Compose..."
+  docker compose down
+
+  # Step 2: Stop Arch
+  echo "Stopping Arch..."
+  archgw down
+}
+
+# Main script logic
+if [ "$1" == "down" ]; then
+  stop_demo
+else
+  # Default action is to bring the demo up
+  start_demo
+fi
diff --git a/demos/stock_quote/stock_quote_demo.png b/demos/stock_quote/stock_quote_demo.png
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HcmV?d00001


From b3c95a6698c8a77d09774b83273b9ec592e843d8 Mon Sep 17 00:00:00 2001
From: Salman Paracha <salman.paracha@gmail.com>
Date: Fri, 7 Feb 2025 18:45:42 -0800
Subject: [PATCH 10/15] refactor demos (#398)

---
 .github/workflows/e2e_archgw.yml              |   2 +-
 .github/workflows/e2e_model_server.yml        |   2 +-
 .github/workflows/e2e_test_demos.yml          |   6 +-
 .github/workflows/e2e_tests.yml               |   2 +-
 README.md                                     |   5 +-
 arch/docker-compose.dev.yaml                  |   2 +-
 demos/insurance_agent/Dockerfile              |  19 -
 demos/insurance_agent/README.md               |  58 ---
 demos/insurance_agent/arch_config.yaml        | 105 ------
 demos/insurance_agent/insurance_agent_main.py | 140 -------
 demos/insurance_agent/requirements.txt        |   4 -
 demos/network_agent/grafana/dashboard.yaml    |  12 -
 .../grafana/dashboards/envoy_overview.json    | 355 ------------------
 demos/network_agent/grafana/datasource.yaml   |   9 -
 demos/network_agent/utils.py                  | 253 -------------
 .../weather_forcecast_service/Dockerfile      |  18 +
 .../arch_config.yaml                          |  45 +++
 .../docker-compose.yaml                       |  10 +-
 .../weather_forcecast_service/pom.xml         |  40 ++
 .../weather_forcecast_service}/run_demo.sh    |   0
 .../weather/WeatherForecastApplication.java   |  12 +
 .../weather/controller/WeatherController.java |  54 +++
 .../main/java/weather/model/DayForecast.java  |  40 ++
 .../model/WeatherForecastResponse.java        |  37 ++
 .../java/weather/model/WeatherRequest.java    |  29 ++
 .../src/main/resources/application.properties |   1 +
 .../currency_exchange/README.md               |   0
 .../currency_exchange/arch_config.yaml        |   0
 .../currency_exchange/docker-compose.yaml     |   4 +-
 .../currency_exchange}/run_demo.sh            |   0
 .../currency_exchange/test_data.yaml          |   0
 .../human_resources_agent}/Dockerfile         |   0
 .../human_resources_agent}/README.md          |   0
 .../human_resources_agent}/arch_config.yaml   |   0
 .../docker-compose.yaml                       |   3 +-
 .../human_resources_agent}/image.png          | Bin
 .../human_resources_agent}/main.py            |   0
 .../human_resources_agent}/requirements.txt   |   0
 .../human_resources_agent}/run_demo.sh        |   0
 .../human_resources_agent}/test_data.yaml     |   0
 .../workforce_data.json                       |   0
 .../multi_turn_rag_agent/Dockerfile           |   0
 .../multi_turn_rag_agent/README.md            |   0
 .../multi_turn_rag_agent/arch_config.yaml     |   0
 .../multi_turn_rag_agent/docker-compose.yaml  |   2 +-
 .../multi_turn_rag_agent/main.py              |   0
 .../mutli-turn-example.png                    | Bin
 .../multi_turn_rag_agent/requirements.txt     |   0
 .../multi_turn_rag_agent/run_demo.sh          |   0
 .../network_switch_operator_agent}/Dockerfile |   4 +-
 .../network_switch_operator_agent}/README.md  |   0
 .../arch_config.yaml                          |   0
 .../docker-compose.yaml                       |   2 +-
 .../network_switch_operator_agent}/image.png  | Bin
 .../network_switch_operator_agent}/main.py    |   0
 .../requirements.txt                          |   0
 .../run_demo.sh                               |   1 +
 .../stock_quote/README.md                     |   0
 .../stock_quote/arch_config.yaml              |   0
 .../stock_quote/docker-compose.yaml           |   4 +-
 .../stock_quote/run_demo.sh                   |   0
 .../stock_quote/stock_quote_demo.png          | Bin
 .../weather_forecast/Dockerfile               |   0
 .../weather_forecast/README.md                |   0
 .../weather_forecast/arch_config.yaml         |   0
 .../docker-compose-honeycomb.yaml             |  10 +-
 .../docker-compose-jaeger.yaml                |   8 +-
 .../docker-compose-logfire.yaml               |  10 +-
 .../docker-compose-signoz.yaml                |   8 +-
 .../weather_forecast/docker-compose.yaml      |  22 +-
 .../weather_forecast/main.py                  |   0
 .../weather_forecast/poetry.lock              |   0
 .../weather_forecast/pyproject.toml           |   0
 .../weather_forecast/run_demo.sh              |   0
 demos/{ => shared}/test_runner/common.py      |   0
 demos/{ => shared}/test_runner/poetry.lock    |   0
 demos/{ => shared}/test_runner/pyproject.toml |   0
 .../test_runner/run_demo_tests.sh             |  10 +-
 demos/{ => shared}/test_runner/test_demos.py  |   0
 demos/{ => use_cases}/llm_routing/README.md   |   2 +-
 .../llm_routing/arch_config.yaml              |   0
 .../llm_routing/docker-compose.yaml           |   8 +-
 .../jaeger_tracing_llm_routing.png            | Bin
 .../llm_routing/llm_routing_demo.png          | Bin
 demos/{ => use_cases}/llm_routing/run_demo.sh |   0
 .../ollama}/README.md                         |   0
 .../ollama}/arch_config.yaml                  |   0
 .../ollama}/docker-compose.yaml               |   4 +-
 .../ollama}/docker-compose_honeycomb.yaml     |   6 +-
 .../ollama}/run_demo.sh                       |   2 +-
 docs/source/build_with_arch/multi_turn.rst    |   2 +-
 tests/e2e/docker-compose.yaml                 |   2 +-
 tests/e2e/run_e2e_tests.sh                    |   6 +-
 93 files changed, 338 insertions(+), 1042 deletions(-)
 delete mode 100644 demos/insurance_agent/Dockerfile
 delete mode 100644 demos/insurance_agent/README.md
 delete mode 100644 demos/insurance_agent/arch_config.yaml
 delete mode 100644 demos/insurance_agent/insurance_agent_main.py
 delete mode 100644 demos/insurance_agent/requirements.txt
 delete mode 100644 demos/network_agent/grafana/dashboard.yaml
 delete mode 100644 demos/network_agent/grafana/dashboards/envoy_overview.json
 delete mode 100644 demos/network_agent/grafana/datasource.yaml
 delete mode 100644 demos/network_agent/utils.py
 create mode 100644 demos/samples_java/weather_forcecast_service/Dockerfile
 create mode 100644 demos/samples_java/weather_forcecast_service/arch_config.yaml
 rename demos/{insurance_agent => samples_java/weather_forcecast_service}/docker-compose.yaml (66%)
 create mode 100644 demos/samples_java/weather_forcecast_service/pom.xml
 rename demos/{currency_exchange => samples_java/weather_forcecast_service}/run_demo.sh (100%)
 create mode 100644 demos/samples_java/weather_forcecast_service/src/main/java/weather/WeatherForecastApplication.java
 create mode 100644 demos/samples_java/weather_forcecast_service/src/main/java/weather/controller/WeatherController.java
 create mode 100644 demos/samples_java/weather_forcecast_service/src/main/java/weather/model/DayForecast.java
 create mode 100644 demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherForecastResponse.java
 create mode 100644 demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherRequest.java
 create mode 100644 demos/samples_java/weather_forcecast_service/src/main/resources/application.properties
 rename demos/{ => samples_python}/currency_exchange/README.md (100%)
 rename demos/{ => samples_python}/currency_exchange/arch_config.yaml (100%)
 rename demos/{ => samples_python}/currency_exchange/docker-compose.yaml (86%)
 rename demos/{currency_exchange_ollama => samples_python/currency_exchange}/run_demo.sh (100%)
 rename demos/{ => samples_python}/currency_exchange/test_data.yaml (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/Dockerfile (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/README.md (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/arch_config.yaml (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/docker-compose.yaml (89%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/image.png (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/main.py (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/requirements.txt (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/run_demo.sh (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/test_data.yaml (100%)
 rename demos/{hr_agent => samples_python/human_resources_agent}/workforce_data.json (100%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/Dockerfile (100%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/README.md (100%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/arch_config.yaml (100%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/docker-compose.yaml (93%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/main.py (100%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/mutli-turn-example.png (100%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/requirements.txt (100%)
 rename demos/{ => samples_python}/multi_turn_rag_agent/run_demo.sh (100%)
 rename demos/{network_agent => samples_python/network_switch_operator_agent}/Dockerfile (91%)
 rename demos/{network_agent => samples_python/network_switch_operator_agent}/README.md (100%)
 rename demos/{network_agent => samples_python/network_switch_operator_agent}/arch_config.yaml (100%)
 rename demos/{network_agent => samples_python/network_switch_operator_agent}/docker-compose.yaml (91%)
 rename demos/{network_agent => samples_python/network_switch_operator_agent}/image.png (100%)
 rename demos/{network_agent => samples_python/network_switch_operator_agent}/main.py (100%)
 rename demos/{network_agent => samples_python/network_switch_operator_agent}/requirements.txt (100%)
 rename demos/{insurance_agent => samples_python/network_switch_operator_agent}/run_demo.sh (99%)
 rename demos/{ => samples_python}/stock_quote/README.md (100%)
 rename demos/{ => samples_python}/stock_quote/arch_config.yaml (100%)
 rename demos/{ => samples_python}/stock_quote/docker-compose.yaml (86%)
 rename demos/{ => samples_python}/stock_quote/run_demo.sh (100%)
 rename demos/{ => samples_python}/stock_quote/stock_quote_demo.png (100%)
 rename demos/{ => samples_python}/weather_forecast/Dockerfile (100%)
 rename demos/{ => samples_python}/weather_forecast/README.md (100%)
 rename demos/{ => samples_python}/weather_forecast/arch_config.yaml (100%)
 rename demos/{ => samples_python}/weather_forecast/docker-compose-honeycomb.yaml (77%)
 rename demos/{ => samples_python}/weather_forecast/docker-compose-jaeger.yaml (83%)
 rename demos/{ => samples_python}/weather_forecast/docker-compose-logfire.yaml (77%)
 rename demos/{ => samples_python}/weather_forecast/docker-compose-signoz.yaml (80%)
 rename demos/{ => samples_python}/weather_forecast/docker-compose.yaml (58%)
 rename demos/{ => samples_python}/weather_forecast/main.py (100%)
 rename demos/{ => samples_python}/weather_forecast/poetry.lock (100%)
 rename demos/{ => samples_python}/weather_forecast/pyproject.toml (100%)
 rename demos/{ => samples_python}/weather_forecast/run_demo.sh (100%)
 rename demos/{ => shared}/test_runner/common.py (100%)
 rename demos/{ => shared}/test_runner/poetry.lock (100%)
 rename demos/{ => shared}/test_runner/pyproject.toml (100%)
 rename demos/{ => shared}/test_runner/run_demo_tests.sh (62%)
 rename demos/{ => shared}/test_runner/test_demos.py (100%)
 rename demos/{ => use_cases}/llm_routing/README.md (98%)
 rename demos/{ => use_cases}/llm_routing/arch_config.yaml (100%)
 rename demos/{ => use_cases}/llm_routing/docker-compose.yaml (76%)
 rename demos/{ => use_cases}/llm_routing/jaeger_tracing_llm_routing.png (100%)
 rename demos/{ => use_cases}/llm_routing/llm_routing_demo.png (100%)
 rename demos/{ => use_cases}/llm_routing/run_demo.sh (100%)
 rename demos/{currency_exchange_ollama => use_cases/ollama}/README.md (100%)
 rename demos/{currency_exchange_ollama => use_cases/ollama}/arch_config.yaml (100%)
 rename demos/{currency_exchange_ollama => use_cases/ollama}/docker-compose.yaml (86%)
 rename demos/{currency_exchange_ollama => use_cases/ollama}/docker-compose_honeycomb.yaml (77%)
 rename demos/{network_agent => use_cases/ollama}/run_demo.sh (96%)

diff --git a/.github/workflows/e2e_archgw.yml b/.github/workflows/e2e_archgw.yml
index 46643de1..84ccff68 100644
--- a/.github/workflows/e2e_archgw.yml
+++ b/.github/workflows/e2e_archgw.yml
@@ -7,7 +7,7 @@ on:
   pull_request:
 
 jobs:
-  test:
+  e2e_archgw_tests:
     runs-on: ubuntu-latest-m
     defaults:
       run:
diff --git a/.github/workflows/e2e_model_server.yml b/.github/workflows/e2e_model_server.yml
index 6d749942..3985fc5a 100644
--- a/.github/workflows/e2e_model_server.yml
+++ b/.github/workflows/e2e_model_server.yml
@@ -7,7 +7,7 @@ on:
   pull_request:
 
 jobs:
-  test:
+  e2e_model_server_tests:
     runs-on: ubuntu-latest-m
     defaults:
       run:
diff --git a/.github/workflows/e2e_test_demos.yml b/.github/workflows/e2e_test_demos.yml
index dc4255c2..0dfe3dd7 100644
--- a/.github/workflows/e2e_test_demos.yml
+++ b/.github/workflows/e2e_test_demos.yml
@@ -7,7 +7,7 @@ on:
   pull_request:
 
 jobs:
-  test:
+  e2e_demo_tests:
     runs-on: ubuntu-latest-m
 
     steps:
@@ -37,7 +37,7 @@ jobs:
           source venv/bin/activate
           cd model_server/ && echo "installing model server" && poetry install
           cd ../arch/tools && echo "installing archgw cli" && poetry install
-          cd ../../demos/test_runner && echo "installing test dependencies" && poetry install
+          cd ../../demos/shared/test_runner && echo "installing test dependencies" && poetry install
 
       - name: run demo tests
         env:
@@ -45,4 +45,4 @@ jobs:
           MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }}
         run: |
           source venv/bin/activate
-          cd demos/test_runner && sh run_demo_tests.sh
+          cd demos/shared/test_runner && sh run_demo_tests.sh
diff --git a/.github/workflows/e2e_tests.yml b/.github/workflows/e2e_tests.yml
index 370988fe..f894b713 100644
--- a/.github/workflows/e2e_tests.yml
+++ b/.github/workflows/e2e_tests.yml
@@ -7,7 +7,7 @@ on:
   pull_request:
 
 jobs:
-  test:
+  e2e_tests:
     runs-on: ubuntu-latest
 
     steps:
diff --git a/README.md b/README.md
index c5762f52..ecafec04 100644
--- a/README.md
+++ b/README.md
@@ -38,9 +38,8 @@ Arch is engineered with purpose-built LLMs to handle critical but undifferentiat
 To get in touch with us, please join our [discord server](https://discord.gg/pGZf2gcwEc). We will be monitoring that actively and offering support there.
 
 ## Demos
-* [Weather Forecast](demos/weather_forecast/README.md) - Walk through of the core function calling capabilities of arch gateway using weather forecasting service
-* [Insurance Agent](demos/insurance_agent/README.md) - Build a full insurance agent with Arch
-* [Network Agent](demos/network_agent/README.md) - Build a networking co-pilot/agent agent with Arch
+* [Weather Forecast](demos/samples_python/weather_forecast/README.md) - Walk through of the core function calling capabilities of arch gateway using weather forecasting service
+* [Network Agent](demos/samples_python/network_switch_operator_agent/README.md) - Build a networking co-pilot/agent agent with Arch
 
 ## Quickstart
 
diff --git a/arch/docker-compose.dev.yaml b/arch/docker-compose.dev.yaml
index 04edd8db..0b52d057 100644
--- a/arch/docker-compose.dev.yaml
+++ b/arch/docker-compose.dev.yaml
@@ -8,7 +8,7 @@ services:
       - "12000:12000"
       - "19901:9901"
     volumes:
-      - ${ARCH_CONFIG_FILE:-../demos/weather_forecast/arch_config.yaml}:/app/arch_config.yaml
+      - ${ARCH_CONFIG_FILE:-../demos/samples_python/weather_forecast/arch_config.yaml}:/app/arch_config.yaml
       - /etc/ssl/cert.pem:/etc/ssl/cert.pem
       - ./envoy.template.yaml:/app/envoy.template.yaml
       - ./arch_config_schema.yaml:/app/arch_config_schema.yaml
diff --git a/demos/insurance_agent/Dockerfile b/demos/insurance_agent/Dockerfile
deleted file mode 100644
index 95855991..00000000
--- a/demos/insurance_agent/Dockerfile
+++ /dev/null
@@ -1,19 +0,0 @@
-FROM python:3 AS base
-
-FROM base AS builder
-
-WORKDIR /src
-
-COPY requirements.txt /src/
-RUN pip install --prefix=/runtime --force-reinstall -r requirements.txt
-
-COPY . /src
-
-FROM python:3-slim AS output
-
-COPY --from=builder /runtime /usr/local
-
-COPY . /app
-WORKDIR /app
-
-CMD ["uvicorn", "insurance_agent_main:app", "--host", "0.0.0.0", "--port", "80", "--log-level", "info"]
diff --git a/demos/insurance_agent/README.md b/demos/insurance_agent/README.md
deleted file mode 100644
index 46067173..00000000
--- a/demos/insurance_agent/README.md
+++ /dev/null
@@ -1,58 +0,0 @@
-# Insurance Agent Demo
-
-This demo showcases how the **Arch** can be used to manage insurance-related tasks such as policy inquiries, initiating policies, and updating claims or deductibles. In this demo, the assistant provides factual information related to insurance policies (e.g., car, boat, house, motorcycle).
-
-The system can perform a variety of tasks, such as answering insurance-related questions, retrieving policy coverage details, initiating policies, and updating claims or deductibles.
-
-## Available Functions:
-
-- **Policy Q/A**: Handles general Q&A related to insurance policies.
-  - **Endpoint**: `/policy/qa`
-  - This function answers general inquiries related to insurance, such as coverage details or policy types. It is the default target for insurance-related queries.
-
-- **Get Policy Coverage**: Retrieves the coverage details for a given policy type (car, boat, house, motorcycle).
-  - **Endpoint**: `/policy/coverage`
-  - Parameters:
-    - `policy_type` (required): The type of policy. Available options: `car`, `boat`, `house`, `motorcycle`. Defaults to `car`.
-
-- **Initiate Policy**: Starts a policy coverage for car, boat, motorcycle, or house.
-  - **Endpoint**: `/policy/initiate`
-  - Parameters:
-    - `policy_type` (required): The type of policy. Available options: `car`, `boat`, `house`, `motorcycle`. Defaults to `car`.
-    - `deductible` (required): The deductible amount set for the policy.
-
-- **Update Claim**: Updates the notes on a specific insurance claim.
-  - **Endpoint**: `/policy/claim`
-  - Parameters:
-    - `claim_id` (required): The claim number.
-    - `notes` (optional): Notes about the claim number for the adjustor to see.
-
-- **Update Deductible**: Updates the deductible amount for a specific policy coverage.
-  - **Endpoint**: `/policy/deductible`
-  - Parameters:
-    - `policy_id` (required): The ID of the policy.
-    - `deductible` (required): The deductible amount to be set for the policy.
-
-**Arch** is designed to intelligently routes prompts to the appropriate functions based on the target, allowing for seamless interaction with various insurance-related services.
-
-# Starting the demo
-1. Please make sure the [pre-requisites](https://github.com/katanemo/arch/?tab=readme-ov-file#prerequisites) are installed correctly
-2. Start Arch
-   ```sh
-   sh run_demo.sh
-   ```
-3. Navigate to http://localhost:18080/
-4. Tell me what can you do for me?"
-
-# Observability
-Arch gateway publishes stats endpoint at http://localhost:19901/stats. In this demo we are using prometheus to pull stats from arch and we are using grafana to visalize the stats in dashboard. To see grafana dashboard follow instructions below,
-
-1. Start grafana and prometheus using following command
-   ```yaml
-   docker compose --profile monitoring up
-   ```
-1. Navigate to http://localhost:3000/ to open grafana UI (use admin/grafana as credentials)
-1. From grafana left nav click on dashboards and select "Intelligent Gateway Overview" to view arch gateway stats
-
-Here is sample interaction,
-<img width="575" alt="image" src="https://github.com/user-attachments/assets/25d40f46-616e-41ea-be8e-1623055c84ec">
diff --git a/demos/insurance_agent/arch_config.yaml b/demos/insurance_agent/arch_config.yaml
deleted file mode 100644
index 9e5c6ed3..00000000
--- a/demos/insurance_agent/arch_config.yaml
+++ /dev/null
@@ -1,105 +0,0 @@
-version: v0.1
-listener:
-  address: 127.0.0.1
-  port: 8080 #If you configure port 443, you'll need to update the listener with tls_certificates
-  message_format: huggingface
-
-system_prompt: |
-  You are an insurance assistant that just offers guidance related to car, boat, rental and home insurnace only. Please be pricese and summarize based on the context provided.
-
-llm_providers:
-  - name: OpenAI
-    provider_interface: openai
-    access_key: $OPENAI_API_KEY
-    model: gpt-4o
-    default: true
-
-# Arch creates a round-robin load balancing between different endpoints, managed via the cluster subsystem.
-endpoints:
-  app_server:
-    # value could be ip address or a hostname with port
-    # this could also be a list of endpoints for load balancing
-    # for example endpoint: [ ip1:port, ip2:port ]
-    endpoint: host.docker.internal:18083
-    # max time to wait for a connection to be established
-    connect_timeout: 0.05s
-
-prompt_targets:
-  - name: policy_qa
-    endpoint:
-      name: app_server
-      path: /policy/qa
-      http_method: POST
-    description: Handle general Q/A related to insurance.
-    default: true
-
-  - name: get_policy_coverage
-    description: Retrieve the coverage details for an insurance policy.
-    endpoint:
-      name: app_server
-      path: /policy/coverage
-      http_method: POST
-    parameters:
-    - name: policy_type
-      type: str
-      description: The type of policy
-      default: car
-      required: true
-
-  - name: initiate_policy
-    endpoint:
-      name: app_server
-      path: /policy/initiate
-      http_method: POST
-    description: Start a policy coverage for an insurance policy
-    parameters:
-    - name: policy_type
-      type: str
-      description: The type of policy
-      default: car
-      required: true
-    - name: deductible
-      type: float
-      description: the deductible amount set of the policy
-      required: true
-
-  - name: update_claim
-    endpoint:
-      name: app_server
-      path: /policy/claim
-      http_method: POST
-    description: Update the notes on the claim
-    parameters:
-    - name: claim_id
-      type: str
-      description: the claim number
-      required: true
-    - name: notes
-      type: str
-      description: notes about the cliam number for your adjustor to see
-      required: false
-
-  - name: update_deductible
-    endpoint:
-      name: app_server
-      path: /policy/deductible
-      http_method: POST
-    description: Update the deductible amount for a specific insurance policy coverage.
-    parameters:
-    - name: policy_id
-      type: str
-      description: The id of the insurance policy
-      required: true
-    - name: deductible
-      type: float
-      description: the deductible amount set of the policy
-      required: true
-
-ratelimits:
-  - model: gpt-4
-    selector:
-      key: selector-key
-      value: selector-value
-    limit:
-      tokens: 1
-      unit: minute
diff --git a/demos/insurance_agent/insurance_agent_main.py b/demos/insurance_agent/insurance_agent_main.py
deleted file mode 100644
index 3143342f..00000000
--- a/demos/insurance_agent/insurance_agent_main.py
+++ /dev/null
@@ -1,140 +0,0 @@
-from fastapi import FastAPI, HTTPException
-from pydantic import BaseModel, Field
-
-app = FastAPI()
-
-
-class Conversation(BaseModel):
-    arch_messages: list
-
-
-class PolicyCoverageRequest(BaseModel):
-    policy_type: str = Field(
-        ...,
-        description="The type of a policy held by the customer For, e.g. car, boat, house, motorcycle)",
-    )
-
-
-class PolicyInitiateRequest(PolicyCoverageRequest):
-    deductible: float = Field(
-        ..., description="The deductible amount set of the policy"
-    )
-
-
-class ClaimUpdate(BaseModel):
-    claim_id: str
-    notes: str  # Status or details of the claim
-
-
-class DeductibleUpdate(BaseModel):
-    policy_id: str
-    deductible: float
-
-
-class CoverageResponse(BaseModel):
-    policy_type: str
-    coverage: str  # Description of coverage
-    premium: float  # The premium cost
-
-
-# Get information about policy coverage
-@app.post("/policy/coverage", response_model=CoverageResponse)
-async def get_policy_coverage(req: PolicyCoverageRequest):
-    """
-    Retrieve the coverage details for a given policy type (car, boat, house, motorcycle).
-    """
-    policy_coverage = {
-        "car": {
-            "coverage": "Full car coverage with collision, liability",
-            "premium": 500.0,
-        },
-        "boat": {
-            "coverage": "Full boat coverage including theft and storm damage",
-            "premium": 700.0,
-        },
-        "house": {
-            "coverage": "Full house coverage including fire, theft, flood",
-            "premium": 1000.0,
-        },
-        "motorcycle": {
-            "coverage": "Full motorcycle coverage with liability",
-            "premium": 400.0,
-        },
-    }
-
-    if req.policy_type not in policy_coverage:
-        raise HTTPException(status_code=404, detail="Policy type not found")
-
-    return CoverageResponse(
-        policy_type=req.policy_type,
-        coverage=policy_coverage[req.policy_type]["coverage"],
-        premium=policy_coverage[req.policy_type]["premium"],
-    )
-
-
-# Initiate policy coverage
-@app.post("/policy/initiate")
-async def initiate_policy(policy_request: PolicyInitiateRequest):
-    """
-    Initiate policy coverage for a car, boat, house, or motorcycle.
-    """
-    if policy_request.policy_type not in ["car", "boat", "house", "motorcycle"]:
-        raise HTTPException(status_code=400, detail="Invalid policy type")
-
-    return {
-        "message": f"Policy initiated for {policy_request.policy_type}",
-        "deductible": policy_request.deductible,
-    }
-
-
-# Update claim details
-@app.post("/policy/claim")
-async def update_claim(req: ClaimUpdate):
-    """
-    Update the status or details of a claim.
-    """
-    # For simplicity, this is a mock update response
-    return {
-        "message": f"Claim {claim_update.claim_id} for policy {claim_update.claim_id} has been updated",
-        "update": claim_update.notes,
-    }
-
-
-# Update deductible amount
-@app.post("/policy/deductible")
-async def update_deductible(deductible_update: DeductibleUpdate):
-    """
-    Update the deductible amount for a specific policy.
-    """
-    # For simplicity, this is a mock update response
-    return {
-        "message": f"Deductible for policy {deductible_update.policy_id} has been updated",
-        "new_deductible": deductible_update.deductible,
-    }
-
-
-# Post method for policy Q/A
-@app.post("/policy/qa")
-async def policy_qa(conversation: Conversation):
-    """
-    This method handles Q/A related to general issues in insurance.
-    It forwards the conversation to the OpenAI client via a local proxy and returns the response.
-    """
-    return {
-        "choices": [
-            {
-                "message": {
-                    "role": "assistant",
-                    "content": "I am a helpful insurance agent, and can only help with insurance things",
-                },
-                "finish_reason": "completed",
-                "index": 0,
-            }
-        ],
-        "model": "insurance_agent",
-        "usage": {"completion_tokens": 0},
-    }
-
-
-# Run the app using:
-# uvicorn main:app --reload
diff --git a/demos/insurance_agent/requirements.txt b/demos/insurance_agent/requirements.txt
deleted file mode 100644
index 6703613f..00000000
--- a/demos/insurance_agent/requirements.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-fastapi
-uvicorn
-pydantic
-openai
diff --git a/demos/network_agent/grafana/dashboard.yaml b/demos/network_agent/grafana/dashboard.yaml
deleted file mode 100644
index fd66a479..00000000
--- a/demos/network_agent/grafana/dashboard.yaml
+++ /dev/null
@@ -1,12 +0,0 @@
-apiVersion: 1
-
-providers:
-  - name: "Dashboard provider"
-    orgId: 1
-    type: file
-    disableDeletion: false
-    updateIntervalSeconds: 10
-    allowUiUpdates: false
-    options:
-      path: /var/lib/grafana/dashboards
-      foldersFromFilesStructure: true
diff --git a/demos/network_agent/grafana/dashboards/envoy_overview.json b/demos/network_agent/grafana/dashboards/envoy_overview.json
deleted file mode 100644
index 51bff777..00000000
--- a/demos/network_agent/grafana/dashboards/envoy_overview.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-  "annotations": {
-    "list": [
-      {
-        "builtIn": 1,
-        "datasource": {
-          "type": "grafana",
-          "uid": "-- Grafana --"
-        },
-        "enable": true,
-        "hide": true,
-        "iconColor": "rgba(0, 211, 255, 1)",
-        "name": "Annotations & Alerts",
-        "type": "dashboard"
-      }
-    ]
-  },
-  "editable": true,
-  "fiscalYearStartMonth": 0,
-  "graphTooltip": 1,
-  "links": [],
-  "panels": [
-    {
-      "datasource": {
-        "type": "prometheus",
-        "uid": "PBFA97CFB590B2093"
-      },
-      "fieldConfig": {
-        "defaults": {
-          "color": {
-            "mode": "palette-classic"
-          },
-          "custom": {
-            "axisBorderShow": false,
-            "axisCenteredZero": false,
-            "axisColorMode": "text",
-            "axisLabel": "",
-            "axisPlacement": "auto",
-            "barAlignment": 0,
-            "drawStyle": "line",
-            "fillOpacity": 0,
-            "gradientMode": "none",
-            "hideFrom": {
-              "legend": false,
-              "tooltip": false,
-              "viz": false
-            },
-            "insertNulls": false,
-            "lineInterpolation": "linear",
-            "lineWidth": 1,
-            "pointSize": 5,
-            "scaleDistribution": {
-              "type": "linear"
-            },
-            "showPoints": "auto",
-            "spanNulls": false,
-            "stacking": {
-              "group": "A",
-              "mode": "none"
-            },
-            "thresholdsStyle": {
-              "mode": "off"
-            }
-          },
-          "mappings": [],
-          "thresholds": {
-            "mode": "absolute",
-            "steps": [
-              {
-                "color": "green",
-                "value": null
-              },
-              {
-                "color": "red",
-                "value": 80
-              }
-            ]
-          }
-        },
-        "overrides": []
-      },
-      "gridPos": {
-        "h": 8,
-        "w": 12,
-        "x": 0,
-        "y": 0
-      },
-      "id": 2,
-      "options": {
-        "legend": {
-          "calcs": [],
-          "displayMode": "list",
-          "placement": "bottom",
-          "showLegend": true
-        },
-        "tooltip": {
-          "mode": "single",
-          "sort": "none"
-        }
-      },
-      "targets": [
-        {
-          "datasource": {
-            "type": "prometheus",
-            "uid": "PBFA97CFB590B2093"
-          },
-          "disableTextWrap": false,
-          "editorMode": "code",
-          "expr": "avg(rate(envoy_cluster_internal_upstream_rq_time_sum[1m]) / rate(envoy_cluster_internal_upstream_rq_time_count[1m])) by (envoy_cluster_name)",
-          "fullMetaSearch": false,
-          "hide": false,
-          "includeNullMetadata": true,
-          "instant": false,
-          "legendFormat": "__auto",
-          "range": true,
-          "refId": "A",
-          "useBackend": false
-        }
-      ],
-      "title": "request latency - internal (ms)",
-      "type": "timeseries"
-    },
-    {
-      "datasource": {
-        "type": "prometheus",
-        "uid": "PBFA97CFB590B2093"
-      },
-      "fieldConfig": {
-        "defaults": {
-          "color": {
-            "mode": "palette-classic"
-          },
-          "custom": {
-            "axisBorderShow": false,
-            "axisCenteredZero": false,
-            "axisColorMode": "text",
-            "axisLabel": "",
-            "axisPlacement": "auto",
-            "barAlignment": 0,
-            "drawStyle": "line",
-            "fillOpacity": 0,
-            "gradientMode": "none",
-            "hideFrom": {
-              "legend": false,
-              "tooltip": false,
-              "viz": false
-            },
-            "insertNulls": false,
-            "lineInterpolation": "linear",
-            "lineWidth": 1,
-            "pointSize": 5,
-            "scaleDistribution": {
-              "type": "linear"
-            },
-            "showPoints": "auto",
-            "spanNulls": false,
-            "stacking": {
-              "group": "A",
-              "mode": "none"
-            },
-            "thresholdsStyle": {
-              "mode": "off"
-            }
-          },
-          "mappings": [],
-          "thresholds": {
-            "mode": "absolute",
-            "steps": [
-              {
-                "color": "green",
-                "value": null
-              },
-              {
-                "color": "red",
-                "value": 80
-              }
-            ]
-          }
-        },
-        "overrides": []
-      },
-      "gridPos": {
-        "h": 8,
-        "w": 12,
-        "x": 12,
-        "y": 0
-      },
-      "id": 1,
-      "options": {
-        "legend": {
-          "calcs": [],
-          "displayMode": "list",
-          "placement": "bottom",
-          "showLegend": true
-        },
-        "tooltip": {
-          "mode": "single",
-          "sort": "none"
-        }
-      },
-      "targets": [
-        {
-          "datasource": {
-            "type": "prometheus",
-            "uid": "PBFA97CFB590B2093"
-          },
-          "disableTextWrap": false,
-          "editorMode": "code",
-          "expr": "avg(rate(envoy_cluster_external_upstream_rq_time_sum[1m]) / rate(envoy_cluster_external_upstream_rq_time_count[1m])) by (envoy_cluster_name)",
-          "fullMetaSearch": false,
-          "hide": false,
-          "includeNullMetadata": true,
-          "instant": false,
-          "legendFormat": "__auto",
-          "range": true,
-          "refId": "A",
-          "useBackend": false
-        }
-      ],
-      "title": "request latency - external (ms)",
-      "type": "timeseries"
-    },
-    {
-      "datasource": {
-        "type": "prometheus",
-        "uid": "PBFA97CFB590B2093"
-      },
-      "fieldConfig": {
-        "defaults": {
-          "color": {
-            "mode": "palette-classic"
-          },
-          "custom": {
-            "axisBorderShow": false,
-            "axisCenteredZero": false,
-            "axisColorMode": "text",
-            "axisLabel": "",
-            "axisPlacement": "auto",
-            "barAlignment": 0,
-            "drawStyle": "line",
-            "fillOpacity": 0,
-            "gradientMode": "none",
-            "hideFrom": {
-              "legend": false,
-              "tooltip": false,
-              "viz": false
-            },
-            "insertNulls": false,
-            "lineInterpolation": "linear",
-            "lineWidth": 1,
-            "pointSize": 5,
-            "scaleDistribution": {
-              "type": "linear"
-            },
-            "showPoints": "auto",
-            "spanNulls": false,
-            "stacking": {
-              "group": "A",
-              "mode": "none"
-            },
-            "thresholdsStyle": {
-              "mode": "off"
-            }
-          },
-          "mappings": [],
-          "thresholds": {
-            "mode": "absolute",
-            "steps": [
-              {
-                "color": "green",
-                "value": null
-              },
-              {
-                "color": "red",
-                "value": 80
-              }
-            ]
-          }
-        },
-        "overrides": []
-      },
-      "gridPos": {
-        "h": 8,
-        "w": 12,
-        "x": 0,
-        "y": 8
-      },
-      "id": 3,
-      "options": {
-        "legend": {
-          "calcs": [],
-          "displayMode": "list",
-          "placement": "bottom",
-          "showLegend": true
-        },
-        "tooltip": {
-          "mode": "single",
-          "sort": "none"
-        }
-      },
-      "targets": [
-        {
-          "datasource": {
-            "type": "prometheus",
-            "uid": "PBFA97CFB590B2093"
-          },
-          "disableTextWrap": false,
-          "editorMode": "code",
-          "expr": "avg(rate(envoy_cluster_internal_upstream_rq_completed[1m])) by (envoy_cluster_name)",
-          "fullMetaSearch": false,
-          "includeNullMetadata": true,
-          "instant": false,
-          "legendFormat": "__auto",
-          "range": true,
-          "refId": "A",
-          "useBackend": false
-        },
-        {
-          "datasource": {
-            "type": "prometheus",
-            "uid": "PBFA97CFB590B2093"
-          },
-          "disableTextWrap": false,
-          "editorMode": "code",
-          "expr": "avg(rate(envoy_cluster_external_upstream_rq_completed[1m])) by (envoy_cluster_name)",
-          "fullMetaSearch": false,
-          "hide": false,
-          "includeNullMetadata": true,
-          "instant": false,
-          "legendFormat": "__auto",
-          "range": true,
-          "refId": "B",
-          "useBackend": false
-        }
-      ],
-      "title": "Upstream request count",
-      "type": "timeseries"
-    }
-  ],
-  "schemaVersion": 39,
-  "tags": [],
-  "templating": {
-    "list": []
-  },
-  "time": {
-    "from": "now-15m",
-    "to": "now"
-  },
-  "timepicker": {},
-  "timezone": "browser",
-  "title": "Intelligent Gateway Overview",
-  "uid": "adt6uhx5lk8aob",
-  "version": 3,
-  "weekStart": ""
-}
diff --git a/demos/network_agent/grafana/datasource.yaml b/demos/network_agent/grafana/datasource.yaml
deleted file mode 100644
index 4870174e..00000000
--- a/demos/network_agent/grafana/datasource.yaml
+++ /dev/null
@@ -1,9 +0,0 @@
-apiVersion: 1
-
-datasources:
-- name: Prometheus
-  type: prometheus
-  url: http://prometheus:9090
-  isDefault: true
-  access: proxy
-  editable: true
diff --git a/demos/network_agent/utils.py b/demos/network_agent/utils.py
deleted file mode 100644
index ed1be070..00000000
--- a/demos/network_agent/utils.py
+++ /dev/null
@@ -1,253 +0,0 @@
-import logging
-import random
-import re
-import sqlite3
-from datetime import datetime, timedelta, timezone
-
-import pandas as pd
-from dateparser import parse
-
-logging.basicConfig(
-    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
-)
-logger = logging.getLogger(__name__)
-
-
-def loadsql():
-    # Example Usage
-    conn = sqlite3.connect(":memory:")
-
-    # create and load the devices table
-    device_data = generate_device_data(conn)
-
-    # create and load the interface_stats table
-    generate_interface_stats_data(conn, device_data)
-
-    # create and load the flow table
-    generate_flow_data(conn, device_data)
-
-    return conn
-
-
-# Function to convert natural language time expressions to "X {time} ago" format
-def convert_to_ago_format(expression):
-    # Define patterns for different time units
-    time_units = {
-        r"seconds": "seconds",
-        r"minutes": "minutes",
-        r"mins": "mins",
-        r"hrs": "hrs",
-        r"hours": "hours",
-        r"hour": "hour",
-        r"hr": "hour",
-        r"days": "days",
-        r"day": "day",
-        r"weeks": "weeks",
-        r"week": "week",
-        r"months": "months",
-        r"month": "month",
-        r"years": "years",
-        r"yrs": "years",
-        r"year": "year",
-        r"yr": "year",
-    }
-
-    # Iterate over each time unit and create regex for each phrase format
-    for pattern, unit in time_units.items():
-        # Handle "for the past X {unit}"
-        match = re.search(rf"(\d+) {pattern}", expression)
-        if match:
-            quantity = match.group(1)
-            return f"{quantity} {unit} ago"
-
-    # If the format is not recognized, return None or raise an error
-    return None
-
-
-# Function to generate random MAC addresses
-def random_mac():
-    return "AA:BB:CC:DD:EE:" + ":".join(
-        [f"{random.randint(0, 255):02X}" for _ in range(2)]
-    )
-
-
-# Function to generate random IP addresses
-def random_ip():
-    return f"""{random.randint(1, 255)}
-    .{random.randint(1, 255)}
-    .{random.randint(1, 255)}
-    .{random.randint(1, 255)}"""
-
-
-# Generate synthetic data for the device table
-def generate_device_data(
-    conn,
-    n=1000,
-):
-    device_data = {
-        "switchip": [random_ip() for _ in range(n)],
-        "hwsku": [f"HW{i+1}" for i in range(n)],
-        "hostname": [f"switch{i+1}" for i in range(n)],
-        "osversion": [f"v{i+1}" for i in range(n)],
-        "layer": ["L2" if i % 2 == 0 else "L3" for i in range(n)],
-        "region": [random.choice(["US", "EU", "ASIA"]) for _ in range(n)],
-        "uptime": [
-            f"""{random.randint(0, 10)} days {random.randint(0, 23)}
-            :{random.randint(0, 59)}:{random.randint(0, 59)}"""
-            for _ in range(n)
-        ],
-        "device_mac_address": [random_mac() for _ in range(n)],
-    }
-    df = pd.DataFrame(device_data)
-    df.to_sql("device", conn, index=False)
-    return df
-
-
-# Generate synthetic data for the interfacestats table
-def generate_interface_stats_data(conn, device_df, n=1000):
-    interface_stats_data = []
-    for _ in range(n):
-        device_mac = random.choice(device_df["device_mac_address"])
-        ifname = random.choice(["eth0", "eth1", "eth2", "eth3"])
-        time = datetime.now(timezone.utc) - timedelta(
-            minutes=random.randint(0, 1440 * 5)
-        )  # random timestamps in the past 5 day
-        in_discards = random.randint(0, 1000)
-        in_errors = random.randint(0, 500)
-        out_discards = random.randint(0, 800)
-        out_errors = random.randint(0, 400)
-        in_octets = random.randint(1000, 100000)
-        out_octets = random.randint(1000, 100000)
-
-        interface_stats_data.append(
-            {
-                "device_mac_address": device_mac,
-                "ifname": ifname,
-                "time": time,
-                "in_discards": in_discards,
-                "in_errors": in_errors,
-                "out_discards": out_discards,
-                "out_errors": out_errors,
-                "in_octets": in_octets,
-                "out_octets": out_octets,
-            }
-        )
-    df = pd.DataFrame(interface_stats_data)
-    df.to_sql("interfacestats", conn, index=False)
-
-
-# Generate synthetic data for the ts_flow table
-def generate_flow_data(conn, device_df, n=1000):
-    flow_data = []
-    for _ in range(n):
-        sampler_address = random.choice(device_df["switchip"])
-        proto = random.choice(["TCP", "UDP"])
-        src_addr = random_ip()
-        dst_addr = random_ip()
-        src_port = random.randint(1024, 65535)
-        dst_port = random.randint(1024, 65535)
-        in_if = random.randint(1, 10)
-        out_if = random.randint(1, 10)
-        flow_start = int(
-            (datetime.now() - timedelta(days=random.randint(1, 30))).timestamp()
-        )
-        flow_end = int(
-            (datetime.now() - timedelta(days=random.randint(1, 30))).timestamp()
-        )
-        bytes_transferred = random.randint(1000, 100000)
-        packets = random.randint(1, 1000)
-        flow_time = datetime.now(timezone.utc) - timedelta(
-            minutes=random.randint(0, 1440 * 5)
-        )  # random flow time
-
-        flow_data.append(
-            {
-                "sampler_address": sampler_address,
-                "proto": proto,
-                "src_addr": src_addr,
-                "dst_addr": dst_addr,
-                "src_port": src_port,
-                "dst_port": dst_port,
-                "in_if": in_if,
-                "out_if": out_if,
-                "flow_start": flow_start,
-                "flow_end": flow_end,
-                "bytes": bytes_transferred,
-                "packets": packets,
-                "time": flow_time,
-            }
-        )
-    df = pd.DataFrame(flow_data)
-    df.to_sql("ts_flow", conn, index=False)
-
-
-def load_params(req):
-    # Step 1: Convert the from_time natural language string to a timestamp if provided
-    if req.from_time:
-        # Use `dateparser` to parse natural language timeframes
-        logger.info("%s\n\nCaptured from time: %s\n\n", "* " * 50, req.from_time)
-        parsed_time = parse(req.from_time, settings={"RELATIVE_BASE": datetime.now()})
-        if not parsed_time:
-            conv_time = convert_to_ago_format(req.from_time)
-            if conv_time:
-                parsed_time = parse(
-                    conv_time, settings={"RELATIVE_BASE": datetime.now()}
-                )
-            else:
-                return {
-                    "error": """Invalid from_time format. Please provide a valid time description
-                    such as 'past 7 days' or 'since last month'."""
-                }
-        logger.info("\n\nConverted from time: %s\n\n%s\n\n", parsed_time, "* " * 50)
-        from_time = parsed_time
-        logger.info("Using parsed from_time: %f", from_time)
-    else:
-        # If no from_time is provided, use a default value (e.g., the past 7 days)
-        from_time = datetime.now() - timedelta(days=7)
-        logger.info("Using default from_time: %f", from_time)
-
-    # Step 2: Build the dynamic SQL query based on the optional filters
-    filters = []
-    params = {"from_time": from_time}
-
-    if req.ifname:
-        filters.append("i.ifname = :ifname")
-        params["ifname"] = req.ifname
-
-    if req.region:
-        filters.append("d.region = :region")
-        params["region"] = req.region
-
-    if req.min_in_errors is not None:
-        filters.append("i.in_errors >= :min_in_errors")
-        params["min_in_errors"] = req.min_in_errors
-
-    if req.max_in_errors is not None:
-        filters.append("i.in_errors <= :max_in_errors")
-        params["max_in_errors"] = req.max_in_errors
-
-    if req.min_out_errors is not None:
-        filters.append("i.out_errors >= :min_out_errors")
-        params["min_out_errors"] = req.min_out_errors
-
-    if req.max_out_errors is not None:
-        filters.append("i.out_errors <= :max_out_errors")
-        params["max_out_errors"] = req.max_out_errors
-
-    if req.min_in_discards is not None:
-        filters.append("i.in_discards >= :min_in_discards")
-        params["min_in_discards"] = req.min_in_discards
-
-    if req.max_in_discards is not None:
-        filters.append("i.in_discards <= :max_in_discards")
-        params["max_in_discards"] = req.max_in_discards
-
-    if req.min_out_discards is not None:
-        filters.append("i.out_discards >= :min_out_discards")
-        params["min_out_discards"] = req.min_out_discards
-
-    if req.max_out_discards is not None:
-        filters.append("i.out_discards <= :max_out_discards")
-        params["max_out_discards"] = req.max_out_discards
-
-    return params, filters
diff --git a/demos/samples_java/weather_forcecast_service/Dockerfile b/demos/samples_java/weather_forcecast_service/Dockerfile
new file mode 100644
index 00000000..1f536c5a
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/Dockerfile
@@ -0,0 +1,18 @@
+# Stage 1: Build the application using Maven
+FROM maven:3.8.7-openjdk-18-slim AS build
+WORKDIR /app
+# Copy pom.xml and download dependencies first (caching)
+COPY pom.xml .
+RUN mvn dependency:go-offline
+# Copy the source code and build the application
+COPY src ./src
+RUN mvn clean package -DskipTests
+
+# Stage 2: Run the application using a slim JDK image
+FROM openjdk:17-jdk-slim
+WORKDIR /app
+# Copy the built jar from the previous stage
+COPY --from=build /app/target/weather-forecast-service-0.0.1-SNAPSHOT.jar app.jar
+# Expose the port on which the app runs (default Spring Boot is 8080)
+EXPOSE 8081
+ENTRYPOINT ["java", "-jar", "app.jar"]
diff --git a/demos/samples_java/weather_forcecast_service/arch_config.yaml b/demos/samples_java/weather_forcecast_service/arch_config.yaml
new file mode 100644
index 00000000..10c22819
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/arch_config.yaml
@@ -0,0 +1,45 @@
+version: v0.1
+listener:
+  address: 127.0.0.1
+  port: 10000 #If you configure port 443, you'll need to update the listener with tls_certificates
+  message_format: huggingface
+
+# Centralized way to manage LLMs, manage keys, retry logic, failover and limits in a central way
+llm_providers:
+  - name: OpenAI
+    provider_interface: openai
+    access_key: $OPENAI_API_KEY
+    model: gpt-4o-mini
+    default: true
+
+# Arch creates a round-robin load balancing between different endpoints, managed via the cluster subsystem.
+endpoints:
+  weather_forecast_service:
+    # value could be ip address or a hostname with port
+    # this could also be a list of endpoints for load balancing
+    # for example endpoint: [ ip1:port, ip2:port ]
+    endpoint: host.docker.internal:18081
+    # max time to wait for a connection to be established
+    connect_timeout: 0.005s
+
+# default system prompt used by all prompt targets
+system_prompt: |
+  You are a helpful weather assistant.
+
+prompt_targets:
+  - name: weather_forecast
+    description: get the weather forecast
+    parameters:
+      - name: location
+        description: the location for which to get the weather forecast
+        required: true
+        type: string
+        format: City, State
+      - name: days
+        description: the number of days for the forecast
+        required: true
+        type: int
+    endpoint:
+      name: weather_forecast_service
+      path: /weather
+      http_method: POST
diff --git a/demos/insurance_agent/docker-compose.yaml b/demos/samples_java/weather_forcecast_service/docker-compose.yaml
similarity index 66%
rename from demos/insurance_agent/docker-compose.yaml
rename to demos/samples_java/weather_forcecast_service/docker-compose.yaml
index a4bd27bd..998800b7 100644
--- a/demos/insurance_agent/docker-compose.yaml
+++ b/demos/samples_java/weather_forcecast_service/docker-compose.yaml
@@ -1,18 +1,14 @@
 services:
-  api_server:
+  weather_forecast_service:
     build:
       context: .
       dockerfile: Dockerfile
     ports:
-      - "18083:80"
-    healthcheck:
-        test: ["CMD", "curl" ,"http://localhost:80/healthz"]
-        interval: 5s
-        retries: 20
+      - "18081:8081"
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
       dockerfile: Dockerfile
     ports:
       - "18080:8080"
diff --git a/demos/samples_java/weather_forcecast_service/pom.xml b/demos/samples_java/weather_forcecast_service/pom.xml
new file mode 100644
index 00000000..c2fed928
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/pom.xml
@@ -0,0 +1,40 @@
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0
+         https://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+
+    <groupId>weather</groupId>
+    <artifactId>weather-forecast-service</artifactId>
+    <version>0.0.1-SNAPSHOT</version>
+    <packaging>jar</packaging>
+
+    <parent>
+        <groupId>org.springframework.boot</groupId>
+        <artifactId>spring-boot-starter-parent</artifactId>
+        <version>2.7.10</version>
+        <relativePath/>
+    </parent>
+
+    <dependencies>
+        <!-- Spring Boot Starter Web -->
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-web</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter</artifactId>
+        </dependency>
+    </dependencies>
+
+    <build>
+        <plugins>
+            <!-- Spring Boot Maven Plugin -->
+            <plugin>
+                <groupId>org.springframework.boot</groupId>
+                <artifactId>spring-boot-maven-plugin</artifactId>
+            </plugin>
+        </plugins>
+    </build>
+</project>
diff --git a/demos/currency_exchange/run_demo.sh b/demos/samples_java/weather_forcecast_service/run_demo.sh
similarity index 100%
rename from demos/currency_exchange/run_demo.sh
rename to demos/samples_java/weather_forcecast_service/run_demo.sh
diff --git a/demos/samples_java/weather_forcecast_service/src/main/java/weather/WeatherForecastApplication.java b/demos/samples_java/weather_forcecast_service/src/main/java/weather/WeatherForecastApplication.java
new file mode 100644
index 00000000..b31a3444
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/src/main/java/weather/WeatherForecastApplication.java
@@ -0,0 +1,12 @@
+// File: src/main/java/com/example/weather/WeatherForecastApplication.java
+package weather;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+@SpringBootApplication
+public class WeatherForecastApplication {
+    public static void main(String[] args) {
+        SpringApplication.run(WeatherForecastApplication.class, args);
+    }
+}
diff --git a/demos/samples_java/weather_forcecast_service/src/main/java/weather/controller/WeatherController.java b/demos/samples_java/weather_forcecast_service/src/main/java/weather/controller/WeatherController.java
new file mode 100644
index 00000000..bb41227a
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/src/main/java/weather/controller/WeatherController.java
@@ -0,0 +1,54 @@
+package weather.controller;
+
+import weather.model.DayForecast;
+import weather.model.WeatherForecastResponse;
+import weather.model.WeatherRequest;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RestController;
+
+import java.time.Instant;
+import java.time.LocalDate;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Random;
+
+@RestController
+public class WeatherController {
+
+    private Random random = new Random();
+
+    @PostMapping("/weather")
+    public WeatherForecastResponse getRandomWeatherForecast(@RequestBody WeatherRequest req) {
+        WeatherForecastResponse response = new WeatherForecastResponse();
+        response.setLocation(req.getLocation());
+        response.setUnits(req.getUnits());
+
+        List<DayForecast> forecasts = new ArrayList<>();
+        for (int i = 0; i < req.getDays(); i++) {
+            // Generate a random min temperature between 50 and 89 (inclusive)
+            int minTemp = random.nextInt(90 - 50) + 50;
+            // Generate a max temperature between (minTemp + 5) and (minTemp + 19)
+            int maxTemp = random.nextInt(15) + (minTemp + 5);
+
+            double finalMinTemp = minTemp;
+            double finalMaxTemp = maxTemp;
+
+            // Convert to Celsius if necessary
+            if (req.getUnits().equalsIgnoreCase("celsius") || req.getUnits().equalsIgnoreCase("c")) {
+                finalMinTemp = (minTemp - 32) * 5.0 / 9.0;
+                finalMaxTemp = (maxTemp - 32) * 5.0 / 9.0;
+            }
+
+            DayForecast dayForecast = new DayForecast();
+            dayForecast.setDate(LocalDate.now().plusDays(i).toString());
+            dayForecast.setMin(finalMinTemp);
+            dayForecast.setMax(finalMaxTemp);
+            dayForecast.setUnits(req.getUnits());
+
+            forecasts.add(dayForecast);
+        }
+        response.setDailyForecast(forecasts);
+        return response;
+    }
+}
diff --git a/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/DayForecast.java b/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/DayForecast.java
new file mode 100644
index 00000000..0077a3a7
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/DayForecast.java
@@ -0,0 +1,40 @@
+package weather.model;
+
+public class DayForecast {
+    private String date;
+    private String units;
+    private double min;
+    private double max;
+
+    public DayForecast() {}
+
+    // Getters and setters
+    public String getDate() {
+        return date;
+    }
+
+    public void setDate(String date) {
+        this.date = date;
+    }
+
+    public String getUnits() {
+        return units;
+    }
+
+    public void setUnits(String units) {
+        this.units = units;
+    }
+
+    public double getMin() {
+        return min;
+    }
+    public void setMin(double min) {
+        this.min = min;
+    }
+    public double getMax() {
+        return max;
+    }
+    public void setMax(double max) {
+        this.max = max;
+    }
+}
diff --git a/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherForecastResponse.java b/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherForecastResponse.java
new file mode 100644
index 00000000..3fc4d116
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherForecastResponse.java
@@ -0,0 +1,37 @@
+package weather.model;
+
+import java.util.List;
+
+public class WeatherForecastResponse {
+    private String location;
+    private String units;
+    private List<DayForecast> forecast;
+
+    // Default Constructor
+    public WeatherForecastResponse() {}
+
+    // Getters and Setters
+    public String getLocation() {
+        return location;
+    }
+
+    public void setLocation(String location) {
+        this.location = location;
+    }
+
+    public String getUnits() {
+        return units;
+    }
+
+    public void setUnits(String units) {
+        this.units = units;
+    }
+
+    public List<DayForecast> getDailyForecast() {
+        return forecast;
+    }
+
+    public void setDailyForecast(List<DayForecast> forecast) {
+        this.forecast = forecast;
+    }
+}
diff --git a/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherRequest.java b/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherRequest.java
new file mode 100644
index 00000000..8b5e1340
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/src/main/java/weather/model/WeatherRequest.java
@@ -0,0 +1,29 @@
+package weather.model;
+
+public class WeatherRequest {
+    private String location;
+    private int days = 7;
+    private String units = "Farenheit";
+
+    public WeatherRequest() {}
+
+    // Getters and setters
+    public String getLocation() {
+        return location;
+    }
+    public void setLocation(String location) {
+        this.location = location;
+    }
+    public int getDays() {
+        return days;
+    }
+    public void setDays(int days) {
+        this.days = days;
+    }
+    public String getUnits() {
+        return units;
+    }
+    public void setUnits(String units) {
+        this.units = units;
+    }
+}
diff --git a/demos/samples_java/weather_forcecast_service/src/main/resources/application.properties b/demos/samples_java/weather_forcecast_service/src/main/resources/application.properties
new file mode 100644
index 00000000..4d360de1
--- /dev/null
+++ b/demos/samples_java/weather_forcecast_service/src/main/resources/application.properties
@@ -0,0 +1 @@
+server.port=8081
diff --git a/demos/currency_exchange/README.md b/demos/samples_python/currency_exchange/README.md
similarity index 100%
rename from demos/currency_exchange/README.md
rename to demos/samples_python/currency_exchange/README.md
diff --git a/demos/currency_exchange/arch_config.yaml b/demos/samples_python/currency_exchange/arch_config.yaml
similarity index 100%
rename from demos/currency_exchange/arch_config.yaml
rename to demos/samples_python/currency_exchange/arch_config.yaml
diff --git a/demos/currency_exchange/docker-compose.yaml b/demos/samples_python/currency_exchange/docker-compose.yaml
similarity index 86%
rename from demos/currency_exchange/docker-compose.yaml
rename to demos/samples_python/currency_exchange/docker-compose.yaml
index 32e52c40..ee5465a5 100644
--- a/demos/currency_exchange/docker-compose.yaml
+++ b/demos/samples_python/currency_exchange/docker-compose.yaml
@@ -1,7 +1,7 @@
 services:
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -14,7 +14,7 @@ services:
 
   jaeger:
     build:
-      context: ../shared/jaeger
+      context: ../../shared/jaeger
     ports:
       - "16686:16686"
       - "4317:4317"
diff --git a/demos/currency_exchange_ollama/run_demo.sh b/demos/samples_python/currency_exchange/run_demo.sh
similarity index 100%
rename from demos/currency_exchange_ollama/run_demo.sh
rename to demos/samples_python/currency_exchange/run_demo.sh
diff --git a/demos/currency_exchange/test_data.yaml b/demos/samples_python/currency_exchange/test_data.yaml
similarity index 100%
rename from demos/currency_exchange/test_data.yaml
rename to demos/samples_python/currency_exchange/test_data.yaml
diff --git a/demos/hr_agent/Dockerfile b/demos/samples_python/human_resources_agent/Dockerfile
similarity index 100%
rename from demos/hr_agent/Dockerfile
rename to demos/samples_python/human_resources_agent/Dockerfile
diff --git a/demos/hr_agent/README.md b/demos/samples_python/human_resources_agent/README.md
similarity index 100%
rename from demos/hr_agent/README.md
rename to demos/samples_python/human_resources_agent/README.md
diff --git a/demos/hr_agent/arch_config.yaml b/demos/samples_python/human_resources_agent/arch_config.yaml
similarity index 100%
rename from demos/hr_agent/arch_config.yaml
rename to demos/samples_python/human_resources_agent/arch_config.yaml
diff --git a/demos/hr_agent/docker-compose.yaml b/demos/samples_python/human_resources_agent/docker-compose.yaml
similarity index 89%
rename from demos/hr_agent/docker-compose.yaml
rename to demos/samples_python/human_resources_agent/docker-compose.yaml
index 61c710a2..f1afe6f4 100644
--- a/demos/hr_agent/docker-compose.yaml
+++ b/demos/samples_python/human_resources_agent/docker-compose.yaml
@@ -8,7 +8,6 @@ services:
       - CHAT_COMPLETION_ENDPOINT=http://host.docker.internal:10000/v1
     volumes:
       - ./arch_config.yaml:/app/arch_config.yaml
-      - ../shared/chatbot_ui/common.py:/app/common.py
     ports:
       - "18080:80"
     healthcheck:
@@ -18,7 +17,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
       dockerfile: Dockerfile
     ports:
       - "18080:8080"
diff --git a/demos/hr_agent/image.png b/demos/samples_python/human_resources_agent/image.png
similarity index 100%
rename from demos/hr_agent/image.png
rename to demos/samples_python/human_resources_agent/image.png
diff --git a/demos/hr_agent/main.py b/demos/samples_python/human_resources_agent/main.py
similarity index 100%
rename from demos/hr_agent/main.py
rename to demos/samples_python/human_resources_agent/main.py
diff --git a/demos/hr_agent/requirements.txt b/demos/samples_python/human_resources_agent/requirements.txt
similarity index 100%
rename from demos/hr_agent/requirements.txt
rename to demos/samples_python/human_resources_agent/requirements.txt
diff --git a/demos/hr_agent/run_demo.sh b/demos/samples_python/human_resources_agent/run_demo.sh
similarity index 100%
rename from demos/hr_agent/run_demo.sh
rename to demos/samples_python/human_resources_agent/run_demo.sh
diff --git a/demos/hr_agent/test_data.yaml b/demos/samples_python/human_resources_agent/test_data.yaml
similarity index 100%
rename from demos/hr_agent/test_data.yaml
rename to demos/samples_python/human_resources_agent/test_data.yaml
diff --git a/demos/hr_agent/workforce_data.json b/demos/samples_python/human_resources_agent/workforce_data.json
similarity index 100%
rename from demos/hr_agent/workforce_data.json
rename to demos/samples_python/human_resources_agent/workforce_data.json
diff --git a/demos/multi_turn_rag_agent/Dockerfile b/demos/samples_python/multi_turn_rag_agent/Dockerfile
similarity index 100%
rename from demos/multi_turn_rag_agent/Dockerfile
rename to demos/samples_python/multi_turn_rag_agent/Dockerfile
diff --git a/demos/multi_turn_rag_agent/README.md b/demos/samples_python/multi_turn_rag_agent/README.md
similarity index 100%
rename from demos/multi_turn_rag_agent/README.md
rename to demos/samples_python/multi_turn_rag_agent/README.md
diff --git a/demos/multi_turn_rag_agent/arch_config.yaml b/demos/samples_python/multi_turn_rag_agent/arch_config.yaml
similarity index 100%
rename from demos/multi_turn_rag_agent/arch_config.yaml
rename to demos/samples_python/multi_turn_rag_agent/arch_config.yaml
diff --git a/demos/multi_turn_rag_agent/docker-compose.yaml b/demos/samples_python/multi_turn_rag_agent/docker-compose.yaml
similarity index 93%
rename from demos/multi_turn_rag_agent/docker-compose.yaml
rename to demos/samples_python/multi_turn_rag_agent/docker-compose.yaml
index 3bc8fc40..0bcbdbfd 100644
--- a/demos/multi_turn_rag_agent/docker-compose.yaml
+++ b/demos/samples_python/multi_turn_rag_agent/docker-compose.yaml
@@ -12,7 +12,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
       dockerfile: Dockerfile
     ports:
       - "18080:8080"
diff --git a/demos/multi_turn_rag_agent/main.py b/demos/samples_python/multi_turn_rag_agent/main.py
similarity index 100%
rename from demos/multi_turn_rag_agent/main.py
rename to demos/samples_python/multi_turn_rag_agent/main.py
diff --git a/demos/multi_turn_rag_agent/mutli-turn-example.png b/demos/samples_python/multi_turn_rag_agent/mutli-turn-example.png
similarity index 100%
rename from demos/multi_turn_rag_agent/mutli-turn-example.png
rename to demos/samples_python/multi_turn_rag_agent/mutli-turn-example.png
diff --git a/demos/multi_turn_rag_agent/requirements.txt b/demos/samples_python/multi_turn_rag_agent/requirements.txt
similarity index 100%
rename from demos/multi_turn_rag_agent/requirements.txt
rename to demos/samples_python/multi_turn_rag_agent/requirements.txt
diff --git a/demos/multi_turn_rag_agent/run_demo.sh b/demos/samples_python/multi_turn_rag_agent/run_demo.sh
similarity index 100%
rename from demos/multi_turn_rag_agent/run_demo.sh
rename to demos/samples_python/multi_turn_rag_agent/run_demo.sh
diff --git a/demos/network_agent/Dockerfile b/demos/samples_python/network_switch_operator_agent/Dockerfile
similarity index 91%
rename from demos/network_agent/Dockerfile
rename to demos/samples_python/network_switch_operator_agent/Dockerfile
index d54fa746..96600b38 100644
--- a/demos/network_agent/Dockerfile
+++ b/demos/samples_python/network_switch_operator_agent/Dockerfile
@@ -7,13 +7,13 @@ WORKDIR /src
 COPY requirements.txt /src/
 RUN pip install --prefix=/runtime --force-reinstall -r requirements.txt
 
-COPY . /src
+COPY ../. /src
 
 FROM python:3.12-slim AS output
 
 COPY --from=builder /runtime /usr/local
 
-COPY . /app
+COPY ../. /app
 WORKDIR /app
 
 CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "80", "--log-level", "info"]
diff --git a/demos/network_agent/README.md b/demos/samples_python/network_switch_operator_agent/README.md
similarity index 100%
rename from demos/network_agent/README.md
rename to demos/samples_python/network_switch_operator_agent/README.md
diff --git a/demos/network_agent/arch_config.yaml b/demos/samples_python/network_switch_operator_agent/arch_config.yaml
similarity index 100%
rename from demos/network_agent/arch_config.yaml
rename to demos/samples_python/network_switch_operator_agent/arch_config.yaml
diff --git a/demos/network_agent/docker-compose.yaml b/demos/samples_python/network_switch_operator_agent/docker-compose.yaml
similarity index 91%
rename from demos/network_agent/docker-compose.yaml
rename to demos/samples_python/network_switch_operator_agent/docker-compose.yaml
index f8235331..90b5c084 100644
--- a/demos/network_agent/docker-compose.yaml
+++ b/demos/samples_python/network_switch_operator_agent/docker-compose.yaml
@@ -8,7 +8,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
       dockerfile: Dockerfile
     ports:
       - "18080:8080"
diff --git a/demos/network_agent/image.png b/demos/samples_python/network_switch_operator_agent/image.png
similarity index 100%
rename from demos/network_agent/image.png
rename to demos/samples_python/network_switch_operator_agent/image.png
diff --git a/demos/network_agent/main.py b/demos/samples_python/network_switch_operator_agent/main.py
similarity index 100%
rename from demos/network_agent/main.py
rename to demos/samples_python/network_switch_operator_agent/main.py
diff --git a/demos/network_agent/requirements.txt b/demos/samples_python/network_switch_operator_agent/requirements.txt
similarity index 100%
rename from demos/network_agent/requirements.txt
rename to demos/samples_python/network_switch_operator_agent/requirements.txt
diff --git a/demos/insurance_agent/run_demo.sh b/demos/samples_python/network_switch_operator_agent/run_demo.sh
similarity index 99%
rename from demos/insurance_agent/run_demo.sh
rename to demos/samples_python/network_switch_operator_agent/run_demo.sh
index e6c678e8..6995e7d0 100644
--- a/demos/insurance_agent/run_demo.sh
+++ b/demos/samples_python/network_switch_operator_agent/run_demo.sh
@@ -24,6 +24,7 @@ start_demo() {
 
   # Step 4: Start Network Agent
   echo "Starting Network Agent using Docker Compose..."
+  cd build
   docker compose up -d  # Run in detached mode
 }
 
diff --git a/demos/stock_quote/README.md b/demos/samples_python/stock_quote/README.md
similarity index 100%
rename from demos/stock_quote/README.md
rename to demos/samples_python/stock_quote/README.md
diff --git a/demos/stock_quote/arch_config.yaml b/demos/samples_python/stock_quote/arch_config.yaml
similarity index 100%
rename from demos/stock_quote/arch_config.yaml
rename to demos/samples_python/stock_quote/arch_config.yaml
diff --git a/demos/stock_quote/docker-compose.yaml b/demos/samples_python/stock_quote/docker-compose.yaml
similarity index 86%
rename from demos/stock_quote/docker-compose.yaml
rename to demos/samples_python/stock_quote/docker-compose.yaml
index 32cfbd20..a862224a 100644
--- a/demos/stock_quote/docker-compose.yaml
+++ b/demos/samples_python/stock_quote/docker-compose.yaml
@@ -1,7 +1,7 @@
 services:
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -14,7 +14,7 @@ services:
 
   jaeger:
     build:
-      context: ../shared/jaeger
+      context: ../../shared/jaeger
     ports:
       - "16686:16686"
       - "4317:4317"
diff --git a/demos/stock_quote/run_demo.sh b/demos/samples_python/stock_quote/run_demo.sh
similarity index 100%
rename from demos/stock_quote/run_demo.sh
rename to demos/samples_python/stock_quote/run_demo.sh
diff --git a/demos/stock_quote/stock_quote_demo.png b/demos/samples_python/stock_quote/stock_quote_demo.png
similarity index 100%
rename from demos/stock_quote/stock_quote_demo.png
rename to demos/samples_python/stock_quote/stock_quote_demo.png
diff --git a/demos/weather_forecast/Dockerfile b/demos/samples_python/weather_forecast/Dockerfile
similarity index 100%
rename from demos/weather_forecast/Dockerfile
rename to demos/samples_python/weather_forecast/Dockerfile
diff --git a/demos/weather_forecast/README.md b/demos/samples_python/weather_forecast/README.md
similarity index 100%
rename from demos/weather_forecast/README.md
rename to demos/samples_python/weather_forecast/README.md
diff --git a/demos/weather_forecast/arch_config.yaml b/demos/samples_python/weather_forecast/arch_config.yaml
similarity index 100%
rename from demos/weather_forecast/arch_config.yaml
rename to demos/samples_python/weather_forecast/arch_config.yaml
diff --git a/demos/weather_forecast/docker-compose-honeycomb.yaml b/demos/samples_python/weather_forecast/docker-compose-honeycomb.yaml
similarity index 77%
rename from demos/weather_forecast/docker-compose-honeycomb.yaml
rename to demos/samples_python/weather_forecast/docker-compose-honeycomb.yaml
index 9f81fa69..5b1612e6 100644
--- a/demos/weather_forecast/docker-compose-honeycomb.yaml
+++ b/demos/samples_python/weather_forecast/docker-compose-honeycomb.yaml
@@ -11,7 +11,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -24,12 +24,12 @@ services:
 
   otel-collector:
     build:
-      context: ../shared/honeycomb/
+      context: ../../shared/honeycomb/
     ports:
       - "4317:4317"
       - "4318:4318"
     volumes:
-      - ../shared/honeycomb/otel-collector-config.yaml:/etc/otel-collector-config.yaml
+      - ../../shared/honeycomb/otel-collector-config.yaml:/etc/otel-collector-config.yaml
     env_file:
       - .env
     environment:
@@ -37,10 +37,10 @@ services:
 
   prometheus:
     build:
-      context: ../shared/prometheus
+      context: ../../shared/prometheus
 
   grafana:
     build:
-      context: ../shared/grafana
+      context: ../../shared/grafana
     ports:
       - "3000:3000"
diff --git a/demos/weather_forecast/docker-compose-jaeger.yaml b/demos/samples_python/weather_forecast/docker-compose-jaeger.yaml
similarity index 83%
rename from demos/weather_forecast/docker-compose-jaeger.yaml
rename to demos/samples_python/weather_forecast/docker-compose-jaeger.yaml
index 15441de3..dab610bf 100644
--- a/demos/weather_forecast/docker-compose-jaeger.yaml
+++ b/demos/samples_python/weather_forecast/docker-compose-jaeger.yaml
@@ -11,7 +11,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -24,7 +24,7 @@ services:
 
   jaeger:
     build:
-      context: ../shared/jaeger
+      context: ../../shared/jaeger
     ports:
       - "16686:16686"
       - "4317:4317"
@@ -32,10 +32,10 @@ services:
 
   prometheus:
     build:
-      context: ../shared/prometheus
+      context: ../../shared/prometheus
 
   grafana:
     build:
-      context: ../shared/grafana
+      context: ../../shared/grafana
     ports:
       - "3000:3000"
diff --git a/demos/weather_forecast/docker-compose-logfire.yaml b/demos/samples_python/weather_forecast/docker-compose-logfire.yaml
similarity index 77%
rename from demos/weather_forecast/docker-compose-logfire.yaml
rename to demos/samples_python/weather_forecast/docker-compose-logfire.yaml
index 6f747cd0..164862c2 100644
--- a/demos/weather_forecast/docker-compose-logfire.yaml
+++ b/demos/samples_python/weather_forecast/docker-compose-logfire.yaml
@@ -11,7 +11,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -24,12 +24,12 @@ services:
 
   otel-collector:
     build:
-      context: ../shared/logfire/
+      context: ../../shared/logfire/
     ports:
       - "4317:4317"
       - "4318:4318"
     volumes:
-      - ../shared/logfire/otel-collector-config.yaml:/etc/otel-collector-config.yaml
+      - ../../shared/logfire/otel-collector-config.yaml:/etc/otel-collector-config.yaml
     env_file:
       - .env
     environment:
@@ -37,10 +37,10 @@ services:
 
   prometheus:
     build:
-      context: ../shared/prometheus
+      context: ../../shared/prometheus
 
   grafana:
     build:
-      context: ../shared/grafana
+      context: ../../shared/grafana
     ports:
       - "3000:3000"
diff --git a/demos/weather_forecast/docker-compose-signoz.yaml b/demos/samples_python/weather_forecast/docker-compose-signoz.yaml
similarity index 80%
rename from demos/weather_forecast/docker-compose-signoz.yaml
rename to demos/samples_python/weather_forecast/docker-compose-signoz.yaml
index 392debfb..a40d32f0 100644
--- a/demos/weather_forecast/docker-compose-signoz.yaml
+++ b/demos/samples_python/weather_forecast/docker-compose-signoz.yaml
@@ -1,5 +1,5 @@
 include:
-  - ../shared/signoz/docker-compose-minimal.yaml
+  - ../../shared/signoz/docker-compose-minimal.yaml
 
 services:
   weather_forecast_service:
@@ -14,7 +14,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -27,10 +27,10 @@ services:
 
   prometheus:
     build:
-      context: ../shared/prometheus
+      context: ../../shared/prometheus
 
   grafana:
     build:
-      context: ../shared/grafana
+      context: ../../shared/grafana
     ports:
       - "3000:3000"
diff --git a/demos/weather_forecast/docker-compose.yaml b/demos/samples_python/weather_forecast/docker-compose.yaml
similarity index 58%
rename from demos/weather_forecast/docker-compose.yaml
rename to demos/samples_python/weather_forecast/docker-compose.yaml
index 15441de3..566dfa8d 100644
--- a/demos/weather_forecast/docker-compose.yaml
+++ b/demos/samples_python/weather_forecast/docker-compose.yaml
@@ -11,7 +11,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -19,23 +19,3 @@ services:
       - CHAT_COMPLETION_ENDPOINT=http://host.docker.internal:10000/v1
     extra_hosts:
       - "host.docker.internal:host-gateway"
-    volumes:
-      - ./arch_config.yaml:/app/arch_config.yaml
-
-  jaeger:
-    build:
-      context: ../shared/jaeger
-    ports:
-      - "16686:16686"
-      - "4317:4317"
-      - "4318:4318"
-
-  prometheus:
-    build:
-      context: ../shared/prometheus
-
-  grafana:
-    build:
-      context: ../shared/grafana
-    ports:
-      - "3000:3000"
diff --git a/demos/weather_forecast/main.py b/demos/samples_python/weather_forecast/main.py
similarity index 100%
rename from demos/weather_forecast/main.py
rename to demos/samples_python/weather_forecast/main.py
diff --git a/demos/weather_forecast/poetry.lock b/demos/samples_python/weather_forecast/poetry.lock
similarity index 100%
rename from demos/weather_forecast/poetry.lock
rename to demos/samples_python/weather_forecast/poetry.lock
diff --git a/demos/weather_forecast/pyproject.toml b/demos/samples_python/weather_forecast/pyproject.toml
similarity index 100%
rename from demos/weather_forecast/pyproject.toml
rename to demos/samples_python/weather_forecast/pyproject.toml
diff --git a/demos/weather_forecast/run_demo.sh b/demos/samples_python/weather_forecast/run_demo.sh
similarity index 100%
rename from demos/weather_forecast/run_demo.sh
rename to demos/samples_python/weather_forecast/run_demo.sh
diff --git a/demos/test_runner/common.py b/demos/shared/test_runner/common.py
similarity index 100%
rename from demos/test_runner/common.py
rename to demos/shared/test_runner/common.py
diff --git a/demos/test_runner/poetry.lock b/demos/shared/test_runner/poetry.lock
similarity index 100%
rename from demos/test_runner/poetry.lock
rename to demos/shared/test_runner/poetry.lock
diff --git a/demos/test_runner/pyproject.toml b/demos/shared/test_runner/pyproject.toml
similarity index 100%
rename from demos/test_runner/pyproject.toml
rename to demos/shared/test_runner/pyproject.toml
diff --git a/demos/test_runner/run_demo_tests.sh b/demos/shared/test_runner/run_demo_tests.sh
similarity index 62%
rename from demos/test_runner/run_demo_tests.sh
rename to demos/shared/test_runner/run_demo_tests.sh
index 2f7a7ae6..a029345f 100644
--- a/demos/test_runner/run_demo_tests.sh
+++ b/demos/shared/test_runner/run_demo_tests.sh
@@ -7,13 +7,13 @@ do
   echo "******************************************"
   echo "Running tests for $demo ..."
   echo "****************************************"
-  cd ../$demo
+  cd ../../samples_python/$demo
   archgw up arch_config.yaml
   docker compose up -d
-  cd ../test_runner
-  TEST_DATA=../$demo/test_data.yaml poetry run pytest
-  cd ../$demo
+  cd ../../shared/test_runner
+  TEST_DATA=../../samples_python/$demo/test_data.yaml poetry run pytest
+  cd ../../samples_python/$demo
   archgw down
   docker compose down -v
-  cd ../test_runner
+  cd ../../shared/test_runner
 done
diff --git a/demos/test_runner/test_demos.py b/demos/shared/test_runner/test_demos.py
similarity index 100%
rename from demos/test_runner/test_demos.py
rename to demos/shared/test_runner/test_demos.py
diff --git a/demos/llm_routing/README.md b/demos/use_cases/llm_routing/README.md
similarity index 98%
rename from demos/llm_routing/README.md
rename to demos/use_cases/llm_routing/README.md
index 8418b7f8..08c06dc4 100644
--- a/demos/llm_routing/README.md
+++ b/demos/use_cases/llm_routing/README.md
@@ -1,5 +1,5 @@
 # LLM Routing
-This demo shows how you can arch gateway to manage keys and route to appropriate LLM.
+This demo shows how you can arch gateway to manage keys and route to upstream LLM.
 
 # Starting the demo
 1. Please make sure the [pre-requisites](https://github.com/katanemo/arch/?tab=readme-ov-file#prerequisites) are installed correctly
diff --git a/demos/llm_routing/arch_config.yaml b/demos/use_cases/llm_routing/arch_config.yaml
similarity index 100%
rename from demos/llm_routing/arch_config.yaml
rename to demos/use_cases/llm_routing/arch_config.yaml
diff --git a/demos/llm_routing/docker-compose.yaml b/demos/use_cases/llm_routing/docker-compose.yaml
similarity index 76%
rename from demos/llm_routing/docker-compose.yaml
rename to demos/use_cases/llm_routing/docker-compose.yaml
index ac59499c..c2d794c6 100644
--- a/demos/llm_routing/docker-compose.yaml
+++ b/demos/use_cases/llm_routing/docker-compose.yaml
@@ -2,7 +2,7 @@ services:
 
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
       dockerfile: Dockerfile
     ports:
       - "18080:8080"
@@ -15,7 +15,7 @@ services:
 
   jaeger:
     build:
-      context: ../shared/jaeger
+      context: ../../shared/jaeger
     ports:
       - "16686:16686"
       - "4317:4317"
@@ -23,10 +23,10 @@ services:
 
   prometheus:
     build:
-      context: ../shared/prometheus
+      context: ../../shared/prometheus
 
   grafana:
     build:
-      context: ../shared/grafana
+      context: ../../shared/grafana
     ports:
       - "3000:3000"
diff --git a/demos/llm_routing/jaeger_tracing_llm_routing.png b/demos/use_cases/llm_routing/jaeger_tracing_llm_routing.png
similarity index 100%
rename from demos/llm_routing/jaeger_tracing_llm_routing.png
rename to demos/use_cases/llm_routing/jaeger_tracing_llm_routing.png
diff --git a/demos/llm_routing/llm_routing_demo.png b/demos/use_cases/llm_routing/llm_routing_demo.png
similarity index 100%
rename from demos/llm_routing/llm_routing_demo.png
rename to demos/use_cases/llm_routing/llm_routing_demo.png
diff --git a/demos/llm_routing/run_demo.sh b/demos/use_cases/llm_routing/run_demo.sh
similarity index 100%
rename from demos/llm_routing/run_demo.sh
rename to demos/use_cases/llm_routing/run_demo.sh
diff --git a/demos/currency_exchange_ollama/README.md b/demos/use_cases/ollama/README.md
similarity index 100%
rename from demos/currency_exchange_ollama/README.md
rename to demos/use_cases/ollama/README.md
diff --git a/demos/currency_exchange_ollama/arch_config.yaml b/demos/use_cases/ollama/arch_config.yaml
similarity index 100%
rename from demos/currency_exchange_ollama/arch_config.yaml
rename to demos/use_cases/ollama/arch_config.yaml
diff --git a/demos/currency_exchange_ollama/docker-compose.yaml b/demos/use_cases/ollama/docker-compose.yaml
similarity index 86%
rename from demos/currency_exchange_ollama/docker-compose.yaml
rename to demos/use_cases/ollama/docker-compose.yaml
index 32e52c40..ee5465a5 100644
--- a/demos/currency_exchange_ollama/docker-compose.yaml
+++ b/demos/use_cases/ollama/docker-compose.yaml
@@ -1,7 +1,7 @@
 services:
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -14,7 +14,7 @@ services:
 
   jaeger:
     build:
-      context: ../shared/jaeger
+      context: ../../shared/jaeger
     ports:
       - "16686:16686"
       - "4317:4317"
diff --git a/demos/currency_exchange_ollama/docker-compose_honeycomb.yaml b/demos/use_cases/ollama/docker-compose_honeycomb.yaml
similarity index 77%
rename from demos/currency_exchange_ollama/docker-compose_honeycomb.yaml
rename to demos/use_cases/ollama/docker-compose_honeycomb.yaml
index 3c46c7cf..ab0df80d 100644
--- a/demos/currency_exchange_ollama/docker-compose_honeycomb.yaml
+++ b/demos/use_cases/ollama/docker-compose_honeycomb.yaml
@@ -1,7 +1,7 @@
 services:
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -14,12 +14,12 @@ services:
 
   otel-collector:
     build:
-      context: ../shared/honeycomb/
+      context: ../../shared/honeycomb/
     ports:
       - "4317:4317"
       - "4318:4318"
     volumes:
-      - ../shared/honeycomb/otel-collector-config.yaml:/etc/otel-collector-config.yaml
+      - ../../shared/honeycomb/otel-collector-config.yaml:/etc/otel-collector-config.yaml
     env_file:
       - .env
     environment:
diff --git a/demos/network_agent/run_demo.sh b/demos/use_cases/ollama/run_demo.sh
similarity index 96%
rename from demos/network_agent/run_demo.sh
rename to demos/use_cases/ollama/run_demo.sh
index e6c678e8..eb47dce6 100644
--- a/demos/network_agent/run_demo.sh
+++ b/demos/use_cases/ollama/run_demo.sh
@@ -22,7 +22,7 @@ start_demo() {
   echo "Starting Arch with arch_config.yaml..."
   archgw up arch_config.yaml
 
-  # Step 4: Start Network Agent
+  # Step 4: Start developer services
   echo "Starting Network Agent using Docker Compose..."
   docker compose up -d  # Run in detached mode
 }
diff --git a/docs/source/build_with_arch/multi_turn.rst b/docs/source/build_with_arch/multi_turn.rst
index 3ff5e6da..3bb31002 100644
--- a/docs/source/build_with_arch/multi_turn.rst
+++ b/docs/source/build_with_arch/multi_turn.rst
@@ -80,7 +80,7 @@ Once the prompt targets are configured as above, handle parameters across multi-
 Demo App
 ~~~~~~~~
 
-For your convenience, we've built a `demo app <https://github.com/katanemo/archgw/main/demos/multi_turn_rag_agent>`_
+For your convenience, we've built a `demo app <https://github.com/katanemo/archgw/tree/main/demos/samples_python/multi_turn_rag_agent>`_
 that you can test and modify locally for multi-turn RAG scenarios.
 
 .. figure:: includes/multi_turn/mutli-turn-example.png
diff --git a/tests/e2e/docker-compose.yaml b/tests/e2e/docker-compose.yaml
index 0bf9ccd3..53b4338d 100644
--- a/tests/e2e/docker-compose.yaml
+++ b/tests/e2e/docker-compose.yaml
@@ -8,7 +8,7 @@ services:
       - "12000:12000"
       - "19901:9901"
     volumes:
-      - ../../demos/weather_forecast/arch_config.yaml:/app/arch_config.yaml
+      - ../../demos/samples_python/weather_forecast/arch_config.yaml:/app/arch_config.yaml
       - /etc/ssl/cert.pem:/etc/ssl/cert.pem
       - ~/archgw_logs:/var/log/
     extra_hosts:
diff --git a/tests/e2e/run_e2e_tests.sh b/tests/e2e/run_e2e_tests.sh
index e288e30b..c87af4f8 100644
--- a/tests/e2e/run_e2e_tests.sh
+++ b/tests/e2e/run_e2e_tests.sh
@@ -26,7 +26,7 @@ log starting > ../build.log
 
 log building and running function_callling demo
 log ===========================================
-cd ../../demos/weather_forecast/
+cd ../../demos/samples_python/weather_forecast/
 docker compose up weather_forecast_service --build -d
 cd -
 
@@ -53,7 +53,7 @@ cd ../../
 tail -F ~/archgw_logs/modelserver.log &
 model_server_tail_pid=$!
 archgw down
-archgw up demos/weather_forecast/arch_config.yaml
+archgw up demos/samples_python/weather_forecast/arch_config.yaml
 kill $model_server_tail_pid
 cd -
 
@@ -68,6 +68,6 @@ archgw down
 
 log shutting down the weather_forecast demo
 log =======================================
-cd ../../demos/weather_forecast
+cd ../../demos/samples_python/weather_forecast
 docker compose down
 cd -

From 8de6eacfbd94f4840e8ed6c4cd06c02325293510 Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Fri, 7 Feb 2025 19:14:15 -0800
Subject: [PATCH 11/15] spotify demo with optimized context window code change
 (#397)

---
 arch/arch_config_schema.yaml                  |   2 +
 crates/common/src/configuration.rs            |   1 +
 crates/prompt_gateway/src/http_context.rs     |  13 +-
 crates/prompt_gateway/src/stream_context.rs   |   4 +-
 demos/use_cases/spotify_bearer_auth/README.md |  11 ++
 .../spotify_bearer_auth/arch_config.yaml      | 155 ++++++++++++++++++
 .../spotify_bearer_auth/docker-compose.yaml   |  21 +++
 .../use_cases/spotify_bearer_auth/run_demo.sh |  47 ++++++
 model_server/src/core/function_calling.py     |   8 +-
 model_server/src/core/guardrails.py           |   2 +-
 model_server/src/core/utils/model_utils.py    |   9 +-
 11 files changed, 265 insertions(+), 8 deletions(-)
 create mode 100644 demos/use_cases/spotify_bearer_auth/README.md
 create mode 100644 demos/use_cases/spotify_bearer_auth/arch_config.yaml
 create mode 100644 demos/use_cases/spotify_bearer_auth/docker-compose.yaml
 create mode 100644 demos/use_cases/spotify_bearer_auth/run_demo.sh

diff --git a/arch/arch_config_schema.yaml b/arch/arch_config_schema.yaml
index f2b2c8a5..1b32b730 100644
--- a/arch/arch_config_schema.yaml
+++ b/arch/arch_config_schema.yaml
@@ -79,6 +79,8 @@ properties:
     properties:
       prompt_target_intent_matching_threshold:
         type: number
+      optimize_context_window:
+        type: boolean
   system_prompt:
     type: string
   prompt_targets:
diff --git a/crates/common/src/configuration.rs b/crates/common/src/configuration.rs
index f1250499..069695ba 100644
--- a/crates/common/src/configuration.rs
+++ b/crates/common/src/configuration.rs
@@ -25,6 +25,7 @@ pub struct Configuration {
 #[derive(Debug, Clone, Serialize, Deserialize, Default)]
 pub struct Overrides {
     pub prompt_target_intent_matching_threshold: Option<f64>,
+    pub optimize_context_window: Option<bool>,
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize, Default)]
diff --git a/crates/prompt_gateway/src/http_context.rs b/crates/prompt_gateway/src/http_context.rs
index e7d920f1..1ff7f91d 100644
--- a/crates/prompt_gateway/src/http_context.rs
+++ b/crates/prompt_gateway/src/http_context.rs
@@ -137,9 +137,20 @@ impl HttpContext for StreamContext {
             .map(|(_, pt)| pt.into())
             .collect();
 
+        let mut metadata = deserialized_body.metadata.clone();
+
+        if let Some(overrides) = self.overrides.as_ref() {
+            if overrides.optimize_context_window.unwrap_or_default() {
+                if metadata.is_none() {
+                    metadata = Some(HashMap::new());
+                }
+                metadata.as_mut().unwrap().insert("optimize_context_window".to_string(), "true".to_string());
+            }
+        }
+
         let arch_fc_chat_completion_request = ChatCompletionsRequest {
             messages: deserialized_body.messages.clone(),
-            metadata: deserialized_body.metadata.clone(),
+            metadata,
             stream: deserialized_body.stream,
             model: "--".to_string(),
             stream_options: deserialized_body.stream_options.clone(),
diff --git a/crates/prompt_gateway/src/stream_context.rs b/crates/prompt_gateway/src/stream_context.rs
index 2704e8d8..e6db7f59 100644
--- a/crates/prompt_gateway/src/stream_context.rs
+++ b/crates/prompt_gateway/src/stream_context.rs
@@ -46,7 +46,7 @@ pub struct StreamCallContext {
 pub struct StreamContext {
     system_prompt: Rc<Option<String>>,
     pub prompt_targets: Rc<HashMap<String, PromptTarget>>,
-    _overrides: Rc<Option<Overrides>>,
+    pub overrides: Rc<Option<Overrides>>,
     pub metrics: Rc<Metrics>,
     pub callouts: RefCell<HashMap<u32, StreamCallContext>>,
     pub context_id: u32,
@@ -89,7 +89,7 @@ impl StreamContext {
             streaming_response: false,
             user_prompt: None,
             is_chat_completions_request: false,
-            _overrides: overrides,
+            overrides: overrides,
             request_id: None,
             traceparent: None,
             _tracing: tracing,
diff --git a/demos/use_cases/spotify_bearer_auth/README.md b/demos/use_cases/spotify_bearer_auth/README.md
new file mode 100644
index 00000000..4f04c16f
--- /dev/null
+++ b/demos/use_cases/spotify_bearer_auth/README.md
@@ -0,0 +1,11 @@
+This demo shows how you can use spotify's public APIs using http auth header token.
+
+This demo uses following apis from spotify,
+
+- /v1/browse/new-releases
+- /v1/artists/{artist_id}/top-tracks
+
+For more details please see arch_config.yaml.
+
+To get auth token please follow this
+TODO
diff --git a/demos/use_cases/spotify_bearer_auth/arch_config.yaml b/demos/use_cases/spotify_bearer_auth/arch_config.yaml
new file mode 100644
index 00000000..dbed4c8c
--- /dev/null
+++ b/demos/use_cases/spotify_bearer_auth/arch_config.yaml
@@ -0,0 +1,155 @@
+version: v0.1
+listener:
+  address: 127.0.0.1
+  port: 8080 #If you configure port 443, you'll need to update the listener with tls_certificates
+  message_format: huggingface
+
+overrides:
+  optimize_context_window: true
+
+endpoints:
+  spotify:
+    endpoint: api.spotify.com
+    protocol: https
+
+system_prompt: |
+  I have the following JSON data representing a list of albums from Spotify:
+
+  {
+  "items": [
+    {
+      "album_type": "album",
+      "artists": [
+        {
+          "external_urls": {
+            "spotify": "https://open.spotify.com/artist/06HL4z0CvFAxyc27GXpf02"
+          },
+          "href": "https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02",
+          "id": "06HL4z0CvFAxyc27GXpf02",
+          "name": "Taylor Swift",
+          "type": "artist",
+          "uri": "spotify:artist:06HL4z0CvFAxyc27GXpf02"
+        }
+      ],
+      "available_markets": [ /* ... markets omitted for brevity ... */ ],
+      "external_urls": {
+        "spotify": "https://open.spotify.com/album/1Mo4aZ8pdj6L1jx8zSwJnt"
+      },
+      "href": "https://api.spotify.com/v1/albums/1Mo4aZ8pdj6L1jx8zSwJnt",
+      "id": "1Mo4aZ8pdj6L1jx8zSwJnt",
+      "images": [
+        {
+          "height": 300,
+          "url": "https://i.scdn.co/image/ab67616d00001e025076e4160d018e378f488c33",
+          "width": 300
+        },
+        {
+          "height": 64,
+          "url": "https://i.scdn.co/image/ab67616d000048515076e4160d018e378f488c33",
+          "width": 64
+        },
+        {
+          "height": 640,
+          "url": "https://i.scdn.co/image/ab67616d0000b2735076e4160d018e378f488c33",
+          "width": 640
+        }
+      ],
+      "name": "THE TORTURED POETS DEPARTMENT",
+      "release_date": "2024-04-18",
+      "release_date_precision": "day",
+      "total_tracks": 16,
+      "type": "album",
+      "uri": "spotify:album:1Mo4aZ8pdj6L1jx8zSwJnt"
+    }
+  ]
+  }
+
+  Please convert this JSON into Markdown with the following layout for each album:
+
+  - Display the album image (using Markdown image syntax) first.
+  - On the next line immediately after the image, display the album title, artist name (use the first artist listed), and the release date, all separated by a hyphen or another clear delimiter.
+  - On the next line, provide the Spotify link (using Markdown link syntax).
+
+  For example, the output should look similar to this (using the data above):
+
+  ![Album Image](https://i.scdn.co/image/ab67616d00001e025076e4160d018e378f488c33)
+  **THE TORTURED POETS DEPARTMENT**
+  Taylor Swift - 2024-04-18
+  [Listen on Spotify](https://open.spotify.com/album/1Mo4aZ8pdj6L1jx8zSwJnt)
+  Arist Id: 06HL4z0CvFAxyc27GXpf02
+  <hr>
+
+  Make sure your output is valid Markdown. And don't say "formatted in Markdown". Thanks!
+
+llm_providers:
+  - name: OpenAI
+    provider_interface: openai
+    access_key: $OPENAI_API_KEY
+    model: gpt-4o
+    default: true
+
+prompt_targets:
+  - name: get_new_releases
+    description: Get a list of new album releases featured in Spotify (shown, for example, on a Spotify player’s “Browse” tab).
+    parameters:
+      - name: country
+        description: the country where the album is released
+        required: true
+        type: str
+        in_path: true
+      - name: limit
+        type: integer
+        description: The maximum number of results to return
+        default: "5"
+    endpoint:
+      name: spotify
+      path: /v1/browse/new-releases
+      http_headers:
+        Authorization: "Bearer $SPOTIFY_CLIENT_KEY"
+
+  - name: get_artist_top_tracks
+    description: Get information about an artist's top tracks
+    parameters:
+      - name: artist_id
+        description: The ID of the artist.
+        required: true
+        type: str
+        in_path: true
+    endpoint:
+      name: spotify
+      path: /v1/artists/{artist_id}/top-tracks
+      http_headers:
+        Authorization: "Bearer $SPOTIFY_CLIENT_KEY"
+
+  # - name: search_for_item
+  #   description: Get information about albums, artists, playlists, tracks, shows, episodes or audiobooks. You can search for an item by its name, creator, or topic.
+  #   parameters:
+  #     - name: q
+  #       description: Your search query, which can include keywords related to the item name, its creator, or its topic.
+  #       required: true
+  #       type: str
+  #     - name: type
+  #       type: str
+  #       description: The type of the item to search for (e.g., album, artist, playlist, track, show, episode, audiobook).
+  #       enum:
+  #         - album
+  #         - artist
+  #         - playlist
+  #         - track
+  #         - show
+  #         - episode
+  #         - audiobook
+  #       required: true
+  #     - name: market
+  #       type: str
+  #       description: A country code
+  #       default: US
+  #     - name: limit
+  #       type: integer
+  #       description: The maximum number of results to return
+  #       default: "5"
+  #   endpoint:
+  #     name: spotify
+  #     path: /v1/search
+  #     http_headers:
+  #       Authorization: "Bearer $SPOTIFY_CLIENT_KEY"
diff --git a/demos/use_cases/spotify_bearer_auth/docker-compose.yaml b/demos/use_cases/spotify_bearer_auth/docker-compose.yaml
new file mode 100644
index 00000000..32e52c40
--- /dev/null
+++ b/demos/use_cases/spotify_bearer_auth/docker-compose.yaml
@@ -0,0 +1,21 @@
+services:
+  chatbot_ui:
+    build:
+      context: ../shared/chatbot_ui
+    ports:
+      - "18080:8080"
+    environment:
+      # this is only because we are running the sample app in the same docker container environemtn as archgw
+      - CHAT_COMPLETION_ENDPOINT=http://host.docker.internal:10000/v1
+    extra_hosts:
+      - "host.docker.internal:host-gateway"
+    volumes:
+      - ./arch_config.yaml:/app/arch_config.yaml
+
+  jaeger:
+    build:
+      context: ../shared/jaeger
+    ports:
+      - "16686:16686"
+      - "4317:4317"
+      - "4318:4318"
diff --git a/demos/use_cases/spotify_bearer_auth/run_demo.sh b/demos/use_cases/spotify_bearer_auth/run_demo.sh
new file mode 100644
index 00000000..eb47dce6
--- /dev/null
+++ b/demos/use_cases/spotify_bearer_auth/run_demo.sh
@@ -0,0 +1,47 @@
+#!/bin/bash
+set -e
+
+# Function to start the demo
+start_demo() {
+  # Step 1: Check if .env file exists
+  if [ -f ".env" ]; then
+    echo ".env file already exists. Skipping creation."
+  else
+    # Step 2: Create `.env` file and set OpenAI key
+    if [ -z "$OPENAI_API_KEY" ]; then
+      echo "Error: OPENAI_API_KEY environment variable is not set for the demo."
+      exit 1
+    fi
+
+    echo "Creating .env file..."
+    echo "OPENAI_API_KEY=$OPENAI_API_KEY" > .env
+    echo ".env file created with OPENAI_API_KEY."
+  fi
+
+  # Step 3: Start Arch
+  echo "Starting Arch with arch_config.yaml..."
+  archgw up arch_config.yaml
+
+  # Step 4: Start developer services
+  echo "Starting Network Agent using Docker Compose..."
+  docker compose up -d  # Run in detached mode
+}
+
+# Function to stop the demo
+stop_demo() {
+  # Step 1: Stop Docker Compose services
+  echo "Stopping Network Agent using Docker Compose..."
+  docker compose down
+
+  # Step 2: Stop Arch
+  echo "Stopping Arch..."
+  archgw down
+}
+
+# Main script logic
+if [ "$1" == "down" ]; then
+  stop_demo
+else
+  # Default action is to bring the demo up
+  start_demo
+fi
diff --git a/model_server/src/core/function_calling.py b/model_server/src/core/function_calling.py
index 25c83818..99dd29ba 100644
--- a/model_server/src/core/function_calling.py
+++ b/model_server/src/core/function_calling.py
@@ -134,7 +134,7 @@ class ArchIntentHandler(ArchBaseHandler):
                 req.messages, req.tools, self.extra_instruction
             )
 
-            logger.info(f"[request]: {json.dumps(messages)}")
+            logger.info(f"[request to arch-fc (intent)]: {json.dumps(messages)}")
 
             model_response = self.client.chat.completions.create(
                 messages=messages,
@@ -519,9 +519,11 @@ class ArchFunctionHandler(ArchBaseHandler):
         """
         logger.info("[Arch-Function] - ChatCompletion")
 
-        messages = self._process_messages(req.messages, req.tools)
+        messages = self._process_messages(
+            req.messages, req.tools, metadata=req.metadata
+        )
 
-        logger.info(f"[request]: {json.dumps(messages)}")
+        logger.info(f"[request to arch-fc]: {json.dumps(messages)}")
 
         # always enable `stream=True` to collect model responses
         response = self.client.chat.completions.create(
diff --git a/model_server/src/core/guardrails.py b/model_server/src/core/guardrails.py
index 0d2f34fc..fae4e5ba 100644
--- a/model_server/src/core/guardrails.py
+++ b/model_server/src/core/guardrails.py
@@ -105,7 +105,7 @@ class ArchGuardHanlder:
             raise NotImplementedError(f"{req.task} is not supported!")
 
         logger.info("[Arch-Guard] - Prediction")
-        logger.info(f"[request]: {req.input}")
+        logger.info(f"[request arch-guard]: {req.input}")
 
         if len(req.input.split()) < max_num_words:
             result = self._predict_text(req.task, req.input)
diff --git a/model_server/src/core/utils/model_utils.py b/model_server/src/core/utils/model_utils.py
index d971d115..7dc71acf 100644
--- a/model_server/src/core/utils/model_utils.py
+++ b/model_server/src/core/utils/model_utils.py
@@ -16,6 +16,7 @@ class Message(BaseModel):
 class ChatMessage(BaseModel):
     messages: List[Message] = []
     tools: List[Dict[str, Any]] = []
+    metadata: Optional[Dict[str, str]] = {}
 
 
 class Choice(BaseModel):
@@ -123,6 +124,7 @@ class ArchBaseHandler:
         tools: List[Dict[str, Any]] = None,
         extra_instruction: str = None,
         max_tokens=4096,
+        metadata: Dict[str, str] = {},
     ):
         """
         Processes a list of messages and formats them appropriately.
@@ -157,7 +159,12 @@ class ArchBaseHandler:
                 content = f"<tool_call>\n{json.dumps(tool_calls[0]['function'])}\n</tool_call>"
             elif role == "tool":
                 role = "user"
-                content = f"<tool_response>\n{json.dumps(content)}\n</tool_response>"
+                if metadata.get("optimize_context_window", "false").lower() == "true":
+                    content = f"<tool_response>\n\n</tool_response>"
+                else:
+                    content = (
+                        f"<tool_response>\n{json.dumps(content)}\n</tool_response>"
+                    )
 
             processed_messages.append({"role": role, "content": content})
 

From 0ea237fbac7f6a05cb262a6dbbb1741fcd4d235c Mon Sep 17 00:00:00 2001
From: Adil Hafeez <adil@katanemo.com>
Date: Fri, 7 Feb 2025 19:21:20 -0800
Subject: [PATCH 12/15] release 0.2.1 (#399)

---
 README.md                              |  2 +-
 arch/tools/README.md                   |  2 +-
 arch/tools/poetry.lock                 | 22 +++++++++++-----------
 arch/tools/pyproject.toml              |  4 ++--
 docs/source/conf.py                    |  2 +-
 docs/source/get_started/quickstart.rst |  2 +-
 model_server/pyproject.toml            |  2 +-
 7 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index ecafec04..7078106c 100644
--- a/README.md
+++ b/README.md
@@ -61,7 +61,7 @@ Arch's CLI allows you to manage and interact with the Arch gateway efficiently.
 ```console
 $ python -m venv venv
 $ source venv/bin/activate   # On Windows, use: venv\Scripts\activate
-$ pip install archgw==0.2.0
+$ pip install archgw==0.2.1
 ```
 
 ### Build AI Agent with Arch Gateway
diff --git a/arch/tools/README.md b/arch/tools/README.md
index 9a2c6e14..a4722c4a 100644
--- a/arch/tools/README.md
+++ b/arch/tools/README.md
@@ -19,7 +19,7 @@ source venv/bin/activate
 
 ### Step 3: Run the build script
 ```bash
-pip install archgw==0.2.0
+pip install archgw==0.2.1
 ```
 
 ## Uninstall Instructions: archgw CLI
diff --git a/arch/tools/poetry.lock b/arch/tools/poetry.lock
index 21f2772c..d5a45050 100644
--- a/arch/tools/poetry.lock
+++ b/arch/tools/poetry.lock
@@ -2,7 +2,7 @@
 
 [[package]]
 name = "archgw_modelserver"
-version = "0.2.0"
+version = "0.2.1"
 description = "A model server for serving models"
 optional = false
 python-versions = "*"
@@ -15,13 +15,13 @@ url = "../../model_server"
 
 [[package]]
 name = "attrs"
-version = "24.3.0"
+version = "25.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
-    {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
+    {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
+    {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
 ]
 
 [package.extras]
@@ -34,13 +34,13 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
-    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
+    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
+    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
 ]
 
 [[package]]
@@ -370,13 +370,13 @@ files = [
 
 [[package]]
 name = "referencing"
-version = "0.36.1"
+version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "referencing-0.36.1-py3-none-any.whl", hash = "sha256:363d9c65f080d0d70bc41c721dce3c7f3e77fc09f269cd5c8813da18069a6794"},
-    {file = "referencing-0.36.1.tar.gz", hash = "sha256:ca2e6492769e3602957e9b831b94211599d2aade9477f5d44110d2530cf9aade"},
+    {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
+    {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
 ]
 
 [package.dependencies]
@@ -568,4 +568,4 @@ zstd = ["zstandard (>=0.18.0)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "59543baf4d462d4830e7228ba9eda8ae865416fdabd8ede129492ac45f1926f2"
+content-hash = "6b29791896ec1680e2c841ac42e835c1bada672b056d8208ab24388f70f9badb"
diff --git a/arch/tools/pyproject.toml b/arch/tools/pyproject.toml
index 28b3b3ab..7ed79a36 100644
--- a/arch/tools/pyproject.toml
+++ b/arch/tools/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "archgw"
-version = "0.2.0"
+version = "0.2.1"
 description = "Python-based CLI tool to manage Arch Gateway."
 authors = ["Katanemo Labs, Inc."]
 packages = [
@@ -10,7 +10,7 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = "^3.10"
-archgw_modelserver = "^0.2.0"
+archgw_modelserver = "^0.2.1"
 click = "^8.1.7"
 jinja2 = "^3.1.4"
 jsonschema = "^4.23.0"
diff --git a/docs/source/conf.py b/docs/source/conf.py
index be9db942..3ea0822c 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -15,7 +15,7 @@ from sphinxawesome_theme.postprocess import Icons
 project = "Arch Docs"
 copyright = "2025, Katanemo Labs, Inc"
 author = "Katanemo Labs, Inc"
-release = " v0.2.0"
+release = " v0.2.1"
 
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
diff --git a/docs/source/get_started/quickstart.rst b/docs/source/get_started/quickstart.rst
index 5363f817..268bf45d 100644
--- a/docs/source/get_started/quickstart.rst
+++ b/docs/source/get_started/quickstart.rst
@@ -25,7 +25,7 @@ Arch's CLI allows you to manage and interact with the Arch gateway efficiently.
 
    $ python -m venv venv
    $ source venv/bin/activate   # On Windows, use: venv\Scripts\activate
-   $ pip install archgw==0.2.0
+   $ pip install archgw==0.2.1
 
 
 Build AI Agent with Arch Gateway
diff --git a/model_server/pyproject.toml b/model_server/pyproject.toml
index e9b2dc0e..397b58fb 100644
--- a/model_server/pyproject.toml
+++ b/model_server/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "archgw_modelserver"
-version = "0.2.0"
+version = "0.2.1"
 description = "A model server for serving models"
 authors = ["Katanemo Labs, Inc <info@katanemo.com>"]
 license = "Apache 2.0"

From 6ad70d973738d39b0beff7d8794d9b4190465119 Mon Sep 17 00:00:00 2001
From: Salman Paracha <salman.paracha@gmail.com>
Date: Mon, 10 Feb 2025 11:23:04 -0800
Subject: [PATCH 13/15] Fixing relative link to the shared chatbotui in the
 spotify demo, and add references to it in the README (#400)

---
 README.md                                     | 46 ++++++++++++-------
 .../spotify_bearer_auth/arch_config.yaml      | 35 +-------------
 .../spotify_bearer_auth/docker-compose.yaml   |  4 +-
 3 files changed, 32 insertions(+), 53 deletions(-)

diff --git a/README.md b/README.md
index 7078106c..9bcfa66f 100644
--- a/README.md
+++ b/README.md
@@ -1,30 +1,41 @@
-<p align="center">
+<div align="center">
   <img src="docs/source/_static/img/arch-logo.png" alt="Arch Logo" width="75%" heigh=auto>
-</p>
-<p align="center">
-<a href="https://www.producthunt.com/posts/arch-3?embed=true&utm_source=badge-top-post-badge&utm_medium=badge&utm_souce=badge-arch&#0045;3" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post_id=565761&theme=light&period=daily" alt="Arch - Build&#0032;fast&#0044;&#0032;hyper&#0045;personalized&#0032;agents&#0032;with&#0032;intelligent&#0032;infra | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a>
-</p>
+</div>
+<div align="center">
 
-Arch is an **intelligent (edge and LLM) proxy designed for agentic applications** - to help you protect, observe, and build agentic tasks by simply connecting (existing) APIs.
+_Arch is an intelligent (edge and LLM) proxy designed for agentic applications - to help you protect, observe, and build agentic tasks by simply connecting (existing) APIs._
 
-Built by the contributors of [Envoy Proxy](https://www.envoyproxy.io/) with the belief that:
-
->Prompts are nuanced and opaque user requests, which require the same capabilities as traditional HTTP requests including secure handling, intelligent routing, robust observability, and integration with backend (API) systems for personalization – outside core business logic.*
+[Quickstart](##quickstart) •
+[Demos](##demos) •
+[Build agentic apps with Arch](###Build-AI-Agent-with-Arch-Gateway) •
+[Use Arch as an LLM router](###Use-Arch-Gateway-as-LLM-Router-) •
+[Documentation](https://docs.archgw.com) •
+[Contact](##contact)
 
 [![pre-commit](https://github.com/katanemo/arch/actions/workflows/pre-commit.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/pre-commit.yml)
 [![rust tests (prompt and llm gateway)](https://github.com/katanemo/arch/actions/workflows/rust_tests.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/rust_tests.yml)
 [![e2e tests](https://github.com/katanemo/arch/actions/workflows/e2e_tests.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/e2e_tests.yml)
 [![Build and Deploy Documentation](https://github.com/katanemo/arch/actions/workflows/static.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/static.yml)
+</div>
 
-Arch is engineered with purpose-built LLMs to handle critical but undifferentiated tasks related to the handling and processing of prompts. This includes detecting and rejecting [jailbreak](https://github.com/verazuo/jailbreak_llms) attempts, intelligent task routing for improved accuracy, mapping user request into "backend" functions, and managing the observability of prompts and LLM API calls in a centralized way.
+# Overview
+<a href="https://www.producthunt.com/posts/arch-3?embed=true&utm_source=badge-top-post-badge&utm_medium=badge&utm_souce=badge-arch&#0045;3" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post_id=565761&theme=light&period=daily" alt="Arch - Build&#0032;fast&#0044;&#0032;hyper&#0045;personalized&#0032;agents&#0032;with&#0032;intelligent&#0032;infra | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a>
 
 
+Arch Gateway was built by the contributors of [Envoy Proxy](https://www.envoyproxy.io/) with the belief that:
+
+>Prompts are nuanced and opaque user requests, which require the same capabilities as traditional HTTP requests including secure handling, intelligent routing, robust observability, and integration with backend (API) systems for personalization – outside core business logic.*
+
+
+Arch is engineered with purpose-built LLMs to handle critical but pesky tasks related to the handling and processing of prompts. This includes detecting and rejecting [jailbreak](https://github.com/verazuo/jailbreak_llms) attempts, intent-based routing for improved task accuracy, mapping user request into "backend" functions, and managing the observability of prompts and LLM API calls in a centralized way.
+
 **Core Features**:
-  - Built on [Envoy](https://envoyproxy.io): Arch runs alongside application servers as a separate containerized process, and builds on top of Envoy's proven HTTP management and scalability features to handle ingress and egress traffic related to prompts and LLMs.
-  - Task Routing & Fast Function Calling. Engineered with purpose-built [LLMs](https://huggingface.co/collections/katanemo/arch-function-66f209a693ea8df14317ad68) to handle fast, cost-effective, and accurate prompt-based tasks like function/API calling, and parameter extraction from prompts to build more task-accurate agentic applications.
-  - Prompt [Guard](https://huggingface.co/collections/katanemo/arch-guard-6702bdc08b889e4bce8f446d): Arch centralizes guardrails to prevent jailbreak attempts and ensure safe user interactions without writing a single line of code.
-  - Routing & Traffic Management: Arch centralizes calls to LLMs used by your applications, offering smart retries, automatic cutover, and resilient upstream connections for continuous availability.
-  - Observability: Arch uses the W3C Trace Context standard to enable complete request tracing across applications, ensuring compatibility with observability tools, and provides metrics to monitor latency, token usage, and error rates, helping optimize AI application performance.
+
+  - **Intent-based prompt routing & fast ⚡ function-calling via APIs**. Engineered with purpose-built [LLMs](https://huggingface.co/collections/katanemo/arch-function-66f209a693ea8df14317ad68) to handle fast, cost-effective, and accurate prompt-based tasks like function/API calling, and parameter extraction from prompts to build more task-accurate agentic applications.
+  - **Prompt [Guard](https://huggingface.co/collections/katanemo/arch-guard-6702bdc08b889e4bce8f446d)**: Arch centralizes guardrails to prevent jailbreak attempts and ensure safe user interactions without writing a single line of code.
+  - **LLM Routing & Traffic Management**: Arch centralizes calls to LLMs used by your applications, offering smart retries, automatic cutover, and resilient upstream connections for continuous availability.
+  - **Observability**: Arch uses the W3C Trace Context standard to enable complete request tracing across applications, ensuring compatibility with observability tools, and provides metrics to monitor latency, token usage, and error rates, helping optimize AI application performance.
+  - **Built on [Envoy](https://envoyproxy.io)**: Arch runs alongside application servers as a separate containerized process, and builds on top of Envoy's proven HTTP management and scalability features to handle ingress and egress traffic related to prompts and LLMs.
 
 **High-Level Sequence Diagram**:
 ![alt text](docs/source/_static/img/arch_network_diagram_high_level.png)
@@ -38,8 +49,9 @@ Arch is engineered with purpose-built LLMs to handle critical but undifferentiat
 To get in touch with us, please join our [discord server](https://discord.gg/pGZf2gcwEc). We will be monitoring that actively and offering support there.
 
 ## Demos
-* [Weather Forecast](demos/samples_python/weather_forecast/README.md) - Walk through of the core function calling capabilities of arch gateway using weather forecasting service
-* [Network Agent](demos/samples_python/network_switch_operator_agent/README.md) - Build a networking co-pilot/agent agent with Arch
+* [Sample App: Weather Forecast Agent](demos/samples_python/weather_forecast/README.md) - A sample agentic weather forecasting appp that highlights core function calling capabilities of Arch.
+* [Sample App: Network Operator Agent](demos/samples_python/network_switch_operator_agent/README.md) - A simple network device switch operator agent that can retrive device statistics and reboot them.
+* [User Case: Connecting to SaaS APIs](demos/use_cases/spotify_bearer_auth) - Connect 3rd party SaaS APIs to your agentic chat experience.
 
 ## Quickstart
 
diff --git a/demos/use_cases/spotify_bearer_auth/arch_config.yaml b/demos/use_cases/spotify_bearer_auth/arch_config.yaml
index dbed4c8c..a259a539 100644
--- a/demos/use_cases/spotify_bearer_auth/arch_config.yaml
+++ b/demos/use_cases/spotify_bearer_auth/arch_config.yaml
@@ -82,7 +82,7 @@ system_prompt: |
   Make sure your output is valid Markdown. And don't say "formatted in Markdown". Thanks!
 
 llm_providers:
-  - name: OpenAI
+  - name: openai
     provider_interface: openai
     access_key: $OPENAI_API_KEY
     model: gpt-4o
@@ -120,36 +120,3 @@ prompt_targets:
       path: /v1/artists/{artist_id}/top-tracks
       http_headers:
         Authorization: "Bearer $SPOTIFY_CLIENT_KEY"
-
-  # - name: search_for_item
-  #   description: Get information about albums, artists, playlists, tracks, shows, episodes or audiobooks. You can search for an item by its name, creator, or topic.
-  #   parameters:
-  #     - name: q
-  #       description: Your search query, which can include keywords related to the item name, its creator, or its topic.
-  #       required: true
-  #       type: str
-  #     - name: type
-  #       type: str
-  #       description: The type of the item to search for (e.g., album, artist, playlist, track, show, episode, audiobook).
-  #       enum:
-  #         - album
-  #         - artist
-  #         - playlist
-  #         - track
-  #         - show
-  #         - episode
-  #         - audiobook
-  #       required: true
-  #     - name: market
-  #       type: str
-  #       description: A country code
-  #       default: US
-  #     - name: limit
-  #       type: integer
-  #       description: The maximum number of results to return
-  #       default: "5"
-  #   endpoint:
-  #     name: spotify
-  #     path: /v1/search
-  #     http_headers:
-  #       Authorization: "Bearer $SPOTIFY_CLIENT_KEY"
diff --git a/demos/use_cases/spotify_bearer_auth/docker-compose.yaml b/demos/use_cases/spotify_bearer_auth/docker-compose.yaml
index 32e52c40..ee5465a5 100644
--- a/demos/use_cases/spotify_bearer_auth/docker-compose.yaml
+++ b/demos/use_cases/spotify_bearer_auth/docker-compose.yaml
@@ -1,7 +1,7 @@
 services:
   chatbot_ui:
     build:
-      context: ../shared/chatbot_ui
+      context: ../../shared/chatbot_ui
     ports:
       - "18080:8080"
     environment:
@@ -14,7 +14,7 @@ services:
 
   jaeger:
     build:
-      context: ../shared/jaeger
+      context: ../../shared/jaeger
     ports:
       - "16686:16686"
       - "4317:4317"

From c9fe7a7eba24db9d4bc65921a508261e03527c17 Mon Sep 17 00:00:00 2001
From: Ashwin Ramaswami <aramaswamis@gmail.com>
Date: Mon, 10 Feb 2025 13:55:17 -0800
Subject: [PATCH 14/15] Fix typo (#401)

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9bcfa66f..2dcf94b5 100644
--- a/README.md
+++ b/README.md
@@ -49,7 +49,7 @@ Arch is engineered with purpose-built LLMs to handle critical but pesky tasks re
 To get in touch with us, please join our [discord server](https://discord.gg/pGZf2gcwEc). We will be monitoring that actively and offering support there.
 
 ## Demos
-* [Sample App: Weather Forecast Agent](demos/samples_python/weather_forecast/README.md) - A sample agentic weather forecasting appp that highlights core function calling capabilities of Arch.
+* [Sample App: Weather Forecast Agent](demos/samples_python/weather_forecast/README.md) - A sample agentic weather forecasting app that highlights core function calling capabilities of Arch.
 * [Sample App: Network Operator Agent](demos/samples_python/network_switch_operator_agent/README.md) - A simple network device switch operator agent that can retrive device statistics and reboot them.
 * [User Case: Connecting to SaaS APIs](demos/use_cases/spotify_bearer_auth) - Connect 3rd party SaaS APIs to your agentic chat experience.
 

From 28ee14a75cbb06310e0da03b61eba7789b71a7ed Mon Sep 17 00:00:00 2001
From: Salman Paracha <salman.paracha@gmail.com>
Date: Mon, 10 Feb 2025 17:56:28 -0800
Subject: [PATCH 15/15] =?UTF-8?q?updated=20the=20spotify=20bearer=20author?=
 =?UTF-8?q?ization=20README=20and=20fixed=20main=20README=E2=80=A6=20(#402?=
 =?UTF-8?q?)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* updated the spotify bearer authorization README and fixed main README links

* minor fixes to SPOTIFY README

---------

Co-authored-by: Salman Paracha <salmanparacha@MacBook-Pro-261.local>
---
 README.md                                     |  10 +++---
 demos/use_cases/spotify_bearer_auth/README.md |  34 ++++++++++++++----
 .../spotify_bearer_auth.png                   | Bin 0 -> 1035798 bytes
 3 files changed, 32 insertions(+), 12 deletions(-)
 create mode 100644 demos/use_cases/spotify_bearer_auth/spotify_bearer_auth.png

diff --git a/README.md b/README.md
index 2dcf94b5..e3a6a8ba 100644
--- a/README.md
+++ b/README.md
@@ -5,12 +5,12 @@
 
 _Arch is an intelligent (edge and LLM) proxy designed for agentic applications - to help you protect, observe, and build agentic tasks by simply connecting (existing) APIs._
 
-[Quickstart](##quickstart) •
-[Demos](##demos) •
-[Build agentic apps with Arch](###Build-AI-Agent-with-Arch-Gateway) •
-[Use Arch as an LLM router](###Use-Arch-Gateway-as-LLM-Router-) •
+[Quickstart](#Quickstart) •
+[Demos](#Demos) •
+[Build agentic apps with Arch](#Build-AI-Agent-with-Arch-Gateway) •
+[Use Arch as an LLM router](#Use-Arch-Gateway-as-LLM-Router) •
 [Documentation](https://docs.archgw.com) •
-[Contact](##contact)
+[Contact](#Contact)
 
 [![pre-commit](https://github.com/katanemo/arch/actions/workflows/pre-commit.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/pre-commit.yml)
 [![rust tests (prompt and llm gateway)](https://github.com/katanemo/arch/actions/workflows/rust_tests.yml/badge.svg)](https://github.com/katanemo/arch/actions/workflows/rust_tests.yml)
diff --git a/demos/use_cases/spotify_bearer_auth/README.md b/demos/use_cases/spotify_bearer_auth/README.md
index 4f04c16f..7dd3c81e 100644
--- a/demos/use_cases/spotify_bearer_auth/README.md
+++ b/demos/use_cases/spotify_bearer_auth/README.md
@@ -1,11 +1,31 @@
-This demo shows how you can use spotify's public APIs using http auth header token.
+# Use Case Demo: Bearer Authorization with Spotify APIs
 
-This demo uses following apis from spotify,
+In this demo, we show how you can use Arch's bearer authorization capability to connect your agentic apps to third-party APIs.
+More specifically, we demonstrate how you can connect to two Spotify APIs:
 
-- /v1/browse/new-releases
-- /v1/artists/{artist_id}/top-tracks
+- [`/v1/browse/new-releases`](https://developer.spotify.com/documentation/web-api/reference/get-new-releases)
+- [`/v1/artists/{artist_id}/top-tracks`](https://developer.spotify.com/documentation/web-api/reference/get-an-artists-top-tracks)
 
-For more details please see arch_config.yaml.
+Where users can engage by asking questions like _"Show me the latest releases in the US"_, followed by queries like _"Show me top tracks from Taylor Swift"_.
 
-To get auth token please follow this
-TODO
+![Example of Bearer Authorization with Spotify APIs](spotify_bearer_auth.png)
+
+## Starting the demo
+
+1. Ensure the [prerequisites](https://github.com/katanemo/arch/?tab=readme-ov-file#prerequisites) are installed correctly.
+2. Create an `.env` file with API keys for OpenAI and Spotify.
+   - Sign up for an OpenAI API key at [https://platform.openai.com/signup/](https://platform.openai.com/signup/)
+   - Sign up for a Spotify Client Key/Secret by following instructions at [https://developer.spotify.com/dashboard/](https://developer.spotify.com/dashboard/)
+   - Generate a Spotify token using the [https://accounts.spotify.com/api/token API](https://accounts.spotify.com/api/token), using ```curl``` or similar commands.
+   - Create a .env file with the following keys:
+   ```
+   OPENAI_API_KEY=your_openai_api_key
+   SPOTIFY_CLIENT_KEY=your_spotify_api_token
+   ```
+
+3. Start Arch
+   ```sh
+   sh run_demo.sh
+   ```
+4. Navigate to http://localhost:18080
+5. Ask "show me new album releases in the US"
diff --git a/demos/use_cases/spotify_bearer_auth/spotify_bearer_auth.png b/demos/use_cases/spotify_bearer_auth/spotify_bearer_auth.png
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literal 0
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