diff --git a/crates/common/src/api/open_ai.rs b/crates/common/src/api/open_ai.rs index 2a07ce3f..f318ebc4 100644 --- a/crates/common/src/api/open_ai.rs +++ b/crates/common/src/api/open_ai.rs @@ -138,7 +138,7 @@ impl From for ParameterType { _ => { log::warn!("Unknown parameter type: {}, assuming type str", s); ParameterType::String - }, + } } } } @@ -205,13 +205,6 @@ pub struct ToolCallState { pub enum ArchState { ToolCall(Vec), } -#[derive(Deserialize, Serialize)] -#[serde(untagged)] -pub enum ModelServerResponse { - ChatCompletionsResponse(ChatCompletionsResponse), - ModelServerErrorResponse(ModelServerErrorResponse), -} - #[derive(Debug, Clone, Serialize, Deserialize)] pub struct ModelServerErrorResponse { pub result: String, diff --git a/crates/prompt_gateway/src/stream_context.rs b/crates/prompt_gateway/src/stream_context.rs index d197b3e0..87cf3ee9 100644 --- a/crates/prompt_gateway/src/stream_context.rs +++ b/crates/prompt_gateway/src/stream_context.rs @@ -2,7 +2,7 @@ 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, + ChatCompletionsResponse, Message, ToolCall, }; use common::configuration::{Overrides, PromptTarget, Tracing}; use common::consts::{ @@ -128,7 +128,7 @@ impl StreamContext { debug!("model server response received"); trace!("response body: {}", body_str); - let model_server_response: ModelServerResponse = match serde_json::from_str(&body_str) { + let model_server_response: ChatCompletionsResponse = match serde_json::from_str(&body_str) { Ok(arch_fc_response) => arch_fc_response, Err(e) => { warn!( @@ -139,77 +139,121 @@ impl StreamContext { } }; - let arch_fc_response = match model_server_response { - ModelServerResponse::ChatCompletionsResponse(response) => response, - ModelServerResponse::ModelServerErrorResponse(response) => { - debug!("archgw <= modelserver error response: {}", response.result); - if response.result == "No intent matched" { - if let Some(default_prompt_target) = self - .prompt_targets - .values() - .find(|pt| pt.default.unwrap_or(false)) - { - debug!("default prompt target found, forwarding request to default prompt target"); - let endpoint = default_prompt_target.endpoint.clone().unwrap(); - let upstream_path: String = endpoint.path.unwrap_or(String::from("/")); + // intent was matched if we see function_latency in metadata + let intent_matched = model_server_response + .metadata + .as_ref() + .and_then(|metadata| metadata.get("function_latency")) + .is_some(); - let upstream_endpoint = endpoint.name; - let mut params = HashMap::new(); - params.insert( - MESSAGES_KEY.to_string(), - callout_context.request_body.messages.clone(), - ); - let arch_messages_json = serde_json::to_string(¶ms).unwrap(); - let timeout_str = DEFAULT_TARGET_REQUEST_TIMEOUT_MS.to_string(); + if !intent_matched { + debug!("intent not matched"); + // check if we have a default prompt target + if let Some(default_prompt_target) = self + .prompt_targets + .values() + .find(|pt| pt.default.unwrap_or(false)) + { + debug!("default prompt target found, forwarding request to default prompt target"); + let endpoint = default_prompt_target.endpoint.clone().unwrap(); + let upstream_path: String = endpoint.path.unwrap_or(String::from("/")); - let mut headers = vec![ - (":method", "POST"), - (ARCH_UPSTREAM_HOST_HEADER, &upstream_endpoint), - (":path", &upstream_path), - (":authority", &upstream_endpoint), - ("content-type", "application/json"), - ("x-envoy-max-retries", "3"), - ("x-envoy-upstream-rq-timeout-ms", timeout_str.as_str()), - ]; + let upstream_endpoint = endpoint.name; + let mut params = HashMap::new(); + params.insert( + MESSAGES_KEY.to_string(), + callout_context.request_body.messages.clone(), + ); + let arch_messages_json = serde_json::to_string(¶ms).unwrap(); + let timeout_str = DEFAULT_TARGET_REQUEST_TIMEOUT_MS.to_string(); - if self.request_id.is_some() { - headers.push((REQUEST_ID_HEADER, self.request_id.as_ref().unwrap())); - } + let mut headers = vec![ + (":method", "POST"), + (ARCH_UPSTREAM_HOST_HEADER, &upstream_endpoint), + (":path", &upstream_path), + (":authority", &upstream_endpoint), + ("content-type", "application/json"), + ("x-envoy-max-retries", "3"), + ("x-envoy-upstream-rq-timeout-ms", timeout_str.as_str()), + ]; - // if self.trace_arch_internal() && self.traceparent.is_some() { - // headers.push((TRACE_PARENT_HEADER, self.traceparent.as_ref().unwrap())); - // } + if self.request_id.is_some() { + headers.push((REQUEST_ID_HEADER, self.request_id.as_ref().unwrap())); + } - let call_args = CallArgs::new( - ARCH_INTERNAL_CLUSTER_NAME, - &upstream_path, - headers, - Some(arch_messages_json.as_bytes()), - vec![], - Duration::from_secs(5), - ); - callout_context.response_handler_type = ResponseHandlerType::DefaultTarget; - callout_context.prompt_target_name = - Some(default_prompt_target.name.clone()); + let call_args = CallArgs::new( + ARCH_INTERNAL_CLUSTER_NAME, + &upstream_path, + headers, + Some(arch_messages_json.as_bytes()), + vec![], + Duration::from_secs(5), + ); + callout_context.response_handler_type = ResponseHandlerType::DefaultTarget; + callout_context.prompt_target_name = Some(default_prompt_target.name.clone()); - if let Err(e) = self.http_call(call_args, callout_context) { - warn!("error dispatching default prompt target request: {}", e); - return self.send_server_error( - ServerError::HttpDispatch(e), - Some(StatusCode::BAD_REQUEST), - ); - } - return; + if let Err(e) = self.http_call(call_args, callout_context) { + warn!("error dispatching default prompt target request: {}", e); + return self.send_server_error( + ServerError::HttpDispatch(e), + Some(StatusCode::BAD_REQUEST), + ); + } + return; + } else { + debug!("no default prompt target found, forwarding request to upstream llm"); + let mut messages = Vec::new(); + // add system prompt + match self.system_prompt.as_ref() { + None => {} + Some(system_prompt) => { + let system_prompt_message = Message { + role: SYSTEM_ROLE.to_string(), + content: Some(system_prompt.clone()), + model: None, + tool_calls: None, + tool_call_id: None, + }; + messages.push(system_prompt_message); } } - return self.send_server_error( - ServerError::LogicError(response.result), - Some(StatusCode::BAD_REQUEST), - ); - } - }; - arch_fc_response.choices[0] + messages.append( + &mut self + .filter_out_arch_messages(callout_context.request_body.messages.as_ref()), + ); + + let chat_completion_request = ChatCompletionsRequest { + model: self + .chat_completions_request + .as_ref() + .unwrap() + .model + .clone(), + messages, + tools: None, + stream: callout_context.request_body.stream, + stream_options: callout_context.request_body.stream_options, + metadata: None, + }; + + let chat_completion_request_json = + serde_json::to_string(&chat_completion_request).unwrap(); + debug!( + "archgw => upstream llm request: {}", + chat_completion_request_json + ); + self.set_http_request_body( + 0, + self.request_body_size, + chat_completion_request_json.as_bytes(), + ); + self.resume_http_request(); + return; + } + } + + model_server_response.choices[0] .message .tool_calls .clone_into(&mut self.tool_calls); @@ -238,7 +282,7 @@ impl StreamContext { ), ChatCompletionStreamResponse::new( Some( - arch_fc_response.choices[0] + model_server_response.choices[0] .message .content .as_ref() diff --git a/crates/prompt_gateway/tests/integration.rs b/crates/prompt_gateway/tests/integration.rs index 0792a319..c5d23297 100644 --- a/crates/prompt_gateway/tests/integration.rs +++ b/crates/prompt_gateway/tests/integration.rs @@ -363,7 +363,11 @@ fn prompt_gateway_request_to_llm_gateway() { }, }], model: String::from("test"), - metadata: None, + metadata: { + let mut map: HashMap = HashMap::new(); + map.insert("function_latency".to_string(), "0.0".to_string()); + Some(map) + }, }; let expected_body = "{\"city\":\"seattle\"}"; @@ -378,17 +382,17 @@ fn prompt_gateway_request_to_llm_gateway() { .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_log(Some(LogLevel::Debug), None) .expect_http_call( Some("arch_internal"), Some(vec![ - (":method", "POST"), - ("content-type", "application/json"), - ("x-arch-upstream", "api_server"), - (":authority", "api_server"), ("x-envoy-max-retries", "3"), - (":path", "/weather"), + ("x-arch-upstream", "api_server"), + ("content-type", "application/json"), ("x-envoy-upstream-rq-timeout-ms", "30000"), + (":path", "/weather"), + (":method", "POST"), + (":authority", "api_server"), ]), Some(expected_body), None, @@ -452,3 +456,252 @@ fn prompt_gateway_request_to_llm_gateway() { .execute_and_expect(ReturnType::Action(Action::Continue)) .unwrap(); } + +#[test] +#[serial] +fn prompt_gateway_request_no_intent_match() { + let args = tester::MockSettings { + wasm_path: wasm_module(), + quiet: false, + allow_unexpected: false, + }; + let mut module = tester::mock(args).unwrap(); + + module + .call_start() + .execute_and_expect(ReturnType::None) + .unwrap(); + + // Setup Filter + let mut config: Configuration = serde_yaml::from_str(default_config()).unwrap(); + config.ratelimits.as_mut().unwrap()[0].limit.tokens += 1000; + let config_str = serde_json::to_string(&config).unwrap(); + + let filter_context = setup_filter(&mut module, &config_str); + + // Setup HTTP Stream + let http_context = 2; + + normal_flow(&mut module, filter_context, http_context); + + let arch_fc_resp = ChatCompletionsResponse { + usage: Some(Usage { + completion_tokens: 0, + }), + choices: vec![Choice { + finish_reason: Some("test".to_string()), + index: Some(0), + message: Message { + role: "system".to_string(), + content: None, + tool_calls: Some(vec![ToolCall { + id: String::from("test"), + tool_type: ToolType::Function, + function: FunctionCallDetail { + name: String::from("weather_forecast"), + arguments: HashMap::from([( + String::from("city"), + Value::String(String::from("seattle")), + )]), + }, + }]), + model: None, + tool_call_id: None, + }, + }], + model: String::from("test"), + metadata: None, + }; + + 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) + .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), Some("intent not matched")) + .expect_log( + Some(LogLevel::Debug), + Some("no default prompt target found, forwarding request to upstream llm"), + ) + .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(); +} + +fn arch_config_default_target() -> &'static str { + r#" +version: "0.1-beta" + +listener: + address: 0.0.0.0 + port: 10000 + message_format: huggingface + connect_timeout: 0.005s + +endpoints: + api_server: + endpoint: api_server:80 + connect_timeout: 0.005s + +llm_providers: + - name: open-ai-gpt-4 + provider_interface: openai + access_key: secret_key + model: gpt-4 + default: true + +overrides: + # confidence threshold for prompt target intent matching + prompt_target_intent_matching_threshold: 0.0 + +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 within my programmed parameters." + +prompt_targets: + - name: weather_forecast + description: This function provides realtime weather forecast information for a given city. + parameters: + - name: city + required: true + description: The city for which the weather forecast is requested. + - name: days + description: The number of days for which the weather forecast is requested. + - name: units + description: The units in which the weather forecast is requested. + endpoint: + name: api_server + path: /weather + http_method: POST + system_prompt: | + You are a helpful weather forecaster. Use weater data that is provided to you. Please following following guidelines when responding to user queries: + - Use farenheight for temperature + - Use miles per hour for wind speed + + - name: default_target + default: true + description: This is the default target for all unmatched prompts. + endpoint: + name: weather_forecast_service + path: /default_target + http_method: POST + system_prompt: | + You are a helpful assistant! Summarize the user's request and provide a helpful response. + # if it is set to false arch will send response that it received from this prompt target to the user + # if true arch will forward the response to the default LLM + auto_llm_dispatch_on_response: false + +ratelimits: + - model: gpt-4 + selector: + key: selector-key + value: selector-value + limit: + tokens: 1 + unit: minute +"# +} + +#[test] +#[serial] +fn prompt_gateway_request_no_intent_match_default_target() { + let args = tester::MockSettings { + wasm_path: wasm_module(), + quiet: false, + allow_unexpected: false, + }; + let mut module = tester::mock(args).unwrap(); + + module + .call_start() + .execute_and_expect(ReturnType::None) + .unwrap(); + + // Setup Filter + let mut config: Configuration = serde_yaml::from_str(arch_config_default_target()).unwrap(); + config.ratelimits.as_mut().unwrap()[0].limit.tokens += 1000; + let config_str = serde_json::to_string(&config).unwrap(); + + let filter_context = setup_filter(&mut module, &config_str); + + // Setup HTTP Stream + let http_context = 2; + + normal_flow(&mut module, filter_context, http_context); + + let arch_fc_resp = ChatCompletionsResponse { + usage: Some(Usage { + completion_tokens: 0, + }), + choices: vec![Choice { + finish_reason: Some("test".to_string()), + index: Some(0), + message: Message { + role: "system".to_string(), + content: None, + tool_calls: Some(vec![ToolCall { + id: String::from("test"), + tool_type: ToolType::Function, + function: FunctionCallDetail { + name: String::from("weather_forecast"), + arguments: HashMap::from([( + String::from("city"), + Value::String(String::from("seattle")), + )]), + }, + }]), + model: None, + tool_call_id: None, + }, + }], + model: String::from("test"), + metadata: None, + }; + + 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) + .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), Some("intent not matched")) + .expect_log( + Some(LogLevel::Debug), + Some("default prompt target found, forwarding request to default prompt target"), + ) + .expect_log(Some(LogLevel::Trace), None) + .expect_log(Some(LogLevel::Debug), None) + .expect_http_call( + Some("arch_internal"), + Some(vec![ + (":method", "POST"), + ("x-arch-upstream", "weather_forecast_service"), + (":path", "/default_target"), + (":authority", "weather_forecast_service"), + ("content-type", "application/json"), + ("x-envoy-max-retries", "3"), + ("x-envoy-upstream-rq-timeout-ms", "30000"), + ]), + None, + None, + Some(5000), + ) + .returning(Some(2)) + .expect_metric_increment("active_http_calls", 1) + .execute_and_expect(ReturnType::None) + .unwrap(); +} diff --git a/demos/samples_python/currency_exchange/arch_config.yaml b/demos/samples_python/currency_exchange/arch_config.yaml index 1475abca..03e5a01d 100644 --- a/demos/samples_python/currency_exchange/arch_config.yaml +++ b/demos/samples_python/currency_exchange/arch_config.yaml @@ -19,7 +19,7 @@ endpoints: protocol: https system_prompt: | - You are a helpful assistant. + You are a helpful assistant. Only respond to queries related to currency exchange. If there are any other questions, I can't help you. prompt_guards: input_guards: diff --git a/model_server/src/core/function_calling.py b/model_server/src/core/function_calling.py index 99dd29ba..e1cc1b94 100644 --- a/model_server/src/core/function_calling.py +++ b/model_server/src/core/function_calling.py @@ -355,7 +355,7 @@ class ArchFunctionHandler(ArchBaseHandler): try: tool_content = json.loads(fixed_content) except Exception: - tool_calls, is_valid, error_message = [], False, e + is_valid, error_message = False, e break tool_calls.append( @@ -573,23 +573,26 @@ class ArchFunctionHandler(ArchBaseHandler): # Extract tool calls from model response extracted = self._extract_tool_calls(model_response) - if len(extracted["result"]) and extracted["status"]: - verified = self._verify_tool_calls( - tools=req.tools, tool_calls=extracted["result"] - ) - - if verified["status"]: - logger.info( - f"[Tool calls]: {json.dumps([tool_call['function'] for tool_call in extracted['result']])}" + if extracted["status"]: + # Response with tool calls + if len(extracted["result"]): + verified = self._verify_tool_calls( + tools=req.tools, tool_calls=extracted["result"] ) - model_response = Message(content="", tool_calls=extracted["result"]) + + if verified["status"]: + logger.info( + f"[Tool calls]: {json.dumps([tool_call['function'] for tool_call in extracted['result']])}" + ) + model_response = Message(content="", tool_calls=extracted["result"]) + else: + logger.error(f"Invalid tool call - {verified['message']}") + # Response without tool calls else: - logger.error(f"Invalid tool call - {verified['message']}") - # raise ValueError( - # f"[Arch-Function]: Invalid tool call - {verified['message']}" - # ) + model_response = Message(content=model_response, tool_calls=[]) + # Response with tool calls but contain errors else: - model_response = Message(content=model_response, tool_calls=[]) + logger.error(f"Tool call extraction error - {extracted['message']}") chat_completion_response = ChatCompletionResponse( choices=[Choice(message=model_response)], model=self.model_name diff --git a/model_server/src/core/utils/model_utils.py b/model_server/src/core/utils/model_utils.py index 7dc71acf..73dc6fef 100644 --- a/model_server/src/core/utils/model_utils.py +++ b/model_server/src/core/utils/model_utils.py @@ -171,7 +171,7 @@ class ArchBaseHandler: assert processed_messages[-1]["role"] == "user" if extra_instruction: - processed_messages[-1]["content"] += extra_instruction + processed_messages[-1]["content"] += "\n" + extra_instruction # keep the first system message and shift conversation if the total token length exceeds the limit def truncate_messages(messages: List[Dict[str, Any]]): diff --git a/model_server/src/main.py b/model_server/src/main.py index 683d6227..081ee241 100644 --- a/model_server/src/main.py +++ b/model_server/src/main.py @@ -104,6 +104,7 @@ async def function_calling(req: ChatMessage, res: Response): res.status_code = 500 error_messages = f"[Arch-Function] - Error in ChatCompletion: {e}" else: + # no intent matched intent_response.metadata = { "intent_latency": str(round(intent_latency * 1000, 3)), } diff --git a/tests/e2e/poetry.lock b/tests/e2e/poetry.lock index de08f7ee..7e296f88 100644 --- a/tests/e2e/poetry.lock +++ b/tests/e2e/poetry.lock @@ -1,14 +1,14 @@ -# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. 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