V0.9.1 #58
+44
-7
@@ -269,22 +269,26 @@ function _agentLoop(agent::yiemAgent)
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else
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# check followUp message after _processMessage() is done
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if typeof(processingTask) == Task && istaskdone(processingTask) == true
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# agent.eventSink("_processMessage() done")
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# if agent runs is done but followUpChannel has messages,
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# put new message in inputChannel instead
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if isready(agent.followUpChannel)
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while isready(agent.followUpChannel)
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# agent.eventSink("put followUp message to input channel")
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followUpMsg = take!(agent.followUpChannel)
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put!(agent.inputChannel, followUpMsg)
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end
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processingTask = nothing # reset
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result = nothing # reset
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else # _processMessage() done and no followUp message.
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# agent.eventSink("no followUp message")
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result = deepcopy(agent._state.messages[end])
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# filter out reasoningContent in-place
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filter!(c -> !(c isa reasoningContent), result.content)
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# format output
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respondToUI = _assistantMessageToOpenAI(result)
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put!(agent.outputChannel, respondToUI)
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# agent.eventSink("put result to output channel")
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processingTask = nothing # reset
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result = nothing # reset
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end
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@@ -344,7 +348,7 @@ function _agentLoop(agent::yiemAgent)
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showerror(io, e, bt)
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println(io)
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end
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eventSink(errMsg; publish=true)
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# agent.eventSink(errMsg; publish=true)
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# On any error, send error response and exit the loop
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@error "Agent loop failed" error=e
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@@ -395,6 +399,8 @@ function _processMessage(
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# loop until llmCall() response didn't use tool calls
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final_response = nothing
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# eventSink("▶ _processMessage: entered")
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""" example message in inputChannel
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Dict(
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"role" => "user",
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@@ -420,6 +426,7 @@ function _processMessage(
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end
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newUserMsg = OpenAiToUserMessage(newUserMsg_openai)
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push!(agentMsgHistory, newUserMsg)
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# eventSink("▶ _processMessage: user msg pushed")
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end
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# call prepareContext()
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state = agentState(systemPrompt, nothing, tools, agentMsgHistory)
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@@ -427,19 +434,22 @@ function _processMessage(
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# Call formatMessagesForLLM() to format for LLM
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formattedMessages = formatMessagesForLLM(preparedContext, eventSink)
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eventSink("Thinking...")
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# eventSink("▶ _processMessage: context")
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""" response example
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response = JSON.Object{String, Any}("finish_reason" => "tool_calls", "index" => 0, "message" => JSON.Object{String, Any}("role" => "assistant", "content" => "", "reasoning_content" => "Here's a thinking process:\n\n1. **Identify User Request**: The user is asking for the weather in Bangkok.\n2. **Locate Relevant Tool**: I have a `getWeather` function available.\n3. **Check Function Parameters**:\n - `city` (required): City and country, e.g., 'San Francisco, CA' or 'Tokyo, Japan'\n - `units` (optional, default \"celsius\"): Temperature scale (\"celsius\" or \"fahrenheit\")\n4. **Prepare Parameters**:\n - `city`: \"Bangkok, Thailand\" (adding country for clarity, though just \"Bangkok\" might work, following the example format is safer)\n - `units`: Not specified, so I'll use the default (\"celsius\")\n5. **Execute Tool Call**: Call `getWeather` with `city: \"Bangkok, Thailand\"`\n6. **Anticipate Response**: The function will return current weather and forecast data for Bangkok. I'll then format it nicely for the user.\n - *Self-Correction/Verification during thought*: The prompt says \"city: City and country, e.g., 'San Francisco, CA' or 'Tokyo, Japan'\". I'll use \"Bangkok, Thailand\". The `units` parameter is optional, so I'll omit it to use the default.\n - Proceed with tool call.✅\n", "tool_calls" => Any[JSON.Object{String, Any}("type" => "function", "function" => JSON.Object{String, Any}("name" => "getWeather", "arguments" => "{\"city\":\"Bangkok, Thailand\"}"), "id" => "6fOilR5QPcdppbAAHluhkRyUDu3oWMAL")]))
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"""
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response = llmCall(formattedMessages, eventSink=eventSink)
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# Extract tool calls from LLM response content blocks
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hasToolCalls, toolCallList, assistant_msg = _extractToolCalls(response)
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hasToolCalls, toolCallList, assistant_msg = _extractToolCalls(response, eventSink)
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# Add assistant message (tool calls or text) to history for next LLM turn
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push!(agentMsgHistory, assistant_msg)
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# eventSink("▶ _processMessage: LLM response")
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if hasToolCalls && length(toolCallList) > 0
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# eventSink("▶ _processMessage: tool calls")
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# Build context and config for executeToolCalls
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config = agentLoopConfig(
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@@ -452,11 +462,13 @@ function _processMessage(
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# call executeToolCalls()
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toolResultBatch = executeToolCalls(preparedContext, assistant_msg, toolCallList, config,
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signal, eventSink)
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# eventSink("▶ _processMessage: tool batch")
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# save toolResults to messages
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for toolResult in toolResultBatch.messages
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push!(agentMsgHistory, toolResult)
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end
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if toolResultBatch.terminate
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# eventSink("▶ _processMessage: TERMINATE branch")
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# If toolResultBatch requested termination, build a final response
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final_content = [textContent("Tool execution completed.")]
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for toolResult in toolResultBatch.messages
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@@ -488,6 +500,7 @@ function _processMessage(
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break
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end
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else
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# eventSink("▶ _processMessage: FINAL response")
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# LLM did not use tool calls —
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break
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end
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@@ -498,10 +511,12 @@ function _processMessage(
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println(io)
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end
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eventSink(err_msg; publish=true)
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# eventSink(err_msg; publish=true)
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# eventSink("▶ _processMessage: CAUGHT ERROR")
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end
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end
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# eventSink("▶ _processMessage: exited")
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return nothing
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end
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@@ -611,9 +626,12 @@ The message is constructed from:
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1) llm_useTool = JSON.Object{String, Any}("finish_reason" => "tool_calls", "index" => 0, "message" => JSON.Object{String, Any}("role" => "assistant", "content" => "", "reasoning_content" => "Here's a thinking process:\n\n1. **Identify User Request**: The user is asking for the weather in Bangkok.\n2. **Locate Relevant Tool**: I have a `getWeather` function available.\n3. **Check Function Parameters**:\n - `city` (required): City and country, e.g., 'San Francisco, CA' or 'Tokyo, Japan'\n - `units` (optional, default \"celsius\"): Temperature scale (\"celsius\" or \"fahrenheit\")\n4. **Prepare Parameters**:\n - `city`: \"Bangkok, Thailand\" (adding country for clarity, though just \"Bangkok\" might work, following the example format is safer)\n - `units`: Not specified, so I'll use the default (\"celsius\")\n5. **Execute Tool Call**: Call `getWeather` with `city: \"Bangkok, Thailand\"`\n6. **Anticipate Response**: The function will return current weather and forecast data for Bangkok. I'll then format it nicely for the user.\n - *Self-Correction/Verification during thought*: The prompt says \"city: City and country, e.g., 'San Francisco, CA' or 'Tokyo, Japan'\". I'll use \"Bangkok, Thailand\". The `units` parameter is optional, so I'll omit it to use the default.\n - Proceed with tool call.✅\n", "tool_calls" => Any[JSON.Object{String, Any}("type" => "function", "function" => JSON.Object{String, Any}("name" => "getWeather", "arguments" => "{\"city\":\"Bangkok, Thailand\"}"), "id" => "6fOilR5QPcdppbAAHluhkRyUDu3oWMAL")]))
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2) llm_notUseTool = JSON.Object{String, Any}("finish_reason" => "stop", "index" => 0, "message" => JSON.Object{String, Any}("role" => "assistant", "content" => "The weather in London, UK is currently Sunny with a temperature of 22°C.", "reasoning_content" => "The user asked for the weather in London.\nI called the `getWeather` tool for London, UK.\nThe response indicates it's Sunny and 22°C.\nI will convey this information to the user.\n"))
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"""
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function _extractToolCalls(response)
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function _extractToolCalls(response, eventSink=nothing)
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hasToolCalls = false
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toolCallList = agentToolCall[]
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# if eventSink !== nothing
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# eventSink("▶ _extractToolCalls: parsing response")
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# end
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# Helper: parse args (JSON string -> Dict, or pass through)
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parse_args(raw) = raw isa AbstractDict && !(raw isa Dict{String,Any}) ?
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@@ -943,9 +961,11 @@ function prepareToolCall(
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)::Union{preparedToolCall,immediateOutcome}
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# pick a called tool from tool store
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# eventSink("▶ prepareToolCall: resolving")
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tool = get(context.tools, toolCall.name, nothing)
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if tool === nothing
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# eventSink("▶ prepareToolCall: NOT FOUND")
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return immediateOutcome(createErrorToolResult("Tool $toolCall.name not found"), true)
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end
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@@ -953,6 +973,7 @@ function prepareToolCall(
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# 1. prepare arguments (tool-specific transform)
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prepared = prepareToolCallArguments(tool, toolCall)
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validatedArgs = validateToolArguments(tool, prepared)
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eventSink("▶ prepareToolCall: validated")
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# 2. beforeToolCall hook — can block
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if config.beforeToolCall !== nothing
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@@ -1032,8 +1053,10 @@ function executePreparedToolCall(
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eventSink,
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)::executedOutcome
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# eventSink("▶ execute: START")
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try
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result = prep.tool.execute(prep.toolCall.id, prep.args, signal, eventSink)
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# eventSink("▶ execute: END")
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return executedOutcome(result, false)
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catch e
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bt = catch_backtrace()
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@@ -1041,7 +1064,8 @@ function executePreparedToolCall(
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showerror(io, e, bt)
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println(io)
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end
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eventSink(errMsg; publish=true)
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# eventSink(errMsg; publish=true)
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# eventSink("▶ execute: ERROR")
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return executedOutcome(createErrorToolResult(sprint(showerror, e)), true)
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end
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@@ -1115,6 +1139,7 @@ function finalizeExecutedToolCall(
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eventSink
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)::finalizedOutcome
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# eventSink("▶ finalize: START")
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result = executed.result
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isError = executed.isError
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if config.afterToolCall !== nothing
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@@ -1140,6 +1165,7 @@ function finalizeExecutedToolCall(
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isError = true
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end
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end
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# eventSink("▶ finalize: END")
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return finalizedOutcome(prep.toolCall, result, isError)
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end
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@@ -1207,6 +1233,7 @@ function executeToolCallsSequential(
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)::agentToolCallBatch
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finalizedCalls = finalizedOutcome[]
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messages = toolResultMessage[]
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# eventSink("▶ executeToolCallsSequential: batch start")
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for tc in toolCalls
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prep = prepareToolCall(context, assistantMsg, tc, config, signal, eventSink)
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@@ -1224,6 +1251,7 @@ function executeToolCallsSequential(
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break
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end
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end
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# eventSink("▶ executeToolCallsSequential: batch end")
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return agentToolCallBatch(messages, shouldTerminate(finalizedCalls))
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end
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@@ -1294,6 +1322,7 @@ function executeToolCallsParallel(
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)::agentToolCallBatch
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entries = Union{finalizedOutcome,Task}[]
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# eventSink("▶ executeToolCallsParallel: batch start")
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for tc in toolCalls
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toolExecStartEvent(tc.id, tc.name, tc.arguments)
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@@ -1333,6 +1362,7 @@ function executeToolCallsParallel(
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push!(messages, createToolResultMessage(f))
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end
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# eventSink("▶ executeToolCallsParallel: batch end")
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return agentToolCallBatch(messages, shouldTerminate(finalizedCalls))
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end
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@@ -1403,6 +1433,7 @@ function executeToolCalls(
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break
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end
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end
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# eventSink("▶ executeToolCalls: dispatch")
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if config.toolExecution == "sequential" || hasSequential
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return executeToolCallsSequential(context, assistantMsg, toolCalls, config, signal,
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eventSink)
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@@ -1447,8 +1478,11 @@ OpenAiToUserMessage(msg)
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# => userMessage("user", [textContent("Hello")], DateTime(...))
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```
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"""
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function OpenAiToUserMessage(msg::AbstractDict)::userMessage
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function OpenAiToUserMessage(msg::AbstractDict, eventSink=nothing)::userMessage
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content_blocks = Vector{messageContent}()
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# if eventSink !== nothing
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# eventSink("▶ OpenAiToUserMessage: parsing")
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# end
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raw_content = get(msg, "content", Any[])
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if raw_content isa Vector
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@@ -1472,6 +1506,9 @@ function OpenAiToUserMessage(msg::AbstractDict)::userMessage
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end
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end
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# if eventSink !== nothing
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# eventSink("▶ OpenAiToUserMessage: done")
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# end
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return userMessage(content=content_blocks)
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end
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Reference in New Issue
Block a user