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https://github.com/aaronpo97/the-biergarten-app.git
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Pipeline: Add LLM and mocked user generation to the pipeline (#230)
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@@ -12,6 +12,7 @@
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#include <string_view>
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#include <vector>
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#include "data_generation/json_grammars.h"
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#include "data_generation/llama_generator.h"
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#include "data_generation/llama_generator_helpers.h"
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@@ -32,19 +33,6 @@ static std::string FormatLocalLanguageCodes(
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return formatted;
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}
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// GBNF grammar for structured brewery JSON output.
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// @TODO move to a separate gbnf file if it grows in complexity or is shared
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// across modules.
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static constexpr std::string_view kBreweryJsonGrammar = R"json_brewery(
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root ::= thought-block "{" ws "\"name_en\"" ws ":" ws string ws "," ws "\"description_en\"" ws ":" ws string ws "," ws "\"name_local\"" ws ":" ws string ws "," ws "\"description_local\"" ws ":" ws string ws "}" ws
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thought-block ::= [^{]*
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ws ::= [ \t\n\r]*
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string ::= "\"" char+ "\""
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char ::= [^"\\\x7F\x00-\x1F] | [\\] escape
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escape ::= ["\\/bfnrt] | "u" hex hex hex hex
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hex ::= [0-9a-fA-F]
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)json_brewery";
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static constexpr int kBreweryInitialMaxTokens = 2800;
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BreweryResult LlamaGenerator::GenerateBrewery(
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@@ -83,15 +71,14 @@ BreweryResult LlamaGenerator::GenerateBrewery(
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/**
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* RETRY LOOP with validation and error correction
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* Attempts to generate valid brewery data up to 3 times, with feedback-based
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* refinement
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* Attempts to generate valid brewery data up to 3 times, with
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* feedback-based refinement
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*/
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constexpr int max_attempts = 3;
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std::string raw;
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std::string last_error;
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// Token budget: too small risks truncating valid JSON mid-string.
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// Start conservatively but allow adaptive increases on truncation.
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int max_tokens = kBreweryInitialMaxTokens;
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// Limit output length to keep it concise and focused
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@@ -104,7 +91,7 @@ BreweryResult LlamaGenerator::GenerateBrewery(
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{.level = LogLevel::Debug,
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.phase = PipelinePhase::BreweryAndBeerGeneration,
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.message = std::format("LlamaGenerator: raw output (attempt {}): {}",
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attempt + 1, raw)});
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attempt + 1, raw)});
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}
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// Validate output: parse JSON and check required fields
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@@ -120,8 +107,9 @@ BreweryResult LlamaGenerator::GenerateBrewery(
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logger_->Log(
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{.level = LogLevel::Info,
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.phase = PipelinePhase::BreweryAndBeerGeneration,
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.message = std::format("LlamaGenerator: successfully generated brewery data on attempt {}",
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attempt + 1)});
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.message = std::format("LlamaGenerator: successfully generated "
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"brewery data on attempt {}",
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attempt + 1)});
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}
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return brewery;
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@@ -134,33 +122,38 @@ BreweryResult LlamaGenerator::GenerateBrewery(
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logger_->Log(
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{.level = LogLevel::Warn,
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.phase = PipelinePhase::BreweryAndBeerGeneration,
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.message =
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std::format("LlamaGenerator: malformed brewery JSON (attempt {}): {}",
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.message = std::format(
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"LlamaGenerator: malformed brewery JSON (attempt {}): {}",
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attempt + 1, *validation_error)});
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}
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// Update prompt with error details to guide LLM toward correct output.
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user_prompt = std::format(
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"Your previous response was invalid. Error: {}\nReturn the thought "
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"process before the JSON if needed, then return ONLY valid JSON with "
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"exactly these keys, in this exact order: {{\"name_en\": \"<English "
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"process before the JSON if needed, then return ONLY valid JSON "
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"with "
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"exactly these keys, in this exact order: {{\"name_en\": "
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"\"<English "
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"brewery name>\", \"description_en\": \"<English single-paragraph "
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"description>\", \"name_local\": \"<local-language brewery name>\", "
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"description>\", \"name_local\": \"<local-language brewery "
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"name>\", "
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"\"description_local\": \"<local-language single-paragraph "
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"description>\"}}.\nDo not include markdown, comments, extra keys, or "
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"literal placeholder values.\n\nKeep the JSON strings concise enough "
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"description>\"}}.\nDo not include markdown, comments, extra keys, "
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"or "
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"literal placeholder values.\n\nKeep the JSON strings concise "
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"enough "
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"to fit within the token budget.\n\n{}",
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*validation_error, retry_location);
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}
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// All retry attempts exhausted: log failure and throw exception
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if (logger_) {
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logger_->Log(
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{.level = LogLevel::Error,
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.phase = PipelinePhase::BreweryAndBeerGeneration,
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.message = std::format(
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"LlamaGenerator: malformed brewery response after {} attempts: {}",
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max_attempts, last_error.empty() ? raw : last_error)});
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logger_->Log({.level = LogLevel::Error,
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.phase = PipelinePhase::BreweryAndBeerGeneration,
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.message = std::format(
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"LlamaGenerator: malformed brewery "
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"response after {} attempts: {}",
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max_attempts, last_error.empty() ? raw : last_error)});
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}
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throw std::runtime_error("LlamaGenerator: malformed brewery response");
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}
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