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Formatted includes/data_generation
This commit is contained in:
Aaron Po
@@ -14,28 +14,28 @@
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* @brief Interface for data generator implementations.
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* @brief Interface for data generator implementations.
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*/
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*/
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class DataGenerator {
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class DataGenerator {
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public:
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public:
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virtual ~DataGenerator() = default;
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virtual ~DataGenerator() = default;
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/**
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/**
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* @brief Generates brewery data for a location.
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* @brief Generates brewery data for a location.
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*
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*
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* @param city Enriched city the brewery is associated with.
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* @param city Enriched city the brewery is associated with.
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* @return Brewery generation result.
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* @return Brewery generation result.
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*/
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*/
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virtual BreweryResult GenerateBrewery(const EnrichedCity& city) = 0;
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virtual BreweryResult GenerateBrewery(const EnrichedCity& city) = 0;
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/**
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/**
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* @brief Generates a user profile grounded in a sampled name and persona.
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* @brief Generates a user profile grounded in a sampled name and persona.
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*
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*
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* @param city Enriched city the user is associated with.
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* @param city Enriched city the user is associated with.
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* @param persona Persona archetype grounding the generated bio.
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* @param persona Persona archetype grounding the generated bio.
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* @param name Sampled first/last name (and gender)
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* @param name Sampled first/last name (and gender)
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* @return User generation result.
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* @return User generation result.
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*/
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*/
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virtual UserResult GenerateUser(const EnrichedCity& city,
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virtual UserResult GenerateUser(const EnrichedCity& city,
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const UserPersona& persona,
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const UserPersona& persona,
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const Name& name) = 0;
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const Name& name) = 0;
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};
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};
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#endif // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_DATA_GENERATOR_H_
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#endif // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_DATA_GENERATOR_H_
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@@ -26,110 +26,112 @@ struct llama_context;
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* @brief Data generator implementation backed by llama.cpp.
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* @brief Data generator implementation backed by llama.cpp.
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*/
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*/
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class LlamaGenerator final : public DataGenerator {
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class LlamaGenerator final : public DataGenerator {
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public:
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public:
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/**
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/**
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* @brief Constructs a generator using parsed application options and loads
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* @brief Constructs a generator using parsed application options and loads
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* the configured model immediately.
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* the configured model immediately.
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*
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*
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* @param options Parsed application options.
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* @param options Parsed application options.
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* @param model_path Filesystem path to GGUF model assets.
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* @param model_path Filesystem path to GGUF model assets.
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* @param prompt_formatter Formatter that produces model-specific prompts.
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* @param prompt_formatter Formatter that produces model-specific prompts.
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* @param prompt_directory Directory service for loading named prompt files.
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* @param prompt_directory Directory service for loading named prompt files.
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*/
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*/
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LlamaGenerator(const ApplicationOptions& options,
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LlamaGenerator(const ApplicationOptions& options,
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const std::string& model_path, std::shared_ptr<ILogger> logger,
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const std::string& model_path,
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std::unique_ptr<IPromptFormatter> prompt_formatter,
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std::shared_ptr<ILogger> logger,
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std::unique_ptr<IPromptDirectory> prompt_directory);
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std::unique_ptr<IPromptFormatter> prompt_formatter,
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std::unique_ptr<IPromptDirectory> prompt_directory);
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~LlamaGenerator() override;
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~LlamaGenerator() override;
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LlamaGenerator(const LlamaGenerator&) = delete;
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LlamaGenerator(const LlamaGenerator&) = delete;
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LlamaGenerator& operator=(const LlamaGenerator&) = delete;
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LlamaGenerator& operator=(const LlamaGenerator&) = delete;
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LlamaGenerator(LlamaGenerator&&) = delete;
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LlamaGenerator(LlamaGenerator&&) = delete;
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LlamaGenerator& operator=(LlamaGenerator&&) = delete;
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LlamaGenerator& operator=(LlamaGenerator&&) = delete;
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/**
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/**
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* @brief Generates brewery data for a specific location.
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* @brief Generates brewery data for a specific location.
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*
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*
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* @param location City object.
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* @param location City object.
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* @param region_context Additional regional context.
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* @param region_context Additional regional context.
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* @return Generated brewery result.
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* @return Generated brewery result.
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*/
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*/
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BreweryResult GenerateBrewery(const EnrichedCity&) override;
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BreweryResult GenerateBrewery(const EnrichedCity&) override;
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/**
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/**
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* @brief Generates a user profile grounded in a sampled name and persona.
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* @brief Generates a user profile grounded in a sampled name and persona.
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*
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*
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* @param city Enriched city the user is associated with.
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* @param city Enriched city the user is associated with.
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* @param persona Persona archetype grounding the generated bio.
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* @param persona Persona archetype grounding the generated bio.
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* @param name Sampled first/last name -- not LLM-invented.
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* @param name Sampled first/last name -- not LLM-invented.
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* @return Generated user profile.
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* @return Generated user profile.
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*/
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*/
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UserResult GenerateUser(const EnrichedCity& city, const UserPersona& persona,
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UserResult GenerateUser(const EnrichedCity& city, const UserPersona& persona,
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const Name& name) override;
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const Name& name) override;
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private:
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private:
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static constexpr int32_t kDefaultMaxTokens = 10000;
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static constexpr int32_t kDefaultMaxTokens = 10000;
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static constexpr float kDefaultSamplingTopP = 0.95F;
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static constexpr float kDefaultSamplingTopP = 0.95F;
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static constexpr uint32_t kDefaultSamplingTopK = 64;
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static constexpr uint32_t kDefaultSamplingTopK = 64;
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static constexpr uint32_t kDefaultContextSize = 8192;
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static constexpr uint32_t kDefaultContextSize = 8192;
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struct ModelDeleter {
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struct ModelDeleter {
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void operator()(llama_model* model) const noexcept;
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void operator()(llama_model* model) const noexcept;
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};
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};
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struct ContextDeleter {
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struct ContextDeleter {
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void operator()(llama_context* context) const noexcept;
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void operator()(llama_context* context) const noexcept;
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};
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};
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using ModelHandle = std::unique_ptr<llama_model, ModelDeleter>;
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using ModelHandle = std::unique_ptr<llama_model, ModelDeleter>;
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using ContextHandle = std::unique_ptr<llama_context, ContextDeleter>;
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using ContextHandle = std::unique_ptr<llama_context, ContextDeleter>;
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/**
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/**
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* @brief Loads model and prepares inference context.
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* @brief Loads model and prepares inference context.
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*
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*
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* @param model_path Filesystem path to GGUF model.
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* @param model_path Filesystem path to GGUF model.
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*/
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*/
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void Load(const std::string& model_path);
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void Load(const std::string& model_path);
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/**
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/**
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* @brief Infers text from separate system and user prompts.
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* @brief Infers text from separate system and user prompts.
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*
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*
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* This helps chat-capable models preserve system-role behavior instead of
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* This helps chat-capable models preserve system-role behavior instead of
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* concatenating system text into user input.
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* concatenating system text into user input.
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*
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*
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* @param system_prompt System role prompt.
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* @param system_prompt System role prompt.
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* @param prompt User prompt.
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* @param prompt User prompt.
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* @param max_tokens Maximum tokens to generate.
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* @param max_tokens Maximum tokens to generate.
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* @param grammar Optional GBNF grammar constraining generated output.
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* @param grammar Optional GBNF grammar constraining generated output.
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* @return Generated text.
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* @return Generated text.
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*/
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*/
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std::string Infer(const std::string& system_prompt, const std::string& prompt,
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std::string Infer(const std::string& system_prompt,
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int max_tokens = kDefaultMaxTokens,
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const std::string& prompt,
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std::string_view grammar = {});
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int max_tokens = kDefaultMaxTokens,
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std::string_view grammar = {});
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/**
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/**
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* @brief Runs inference on an already-formatted prompt.
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* @brief Runs inference on an already-formatted prompt.
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*
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*
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* @param formatted_prompt Prompt preformatted for model chat template.
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* @param formatted_prompt Prompt preformatted for model chat template.
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* @param max_tokens Maximum tokens to generate.
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* @param max_tokens Maximum tokens to generate.
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* @param grammar Optional GBNF grammar constraining generated output.
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* @param grammar Optional GBNF grammar constraining generated output.
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* @return Generated text.
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* @return Generated text.
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*/
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*/
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std::string InferFormatted(const std::string& formatted_prompt,
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std::string InferFormatted(const std::string& formatted_prompt,
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int max_tokens = kDefaultMaxTokens,
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int max_tokens = kDefaultMaxTokens,
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std::string_view grammar = {});
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std::string_view grammar = {});
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ModelHandle model_;
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ModelHandle model_;
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ContextHandle context_;
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ContextHandle context_;
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float sampling_temperature_ = 1.0F;
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float sampling_temperature_ = 1.0F;
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float sampling_top_p_ = kDefaultSamplingTopP;
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float sampling_top_p_ = kDefaultSamplingTopP;
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uint32_t sampling_top_k_ = kDefaultSamplingTopK;
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uint32_t sampling_top_k_ = kDefaultSamplingTopK;
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std::mt19937 rng_;
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std::mt19937 rng_;
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uint32_t n_ctx_ = kDefaultContextSize;
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uint32_t n_ctx_ = kDefaultContextSize;
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int n_gpu_layers_ = 0;
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int n_gpu_layers_ = 0;
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std::shared_ptr<ILogger> logger_;
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std::shared_ptr<ILogger> logger_;
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std::unique_ptr<IPromptFormatter> prompt_formatter_;
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std::unique_ptr<IPromptFormatter> prompt_formatter_;
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std::unique_ptr<IPromptDirectory> prompt_directory_;
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std::unique_ptr<IPromptDirectory> prompt_directory_;
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};
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};
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#endif // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_LLAMA_GENERATOR_H_
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#endif // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_LLAMA_GENERATOR_H_
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@@ -16,128 +16,129 @@
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* @brief Mock generator used for deterministic, model-free outputs.
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* @brief Mock generator used for deterministic, model-free outputs.
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*/
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*/
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class MockGenerator final : public DataGenerator {
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class MockGenerator final : public DataGenerator {
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public:
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public:
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/**
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/**
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* @brief Generates deterministic brewery data for a location.
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* @brief Generates deterministic brewery data for a location.
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*
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*
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* @param enriched_city
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* @param enriched_city
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* @return Generated brewery result.
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* @return Generated brewery result.
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*/
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*/
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BreweryResult GenerateBrewery(const EnrichedCity& enriched_city) override;
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BreweryResult GenerateBrewery(const EnrichedCity& enriched_city) override;
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/**
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/**
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* @brief Generates deterministic user data grounded in a sampled name and
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* @brief Generates deterministic user data grounded in a sampled name and
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* persona.
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* persona.
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* @return Generated user result.
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* @return Generated user result.
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*/
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*/
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UserResult GenerateUser(const EnrichedCity& city, const UserPersona& persona,
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UserResult GenerateUser(const EnrichedCity& city, const UserPersona& persona,
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const Name& name) override;
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const Name& name) override;
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private:
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private:
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/**
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/**
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* @brief Combines two strings into a stable hash value.
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* @brief Combines two strings into a stable hash value.
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*
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*
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* @param location City and country names.
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* @param location City and country names.
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* @return Deterministic hash value.
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* @return Deterministic hash value.
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*/
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*/
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static size_t DeterministicHash(const City& location);
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static size_t DeterministicHash(const City& location);
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/**
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/**
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* @brief Combines city, persona, and name into a stable hash value.
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* @brief Combines city, persona, and name into a stable hash value.
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*
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*
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* @param location City and country names.
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* @param location City and country names.
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* @param persona Persona archetype.
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* @param persona Persona archetype.
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* @param name Sampled first/last name.
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* @param name Sampled first/last name.
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* @return Deterministic hash value.
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* @return Deterministic hash value.
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*/
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*/
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static size_t DeterministicHash(const City& location,
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static size_t DeterministicHash(const City& location,
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const UserPersona& persona, const Name& name);
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const UserPersona& persona,
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const Name& name);
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// Hash stride constants for deterministic distribution across fixed-size
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// Hash stride constants for deterministic distribution across fixed-size
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// arrays. These coprime strides spread hash values uniformly without
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// arrays. These coprime strides spread hash values uniformly without
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// clustering, ensuring diverse output across different hash inputs.
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// clustering, ensuring diverse output across different hash inputs.
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static constexpr size_t kNounHashStride = 7;
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static constexpr size_t kNounHashStride = 7;
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static constexpr size_t kDescriptionHashStride = 13;
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static constexpr size_t kDescriptionHashStride = 13;
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static constexpr size_t kBioHashStride = 11;
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static constexpr size_t kBioHashStride = 11;
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static constexpr size_t kActivityWeightHashStride = 17;
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static constexpr size_t kActivityWeightHashStride = 17;
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static constexpr size_t kActivityWeightHashRange = 1000;
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static constexpr size_t kActivityWeightHashRange = 1000;
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static constexpr std::array<std::string_view, 18> kBreweryAdjectives = {
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static constexpr std::array<std::string_view, 18> kBreweryAdjectives = {
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"Craft", "Heritage", "Local", "Artisan", "Pioneer", "Golden",
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"Craft", "Heritage", "Local", "Artisan", "Pioneer", "Golden",
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"Modern", "Classic", "Summit", "Northern", "Riverstone", "Barrel",
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"Modern", "Classic", "Summit", "Northern", "Riverstone", "Barrel",
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"Hinterland", "Harbor", "Wild", "Granite", "Copper", "Maple"};
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"Hinterland", "Harbor", "Wild", "Granite", "Copper", "Maple"};
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|
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static constexpr std::array<std::string_view, 18> kBreweryNouns = {
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static constexpr std::array<std::string_view, 18> kBreweryNouns = {
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"Brewing Co.", "Brewery", "Bier Haus", "Taproom", "Works",
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"Brewing Co.", "Brewery", "Bier Haus", "Taproom", "Works",
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"House", "Fermentery", "Ale Co.", "Cellars", "Collective",
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"House", "Fermentery", "Ale Co.", "Cellars", "Collective",
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"Project", "Foundry", "Malthouse", "Public House", "Co-op",
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"Project", "Foundry", "Malthouse", "Public House", "Co-op",
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"Lab", "Beer Hall", "Guild"};
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"Lab", "Beer Hall", "Guild"};
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|
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static constexpr std::array<std::string_view, 18> kBreweryDescriptions = {
|
static constexpr std::array<std::string_view, 18> kBreweryDescriptions = {
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"Handcrafted pale ales and seasonal IPAs with local ingredients.",
|
"Handcrafted pale ales and seasonal IPAs with local ingredients.",
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"Traditional lagers and experimental sours in small batches.",
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"Traditional lagers and experimental sours in small batches.",
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"Award-winning stouts and wildly hoppy blonde ales.",
|
"Award-winning stouts and wildly hoppy blonde ales.",
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"Craft brewery specializing in Belgian-style triples and dark "
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"Craft brewery specializing in Belgian-style triples and dark "
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"porters.",
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"porters.",
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"Modern brewery blending tradition with bold experimental flavors.",
|
"Modern brewery blending tradition with bold experimental flavors.",
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"Neighborhood-focused taproom pouring crisp pilsners and citrusy "
|
"Neighborhood-focused taproom pouring crisp pilsners and citrusy "
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"pale "
|
"pale "
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"ales.",
|
"ales.",
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"Small-batch brewery known for barrel-aged releases and smoky "
|
"Small-batch brewery known for barrel-aged releases and smoky "
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"lagers.",
|
"lagers.",
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"Independent brewhouse pairing farmhouse ales with rotating food "
|
"Independent brewhouse pairing farmhouse ales with rotating food "
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"pop-ups.",
|
"pop-ups.",
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||||||
"Community brewpub making balanced bitters, saisons, and hazy IPAs.",
|
"Community brewpub making balanced bitters, saisons, and hazy IPAs.",
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"Experimental nanobrewery exploring local yeast and regional "
|
"Experimental nanobrewery exploring local yeast and regional "
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"grains.",
|
"grains.",
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||||||
"Family-run brewery producing smooth amber ales and robust porters.",
|
"Family-run brewery producing smooth amber ales and robust porters.",
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"Urban brewery crafting clean lagers and bright, fruit-forward "
|
"Urban brewery crafting clean lagers and bright, fruit-forward "
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"sours.",
|
"sours.",
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"Riverfront brewhouse featuring oak-matured ales and seasonal "
|
"Riverfront brewhouse featuring oak-matured ales and seasonal "
|
||||||
"blends.",
|
"blends.",
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||||||
"Modern taproom focused on sessionable lagers and classic pub "
|
"Modern taproom focused on sessionable lagers and classic pub "
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||||||
"styles.",
|
"styles.",
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||||||
"Brewery rooted in tradition with a lineup of malty reds and crisp "
|
"Brewery rooted in tradition with a lineup of malty reds and crisp "
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"lagers.",
|
"lagers.",
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"Creative brewery offering rotating collaborations and limited "
|
"Creative brewery offering rotating collaborations and limited "
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||||||
"draft-only "
|
"draft-only "
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"pours.",
|
"pours.",
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||||||
"Locally inspired brewery serving approachable ales with bold hop "
|
"Locally inspired brewery serving approachable ales with bold hop "
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||||||
"character.",
|
"character.",
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"Destination taproom known for balanced IPAs and cocoa-rich "
|
"Destination taproom known for balanced IPAs and cocoa-rich "
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||||||
"stouts."};
|
"stouts."};
|
||||||
|
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static constexpr std::array<std::string_view, 18> kUsernames = {
|
static constexpr std::array<std::string_view, 18> kUsernames = {
|
||||||
"hopseeker", "malttrail", "yeastwhisper", "lagerlane",
|
"hopseeker", "malttrail", "yeastwhisper", "lagerlane",
|
||||||
"barrelbound", "foamfinder", "taphunter", "graingeist",
|
"barrelbound", "foamfinder", "taphunter", "graingeist",
|
||||||
"brewscout", "aleatlas", "caskcompass", "hopsandmaps",
|
"brewscout", "aleatlas", "caskcompass", "hopsandmaps",
|
||||||
"mashpilot", "pintnomad", "fermentfriend", "stoutsignal",
|
"mashpilot", "pintnomad", "fermentfriend", "stoutsignal",
|
||||||
"sessionwander", "kettlekeeper"};
|
"sessionwander", "kettlekeeper"};
|
||||||
|
|
||||||
static constexpr std::array<std::string_view, 18> kBios = {
|
static constexpr std::array<std::string_view, 18> kBios = {
|
||||||
"Always chasing balanced IPAs and crisp lagers across local taprooms.",
|
"Always chasing balanced IPAs and crisp lagers across local taprooms.",
|
||||||
"Weekend brewery explorer with a soft spot for dark, roasty stouts.",
|
"Weekend brewery explorer with a soft spot for dark, roasty stouts.",
|
||||||
"Documenting tiny brewpubs, fresh pours, and unforgettable beer "
|
"Documenting tiny brewpubs, fresh pours, and unforgettable beer "
|
||||||
"gardens.",
|
"gardens.",
|
||||||
"Fan of farmhouse ales, food pairings, and long tasting flights.",
|
"Fan of farmhouse ales, food pairings, and long tasting flights.",
|
||||||
"Collecting favorite pilsners one city at a time.",
|
"Collecting favorite pilsners one city at a time.",
|
||||||
"Hops-first drinker who still saves room for classic malt-forward "
|
"Hops-first drinker who still saves room for classic malt-forward "
|
||||||
"styles.",
|
"styles.",
|
||||||
"Finding hidden tap lists and sharing the best seasonal releases.",
|
"Finding hidden tap lists and sharing the best seasonal releases.",
|
||||||
"Brewery road-tripper focused on local ingredients and clean "
|
"Brewery road-tripper focused on local ingredients and clean "
|
||||||
"fermentation.",
|
"fermentation.",
|
||||||
"Always comparing house lagers and ranking patio pint vibes.",
|
"Always comparing house lagers and ranking patio pint vibes.",
|
||||||
"Curious about yeast strains, barrel programs, and cellar experiments.",
|
"Curious about yeast strains, barrel programs, and cellar experiments.",
|
||||||
"Believes every neighborhood deserves a great community taproom.",
|
"Believes every neighborhood deserves a great community taproom.",
|
||||||
"Looking for session beers that taste great from first sip to last.",
|
"Looking for session beers that taste great from first sip to last.",
|
||||||
"Belgian ale enthusiast who never skips a new saison.",
|
"Belgian ale enthusiast who never skips a new saison.",
|
||||||
"Hazy IPA critic with deep respect for a perfectly clear pilsner.",
|
"Hazy IPA critic with deep respect for a perfectly clear pilsner.",
|
||||||
"Visits breweries for the stories, stays for the flagship pours.",
|
"Visits breweries for the stories, stays for the flagship pours.",
|
||||||
"Craft beer fan mapping tasting notes and favorite brew routes.",
|
"Craft beer fan mapping tasting notes and favorite brew routes.",
|
||||||
"Always ready to trade recommendations for underrated local breweries.",
|
"Always ready to trade recommendations for underrated local breweries.",
|
||||||
"Keeping a running list of must-try collab releases and tap "
|
"Keeping a running list of must-try collab releases and tap "
|
||||||
"takeovers."};
|
"takeovers."};
|
||||||
};
|
};
|
||||||
|
|
||||||
#endif // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_MOCK_GENERATOR_H_
|
#endif // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_MOCK_GENERATOR_H_
|
||||||
|
|||||||
Reference in New Issue
Block a user