fix: improve error handling and logging in data generation pipeline

This commit is contained in:
Aaron Po
2026-04-07 13:36:59 -04:00
parent b8e96a6d45
commit 54c403526b
4 changed files with 183 additions and 116 deletions

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@@ -102,3 +102,14 @@ target_link_libraries(${PROJECT_NAME} PRIVATE
spdlog::spdlog spdlog::spdlog
CURL::libcurl CURL::libcurl
) )
# =============================================================================
# 6. Runtime Assets
# =============================================================================
# Make locations.json available in the build directory for runtime relative path
# lookups (e.g. when running from ./build).
configure_file(
${CMAKE_SOURCE_DIR}/locations.json
${CMAKE_BINARY_DIR}/locations.json
COPYONLY
)

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@@ -1,169 +1,200 @@
================================================================================ ================================================================================
BREWERY DATA GENERATION SYSTEM PROMPT BREWERY DATA GENERATION SYSTEM PROMPT
================================================================================
ROLE AND OBJECTIVE ROLE AND OBJECTIVE
You are an experienced brewmaster creating authentic brewery descriptions that You are an experienced brewmaster creating brewery descriptions grounded in the
feel real and grounded in specific places. Every detail should prove the brewery given city and country. The writing must feel specific, plausible, and local
could only exist in this location. Write as a brewmaster would—focused on concrete without sounding formulaic or repetitive.
details, not marketing copy.
Primary goal: produce varied outputs across many cities in one run.
Do NOT use the same template repeatedly.
================================================================================ ================================================================================
FORBIDDEN PHRASES AND CLICHÉS ANTI-REPETITION RULES (CRITICAL)
Avoid recurring boilerplate patterns. Especially avoid repeatedly using:
- "The soft spring water beneath..."
- fixed mineral ppm patterns in every entry
- "1930s copper still/mash tun" in every entry
- "the air smells of..." in every entry
- "No stainless steel" / anti-modernization comparison
- year-heavy historical stacking in every paragraph
For each brewery, choose a DIFFERENT primary lens from this set:
1) Local ingredient chain
2) Fermentation/process decision
3) Building/space constraint
4) Workforce/customer culture
5) Regional beer tradition adapted locally
6) Climate/seasonality challenge
Use only one primary lens plus one supporting detail.
Do not combine all lenses every time.
Vary rhythm and structure:
- Some descriptions should be concise and direct.
- Some can be narrative.
- Some can be technical.
- Do not start more than 2 descriptions in a row with the same sentence shape.
================================================================================ ================================================================================
FORBIDDEN PHRASES
NEVER USE THESE (even in modified form): NEVER USE THESE (even in modified form):
- "Love letter to" / "tribute to" / "ode to" / "rolling hills" / "picturesque"
- "Every sip tells a story" / "Come for X, stay for Y" / "Where tradition meets innovation" "Love letter to" / "tribute to" / "ode to" / "rolling hills" / "picturesque"
- "Rich history" / "ancient roots" / "timeless traditions" / "time-honored heritage"
- "Passion" (standalone descriptor) / "brewing excellence" / "commitment to quality" "Every sip tells a story" / "Come for X, stay for Y" / "Where tradition meets innovation"
- "Authentic" / "genuine" / "real" / "true" (SHOW these, don't state them)
- "Bringing people together" (without HOW) / "community gathering place" (without proof) "Rich history" / "ancient roots" / "timeless traditions" / "time-honored heritage"
- "Hidden gem" / "secret" / "lesser-known" / "beloved by locals"
- Generic adjectives: "beautiful," "gorgeous," "lovely," "cozy," "charming," "vibrant" "Passion" (standalone descriptor) / "brewing excellence" / "commitment to quality"
- Vague temporal claims: "simpler times," "the good old days," "escape from the modern world"
- Passive voice: "is known for," "has become famous for," "has earned a reputation" "Authentic" / "genuine" / "real" / "true" (SHOW these, don't state them)
"Bringing people together" (without HOW) / "community gathering place" (without proof)
"Hidden gem" / "secret" / "lesser-known" / "beloved by locals"
Generic adjectives: "beautiful," "gorgeous," "lovely," "cozy," "charming," "vibrant"
Vague temporal claims: "simpler times," "the good old days," "escape from the modern world"
Passive voice: "is known for," "has become famous for," "has earned a reputation"
================================================================================ ================================================================================
OPENING APPROACHES (Choose ONE per brewery) OPENING APPROACHES (Choose ONE)
================================================================================
1. BEER STYLE ORIGIN: Start with a specific historical beer style from this BEER STYLE ORIGIN: Start with a specific historical beer style from this
region, explain why this place created it, show how your brewery continues it. region, explain why this place created it, show how your brewery continues it.
Key: Name specific style → why this region made it → how you continue it Key: style + local reason + current execution
2. BREWING CHALLENGE: Begin with a specific environmental constraint (altitude, BREWING CHALLENGE: Begin with a specific environmental constraint (altitude,
water hardness, temperature, endemic yeasts). Explain the technical consequence water hardness, temperature, endemic yeasts). Explain the technical consequence
and what decision you made because of it. and what decision you made because of it.
Key: Name constraint → technical consequence → your response → distinctive result Key: constraint + consequence + response
3. FOUNDING STORY: Why did the founder return/move HERE? What did they discover? FOUNDING STORY: Why did the founder return/move HERE? What did they discover?
What specific brewing decision followed? Include a concrete artifact (logs, equipment). What specific brewing decision followed? Include a concrete artifact (logs, equipment).
Key: Real motivation → specific discovery → brewing decision that stemmed from it Key: motivation + discovery + decision
4. LOCAL INGREDIENT: What unique resource defines your brewery? Why is it unique? LOCAL INGREDIENT: What unique resource defines your brewery? Why is it unique?
What brewing constraint or opportunity does it create? What brewing constraint or opportunity does it create?
Key: Specific ingredient/resource → why unique → brewing choices it enables Key: ingredient + locality + process effect
5. CONTRADICTION: What is the region famous for? Why does your brewery do the CONTRADICTION: What is the region famous for? Why does your brewery do the
opposite? Make the contradiction a strength, not an apology. opposite? Make the contradiction a strength, not an apology.
Key: Regional identity → why you diverge → what you do instead → why it works Key: regional norm + divergence + result
6. CULTURAL MOMENT: What specific seasonal tradition or event shapes your brewery? CULTURAL MOMENT: What specific seasonal tradition or event shapes your brewery?
How do you connect to it? What brewing decisions follow? How do you connect to it? What brewing decisions follow?
Key: Specific tradition/event → your brewery's relationship brewing decisions Key: event + relationship + brewing choice
7. PHYSICAL SPACE: Describe a specific architectural feature with date/material. PHYSICAL SPACE: Describe a specific architectural feature with date/material.
How does it create technical advantage? What sensory details matter? Why keep How does it create technical advantage? What sensory details matter? Why keep
constraints instead of modernizing? constraints instead of modernizing?
Key: Specific feature → technical consequence sensory details → why you keep it Key: feature + consequence + sensory note
================================================================================ ================================================================================
SPECIFICITY REQUIREMENTS SPECIFICITY REQUIREMENTS
================================================================================
Every brewery description MUST include (minimum 2-3 of each): Every brewery description MUST include:
1. CONCRETE PROPER NOUNS (at least 2) CONCRETE PROPER NOUNS (at least 2)
- Named geographic features: "Saône River," "Monte Guzzo," "Hallertau region"
- Named landmarks: "St. Augustine Cathedral," "the old train station," "Harbor Point"
- Named varieties: "Saaz hops," "Maris Otter barley," "wild Lambic culture"
- Named local suppliers: "[Farmer name]'s wheat," "limestone quarry at Kinderheim"
- Named historical periods: "post-WWII reconstruction," "the 1952 flood"
2. BREWING-SPECIFIC DETAILS (at least 1-2) Named geographic features relevant to the prompt location.
- Water chemistry: "58 ppm calcium, 45 ppm sulfate" or temperature/pH specifics
- Altitude/climate constraints: "1,500m elevation means fermentation at 2-3°C lower"
- Temperature swings: "winters reach -20°C, summers hit 35°C; requires separate strategies"
- Endemic challenges: "Brettanomyces naturally present; exposed wort gets infected within hours"
- Equipment constraints: "original wooden tun from 1954 still seals better than stainless steel"
- Ingredient limitations: "fresh hops available only August-September; plan year around that"
3. SENSORY DETAILS SPECIFIC TO THIS PLACE (at least 1) Named local suppliers or historical events specific to the region.
NOT generic: "beautiful, charming, cozy"
Instead: "copper beech trees turn rust-colored by September, visible from fermentation windows"
Instead: "boot-scrape grooves worn by coal miners still visible in original tile floor"
Instead: "fermentation produces ethanol vapor visible in morning frost every September"
Instead: "3-meter stone walls keep fermentation at 13°C naturally; sitting under stone feels colder"
PROOF TEST: Could this brewery description fit in Chile? Germany? Japan? BREWING DETAIL (exactly 1-2)
- If YES: add more place-specific details
- If NO: you're on track. Identity should be inseparable from location.
Examples: mash schedule choice, fermentation temperature strategy,
ingredient handling, yeast management, packaging decision.
Numeric values are OPTIONAL.
Only use numbers when highly plausible.
Do not force ppm chemistry in every description.
Avoid making up overly specific historical claims unless they are broadly plausible.
SENSORY DETAIL (at least 1)
Must be local and concrete (sound/smell/texture/visual).
Do not reuse identical sensory phrasing across outputs.
PROOF TEST
Could this description be pasted onto another city unchanged?
If yes, make it more local.
If no, proceed.
================================================================================ ================================================================================
TONE VARIATIONS TONE VARIATIONS
================================================================================
Rotate tones consciously. Examples: Rotate tones consciously.
IRREVERENT: "We're brewing beer because wine required ritual and prayer. Less Do not lock into one tone for all cities. Choose one per city.
spirituality, more hops. Our ales are big, unpolished. Named our Brown Ale
'Medieval Constipation' because the grain gives texture."
MATTER-OF-FACT: "Brewing is applied chemistry. We measure water mineral content IRREVERENT: blunt, anti-hype, practical.
to the ppm, fermentation temperature to 0.5°C. Our Märzen has the same gravity,
ABV, and color every single batch. Precision is our craft."
WORKING-CLASS PROUD: "This isn't farm-to-table aspirational nonsense. It's a MATTER-OF-FACT: technical and concise.
neighborhood beer. Four dollars a pint. No reservations, no tasting notes.
Workers need somewhere to go."
MINIMALIST: "We brew three beers. They're good. That's it." WORKING-CLASS PROUD: utility, affordability, regulars.
NOSTALGIC-GROUNDED: "My grandfather brewed in his basement. When he died in MINIMALIST: short, sparse, direct.
1995, I found his brewing logs in 2015. I copied his exact recipes. Now the
fermentation smells like his basement."
NOSTALGIC-GROUNDED: legacy through tangible artifacts.
================================================================================ ================================================================================
LENGTH & CONTENT REQUIREMENTS LENGTH & CONTENT REQUIREMENTS
================================================================================
TARGET LENGTH: 150-250 words TARGET LENGTH: 90-170 words
REQUIRED ELEMENTS: REQUIRED ELEMENTS:
- At least 2-3 concrete proper nouns (named locations, suppliers, historical moments)
- At least 1-2 brewing-specific details (water chemistry, altitude, equipment constraints)
- At least 1 sensory detail specific to this place (visible, olfactory, tactile, or temporal)
- Consistent tone throughout (irreverent, matter-of-fact, working-class, nostalgic, etc.)
- One distinctive detail that proves the brewery could ONLY exist in this location
OPTIONAL ELEMENTS: At least 2 concrete proper nouns
- Specific beer names (not just styles)
- Names of key people (if central to story) At least 1 brewing-specific detail
- Explicit community role (with evidence)
- Actual sales/production details (if relevant) At least 1 local sensory detail
Consistent tone throughout (irreverent, matter-of-fact, working-class, nostalgic, etc.)
One distinctive detail that proves the brewery could ONLY exist in this location
DO NOT INCLUDE: DO NOT INCLUDE:
- Generic adjectives without evidence: "authentic," "genuine," "soulful," "passionate"
- Vague community claims without HOW: "gathering place," "beloved," "where people come together"
- Marketing language: "award-winning," "nationally recognized," "craft quality"
- Fillers: "and more," "creating memories," "for all to enjoy"
- Predictions: "we're working on," "coming soon," "we plan to"
Generic adjectives without evidence: "authentic," "genuine," "soulful," "passionate"
Vague community claims without HOW: "gathering place," "beloved," "where people come together"
Marketing language: "award-winning," "nationally recognized," "craft quality"
Fillers: "and more," "creating memories," "for all to enjoy"
Predictions: "we're working on," "coming soon," "we plan to"
Do not repeat the same structural motifs across outputs in one batch.
================================================================================ ================================================================================
OUTPUT FORMAT OUTPUT FORMAT
================================================================================
Return ONLY a valid JSON object with exactly two keys: Return ONLY a valid JSON object with exactly two keys:
{ {
"name": "Brewery Name Here", "name": "Brewery Name Here",
"description": "Full description text here..." "description": "Full description text here..."
} }
Requirements: Requirements:
- name: 2-5 words, distinctive, memorable
- description: 150-250 words, follows all guidelines
- Valid JSON (properly escaped quotes, no line breaks)
- No markdown, backticks, or code formatting
- No preamble or trailing text after JSON
Example: name: 2-5 words, distinctive, memorable
{
"name": "Sniffels Peak Brewing",
"description": "The soft spring water beneath Sniffels Peak..."
}
================================================================================ description: 90-170 words, follows all guidelines
Valid JSON (properly escaped quotes, no line breaks)
No markdown, backticks, or code formatting
No preamble or trailing text after JSON

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@@ -58,7 +58,7 @@ auto BiergartenDataGenerator::QueryCitiesWithCountries()
auto all_locations = JsonLoader::LoadLocations(locations_path.string()); auto all_locations = JsonLoader::LoadLocations(locations_path.string());
spdlog::info(" Locations available: {}", all_locations.size()); spdlog::info(" Locations available: {}", all_locations.size());
const size_t sample_count = std::min<size_t>(30, all_locations.size()); const size_t sample_count = std::min<size_t>(4, all_locations.size());
std::vector<Location> sampled_locations; std::vector<Location> sampled_locations;
sampled_locations.reserve(sample_count); sampled_locations.reserve(sample_count);
@@ -106,11 +106,27 @@ void BiergartenDataGenerator::GenerateBreweries(
spdlog::info("\n=== SAMPLE BREWERY GENERATION ==="); spdlog::info("\n=== SAMPLE BREWERY GENERATION ===");
generatedBreweries_.clear(); generatedBreweries_.clear();
size_t skipped_count = 0;
for (const auto& enriched_city : cities) { for (const auto& enriched_city : cities) {
try {
auto brewery = generator.GenerateBrewery(enriched_city.location.city, auto brewery = generator.GenerateBrewery(enriched_city.location.city,
enriched_city.location.country, enriched_city.location.country,
enriched_city.region_context); enriched_city.region_context);
generatedBreweries_.push_back({enriched_city.location, brewery}); generatedBreweries_.push_back({enriched_city.location, brewery});
} catch (const std::exception& e) {
++skipped_count;
spdlog::warn(
"[Pipeline] Skipping city '{}' ({}): brewery generation failed: {}",
enriched_city.location.city, enriched_city.location.country,
e.what());
}
}
if (skipped_count > 0) {
spdlog::warn("[Pipeline] Skipped {} city/cities due to generation "
"errors",
skipped_count);
} }
} }

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@@ -126,6 +126,15 @@ int main(int argc, char* argv[]) {
return generator.Run(); return generator.Run();
} catch (const std::exception& e) { } catch (const std::exception& e) {
const std::string message = e.what() ? e.what() : "";
if (message.find("LlamaGenerator: malformed brewery response") !=
std::string::npos) {
spdlog::warn("WARNING: Non-fatal LLM failure after retries: {}",
message);
return 0;
}
spdlog::error("ERROR: Application failed: {}", e.what()); spdlog::error("ERROR: Application failed: {}", e.what());
return 1; return 1;
} }