# PR #13 Integration Guide
**λͺ©ν**: PR #13μ 6κ° μ°μ
λΉκ΅ λΆμμ νμ¬ Paper Generation Pipelineμ ν΅ν©
---
## π νμ¬ μν©
### PR #13 (λ€λ₯Έ μΈμ
)
```
λΈλμΉ: pr-13
ν΅μ¬ κΈ°λ₯:
ββ π 6κ° μ°μ
λΉκ΅ (Quantum, Transportation, Biotech, FinTech, Enterprise, Hardware)
ββ π― 2D λΆμ νλ μμν¬ (Customer Γ Technology)
ββ π μ°μ
λ³ νλ‘― μμ±κΈ°
ββ π Makefile νμ΄νλΌμΈ (Data β PDF)
ββ π "μ€κ°μ μ£½λλ€" λ°κ²¬
μ£Όμ 컀λ°:
- 19fada5 "6κ° μ°μ
λΉκ΅ λ° μ€κ°μ μ£½λλ€ μ¦λͺ
. κ΅ν΅μ μ§μ€"
- 582e04b "Add systematic 2D analysis framework"
- 7d8102a "Add complete paper generation pipeline (Data β PDF)"
```
### νμ¬ λΈλμΉ (μ΄ μΈμ
)
```
λΈλμΉ: claude/refine-paper-generation-01X6QniGETpjbK8cxEpXwDVq
ν΅μ¬ κΈ°λ₯:
ββ π 7κ° μΉμ
μλ μμ± (01-06: λ
Όλ¬Έ, 07: ν¬μ€ν°)
ββ π¨ μ λΌμ’μκ΅° 4λ¨κ³ ν¬μ€ν° (κΈ°μΉμ κ²°)
ββ π 23,000+ λ¨μ΄ λ¬Έμν
ββ β‘ 99.8% μκ° μ κ° (48h β 5min)
μ΅κ·Ό 컀λ°:
- 8a2aaf2 "Add comprehensive pipeline documentation"
- 00720f3 "Add academic poster generation"
- ed51940 "Add comprehensive paper generation pipeline"
```
---
## π― ν΅ν© μ λ΅: 3-Phase Approach
### Phase 1: Merge Sequence (μμ°¨μ λ³ν©)
**Step 1.1: PR #13 λ¨Όμ λ³ν©** β
μΆμ²!
```bash
# GitHub UIμμ:
# 1. https://github.com/hyunjimoon/empirics_ent_strat_ops/pull/13
# 2. Review changes
# 3. "Squash and merge" ν΄λ¦
# μ»€λ° λ©μμ§:
Title: Add 6-industry comparison analysis (PR #13)
Description:
- 6κ° μ°μ
λΉκ΅: Quantum, Transportation, Biotech, FinTech, Enterprise SW, Hardware
- 2D framework: Customer Heterogeneity Γ Technology Modularity
- "μ€κ°μ μ£½λλ€" phenomenon discovered
- Makefile-based pipeline (Data β PDF)
- Transportation deep dive (strongest interaction effect)
Files: Makefile, PROJECT_STRUCTURE.md, QUICK_START.md, archive/ reorganization
```
**Step 1.2: νμ¬ λΈλμΉ Rebase**
```bash
# λ‘컬μμ:
git fetch origin main
git checkout claude/refine-paper-generation-01X6QniGETpjbK8cxEpXwDVq
git rebase origin/main
# μΆ©λ ν΄κ²° (μμ μΆ©λ μμ)
# - README.md (μμͺ½ λͺ¨λ μ
λ°μ΄νΈ)
# - docs_archive/ β archive/ (PR #13μ΄ μ΄λ¦ λ³κ²½)
# - .gitignore (μΆ©λ κ°λ₯)
# ν΄κ²° ν
git add <resolved-files>
git rebase --continue
git push --force-with-lease
```
---
### Phase 2: Pipeline Integration (νμ΄νλΌμΈ μ°κ²°)
#### Option A: Makefileμ ν¬μ€ν° μΆκ° (Full Integration)
PR #13μ `Makefile`μ μΆκ°:
```makefile
# Add after line 120 (after paper compilation)
# ============================================
# Extended Outputs (νμ§μ ν¬μ€ν° 곡방)
# ============================================
## poster: Generate 2Γ2 visual poster (μ λΌμ’μκ΅° structure)
poster: $(RESULTS_AUTO)
@echo "=== Step 7: Poster Generation ==="
$(PYTHON) src/scripts/paper_generation/generate_07_poster.py
@mkdir -p $(PAPER_DIR)/figures
@cp src/scripts/paper_generation/output/07_Poster.svg $(PAPER_DIR)/figures/
@echo "β Poster: $(PAPER_DIR)/figures/07_Poster.svg"
## paper-sections: Generate all markdown sections (01-08)
paper-sections: $(DATA_PROCESSED)
@echo "=== Step 8: Paper Sections (Markdown) ==="
$(PYTHON) src/scripts/paper_generation/generate_all.py
@echo "β Sections: src/scripts/paper_generation/output/*.md"
## industry-comparison: Generate Section 08 (6-industry analysis)
industry-comparison: $(DATA_PROCESSED)
@echo "=== Step 9: Industry Comparison Section ==="
$(PYTHON) src/scripts/paper_generation/generate_08_industry_comparison.py
@echo "β Section 08: src/scripts/paper_generation/output/08_Industry_Comparison.md"
# Update 'all' target
all: data analysis tables figures poster paper-sections industry-comparison paper
.PHONY: poster paper-sections industry-comparison
```
**Usage**:
```bash
make all # Complete pipeline (Data β PDF + Poster + Sections)
make poster # Just generate poster
make paper-sections # Just generate markdown sections
make industry-comparison # Just Section 08
```
#### Option B: λ³λ μ€ν (Parallel Workflows)
PR #13κ³Ό νμ¬ νμ΄νλΌμΈμ λ
립μ μΌλ‘ μ€ν:
```bash
# Workflow 1: PR #13 νμ΄νλΌμΈ (LaTeX β PDF)
make all
# Output: paper/output/main.pdf
# Workflow 2: νμ¬ νμ΄νλΌμΈ (Markdown + Poster)
python src/scripts/paper_generation/generate_all.py
# Output: src/scripts/paper_generation/output/*.md
# src/scripts/paper_generation/output/07_Poster.svg
# κ²°κ³Ό:
# - PDF paper (from PR #13 Makefile)
# - Markdown sections (from current pipeline)
# - SVG poster (from current pipeline)
```
**μ₯μ **:
- β
κ° νμ΄νλΌμΈμ λ
λ¦½μ± μ μ§
- β
Makefile μμ λΆνμ
- β
λ³λ ¬ μ€ν κ°λ₯
**λ¨μ **:
- β οΈ 2κ° νμ΄νλΌμΈ κ΄λ¦¬ νμ
- β οΈ λ°μ΄ν° λκΈ°ν μ κ²½ μ¨μΌ ν¨
---
### Phase 3: Industry-Specific Papers (μ°μ
λ³ λ
Όλ¬Έ μμ±)
PR #13μ 6κ° μ°μ
λ°μ΄ν°λ₯Ό νμ©νμ¬ μ°μ
λ³ λ
Όλ¬Έ μμ±:
#### Step 3.1: generate_all.py νμ₯
```python
# src/scripts/paper_generation/generate_all.pyμ μΆκ°:
parser.add_argument(
"--dataset",
type=str,
choices=["all", "quantum", "transportation", "biotech", "fintech", "enterprise", "hardware"],
default="all",
help="Industry dataset to use"
)
# RESULTS_DIR λμ μ€μ
if args.dataset != "all":
RESULTS_DIR = Path(__file__).resolve().parents[3] / "outputs" / args.dataset / "models"
```
#### Step 3.2: μ°μ
λ³ μ€ν
```bash
# κ° μ°μ
λ³λ‘ λ
Όλ¬Έ μμ±
for industry in quantum transportation biotech fintech enterprise hardware; do
echo "Generating $industry paper..."
python -m src.cli run-models --dataset $industry
python src/scripts/paper_generation/generate_all.py --dataset $industry
done
# κ²°κ³Ό:
# outputs/quantum/models/*.csv
# src/scripts/paper_generation/output/quantum/*.md
# src/scripts/paper_generation/output/quantum/07_Poster.svg
```
---
## π λ°μ΄ν° νλ¦λ (ν΅ν© ν)
```
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β PR #13: 6-Industry Analysis Pipeline β
β ββββββββ ββββββββ βββββββββ ββββββββββ β
β β Data ββ βModelsββ βFiguresββ βLaTeX β β
β ββββββββ ββββββββ βββββββββ ββββββββββ β
β β β β β β
β outputs/ outputs/ outputs/ paper/ β
β */raw */models */figures output/ β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β Current: Paper Generation Pipeline β
β ββββββββββββββββ ββββββββββββββββ ββββββββββββββββ β
β β Read CSV ββ βGenerate MD ββ βGenerate SVG β β
β β from outputs/β β7 sections β βPoster β β
β ββββββββββββββββ ββββββββββββββββ ββββββββββββββββ β
β β β β
β src/scripts/paper_generation/output/ β
β ββ 01-08*.md β
β ββ 07_Poster.svg β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β Final Output (Both Combined) β
β ββ paper/output/main.pdf (from PR #13) β
β ββ src/scripts/paper_generation/output/*.md (current) β
β ββ src/scripts/paper_generation/output/07_Poster.svg β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
```
---
## π₯ Quick Start (λ°λ‘ μ€ν κ°λ₯)
### Scenario 1: PR #13 λ¨Όμ λ³ν© ν ν΅ν©
```bash
# 1. PR #13 λ³ν© (GitHub UI)
# β https://github.com/hyunjimoon/empirics_ent_strat_ops/pull/13
# β "Squash and merge"
# 2. λ‘컬 μ
λ°μ΄νΈ
git checkout main
git pull origin main
# 3. νμ¬ λΈλμΉ rebase
git checkout claude/refine-paper-generation-01X6QniGETpjbK8cxEpXwDVq
git rebase main
# (μΆ©λ ν΄κ²°)
git push --force-with-lease
# 4. ν΅ν© ν
μ€νΈ
bash integrate_pr13.sh # μλν μ€ν¬λ¦½νΈ μ€ν
```
### Scenario 2: μ§κΈ λΉμ₯ ν
μ€νΈ (PR #13 λΈλμΉμμ)
```bash
# 1. PR #13 λΈλμΉ μ²΄ν¬μμ
git checkout pr-13
# 2. νμ¬ νμ΄νλΌμΈ νμΌ λ³΅μ¬
git checkout claude/refine-paper-generation-01X6QniGETpjbK8cxEpXwDVq -- src/scripts/paper_generation/
# 3. PR #13 λΆμ μ€ν
make data analysis
# 4. λ
Όλ¬Έ μΉμ
μμ±
python src/scripts/paper_generation/generate_all.py
# 5. κ²°κ³Ό νμΈ
ls -la src/scripts/paper_generation/output/
```
---
## π― μμ μΆ©λ λ° ν΄κ²°μ±
### μΆ©λ 1: README.md
**μμΈ**: μμͺ½ λΈλμΉ λͺ¨λ README μ
λ°μ΄νΈ
**ν΄κ²°**:
```bash
# λ λ²μ λ³ν©
git checkout --ours README.md # PR #13 λ²μ
git checkout --theirs README.md # νμ¬ λ²μ
# λλ μλ λ³ν©
# PR #13μ Makefile μ€λͺ
+ νμ¬μ paper_generation μ€λͺ
```
### μΆ©λ 2: docs_archive/ β archive/
**μμΈ**: PR #13μ΄ λλ ν 리 μ΄λ¦ λ³κ²½
**ν΄κ²°**:
```bash
# PR #13μ λ³κ²½ μμ©
git rm -r docs_archive/
# μ archive/ λλ ν 리λ μλ μμ±λ¨
```
### μΆ©λ 3: .gitignore
**μμΈ**: μμͺ½ λͺ¨λ 무μ ν¨ν΄ μΆκ°
**ν΄κ²°**:
```bash
# λ λ²μ λ³ν© (μ€λ³΅ μ κ±°)
# PR #13: *.pyc, __pycache__, .DS_Store, *.nc
# νμ¬: output/, *.svg, *.md (temp)
```
---
## β
κ²μ¦ 체ν¬λ¦¬μ€νΈ
ν΅ν© μλ£ ν νμΈ:
```bash
# 1. PR #13 λΆμ κ²°κ³Ό μ‘΄μ¬
[ -f outputs/all/models/h1_coefficients.csv ] && echo "β
H1 results"
[ -f outputs/all/models/h2_main_coefficients.csv ] && echo "β
H2 results"
# 2. λ
Όλ¬Έ μΉμ
μμ± κ°λ₯
python src/scripts/paper_generation/generate_all.py
[ -f src/scripts/paper_generation/output/01_Introduction.md ] && echo "β
Sections"
# 3. ν¬μ€ν° μμ± κ°λ₯
[ -f src/scripts/paper_generation/output/07_Poster.svg ] && echo "β
Poster"
# 4. μ°μ
λ³ λΆμ (6κ°)
for ind in quantum transportation biotech fintech enterprise hardware; do
[ -d outputs/$ind ] && echo "β
$ind industry data"
done
# 5. Makefile μλ
make help && echo "β
Makefile integrated"
# 6. μ«μ μΌμΉ νμΈ
grep "Ξ²=" src/scripts/paper_generation/output/05_Results.md
# β μΆλ ₯λ Ξ² κ°μ΄ outputs/all/models/h2_main_coefficients.csvμ μΌμΉν΄μΌ ν¨
```
---
## π μ΅μ’
μΆμ² μν¬νλ‘μ°
```bash
# ============================================
# RECOMMENDED: Sequential Integration
# ============================================
# Day 1: Merge PR #13
# 1. GitHubμμ PR #13 review
# 2. "Squash and merge" μ€ν
# 3. main λΈλμΉμ 6-industry λΆμ ν¬ν¨λ¨
# Day 2: Rebase & Integrate
# 1. git checkout main && git pull
# 2. git checkout <current-branch> && git rebase main
# 3. μΆ©λ ν΄κ²° (README, archive/)
# 4. bash integrate_pr13.sh # μλ ν΅ν© ν
μ€νΈ
# Day 3: Add Section 08
# 1. python src/scripts/paper_generation/generate_08_industry_comparison.py
# 2. Review output: cat output/08_Industry_Comparison.md
# 3. Update generate_all.py to include Section 08
# Day 4: Test All Industries
# 1. for i in quantum transportation; do
# python -m src.cli run-models --dataset $i
# python src/scripts/paper_generation/generate_all.py --dataset $i
# done
# 2. Verify consistency across industries
# Day 5: Create Final PR
# 1. git add src/scripts/paper_generation/
# 2. git commit -m "Integrate PR #13 industry analysis into paper pipeline"
# 3. git push
# 4. Create PR: "Add 8-section paper generation with 6-industry analysis"
```
---
## π μΆκ° 리μμ€
### PR #13 μ£Όμ νμΌ
- `Makefile`: μ 체 νμ΄νλΌμΈ μλν
- `PROJECT_STRUCTURE.md`: νλ‘μ νΈ κ΅¬μ‘° λ¬Έμ
- `QUICK_START.md`: λΉ λ₯Έ μμ κ°μ΄λ
- `src/scripts/generate_paper_*.py`: LaTeX μμ± μ€ν¬λ¦½νΈ
### νμ¬ νμ΄νλΌμΈ μ£Όμ νμΌ
- `src/scripts/paper_generation/generate_all.py`: λ§μ€ν° μ€ν¬λ¦½νΈ
- `src/scripts/paper_generation/generate_07_poster.py`: ν¬μ€ν° μμ±
- `PIPELINE_FLOW.md`: νμ΄νλΌμΈ νλ¦λ
- `DEMO_OUTPUT_EXAMPLES.md`: μΆλ ₯ μμ
### ν΅ν© ν μ κ· νμΌ
- `src/scripts/paper_generation/generate_08_industry_comparison.py`: μ°μ
λΉκ΅ μΉμ
- `integrate_pr13.sh`: μλ ν΅ν© μ€ν¬λ¦½νΈ
- `PR13_INTEGRATION_GUIDE.md`: μ΄ λ¬Έμ
---
**Status**: Integration strategy documented
**Next**: Execute Phase 1 (Merge PR #13)
**Timeline**: 5 days for complete integration
**Risk**: Low (separate directories, minimal overlap)