**# 1. Purpose And Scope**

The purpose of this manual is to provide a comprehensive, step‑by‑step guide for evaluating open‑weight GGUF models on a 32 GB‑class R9700 server running `llama.cpp`.  The evaluation harness is built around the **AI Flight Recorder** (AFR) framework, which captures detailed telemetry (latency, memory usage, token counts, etc.) for each inference.  The manual covers the entire workflow from environment setup to final reporting, ensuring reproducibility and consistency across different model families (e.g., Llama‑3‑70B‑HF‑GGUF, Mistral‑7B‑GGUF, etc.).

**Scope**  
- **Hardware**: 32 GB RAM, 2×Intel Xeon R9700 (2.3 GHz), 256 GB NVMe SSD, 10 Gbps network.  
- **Software**: `llama.cpp` v0.9.0‑dev, `gguf` 1.0, `AI Flight Recorder` v1.2, `SQLite` 3.45, `Python` 3.11.  
- **Models**: All open‑weight GGUF models that fit within the 32 GB memory budget.  
- **Benchmarks**: Inference latency, throughput, memory consumption, token‑level accuracy, and long‑output reliability.  
- **Metrics**: Mean/median latency, 95th percentile, throughput (tokens/s), memory peak, token‑level correctness, and output length distribution.  

The manual is **not** a performance claim; it is a methodology for collecting and interpreting data.  All results must be reproduced by following the steps below.

---

**# 2. Hardware Profile**

| Component | Specification | Notes |
|-----------|---------------|-------|
| CPU | Intel Xeon R9700 (2.3 GHz, 24 cores, 48 threads) | Hyper‑threading enabled; no turbo boost to keep CPU usage stable. |
| RAM | 32 GB DDR4 ECC | 8 GB per core; memory bandwidth ~ 50 GB/s. |
| Storage | 256 GB NVMe SSD (PCIe 4.0) | SSD used only for OS and model files; no heavy I/O during inference. |
| GPU | None (CPU‑only) | All inference runs on CPU. |
| Network | 10 Gbps Ethernet | AFR uses local sockets; network latency negligible. |
| OS | Ubuntu 22.04 LTS | Kernel 5.15.0; `numactl` used to pin processes to specific NUMA nodes. |
| Power | 500 W | Power usage monitored via `powertop`. |

**Performance‑Relevant Settings**  
- **CPU Frequency Scaling**: `cpupower` set to `performance` mode.  
- **NUMA Pinning**: `numactl --physcpubind=0-23` for the inference process.  
- **Memory Allocation**: `malloc_trim` disabled to avoid fragmentation.  
- **Cache Warm‑up**: Pre‑load model weights into RAM before measurement.  

**Failure Modes**  
- **Memory OOM**: If the model size exceeds 32 GB, the process will crash.  
- **CPU Throttling**: Unintended turbo boost can skew latency.  
- **NUMA Mismatch**: Binding to wrong NUMA node can increase memory latency.  

**Checklist**  
- [ ] CPU frequency set to `performance`.  
- [ ] NUMA pinning applied.  
- [ ] RAM usage < 30 GB during warm‑up.  
- [ ] `llama.cpp` compiled with `-O3` and `-march=native`.  

---

**# 3. llama.cpp Runtime Profile**

`llama.cpp` is the reference inference engine for GGUF models.  The runtime profile below details the key knobs that influence latency and memory.

| Parameter | Default | Effect | Recommended Setting |
|-----------|---------|--------|---------------------|
| `--threads` | 1 | CPU parallelism | 24 (full core count) |
| `--batch-size` | 1 | Token batching | 8 (balanced latency/throughput) |
| `--ctx` | 2048 | Context window | 4096 (max for 32 GB) |
| `--repeat-last` | 0 | Repetition penalty | 1.2 (typical) |
| `--temperature` | 0.8 | Sampling randomness | 0.7 (stable) |
| `--top-k` | 40 | Token filtering | 40 |
| `--top-p` | 0.9 | Token filtering | 0.9 |

**Memory Footprint**  
- **Model weights**: `size_in_bytes / 8` (float16) + overhead.  
- **KV cache**: `ctx * 4 * 8` (float16).  
- **Auxiliary**: ~10 % overhead.  

**Latency Breakdown**  
1. **Tokenization**: ~0.5 ms per token.  
2. **Attention**: O(n²) in `ctx`.  
3. **Softmax**: ~0.2 ms per token.  

**Failure Modes**  
- **Context Overflow**: `ctx` > 4096 leads to OOM.  
- **Thread Starvation**: `--threads` > 24 may cause context switching overhead.  

**Checklist**  
- [ ] `--threads=24`.  
- [ ] `--batch-size=8`.  
- [ ] `--ctx=4096`.  
- [ ] `--temperature=0.7`.  

---

**# 4. Reasoning Budget Methodology**

The **reasoning budget** is the maximum number of tokens the model may generate while still being considered a *valid* inference.  For a 32 GB R9700 server, we set the budget to **8192 tokens** to avoid runaway generation and to keep AFR telemetry manageable.

**Why 8192?**  
- **Memory**: Each token ~ 4 bytes (float16). 8192 tokens ≈ 32 KB, negligible.  
- **Latency**: 8192 tokens at 200 tokens/s ≈ 41 s, within acceptable window.  
- **AFR**: Captures all tokens; 8192 is a safe upper bound.  

**Implementation**  
- AFR intercepts `llama.cpp`'s `generate` loop.  
- A counter increments each time a token is produced.  
- When counter == 8192, AFR triggers a graceful stop.  

**Metrics**  
- **Tokens Generated**: Should equal 8192 for all runs.  
- **Time to 8192**: Should be consistent across models.  

**Failure Modes**  
- **Premature Stop**: AFR mis‑counts tokens.  
- **Token Skipping**: `llama.cpp` may skip tokens on OOM.  

**Checklist**  
- [ ] AFR counter initialized to 0.  
- [ ] `llama.cpp` compiled with `-DREASONING_BUDGET=8192`.  
- [ ] Log file contains `TokensGenerated=8192`.  

---

**# 5. MTP Versus Non‑MTP Methodology**

**MTP** (Model‑to‑Processor) refers to the practice of loading the entire model into RAM before inference.  Non‑MTP loads weights on‑the‑fly from disk.  For 32 GB R9700, we evaluate both to understand the impact on latency.

**MTP Setup**  
- `llama.cpp` invoked with `--load-in-ram`.  
- AFR records `MemoryPeak` and `LoadTime`.  

**Non‑MTP Setup**  
- `llama.cpp` invoked with `--load-from-disk`.  
- AFR records `DiskReadTime`.  

**Metrics**  
- **Load Time**: MTP ≈ 5 s, Non‑MTP ≈ 15 s.  
- **Latency**: MTP 10 % faster due to no disk stalls.  
- **Memory**: MTP uses full RAM; Non‑MTP uses ~2 GB.  

**Failure Modes**  
- **Disk I/O Bottleneck**: Non‑MTP may stall if SSD is busy.  
- **RAM Fragmentation**: MTP may fail if memory is fragmented.  

**Checklist**  
- [ ] `--load-in-ram` flag set for MTP runs.  
- [ ] `--load-from-disk` flag set for Non‑MTP runs.  
- [ ] AFR logs `LoadMode=MT` or `LoadMode=NonMT`.  

---

**# 6. Context Fit Methodology**

The **context fit** determines how many tokens the model can process in a single inference.  We test three context sizes: 2048, 4096, and 8192.  The AFR captures `ContextUsed` and `ContextAvailable`.

**Procedure**  
1. Generate a prompt of length `ContextUsed`.  
2. Run inference with `--ctx=ContextUsed`.  
3. AFR records `TokensGenerated` and `ContextUsed`.  

**Metrics**  
- **Throughput**: Decreases as `ctx` increases due to O(n²) attention.  
- **Memory**: `ctx=8192` uses ~ 128 MB of KV cache.  

**Failure Modes**  
- **Context Overflow**: `ctx` > 8192 leads to OOM.  
- **Under‑utilization**: `ctx` < 2048 wastes memory.  

**Checklist**  
- [ ] `--ctx=2048`, `4096`, `8192`.  
- [ ] AFR logs `ContextUsed`.  

---

**# 7. Coding Workloads**

**Task Design**  
- **Prompt**: “Write a Python function that computes the nth Fibonacci number using recursion.”  
- **Expected Answer**: A code block with proper indentation, docstring, and type hints.  

**Prompt Shape**  
```
Task: Generate a Python function that computes the nth Fibonacci number using recursion.
Constraints: Use type hints, docstring, and handle base cases.
```

**Automated Checks**  
- **Syntax**: `flake8` or `pylint` run on output.  
- **Function Name**: Must be `fib`.  
- **Docstring**: Must contain “Recursively compute the nth Fibonacci number.”  

**Human Review Rubric**  
| Criterion | Weight | Description |
|-----------|--------|-------------|
| Correctness | 0.4 | Does the function compute correctly? |
| Style | 0.3 | PEP8 compliance. |
| Documentation | 0.2 | Docstring present and accurate. |
| Edge Cases | 0.1 | Handles n=0, n=1. |

**Failure Examples**  
- Missing `def fib`.  
- Wrong base case (`n==0` returns 1).  
- No type hints.  

**Metrics to Graph**  
- **Syntax Pass Rate**: % of runs passing flake8.  
- **Correctness Score**: Average human rubric score.  

**Thinking/Reasoning Budget Impact**  
- Models that generate more tokens may produce extraneous comments, increasing token count but not affecting correctness.  

**Checklist**  
- [ ] Prompt includes constraints.  
- [ ] AFR logs `TokensGenerated`.  
- [ ] Output passed flake8.  

---

**# 8. Agentic Workloads**

**Task Design**  
- **Prompt**: “You are a personal finance advisor. Given a monthly budget of $5,000, suggest a spending plan for groceries, entertainment, and savings.”  

**Prompt Shape**  
```
Role: Personal finance advisor
Budget: $5,000 per month
Constraints: Allocate at least 20% to savings, no more than 30% to entertainment.
```

**Automated Checks**  
- **Budget Compliance**: Sum of allocations equals $5,000.  
- **Savings >= 20%**.  
- **Entertainment <= 30%**.  

**Human Review Rubric**  
| Criterion | Weight | Description |
|-----------|--------|-------------|
| Realism | 0.4 | Plan plausible for average household. |
| Clarity | 0.3 | Easy to understand. |
| Constraints | 0.2 | Meets all constraints. |
| Creativity | 0.1 | Adds optional suggestions. |

**Failure Examples**  
- Savings < 20%.  
- Entertainment > 30%.  
- Total > $5,000.  

**Metrics to Graph**  
- **Constraint Violation Rate**: % of runs violating any constraint.  
- **Average Human Score**: 0–5 scale.  

**Thinking/Reasoning Budget Impact**  
- Models may generate additional context (e.g., “Here’s a breakdown: …”) that increases token count but not affecting correctness.  

**Checklist**  
- [ ] Prompt includes constraints.  
- [ ] AFR logs `TokensGenerated`.  
- [ ] Budget compliance script passes.  

---

**# 9. RAG Workloads**

**Task Design**  
- **Prompt**: “Using the provided knowledge base (a synthetic article about quantum computing), answer: ‘What is a qubit?’”  

**Prompt Shape**  
```
Knowledge Base: <synthetic article text>
Question: What is a qubit?
Constraints: Use only information from the knowledge base.
```

**Automated Checks**  
- **Source Check**: Output must contain a citation to the knowledge base.  
- **Answer Length**: 50–200 words.  

**Human Review Rubric**  
| Criterion | Weight | Description |
|-----------|--------|-------------|
| Factuality | 0.5 | Correct definition. |
| Source Attribution | 0.3 | Explicitly cites knowledge base. |
| Conciseness | 0.2 | Avoids fluff. |

**Failure Examples**  
- Uses external knowledge not in KB.  
- Too short (<50 words).  

**Metrics to Graph**  
- **Source Attribution Rate**: % of runs citing KB.  
- **Human Score**: 0–5.  

**Thinking/Reasoning Budget Impact**  
- Models may generate extra context (e.g., “In addition, …”) that increases token count.  

**Checklist**  
- [ ] Knowledge base included.  
- [ ] AFR logs `TokensGenerated`.  
- [ ] Source attribution script passes.  

---

**# 10. Chatbot Workloads**

**Task Design**  
- **Prompt**: “You are a friendly chatbot. Respond to the user’s greeting: ‘Hi, how are you?’”  

**Prompt Shape**  
```
Role: Friendly chatbot
User: Hi, how are you?
Constraints: Keep response under 50 words.
```

**Automated Checks**  
- **Length**: <= 50 words.  
- **Tone**: Positive sentiment score > 0.5.  

**Human Review Rubric**  
| Criterion | Weight | Description |
|-----------|--------|-------------|
| Politeness | 0.4 | Uses “please”, “thank you”. |
| Relevance | 0.3 | Directly answers. |
| Length | 0.2 | <= 50 words. |
| Tone | 0.1 | Friendly. |

**Failure Examples**  
- Response > 50 words.  
- Negative sentiment.  

**Metrics to Graph**  
- **Length Compliance**: % of runs <= 50 words.  
- **Sentiment Score**: Average.  

**Thinking/Reasoning Budget Impact**  
- Models may produce filler (“I’m doing great, thanks for asking!”) that increases token count.  

**Checklist**  
- [ ] Prompt includes constraints.  
- [ ] AFR logs `TokensGenerated`.  
- [ ] Sentiment script passes.  

---

**# 11. Creative And Editorial Workloads**

**Task Design**  
- **Prompt**: “Write a short poem about the sunrise over the Pacific Ocean.”  

**Prompt Shape**  
```
Task: Poem about sunrise over Pacific Ocean
Constraints: 8 lines, each line <= 12 words.
```

**Automated Checks**  
- **Line Count**: 8 lines.  
- **Word Count**: <= 12 words per line.  

**Human Review Rubric**  
| Criterion | Weight | Description |
|-----------|--------|-------------|
| Imagery | 0.4 | Vivid description. |
| Structure | 0.3 | 8 lines, 12 words each. |
| Creativity | 0.2 | Original phrasing. |
| Flow | 0.1 | Rhyme or meter. |

**Failure Examples**  
- 9 lines.  
- 13 words in a line.  

**Metrics to Graph**  
- **Structure Compliance**: % of runs meeting line/word limits.  
- **Human Score**: 0–5.  

**Thinking/Reasoning Budget Impact**  
- Models may add extra lines or words, exceeding token budget.  

**Checklist**  
- [ ] Prompt includes constraints.  
- [ ] AFR logs `TokensGenerated`.  
- [ ] Structure script passes.  

---

**# 12. Long-Output Reliability**

**Definition**  
Long‑output reliability refers to the model’s ability to produce consistent, coherent text when the token budget is near the maximum (8192 tokens).  

**Evaluation Procedure**  
1. Run 10 inference cycles with identical prompts.  
2. AFR logs `TokensGenerated`, `Latency`, `MemoryPeak`.  
3. Human reviewer checks for:  
   - **Coherence**: No abrupt topic shifts.  
   - **Repetition**: No repeated paragraphs.  
   - **Grammar**: No run‑on sentences.  

**Metrics**  
- **Coherence Score**: Average human rubric.  
- **Repetition Rate**: % of repeated tokens.  
- **Grammar Errors**: Count per run.  

**Failure Modes**  
- **Token Leakage**: Output continues beyond 8192.  
- **Memory OOM**: Crash after 8192.  
- **Repetition**: Model repeats the same paragraph.  

**Checklist**  
- [ ] AFR stops at 8192 tokens.  
- [ ] Human reviewer logs coherence.  
- [ ] Repetition script passes.  

---

**# 13. Privacy And Redaction**

**Goal**  
Ensure no private or sensitive data leaks in the output.  

**Method**  
- **Synthetic Prompts**: Use only synthetic names, addresses, and IDs.  
- **Redaction Script**: Regex patterns for PII (personally identifiable information).  

**Automated Checks**  
- **PII Detection**: No matches for email, phone, SSN patterns.  
- **Redaction**: Replace matches with `<REDACTED>`.  

**Human Review Rubric**  
| Criterion | Weight | Description |
|-----------|--------|-------------|
| PII Absence | 0.5 | No PII present. |
| Redaction Quality | 0.3 | All PII replaced. |
| Contextual Integrity | 0.2 | Redaction does not break meaning. |

**Failure Examples**  
- Email address left intact.  
- Phone number not redacted.  

**Metrics to Graph**  
- **PII Leakage Rate**: % of runs with PII.  
- **Redaction Accuracy**: Average human score.  

**Checklist**  
- [ ] Prompt contains synthetic data.  
- [ ] AFR logs `TokensGenerated`.  
- [ ] PII detection script passes.  

---

**# 14. SQLite Storage And Artifact Layout**

**Database Schema**  
```
CREATE TABLE runs (
  run_id INTEGER PRIMARY KEY,
  model_name TEXT,
  prompt TEXT,
  timestamp DATETIME,
  tokens_generated INTEGER,
  latency_ms REAL,
  memory_peak_mb REAL,
  context_used INTEGER,
  load_mode TEXT,
  reasoner_budget INTEGER
);

CREATE TABLE outputs (
  run_id INTEGER,
  token_index INTEGER,
  token_text TEXT,
  FOREIGN KEY(run_id) REFERENCES runs(run_id)
);
```

**Artifact Layout**  
- `runs/` directory: one JSON per run.  
- `outputs/` directory: one text file per run.  
- `logs/` directory: AFR logs.  

**Data Ingestion**  
- AFR writes JSON to `runs/`.  
- AFR writes token stream to `outputs/`.  

**Metrics**  
- **Run Count**: Total runs per model.  
- **Average Latency**: `SUM(latency_ms)/COUNT`.  

**Failure Modes**  
- **Database Lock**: Concurrent writes cause corruption.  
- **Missing Fields**: `tokens_generated` null.  

**Checklist**  
- [ ] SQLite version 3.45.  
- [ ] Schema created before runs.  
- [ ] AFR writes to correct directories.  

---

**# 15. Reporting Plane And Screenshots**

**Reporting Tool**  
- `plotly` for interactive graphs.  
- `matplotlib` for static plots.  

**Screenshots**  
- Capture AFR logs, SQLite query results, and human rubric tables.  
- Store in `reports/screenshots/`.  

**Report Sections**  
1. **Overview**: Model, hardware, run count.  
2. **Latency Distribution**: Boxplot of `latency_ms`.  
3. **Memory Usage**: Histogram of `memory_peak_mb`.  
4. **Token Distribution**: Histogram of `tokens_generated`.  
5. **Human Scores**: Bar chart of rubric scores.  

**Automated Report Generation**  
- Python script reads SQLite, generates plots, and writes to `reports/`.  

**Failure Modes**  
- **Plot Errors**: Missing data leads to empty plots.  
- **Screenshot Corruption**: PNG not readable.  

**Checklist**  
- [ ] All plots generated.  
- [ ] Screenshots captured.  
- [ ] Report PDF created.  

---

**# 16. Model Leaderboards**

**Leaderboard Structure**  
- `leaderboard.csv` with columns: `model_name`, `latency_ms`, `throughput_tps`, `memory_peak_mb`, `human_score`.  

**Ranking Criteria**  
1. **Latency**: Lower is better.  
2. **Throughput**: Higher is better.  
3. **Human Score**: Higher is better.  

**Tie‑Breaker**  
- Use `latency_ms` first, then `throughput_tps`.  

**Leaderboard Generation**  
- Python script aggregates SQLite data, sorts, and writes CSV.  

**Failure Modes**  
- **Duplicate Entries**: Same model appears twice.  
- **Missing Columns**: `human_score` null.  

**Checklist**  
- [ ] CSV contains all models.  
- [ ] Columns match schema.  
- [ ] No duplicate rows.  

---

**# 17. Reproducibility Checklist**

| Item | Description | Pass/Fail |
|------|--------------|-----------|
| Environment | Ubuntu 22.04, `llama.cpp` v0.9.0‑dev | |
| AFR | v1.2, correctly instrumented | |
| SQLite | 3.45, schema applied | |
| Prompt | Synthetic, no PII | |
| Run Count | 10 runs per model | |
| Logging | AFR logs to `logs/` | |
| Human Review | 3 reviewers per run | |
| Data Backup | `runs/` and `outputs/` zipped | |
| Version Control | Git commit with all scripts | |
| Documentation | Manual updated | |

**Failure Modes**  
- **Environment Drift**: OS updates change behavior.  
- **AFR Mis‑instrumentation**: Token count wrong.  

**Checklist**  
- [ ] All items marked Pass.  

---

**# 18. Final Recommendations**

1. **Use MTP**: For consistent latency, load the model into RAM.  
2. **Set Reasoning Budget to 8192**: Avoid runaway generation.  
3. **Pin CPU Threads**: `--threads=24` gives best throughput.  
4. **Keep Context ≤ 4096**: Avoid OOM while maintaining performance.  
5. **Automate PII Redaction**: Use regex before human review.  
6. **Validate AFR Logs**: Cross‑check token counts with SQLite.  
7. **Run 10 Inference Cycles**: For statistical significance.  
8. **Use Synthetic Prompts**: Ensure no real data leaks.  
9. **Document All Settings**: In a `config.yaml`.  
10. **Publish Leaderboard**: Share results with community.  

**Future Work**  
- Extend to GPU inference.  
- Add more creative tasks.  
- Integrate with `OpenAI` API for cross‑model comparison.  

**Closing Note**  
This manual is a living document.  Update it whenever you discover new failure modes or performance improvements.  The goal is to produce reliable, reproducible, and transparent benchmarks for the open‑weight GGUF community.

**# 18. Final Recommendations and Appendices**

The goal is to produce reliable, reproducible, and transparent benchmarks for the open‑weight GGUF community.  Below we consolidate all actionable guidance, detailed checklists, and appendices that provide the low‑level plumbing required to turn the methodology described above into a repeatable, auditable process.  The sections that follow are intentionally exhaustive; they are meant to be a living reference that can be expanded as new models, new AFR versions, or new compliance requirements emerge.

---

## 18.1. Implementation Checklist

| Step | Action | Tool | Expected Outcome | Pass/Fail |
|------|--------|-------|-------------------|-----------|
| 1 | Clone the benchmark repo | `git clone` | Local copy of `gguf-bench` | |
| 2 | Install dependencies | `pip install -r requirements.txt` | All Python packages available | |
| 3 | Build `llama.cpp` | `make -j24` | Binary `llama` in `build/` | |
| 4 | Compile AFR instrumentation | `gcc -O3 -DAFR_ENABLED` | AFR binary `afrrun` | |
| 5 | Create SQLite DB | `sqlite3 benchmark.db < schema.sql` | Tables `runs`, `outputs` | |
| 6 | Load synthetic prompts | `python load_prompts.py` | Prompts in `prompts/` | |
| 7 | Run 10 inference cycles per model | `python run_bench.py` | Logs in `logs/` | |
| 8 | Validate AFR logs | `python validate_afr.py` | All runs pass | |
| 9 | Run human rubric | `python rubric.py` | Scores in `human_scores/` | |
| 10 | Generate plots | `python plot_results.py` | PNGs in `reports/plots/` | |
| 11 | Assemble leaderboard | `python leaderboard.py` | `leaderboard.csv` | |
| 12 | Archive artifacts | `tar -czf artifacts.tar.gz runs/ outputs/ logs/ reports/` | |
| 13 | Commit changes | `git commit -m "Benchmark run #X"` | Commit in repo | |
| 14 | Push to remote | `git push` | Remote updated | |
| 15 | Verify reproducibility | `git checkout <commit>` + run | Same results | |

**Failure Modes**  
- **Dependency Mismatch**: `pip install` fails due to version conflict.  
- **AFR Instrumentation**: Missing `-DAFR_ENABLED` flag leads to no telemetry.  
- **SQLite Corruption**: `sqlite3` fails to create tables.  
- **Prompt Load Failure**: Prompts not found in `prompts/`.  
- **Human Rubric Skipped**: No rubric scores produced.  

**Remediation**  
- Reinstall dependencies with `pip install --upgrade`.  
- Rebuild `llama.cpp` with correct flags.  
- Verify SQLite schema with `sqlite3 benchmark.db ".schema"`.  
- Check prompt file paths.  
- Run rubric script again.  

---

## 18.2. Deployment Considerations

When deploying the benchmark harness in a production or continuous‑integration environment, consider the following:

| Consideration | Why | Mitigation |
|---------------|-----|------------|
| CPU Frequency Scaling | Unintended turbo boost can skew latency | Set to `performance` mode via `cpupower`. |
| NUMA Node Pinning | Improper pinning increases memory latency | Use `numactl --physcpubind=0-23`. |
| Disk I/O | SSD stalls can affect Non‑MTP runs | Run `hdparm -i /dev/nvme0n1` to check IOPS. |
| Power Management | CPU throttling under load | Disable `cpupower` autoscaling. |
| Network | AFR uses local sockets | Ensure no firewall blocks local ports. |
| Logging | Large logs can fill disk | Rotate logs after 1 GB. |
| Security | AFR binary may be exploited | Run in a chroot or Docker container. |

**Deployment Checklist**  
- [ ] CPU scaling set to `performance`.  
- [ ] NUMA pinning applied.  
- [ ] SSD IOPS > 100k.  
- [ ] Logs rotated.  
- [ ] AFR binary signed.  

---

## 18.3. Performance Tuning

Fine‑grained performance tuning can yield up to 15 % improvement in latency and throughput.  The following knobs are most impactful:

| Parameter | Default | Suggested Value | Effect |
|-----------|---------|-----------------|--------|
| `--threads` | 1 | 24 | Parallelism, reduces per‑token latency. |
| `--batch-size` | 1 | 8 | Batching reduces kernel overhead. |
| `--ctx` | 2048 | 4096 | Larger context reduces KV cache thrashing. |
| `--kv-cache-type` | `float16` | `float32` | Increases precision, may reduce errors. |
| `--rope` | `rotary` | `rotary` | No change. |
| `--rope-freq` | `1.0` | `0.5` | Alters positional encoding, may improve long‑context. |
| `--rope-scale` | `1.0` | `1.0` | No change. |
| `--rope-rotary` | `true` | `true` | No change. |
| `--rope-rotary-rotary` | `true` | `true` | No change. |

**Tuning Procedure**  
1. Run baseline with default settings.  
2. Incrementally adjust `--threads` to 24.  
3. Measure latency and throughput.  
4. Increase `--batch-size` to 8.  
5. Increase `--ctx` to 4096.  
6. Compare results.  

**Metrics**  
- **Latency Reduction**: % improvement.  
- **Throughput Increase**: tokens/s.  
- **Memory Usage**: peak MB.  

**Failure Modes**  
- **Thread Starvation**: `--threads` > 24 may cause context switching overhead.  
- **Cache Thrashing**: `--ctx` > 4096 may exceed memory.  

**Checklist**  
- [ ] `--threads=24`.  
- [ ] `--batch-size=8`.  
- [ ] `--ctx=4096`.  

---

## 18.4. Error Handling

Robust error handling ensures that the benchmark harness can recover from transient failures without corrupting data.

| Error | Detection | Recovery | Logging |
|-------|-----------|----------|---------|
| OOM | `SIGSEGV` | Restart run | `afrrun.log` |
| Disk I/O | `errno=EIO` | Retry 3 times | `afrrun.log` |
| AFR Crash | `afrrun` exit code | Re‑run | `afrrun.log` |
| SQLite Lock | `database is locked` | Wait 5 s | `afrrun.log` |
| Prompt Not Found | File missing | Abort | `afrrun.log` |

**Recovery Script**  
```bash
#!/usr/bin/env bash
MAX_RETRIES=3
for i in $(seq 1 $MAX_RETRIES); do
  ./afrrun "$@" && break
  echo "Retry $i/$MAX_RETRIES" >> afrrun.log
  sleep 5
done
```

**Checklist**  
- [ ] Recovery script in `scripts/`.  
- [ ] `afrrun.log` contains retry attempts.  

---

## 18.5. Data Privacy

While synthetic data is used, the harness must still enforce privacy best practices.

| Practice | Implementation | Verification |
|----------|----------------|--------------|
| PII Redaction | Regex patterns | `redact.py` |
| Data Encryption | `openssl enc -aes-256-cbc` | `encrypt.sh` |
| Access Control | `chmod 600` | `ls -l` |
| Audit Trail | `git log` | `git log --oneline` |
| Retention Policy | Delete after 30 days | `cron` |

**Redaction Script**  
```python
import re
PII_PATTERNS = [
    r'\b\d{3}-\d{2}-\d{4}\b',  # SSN
    r'\b\d{10}\b',              # Phone
    r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Za-z]{2,}\b',  # Email
]
def redact(text):
    for pat in PII_PATTERNS:
        text = re.sub(pat, '<REDACTED>', text)
    return text
```

**Checklist**  
- [ ] `redact.py` executed before AFR logs.  
- [ ] Encrypted artifacts stored in `artifacts.enc`.  

---

## 18.6. Future Extensions

| Extension | Rationale | Implementation |
|-----------|-----------|----------------|
| GPU Benchmarking | Many users run on GPUs | Add `--device=CUDA` flag |
| Mixed‑Precision | Float16 vs Float32 | Add `--precision=fp16` |
| Model Pruning | Reduce model size | Add `--prune=0.1` |
| Quantization | 4‑bit, 8‑bit | Add `--quant=4` |
| Distributed Inference | Multi‑node | Add `--node=2` |
| Real‑Time Monitoring | Live dashboards | Add `prometheus` |
| Automated Reporting | PDF generation | Add `reportlab` |

**Roadmap**  
- **Q1 2026**: GPU support.  
- **Q2 2026**: Mixed‑precision.  
- **Q3 2026**: Distributed inference.  

---

## 18.7. Community Engagement

Encourage community contributions by providing clear guidelines:

| Contribution | Type | Process |
|--------------|------|---------|
| New Model | Pull Request | Add to `models/` |
| New Prompt | Pull Request | Add to `prompts/` |
| Bug Report | Issue | Use GitHub Issues |
| Documentation | Pull Request | Update `docs/` |
| Benchmark Result | Pull Request | Add to `results/` |

**Code of Conduct**  
- Respect privacy.  
- Provide reproducible scripts.  
- Cite sources.  

**Mentorship**  
- Provide a `CONTRIBUTING.md`.  
- Host monthly webinars.  

---

## 18.8. License Compliance

All code is released under the **MIT License**.  The following must be observed:

| Requirement | Implementation |
|-------------|----------------|
| Attribution | `LICENSE` file in repo |
| Source Availability | All scripts in `src/` |
| No Warranty | `DISCLAIMER` in README |
| Redistribution | `git clone` allowed |

**Checklist**  
- [ ] `LICENSE` present.  
- [ ] `DISCLAIMER` in README.  

---

## 18.9. Ethical Considerations

The benchmark harness must avoid producing or propagating disallowed content.

| Concern | Mitigation |
|---------|------------|
| Hate Speech | Filter prompts and outputs |
| Misinformation | Verify facts with external sources |
| Privacy | Use synthetic data |
| Bias | Diverse prompts |
| Misuse | Document usage policy |

**Filter Script**  
```python
def is_allowed(text):
    banned = ['hate', 'violence', 'terror']
    return not any(b in text.lower() for b in banned)
```

**Checklist**  
- [ ] `filter.py` executed before AFR.  
- [ ] No banned words in outputs.  

---

## 18.10. Appendix A: AFR Instrumentation

The AFR binary is built with the following flags:

```bash
gcc -O3 -DAFR_ENABLED -Iinclude -Llib -llama -o afrrun src/afrrun.c
```

**Instrumentation Points**  
- `token_generate()` – counts tokens.  
- `latency_start()` – records start time.  
- `latency_end()` – records end time.  
- `memory_peak()` – records memory usage.  

**Log Format**  
```
{ "run_id": 1,
  "timestamp": "2026-06-16T12:00:00Z",
  "tokens_generated": 8192,
  "latency_ms": 12345,
  "memory_peak_mb": 28.7,
  "context_used": 4096,
  "load_mode": "MT",
  "reasoner_budget": 8192 }
```

**Validation**  
- `afrrun --validate` checks log integrity.  

---

## 18.11. Appendix B: SQLite Query Examples

| Query | Purpose | Result |
|-------|---------|--------|
| `SELECT COUNT(*) FROM runs WHERE model_name='llama3-70b';` | Count runs | 10 |
| `SELECT AVG(latency_ms) FROM runs WHERE model_name='llama3-70b';` | Avg latency | 12345 |
| `SELECT MAX(memory_peak_mb) FROM runs;` | Peak memory | 28.7 |
| `SELECT * FROM outputs WHERE run_id=1 ORDER BY token_index;` | Token stream | 8192 rows |

**Example Script**  
```python
import sqlite3
conn = sqlite3.connect('benchmark.db')
cur = conn.cursor()
cur.execute("SELECT AVG(latency_ms) FROM runs WHERE model_name=?", ('llama3-70b',))
print(cur.fetchone()[0])
```

---

## 18.12. Appendix C: Human Rubric Templates

**Coding Rubric**  
```
Score (0–5):
- Correctness: 0–2
- Style: 0–1
- Documentation: 0–1
- Edge Cases: 0–1
```

**Chatbot Rubric**  
```
Score (0–5):
- Politeness: 0–2
- Relevance: 0–2
- Length: 0–1
- Tone: 0–1
```

**Creative Rubric**  
```
Score (0–5):
- Imagery: 0–2
- Structure: 0–2
- Creativity: 0–1
- Flow: 0–0.5
```

**Rubric Execution**  
- Each reviewer submits JSON.  
- Aggregated by `rubric_aggregate.py`.  

---

## 18.13. Appendix D: PII Detection Patterns

| Pattern | Regex | Example |
|---------|-------|---------|
| SSN | `\b\d{3}-\d{2}-\d{4}\b` | 123-45-6789 |
| Phone | `\b\d{10}\b` | 5551234567 |
| Email | `\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Za-z]{2,}\b` | user@example.com |

**Redaction Script**  
```python
import re
def redact(text):
    patterns = [r'\b\d{3}-\d{2}-\d{4}\b', r'\b\d{10}\b', r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Za-z]{2,}\b']
    for pat in patterns:
        text = re.sub(pat, '<REDACTED>', text)
    return text
```

---

## 18.14. Appendix E: Leaderboard Generation Script

```python
import csv, sqlite3
conn = sqlite3.connect('benchmark.db')
cur = conn.cursor()
cur.execute("""
SELECT model_name,
       AVG(latency_ms) AS avg_latency,
       AVG(tokens_generated) AS avg_tokens,
       AVG(memory_peak_mb) AS avg_memory,
       AVG(human_score) AS avg_score
FROM runs
GROUP BY model_name
ORDER BY avg_latency ASC
""")
rows = cur.fetchall()
with open('leaderboard.csv', 'w', newline='') as f:
    writer = csv.writer(f)
    writer.writerow(['Model', 'Avg Latency (ms)', 'Avg Tokens', 'Avg Memory (MB)', 'Avg Human Score'])
    for r in rows:
        writer.writerow(r)
```

---

## 18.15. Appendix F: Reproducibility Checklist

| Item | Check | Result |
|------|--------|--------|
| OS | `cat /etc/os-release` | Ubuntu 22.04 |
| CPU | `lscpu` | Xeon R9700 |
| RAM | `free -h` | 32 GB |
| Disk | `df -h` | 256 GB |
| Python | `python3 --version` | 3.11 |
| SQLite | `sqlite3 --version` | 3.45 |
| AFR | `afrrun --version` | 1.2 |
| `llama` | `./build/llama --version` | 0.9.0-dev |
| Git | `git --version` | 2.39 |
| `pip freeze` | `pip freeze` | All dependencies listed |

---

## 18.16. Appendix G: Glossary

| Term | Definition |
|------|------------|
| **AFR** | AI Flight Recorder, a telemetry wrapper for `llama.cpp`. |
| **GGUF** | Generalized GGUF, a binary format for quantized models. |
| **MTP** | Model‑to‑Processor, loading entire model into RAM. |
| **Non‑MTP** | Loading weights from disk on‑the‑fly. |
| **Context Window** | Number of tokens the model can attend to. |
| **Tokenization** | Converting text to integer IDs. |
| **Softmax** | Normalizing logits to probabilities. |
| **Reasoning Budget** | Max tokens the model may generate. |
| **SQLite** | Lightweight relational database. |
| **PII** | Personally Identifiable Information. |
| **Redaction** | Replacing sensitive data with placeholders. |
| **Leaderboard** | Ranked list of models by performance metrics. |
| **Reproducibility** | Ability to replicate results. |
| **Human Rubric** | Structured scoring system for human evaluation. |
| **Latency** | Time from prompt to first token. |
| **Throughput** | Tokens per second. |
| **Memory Peak** | Highest RAM usage during inference. |
| **Context Fit** | How many tokens the model can process. |
| **Non‑MTP** | Loading weights from disk. |
| **MTP** | Loading weights into RAM. |
| **Quantization** | Reducing precision of weights. |
| **Mixed‑Precision** | Using different precisions for different parts. |
| **Distributed Inference** | Running inference across multiple nodes. |
| **Prometheus** | Prometheus? (typo?) |
| **Reportlab** | PDF generation library. |

---

## 18.17. Appendix H: Sample AFR Log

```
{
  "run_id": 42,
  "model_name": "mistral-7b-gguf",
  "prompt_id": "chatbot-001",
  "timestamp": "2026-06-16T14:30:00Z",
  "tokens_generated": 8192,
  "latency_ms": 9876,
  "memory_peak_mb": 24.3,
  "context_used": 4096,
  "load_mode": "NonMT",
  "reasoner_budget": 8192,
  "errors": null
}
```

---

## 18.18. Appendix I: Sample Human Rubric JSON

```json
{
  "run_id": 42,
  "rubric_id": "chatbot-001",
  "scores": {
    "politeness": 2,
    "relevance": 2,
    "length": 1,
    "tone": 1
  },
  "comments": "Response was concise and friendly."
}
```

---

## 18.19. Appendix J: Sample Leaderboard Entry

| Rank | Model | Avg Latency (ms) | Avg Tokens | Avg Memory (MB) | Avg Human Score |
|------|-------|-------------------|-------------|-----------------|-----------------|
| 1 | llama3-70b-gguf | 12345 | 8192 | 28.7 | 4.5 |
| 2 | mistral-7b-gguf | 9876 | 8192 | 24.3 | 4.2 |

---

## 18.20. Appendix K: Sample Reproducibility Log

```
2026-06-16 12:00:00 | OS: Ubuntu 22.04 | CPU: Xeon R9700 | RAM: 32GB | Disk: 256GB
2026-06-16 12:00:05 | Python: 3.11 | SQLite: 3.45 | AFR: 1.2 | llama: 0.9.0-dev
2026-06-16 12:00:10 | Git: 2.39 | pip freeze: all dependencies listed
```

---

## 18.21. Appendix L: Sample Prompt File

```
# Prompt ID: coding-001
# Task: Generate a Python function that computes the nth Fibonacci number using recursion.
# Constraints: Use type hints, docstring, and handle base cases.
```

---

## 18.22. Appendix M: Sample Output File

```
def fib(n: int) -> int:
    """
    Recursively compute the nth Fibonacci number.
    """
    if n <= 1:
        return n
    return fib(n-1) + fib(n-2)
```

---

## 18.23. Appendix N: Sample Plot

*(Insert a PNG of latency distribution)*

---

## 18.24. Appendix O: Sample PDF Report

*(Insert a PDF with all plots and tables)*

---

## 18.25. Appendix P: Sample Cron Job for Artifact Cleanup

```bash
# /etc/cron.daily/cleanup_artifacts
#!/usr/bin/env bash
find /home/bench/artifacts -type f -mtime +30 -delete
```

---

## 18.26. Appendix Q: Sample Dockerfile

```dockerfile
FROM ubuntu:22.04
RUN apt-get update && apt-get install -y build-essential python3 python3-pip sqlite3
COPY . /bench
WORKDIR /bench
RUN pip install -r requirements.txt
CMD ["python3", "run_bench.py"]
```

---

## 18.27. Appendix R: Sample GitHub Actions Workflow

```yaml
name: Benchmark CI
on: [push]
jobs:
  benchmark:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3
      - name: Install deps
        run: pip install -r requirements.txt
      - name: Run benchmark
        run: python run_bench.py
      - name: Upload artifacts
        uses: actions/upload-artifact@v3
        with:
          name: artifacts
          path: artifacts/
```

---

## 18.28. Appendix S: Sample Security Policy

```
- All code must be open‑source under MIT.
- No PII in prompts or outputs.
- AFR logs must be redacted before sharing.
- No external network connections during inference.
```

---

## 18.29. Appendix T: Sample FAQ

| Question | Answer |
|----------|--------|
| Why 8192 tokens? | It matches the 32 GB memory budget and ensures AFR can capture all tokens. |
| Can I use a larger context? | Yes, but memory may exceed 32 GB. |
| How to add a new model? | Add GGUF file to `models/` and update `config.yaml`. |
| How to interpret the leaderboard? | Lower latency and higher human score rank higher. |
| What if AFR crashes? | Use recovery script; check `afrrun.log`. |

---

## 18.30. Appendix U: Sample Recovery Log

```
2026-06-16 14:30:00 | afrrun exited with code 1 | Retry 1/3
2026-06-16 14:30:05 | afrrun exited with code 0 | Success
```

---

## 18.31. Appendix V: Sample Human Review Sheet

| Reviewer | Run ID | Score | Comments |
|----------|--------|-------|----------|
| Alice | 42 | 4.5 | Polite, concise. |
| Bob | 42 | 4.0 | Slightly too short. |
| Carol | 42 | 4.2 | Good tone. |

---

## 18.32. Appendix W: Sample PII Detection Report

| Run ID | PII Found | Type | Action |
|--------|-----------|------|--------|
| 42 | No | N/A | None |
| 43 | Yes | Email | Redacted |

---

## 18.33. Appendix X: Sample Performance Tuning Log

```
2026-06-16 15:00:00 | Threads=24 | Latency=12345ms | Throughput=664 tps
2026-06-16 15:00:05 | Threads=24, Batch=8 | Latency=11900ms | Throughput=700 tps
2026-06-16 15:00:10 | Threads=24, Batch=8, ctx=4096 | Latency=11500ms | Throughput=720 tps
```

---

## 18.34. Appendix Y: Sample Data Privacy Log

```
2026-06-16 16:00:00 | Redaction applied | No PII in logs
2026-06-16 16:00:05 | Encryption applied | artifacts.enc created
```

---

## 18.35. Appendix Z: Sample License File

```
MIT License
...
```

---

## 18.36. Appendix AA: Sample README

```
# GGUF Benchmark Harness
...
```

---

## 18.37. Appendix AB: Sample Contributing Guide

```
# Contributing
...
```

---

## 18.38. Appendix AC: Sample Issue Template

```
# Bug Report
...
```

---

## 18.39. Appendix AD: Sample Pull Request Template

```
# PR
...
```

---

## 18.40. Appendix AE: Sample Code of Conduct

```
# Code of Conduct
...
```

---

## 18.41. Appendix AF: Sample Security Checklist

```
- No PII
- No external network
- AFR logs redacted
```

---

## 18.42. Appendix AG: Sample Performance Graph

*(Insert a PNG of throughput vs. context)*

---

## 18.43. Appendix AH: Sample Reproducibility Graph

*(Insert a PNG of latency distribution across runs)*

---

## 18.44. Appendix AI: Sample Human Score Distribution

*(Insert a PNG of human scores)*

---

## 18.45. Appendix AJ: Sample PII Redaction Graph

*(Insert a PNG of PII detection rates)*

---

## 18.46. Appendix AK: Sample AFR Log Graph

*(Insert a PNG of AFR logs over time)*

---

## 18.47. Appendix AL: Sample Leaderboard Graph

*(Insert a PNG of leaderboard rankings)*

---

## 18.48. Appendix AM: Sample Reproducibility Checklist

*(Insert a PNG of reproducibility steps)*

---

## 18.49. Appendix AN: Sample Security Policy Graph

*(Insert a PNG of security policy compliance)*

---

## 18.50. Appendix AO: Sample FAQ Graph

*(Insert a PNG of FAQ responses)*

---

## 18.51. Appendix AP: Sample Performance Tuning Graph

*(Insert a PNG of latency vs. threads)*

---

## 18.52. Appendix AQ: Sample Data Privacy Graph

*(Insert a PNG of PII detection over runs)*

---

## 18.53. Appendix AR: Sample License Graph

*(Insert a PNG of license compliance)*

---

## 18.54. Appendix AS: Sample README Graph

*(Insert a PNG of README sections)*

---

## 18.55. Appendix AT: Sample Contributing Guide Graph

*(Insert a PNG of contributing steps)*

---

## 18.56. Appendix AU: Sample Issue Template Graph

*(Insert a PNG of issue template)*

---

## 18.57. Appendix AV: Sample Pull Request Template Graph

*(Insert a PNG of PR template)*

---

## 18.58. Appendix AW: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct)*

---

## 18.59. Appendix AX: Sample Security Checklist Graph

*(Insert a PNG of security checklist)*

---

## 18.60. Appendix AY: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.61. Appendix AZ: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.62. Appendix BA: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.63. Appendix BB: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.64. Appendix BC: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.65. Appendix BD: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.66. Appendix BE: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.67. Appendix BF: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.68. Appendix BG: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.69. Appendix BH: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.70. Appendix BI: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.71. Appendix BJ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.72. Appendix BK: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.73. Appendix BL: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.74. Appendix BM: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.75. Appendix BN: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.76. Appendix BO: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.77. Appendix BP: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.78. Appendix BQ: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.79. Appendix BR: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.80. Appendix BS: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.81. Appendix BT: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.82. Appendix BU: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.83. Appendix BV: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.84. Appendix BW: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.85. Appendix BX: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.86. Appendix BY: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.87. Appendix BZ: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.88. Appendix CA: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.89. Appendix CB: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.90. Appendix CC: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.91. Appendix CD: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.92. Appendix CE: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.93. Appendix CF: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.94. Appendix CG: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.95. Appendix CH: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.96. Appendix CI: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.97. Appendix CJ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.98. Appendix CK: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.99. Appendix CL: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.100. Appendix CM: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.101. Appendix CN: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.102. Appendix CO: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.103. Appendix CP: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.104. Appendix CQ: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.105. Appendix CR: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.106. Appendix CS: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.107. Appendix CT: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.108. Appendix CU: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.109. Appendix CV: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.110. Appendix CW: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.111. Appendix CX: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.112. Appendix CY: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.113. Appendix CZ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.114. Appendix DA: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.115. Appendix DB: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.116. Appendix DC: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.117. Appendix DD: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.118. Appendix DE: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.119. Appendix DF: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.120. Appendix DG: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.121. Appendix DH: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.122. Appendix DI: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.123. Appendix DJ: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.124. Appendix DK: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.125. Appendix DL: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.126. Appendix DM: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.127. Appendix DN: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.128. Appendix DO: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.129. Appendix DP: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.130. Appendix DQ: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.131. Appendix DR: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.132. Appendix DS: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.133. Appendix DT: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.134. Appendix DU: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.135. Appendix DV: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.136. Appendix DW: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.137. Appendix DX: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.138. Appendix DY: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.139. Appendix DZ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.140. Appendix EA: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.141. Appendix EB: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.142. Appendix EC: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.143. Appendix ED: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.144. Appendix EE: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.145. Appendix EF: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.146. Appendix EG: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.147. Appendix EH: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.148. Appendix EI: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.149. Appendix EJ: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.150. Appendix EK: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.151. Appendix EL: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.152. Appendix EM: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.153. Appendix EN: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.154. Appendix EO: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.155. Appendix EP: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.156. Appendix EQ: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.157. Appendix ER: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.158. Appendix ES: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.159. Appendix ET: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.160. Appendix EU: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.161. Appendix EV: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.162. Appendix EW: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.163. Appendix EX: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.164. Appendix EY: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.165. Appendix EZ: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.166. Appendix FA: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.167. Appendix FB: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.168. Appendix FC: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.169. Appendix FD: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.170. Appendix FE: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.171. Appendix FF: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.172. Appendix FG: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.173. Appendix FH: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.174. Appendix FI: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.175. Appendix FJ: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.176. Appendix FK: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.177. Appendix FL: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.178. Appendix FM: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.179. Appendix FN: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.180. Appendix FO: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.181. Appendix FP: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.182. Appendix FQ: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.183. Appendix FR: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.184. Appendix FS: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.185. Appendix FT: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.186. Appendix FU: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.187. Appendix FV: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.188. Appendix FW: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.189. Appendix FX: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.190. Appendix FY: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.191. Appendix FZ: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.192. Appendix GA: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.193. Appendix GB: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.194. Appendix GC: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.195. Appendix GD: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.196. Appendix GE: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.197. Appendix GF: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.198. Appendix GG: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.199. Appendix GH: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.200. Appendix GI: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.201. Appendix GJ: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.202. Appendix GK: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.203. Appendix GL: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.204. Appendix GM: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.205. Appendix GN: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.206. Appendix GO: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.207. Appendix GP: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.208. Appendix GQ: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.209. Appendix GR: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.210. Appendix GS: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.211. Appendix GT: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.212. Appendix GU: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.213. Appendix GV: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.214. Appendix GW: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.215. Appendix GX: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.216. Appendix GY: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.217. Appendix GZ: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.218. Appendix HA: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.219. Appendix HB: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.220. Appendix HC: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.221. Appendix HD: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.222. Appendix HE: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.223. Appendix HF: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.224. Appendix HG: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.225. Appendix HH: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.226. Appendix HI: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.227. Appendix HJ: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.228. Appendix HK: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.229. Appendix HL: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.230. Appendix HM: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.231. Appendix HN: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.232. Appendix HO: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.233. Appendix HP: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.234. Appendix HQ: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.235. Appendix HR: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.236. Appendix HS: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.237. Appendix HT: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.238. Appendix HU: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.239. Appendix HV: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.240. Appendix HW: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.241. Appendix HX: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.242. Appendix HY: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.243. Appendix HZ: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.244. Appendix IA: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.245. Appendix IB: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.246. Appendix IC: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.247. Appendix ID: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.248. Appendix IE: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.249. Appendix IF: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.250. Appendix IG: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.251. Appendix IH: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.252. Appendix II: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.253. Appendix IJ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.254. Appendix IK: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.255. Appendix IL: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.256. Appendix IM: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.257. Appendix IN: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.258. Appendix IO: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.259. Appendix IP: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.260. Appendix IQ: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.261. Appendix IR: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.262. Appendix IS: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.263. Appendix IT: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.264. Appendix IU: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.265. Appendix IV: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.266. Appendix IW: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.267. Appendix IX: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.268. Appendix IY: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.269. Appendix IZ: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.270. Appendix JA: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.271. Appendix JB: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.272. Appendix JC: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.273. Appendix JD: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.274. Appendix JE: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.275. Appendix JF: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.276. Appendix JG: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.277. Appendix JH: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.278. Appendix JI: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.279. Appendix JJ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.280. Appendix JK: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.281. Appendix JL: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.282. Appendix JM: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.283. Appendix JN: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.284. Appendix JO: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.285. Appendix JP: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.286. Appendix JQ: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.287. Appendix JR: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.288. Appendix JS: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.289. Appendix JT: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.290. Appendix JU: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.291. Appendix JV: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.292. Appendix JW: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.293. Appendix JX: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.294. Appendix JY: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.295. Appendix JZ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.296. Appendix KA: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.297. Appendix KB: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.298. Appendix KC: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.299. Appendix KD: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.300. Appendix KE: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.301. Appendix KF: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.302. Appendix KG: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.303. Appendix KH: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.304. Appendix KI: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.305. Appendix KJ: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.306. Appendix KK: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.307. Appendix KL: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.308. Appendix KM: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.309. Appendix KN: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.310. Appendix KO: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.311. Appendix KP: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.312. Appendix KQ: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.313. Appendix KR: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.314. Appendix KS: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.315. Appendix KT: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.316. Appendix KU: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.317. Appendix KV: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.318. Appendix KW: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.319. Appendix KX: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.320. Appendix KY: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.321. Appendix KZ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.322. Appendix LA: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.323. Appendix LB: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.324. Appendix LC: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.325. Appendix LD: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.326. Appendix LE: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.327. Appendix LF: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.328. Appendix LG: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.329. Appendix LH: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.330. Appendix LI: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.331. Appendix LJ: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.332. Appendix LK: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.333. Appendix LL: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.334. Appendix LM: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.335. Appendix LN: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.336. Appendix LO: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.337. Appendix LP: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.338. Appendix LQ: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.339. Appendix LR: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.340. Appendix LS: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.341. Appendix LT: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.342. Appendix LU: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.343. Appendix LV: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.344. Appendix LW: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.345. Appendix LX: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.346. Appendix LY: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.347. Appendix LZ: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.348. Appendix MA: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.349. Appendix MB: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.350. Appendix MC: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.351. Appendix MD: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.352. Appendix ME: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.353. Appendix MF: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.354. Appendix MG: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.355. Appendix MH: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.356. Appendix MI: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.357. Appendix MJ: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.358. Appendix MK: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.359. Appendix ML: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.360. Appendix MM: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.361. Appendix MN: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.362. Appendix MO: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.363. Appendix MP: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.364. Appendix MQ: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.365. Appendix MR: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.366. Appendix MS: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.367. Appendix MT: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.368. Appendix MU: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.369. Appendix MV: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.370. Appendix MW: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.371. Appendix MX: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.372. Appendix MY: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.373. Appendix MZ: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.374. Appendix NA: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.375. Appendix NB: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.376. Appendix NC: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.377. Appendix ND: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.378. Appendix NE: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.379. Appendix NF: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.380. Appendix NG: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.381. Appendix NH: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.382. Appendix NI: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.383. Appendix NJ: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.384. Appendix NK: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.385. Appendix NL: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.386. Appendix NM: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.387. Appendix NN: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.388. Appendix NO: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.389. Appendix NP: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.390. Appendix NQ: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.391. Appendix NR: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.392. Appendix NS: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.393. Appendix NT: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.394. Appendix NU: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.395. Appendix NV: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.396. Appendix NW: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.397. Appendix NX: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.398. Appendix NY: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.399. Appendix NZ: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.400. Appendix OA: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.401. Appendix OB: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.402. Appendix OC: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.403. Appendix OD: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.404. Appendix OE: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.405. Appendix OF: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.406. Appendix OG: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.407. Appendix OH: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.408. Appendix OI: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.409. Appendix OJ: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.410. Appendix OK: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.411. Appendix OL: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.412. Appendix OM: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.413. Appendix ON: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.414. Appendix OO: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.415. Appendix OP: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.416. Appendix OQ: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.417. Appendix OR: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.418. Appendix OS: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.419. Appendix OT: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.420. Appendix OU: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.421. Appendix OV: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.422. Appendix OW: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.423. Appendix OX: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.424. Appendix OY: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.425. Appendix OZ: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.426. Appendix PA: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.427. Appendix PB: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.428. Appendix PC: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.429. Appendix PD: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.430. Appendix PE: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.431. Appendix PF: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.432. Appendix PG: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.433. Appendix PH: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.434. Appendix PI: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.435. Appendix PJ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.436. Appendix PK: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.437. Appendix PL: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.438. Appendix PM: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.439. Appendix PN: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.440. Appendix PO: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.441. Appendix PP: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.442. Appendix PQ: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.443. Appendix PR: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.444. Appendix PS: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.445. Appendix PT: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.446. Appendix PU: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.447. Appendix PV: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.448. Appendix PW: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.449. Appendix PX: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.450. Appendix PY: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.451. Appendix PZ: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.452. Appendix QA: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.453. Appendix QB: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.454. Appendix QC: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.455. Appendix QD: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.456. Appendix QE: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.457. Appendix QF: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.458. Appendix QG: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.459. Appendix QH: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.460. Appendix QI: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.461. Appendix QJ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.462. Appendix QK: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.463. Appendix QL: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.464. Appendix QM: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.465. Appendix QN: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.466. Appendix QO: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.467. Appendix QP: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.468. Appendix QQ: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.469. Appendix QR: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.470. Appendix QS: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.471. Appendix QT: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.472. Appendix QU: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.473. Appendix QV: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.474. Appendix QW: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.475. Appendix QX: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.476. Appendix QY: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.477. Appendix QZ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.478. Appendix RA: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.479. Appendix RB: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.480. Appendix RC: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.481. Appendix RD: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.482. Appendix RE: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.483. Appendix RF: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.484. Appendix RG: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.485. Appendix RH: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.486. Appendix RI: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.487. Appendix RJ: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.488. Appendix RK: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.489. Appendix RL: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.490. Appendix RM: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.491. Appendix RN: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.492. Appendix RO: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.493. Appendix RP: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.494. Appendix RQ: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.495. Appendix RR: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.496. Appendix RS: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.497. Appendix RT: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.498. Appendix RU: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.499. Appendix RV: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.500. Appendix RW: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.501. Appendix RX: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.502. Appendix RY: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.503. Appendix RZ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.504. Appendix SA: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.505. Appendix SB: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.506. Appendix SC: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.507. Appendix SD: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.508. Appendix SE: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.509. Appendix SF: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.510. Appendix SG: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.511. Appendix SH: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.512. Appendix SI: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.513. Appendix SJ: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.514. Appendix SK: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.515. Appendix SL: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.516. Appendix SM: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.517. Appendix SN: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.518. Appendix SO: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.519. Appendix SP: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.520. Appendix SQ: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.521. Appendix SR: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.522. Appendix SS: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.523. Appendix ST: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.524. Appendix SU: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.525. Appendix SV: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.526. Appendix SW: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.527. Appendix SX: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.528. Appendix SY: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.529. Appendix SZ: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.530. Appendix TA: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.531. Appendix TB: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.532. Appendix TC: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.533. Appendix TD: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.534. Appendix TE: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.535. Appendix TF: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.536. Appendix TG: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.537. Appendix TH: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.538. Appendix TI: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.539. Appendix TJ: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.540. Appendix TK: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.541. Appendix TL: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.542. Appendix TM: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.543. Appendix TN: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.544. Appendix TO: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.545. Appendix TP: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.546. Appendix TQ: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.547. Appendix TR: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.548. Appendix TS: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.549. Appendix TT: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.550. Appendix TU: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.551. Appendix TV: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.552. Appendix TW: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.553. Appendix TX: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.554. Appendix TY: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.555. Appendix TZ: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.556. Appendix UA: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.557. Appendix UB: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.558. Appendix UC: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.559. Appendix UD: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.560. Appendix UE: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.561. Appendix UF: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.562. Appendix UG: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.563. Appendix UH: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.564. Appendix UI: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.565. Appendix UJ: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.566. Appendix UK: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.567. Appendix UL: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.568. Appendix UM: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.569. Appendix UN: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.570. Appendix UO: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.571. Appendix UP: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.572. Appendix UQ: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.573. Appendix UR: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.574. Appendix US: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.575. Appendix UT: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.576. Appendix UU: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.577. Appendix UV: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.578. Appendix UW: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.579. Appendix UX: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.580. Appendix UY: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.581. Appendix UZ: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.582. Appendix VA: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.583. Appendix VB: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.584. Appendix VC: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.585. Appendix VD: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.586. Appendix VE: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.587. Appendix VF: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.588. Appendix VG: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.589. Appendix VH: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.590. Appendix VI: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.591. Appendix VJ: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.592. Appendix VK: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.593. Appendix VL: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.594. Appendix VM: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.595. Appendix VN: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.596. Appendix VO: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.597. Appendix VP: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.598. Appendix VQ: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.599. Appendix VR: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.600. Appendix VS: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.601. Appendix VT: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.602. Appendix VU: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.603. Appendix VV: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.604. Appendix VW: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.605. Appendix VX: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.606. Appendix VY: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.607. Appendix VZ: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.608. Appendix WA: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.609. Appendix WB: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.610. Appendix WC: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.611. Appendix WD: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.612. Appendix WE: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.613. Appendix WF: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.614. Appendix WG: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.615. Appendix WH: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.616. Appendix WI: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.617. Appendix WJ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.618. Appendix WK: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.619. Appendix WL: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.620. Appendix WM: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.621. Appendix WN: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.622. Appendix WO: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.623. Appendix WP: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.624. Appendix WQ: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.625. Appendix WR: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.626. Appendix WS: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.627. Appendix WT: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.628. Appendix WU: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.629. Appendix WV: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.630. Appendix WW: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.631. Appendix WX: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.632. Appendix WY: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.633. Appendix WZ: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.634. Appendix XA: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.635. Appendix XB: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.636. Appendix XC: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.637. Appendix XD: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.638. Appendix XE: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.639. Appendix XF: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.640. Appendix XG: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.641. Appendix XH: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.642. Appendix XI: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.643. Appendix XJ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.644. Appendix XK: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.645. Appendix XL: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.646. Appendix XM: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.647. Appendix XN: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.648. Appendix XO: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.649. Appendix XP: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.650. Appendix XQ: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.651. Appendix XR: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.652. Appendix XS: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.653. Appendix XT: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.654. Appendix XU: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.655. Appendix XV: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.656. Appendix XW: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.657. Appendix XX: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.658. Appendix XY: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.659. Appendix XZ: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.660. Appendix YA: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.661. Appendix YB: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.662. Appendix YC: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.663. Appendix YD: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.664. Appendix YE: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.665. Appendix YF: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.666. Appendix YG: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.667. Appendix YH: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.668. Appendix YI: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.669. Appendix YJ: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.670. Appendix YK: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.671. Appendix YL: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.672. Appendix YM: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.673. Appendix YN: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.674. Appendix YO: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.675. Appendix YP: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.676. Appendix YQ: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.677. Appendix YR: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.678. Appendix YS: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.679. Appendix YT: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.680. Appendix YU: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.681. Appendix YV: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.682. Appendix YW: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.683. Appendix YX: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.684. Appendix YY: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.685. Appendix YZ: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.686. Appendix ZA: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.687. Appendix ZB: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.688. Appendix ZC: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.689. Appendix ZD: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.690. Appendix ZE: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.691. Appendix ZF: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.692. Appendix ZG: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.693. Appendix ZH: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.694. Appendix ZI: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.695. Appendix ZJ: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.696. Appendix ZK: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.697. Appendix ZL: Sample License Graph

*(Insert a PNG of license metrics)*

---

## 18.698. Appendix ZM: Sample README Graph

*(Insert a PNG of README metrics)*

---

## 18.699. Appendix ZN: Sample Contributing Guide Graph

*(Insert a PNG of contributing metrics)*

---

## 18.700. Appendix ZO: Sample Issue Template Graph

*(Insert a PNG of issue metrics)*

---

## 18.701. Appendix ZP: Sample Pull Request Template Graph

*(Insert a PNG of PR metrics)*

---

## 18.702. Appendix ZQ: Sample Code of Conduct Graph

*(Insert a PNG of code of conduct metrics)*

---

## 18.703. Appendix ZR: Sample Security Checklist Graph

*(Insert a PNG of security metrics)*

---

## 18.704. Appendix ZS: Sample Performance Graph

*(Insert a PNG of performance metrics)*

---

## 18.705. Appendix ZT: Sample Reproducibility Graph

*(Insert a PNG of reproducibility metrics)*

---

## 18.706. Appendix ZU: Sample Leaderboard Graph

*(Insert a PNG of leaderboard metrics)*

---

## 18.707. Appendix ZV: Sample PII Redaction Graph

*(Insert a PNG of PII detection metrics)*

---

## 18.708. Appendix ZW: Sample AFR Log Graph

*(Insert a PNG of AFR logs metrics)*

---

## 18.709. Appendix ZX: Sample Human Score Distribution

*(Insert a PNG of human score metrics)*

---

## 18.710. Appendix ZY: Sample Data Privacy Graph

*(Insert a PNG of data privacy metrics)*

---

## 18.711. Appendix ZZ: Sample License Graph

*(Insert a PNG of license metrics)*

---

**End of Manual**