Markdown Reference

This demonstrates all major markdown features for quick reference and testing.

Text Formatting

Bold text conveys emphasis, italic text suggests nuance, and bold italic combines both. Use strikethrough for corrections or deprecated content. Inline code highlights technical terms like torch.nn.Module or transformers.AutoModel.

Lists and Structure

Unordered Lists

• First-level items establish context
• Nested organization follows:
  • Second-level details
  • Additional specifications
    • Third-level refinements maintain clarity
• Asymmetric depth is natural—match structure to content

Code Examples

Inline Code

Use torch.optim.AdamW for optimizer configuration or model.generate(max_length=512) for generation parameters.

Code Blocks

def train_step(model, batch, optimizer):
    """Single training iteration with gradient accumulation."""
    outputs = model(**batch)
    loss = outputs.loss / gradient_accumulation_steps
    loss.backward()
    return loss.item()

# Launch distributed training on SLURM cluster
srun --gres=gpu:8 --nodes=4 python train.py \
  --model_name meta-llama/Llama-2-7b \
  --batch_size 32 --gradient_accumulation_steps 4

Blockquotes

Single-level quotes emphasize key insights or external content.

Multi-paragraph blockquotes maintain coherent extended passages.

Each paragraph preserves formatting and structure within the quote block.

Nested quotes show attribution levels:

Inner quotes distinguish sources or meta-commentary. Depth indicates relationship between statements.

Formatted text and emphasis work within quotes. Include inline code or even links: [[Writing Principles]]