# Attention Is All You Need: What the Paper's Heads Are Actually Doing at Each Layer

Every production LLM you interact with today, LLaMA 3, Mistral, Gemma, Claude, runs on multi-head attention as its core computation. The paper that introduced it, "Attention Is All You Need" (Vaswani et al., 2017), proved the mechanism works and observed in passing that different heads appear to learn different things. That observation is in the paper. The measurement is not.

The paper never quantifies what happens to head specificity as you go deeper into the network. No entropy measurement, no gradient from early to late layers, no empirical signal about how the network organises itself internally across depth. It shows a few hand-selected attention visualizations and moves on. Nine years later, every fine-tuning guide tells you to "freeze the early layers" without explaining what those layers are actually doing differently from the late ones.

That gap is what this post fills. I measured Shannon entropy per head across all 12 layers and 12 heads of GPT-2 small on 100 varied English sentences. The result is a clean monotonic gradient: early-layer heads attend broadly (mean entropy 1.42 nats), late-layer heads lock onto specific tokens (mean entropy 0.50 nats). The two populations are nearly 3x apart. This is not a subtle effect.

If you are deciding how many layers to freeze during LoRA fine-tuning, or debugging why a model attends to the wrong tokens at inference, understanding this gradient is the starting point. The paper gives you the mechanism. This post gives you the empirical structure inside it.

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## How Attention Actually Works

Scaled dot-product attention replaces the sequential state update of an RNN with a direct query over every token in parallel. The core idea in two sentences: for each token, compute a compatibility score against every other token via a dot product, normalize those scores with softmax, and blend the corresponding value vectors by those weights. This produces a context-aware representation of every token in a single matrix multiply: no sequential dependency, no stored hidden state.

The paper formalizes this as:

**Attention(Q, K, V) = softmax(QK^T / √d\_k) · V**

**Q, K, V are not the same matrix.** Every token is projected three times with separate learned weights. W\_Q produces the vector that gets dot-producted against other tokens' keys to produce compatibility scores. W\_K produces the vector that gets matched against other tokens' queries. W\_V produces the vector whose weighted blend becomes the output. The same token "bank" produces three different vectors: a Q that scores high against financial-context keys, a K that scores high against tokens querying for nouns, and a V carrying its semantic content. Separating these three roles is what lets different heads specialise: one head's Q-K scoring geometry can learn syntactic adjacency while another's learns semantic relatedness.

**The √d\_k scaling is not cosmetic.** With d\_k=64, a dot product between two random 64-dimensional vectors has expected magnitude ~8, because variance grows linearly with dimension. Without scaling, large values push softmax into its saturated regime: all probability mass collapses onto one token and gradients vanish. Dividing by √64=8 keeps input variance at ~1.

**Multi-head attention** runs 8 independent attention passes over d\_k=64-dimensional subspaces, then concatenates and projects the results. The motivation: a single softmax over 512 dimensions tends to collapse into near-one-hot distributions, losing the ability to track multiple relationships simultaneously. Eight heads over 64 dimensions each costs roughly the same as one head over 512 dimensions. The key insight is that you split before computing attention, not after.

The implementation detail that trips people: the heads are not run in a loop. The input starts as `(batch, seq, d_model)`. A view and transpose converts it to `(batch, heads, seq, d_k)`, placing the heads dimension where PyTorch's matmul can treat them as independent batch dimensions. With shape `(1, 8, 10, 64)`, a single `torch.matmul(Q, K.transpose(-2, -1))` produces all 8 score matrices simultaneously. The compute graph is identical to 8 separate matrix multiplies, but the batched form maps to a single CUBLAS kernel call.

The causal mask for decoder self-attention enforces that token i cannot attend to position j > i. The upper triangle of the score matrix is set to negative infinity before softmax fires. Since exp(-inf) = 0 exactly, future tokens contribute zero weight to the output, and the row sums remain exactly 1 without any additional normalisation step:

```plaintext
causal mask, 5 tokens:
token 0: [  s00, -inf, -inf, -inf, -inf ]  ← only sees itself
token 1: [  s10,  s11, -inf, -inf, -inf ]
token 2: [  s20,  s21,  s22, -inf, -inf ]
```

**Positional encoding** patches the mechanism's intrinsic blindness to order. Attention is a set operation: permuting the input tokens produces the same weighted sums, just permuted. Word order is invisible without an explicit signal. The paper injects position by adding sinusoidal vectors to the input embeddings before the first layer. Each of the 512 dimensions oscillates at a different frequency: the first dimension cycles every two positions; the last completes one full cycle across 10,000 positions. The model can infer absolute position from the joint oscillation pattern across all 512 dimensions. Practically, this was superseded by RoPE in modern LLMs, but the requirement remains: position information must be injected explicitly.

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## What I Found Running It

I implemented scaled dot-product attention and multi-head attention in 200 lines of pure PyTorch, without using `torch.nn.MultiheadAttention`. Every intermediate tensor shape is annotated inline. Hardware: RTX 3090 (24GB VRAM). Library versions: torch==2.1.0, transformers==4.38.2.

**What matched:** Running my implementation against `F.scaled_dot_product_attention` on identical inputs with a causal mask gives a max absolute difference of 1.19e-07. The implementations agree to floating-point precision.

```plaintext
Max absolute difference vs PyTorch reference : 1.19e-07
PASS  implementation matches reference
```

**I found that:** the VRAM cost of the score matrix hits numbers that make batching impossible far earlier than intuition suggests. The score matrix Q·K^T has shape `(batch × heads × n × n)` in float32, meaning 4 bytes × n² entries per layer. I ran forward passes at five sequence lengths on a single-layer toy model on the RTX 3090:

```plaintext
 Seq length    Peak VRAM      Theoretical score matrix
──────────────────────────────────────────────────────
          64      22 MB            2.6 MB
         128      24 MB           10.5 MB
         256      33 MB           41.9 MB
         512      68 MB          167.8 MB
        1024     241 MB          671.1 MB
```

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align="center")

*Peak VRAM measured on RTX 3090 across five sequence lengths. The quadratic fit confirms O(n^2) growth: at n=1024, the score matrix alone reaches 671MB for a single-layer model.*

At n=1024, the score matrix for a single-layer toy model reaches 671 MB. Scale that to GPT-3's 96 layers and you get the number that made Flash Attention (2022) a necessity, not an optimisation.

**What the paper doesn't measure:** Shannon entropy falls monotonically with layer depth. I ran GPT-2 small (117M parameters, 12 layers × 12 heads) over 100 English sentences covering SVO, relative clauses, passive constructions, and coreference. Per head I measured Shannon entropy (how diffuse the attention distribution is) and diagonal score (fraction of attention within ±2 positions of the diagonal, as a proxy for purely positional heads). I classified all 144 heads into four empirical types: local (positional), copy (locks onto one or two tokens), broad (attends widely), and mixed.

```plaintext
KEY FINDING: layer-depth entropy gradient
  Early layers (0-3)  mean entropy : 1.421 nats
  Late  layers (8-11) mean entropy : 0.497 nats
  Gradient            (late-early) : -0.924 nats
```

![Head layer depth 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 align="center")

*Left: mean attention entropy per layer in GPT-2 small across 100 sentences. Right: head type distribution per layer. Early layers are dominated by local and broad heads. Late layers converge on copy and mixed heads.*

![Head entropy heatmap](data:image/png;base64,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align="center")

*Mean Shannon entropy per head across 12 layers x 12 heads. Light cells are sharp and focused (low entropy). Dark cells are diffuse (high entropy).*

Early layers are nearly 3x more diffuse than late layers. The paper shows hand-selected attention visualizations and notes that "different heads learn to perform different tasks." It never quantifies what happens to head specificity as depth increases. Layer 0 looks almost uniform; Layer 11 looks like a spiked distribution.

I found that the head classification requires checking diagonal score before entropy. A local head, one that only attends to the token immediately to its left, can have very low entropy because its distribution is also sharply peaked. Checking entropy first mislabels it as a copy head. The diagonal check catches it correctly as a positional head. This ordering matters if you are building any automated attention analysis tooling.

* * *

## Where It Runs in 2026

**Where it runs:** Every transformer-family model in production. LLaMA 2/3, Mistral, Gemma, Falcon, GPT-4, Claude: all implement direct descendants of the mechanism in this paper. PyTorch's `nn.MultiheadAttention`, every Hugging Face model's attention module, and every CUDA kernel in vLLM, TGI, and TensorRT-LLM trace back to Section 3.2.

**What's changed since the paper:**

The Table 3 configuration (d\_model=512, 8 heads, 6 layers, sinusoidal positional encoding) is a toy by current standards. The biggest change is positional encoding. Sinusoidal fixed encodings, as used in the original paper, were replaced by Rotary Position Embeddings (RoPE) in LLaMA and Mistral and by ALiBi in MPT. RoPE applies a rotation matrix to Q and K inside the attention operation rather than adding position to the input embedding. This gives better length generalisation and sharper relative distance signal, which is why it is the default choice for every model targeting 128K+ context windows.

The other structural change with comparable impact is the shift from encoder-decoder to decoder-only. GPT, LLaMA, and Mistral drop the encoder entirely. Cross-attention between encoder and decoder is replaced by in-context conditioning through the causal attention mask. The masked decoder self-attention from Section 3.2.3 is the only attention mechanism in every autoregressive LLM today. The encoder half of the original paper is now primarily relevant for embedding models like BERT and its descendants.

Pre-norm (LayerNorm before each sub-layer) replaced post-norm because post-norm causes gradient explosions at 70B+ scale. Grouped Query Attention (GQA), used in LLaMA 2/3 70B, shares 8 K/V heads across 32 query heads, cutting KV cache by 4x with under 1% accuracy loss.

**The production gotcha:** KV cache memory at long contexts exceeds model weights. LLaMA-3-70B has approximately 70GB of weights in float16. With GQA, each token in the KV cache costs: 80 layers × 8 KV heads × 128 d\_k × 2 (K and V) × 2 bytes = ~327KB per token. At a 128K context, that is ~42GB of KV cache. Without GQA (full multi-head), it would be ~168GB, more than double the model weights. Batching 10 concurrent users at 128K context without GQA would require 1.7TB of KV cache. This is why GQA, Multi-Query Attention, and KV cache quantization exist in every production serving stack: the scaling law for the attention mechanism bites in production before it bites in benchmarks.

* * *

## When to Use It, When Not To

**USE WHEN:**

*   Input length is < 8K tokens and you need all-to-all relationships: standard fine-tuning on classification, summarisation, or translation tasks
    
*   Training on a multi-GPU cluster where the parallelization benefit of attention over RNNs is the primary constraint
    
*   The task requires resolving long-range dependencies (coreference, discourse coherence) that CNNs cannot reach in a single pass
    
*   You want interpretable attention patterns for debugging or analysis
    

**DON'T USE WHEN:**

*   Sequence length regularly exceeds 8K tokens in production without Flash Attention: the O(n²) score matrix makes large batches impossible at naive float32
    
*   You're targeting sub-100MB VRAM inference: at n=1024 the score matrix alone is 671MB per layer
    
*   You need O(1) memory per token for streaming inference: attention requires the full KV context (KV cache grows linearly with sequence length)
    

**USE ALTERNATIVE INSTEAD:**

| Scenario | Alternative | Why |
| --- | --- | --- |
| Context > 32K tokens | Flash Attention 2/3 | Rewrites attention kernel to avoid materializing the O(n²) score matrix; same mathematical output, O(n) peak VRAM |
| Many concurrent users at long context | Grouped Query Attention (GQA) | Shares K/V heads across query heads; reduces KV cache 4–8× with <1% accuracy loss |
| Inference VRAM < 4GB | State Space Models (Mamba) | O(n) memory via selective recurrence; no KV cache at all; competitive on many tasks |
| Document retrieval, not generation | Late interaction (ColBERT) | Per-token MaxSim scoring instead of full attention; retrieves better at lower compute |

The core trade-off is exact: attention provides O(1)-hop connection between any two tokens with O(n²) space. Every production modification either approximates that connection (GQA, local attention windows) or rewrites the computation graph to avoid materializing it (Flash Attention). The paper introduced the mechanism. Six years of engineering work has been spent making it practical at scale.

* * *

## The Code

Both artifacts are in [`attention-is-all-you-need/`](https://github.com/yash-61016/attention-is-all-you-need).

**Artifact 1** (`attention_from_scratch.py`): Implements scaled dot-product attention and multi-head attention in 200 lines of pure PyTorch with explicit QKV projections, verified against `F.scaled_dot_product_attention` (max diff 1.19e-07). Includes a VRAM scaling experiment across five sequence lengths demonstrating quadratic growth. Runs in ~2 minutes on an RTX 3090 or CPU.

**Artifact 2** (`attention_head_analysis.py`): Loads GPT-2 small (117M parameters) and runs 100 varied English sentences through all 12 layers × 12 heads. Measures per-head Shannon entropy and diagonal locality score, classifies all 144 heads into four empirical types, and produces three charts: the 12×12 entropy heatmap, the layer-depth gradient showing specialisation increasing with depth, and one representative attention matrix per head type.

Hardware: RTX 3090 (24GB VRAM). Dependencies: PyTorch 2.1.0, Transformers 4.38.2, Matplotlib 3.7.1.
