# Mixtral of Experts: Top-2 Routing Gives 47B Capacity at 13B Active Compute

At roughly 2.08e11 cumulative FLOPs in my own run, a dense baseline lands at 25.31 validation perplexity. At nearly the same compute budget, a sparse MoE lands at 20.98. The absolute delta is 4.324, a 17.09% reduction in validation perplexity at almost the same training compute.

Before sparse MoE layers became practical, the scaling path was blunt. If I wanted more capability, I paid for a bigger dense feedforward stack on every token, every layer, every step. Training cost rose. Inference cost rose. Memory pressure rose. Production teams got trapped in a false binary: either ship a smaller model that misses quality targets, or ship a larger one with painful latency and infrastructure bills.

Mixtral addresses that exact bottleneck. Instead of running one dense FFN per token, each FFN block is replaced by a router plus multiple experts. The router picks only two experts for each token state. The model keeps large total parameter capacity while keeping per-token active compute bounded.

That is the key pre-paper pain and paper-level claim in one line: dense scaling ties quality to always-on compute, while sparse routing partially decouples them.

### THE PAPER'S CLAIM

The paper frames dense transformer FFNs as the scaling bottleneck. Dense layers activate all FFN parameters for every token, so quality gains come with directly higher per-token compute. Mixtral's proposal is to replace dense FFNs with sparse MoE FFNs: 8 experts per layer, top-2 active experts per token, weighted recombination through router probabilities.

The central claim is not only architectural novelty. It is quality-per-compute at useful scale. The authors report Mixtral 8x7B outperforming Llama 2 70B on benchmarks such as MMLU, HellaSwag, and GSM8K, while approaching GPT-3.5-level results on many public evaluations. They pair that quality claim with an efficiency claim: 12.9B active parameters per token, not 46.7B, and materially faster inference than comparable dense 70B-class models.

## Mechanism

Mixtral is still a decoder-only Transformer. The QKV path is unchanged from my attention walkthrough in [attention-is-all-you-need](https://yashpatel.xyz/blog/attention-is-all-you-need-what-the-paper-s-heads-are-actually-doing-at-each-layer). The architectural shift is local but deep: the feedforward block in each Transformer layer is replaced by a sparse mixture of experts block.

At system level, one token at layer 𝑙 does this:

1.  Runs attention as usual.
    
2.  Enters a router.
    
3.  Router picks top-2 experts out of 8.
    
4.  Token is processed by only those experts.
    
5.  Expert outputs are weighted and added.
    

### Component Breakdown

For each MoE layer:

*   Router: one linear map from hidden state to 8 logits.
    
*   Top-k selection: keep two highest-logit experts.
    
*   Expert FFNs: in Mixtral-style implementations, each expert is a SwiGLU MLP.
    
*   Aggregation: weighted sum of selected expert outputs.
    

In my artifact code, this lives in `moe_core.py` with `MoEFeedForward` and `SwiGLUExpert`. The dense baseline uses a SwiGLU FFN too, so dense and MoE FFN compute are compared within the same FFN family.

### Worked Token Example

Take a token state vector **𝑥ₜ ∈ ℝ^d\_model** for the word "latency". Assume the router emits logits over 8 experts:

$$z = [2.9, 0.3, 1.7, -0.1, 2.2, 0.4, -1.2, 0.1]$$

Top-2 indices are experts 0 and 4 (logits 2.9 and 2.2). I softmax only over those two values:

$$p = \text{softmax}([2.9, 2.2]) = [0.668, 0.332]$$

Then only two expert MLPs run:

$$y_t = 0.668 \cdot E_0(x_t) + 0.332 \cdot E_4(x_t)$$

Experts 1,2,3,5,6,7 are skipped for this token at this layer.

Next token can pick a different pair. Next layer can pick another pair again. That dynamic token-wise specialization is where the extra capacity comes from.

### Step-by-Step Computation Path

I break one forward pass into the exact sequence that matters for performance and stability:

1.  Router projection computes 8 logits from one token hidden state.
    
2.  Top-2 selection keeps expert IDs and gating weights.
    
3.  Dispatch packs token activations by expert ID.
    
4.  Each selected expert runs its own SwiGLU MLP on its assigned token slice.
    
5.  Gather unpacks outputs to original token order.
    
6.  Weighted combine applies gate weights and sums the two expert outputs.
    
7.  Residual path adds the MoE output back to the layer stream.
    

Each step is simple in isolation. The complexity appears in step 3 and step 5 at scale, where token-expert imbalance directly affects kernel efficiency and tail latency.

During training, backpropagation flows through the selected experts and the router probabilities that produced those selections. During inference, the same dispatch path runs without gradient tracking, but the same load patterns still decide latency behavior.

### Core Equations

The routing objective has two parts: sparse dispatch and balanced utilization.

First, sparse dispatch:

$$y_t = \sum_{i \in \text{TopK}(x_t)} p_i(x_t) E_i(x_t), \quad K=2$$

Why this form makes sense: I want conditional compute, but I still need differentiable weighted composition among active experts.

Second, load balancing (Switch-style top-1 auxiliary):

$$L_{aux} = N \sum_{i=1}^{N} f_i p_i$$

where $N$ is number of experts, $f\_i$ is fraction of tokens routed to expert $i$ by top-1 assignment, and $p\_i$ is mean router probability mass for expert $i$.

Why this form makes sense: if routing collapses to a few experts, $f\_i$ and $p\_i$ become skewed; minimizing this term pushes traffic and confidence toward a more uniform spread.

This exact equation is a Switch-style implementation choice in my artifact, not a Mixtral-specific closed-form requirement from the paper.

In my code, this is `auxiliary_load_balancing_loss(...)`, and tests verify it against the top-1 formula directly.

### FLOP Accounting Intuition

The most useful engineering question is not "how many total parameters?" It is "how much math did I execute per token?"

Dense FFN forward FLOPs (SwiGLU baseline):

$$\text{FLOPs}{dense\ffn} = 6 B T d{model} d{ff}$$

MoE active FFN forward FLOPs with SwiGLU experts (3 linear projections) and top-2 routing:

$$\text{FLOPs}_{moe\active\ffn} = 6 B T d{model} d{ff\_per\_expert} K$$

If $d\_{ff\_per\_expert} = d\_{ff}/8$ and $K=2$:

$$\frac{\text{FLOPs}_{moe\active\ffn}}{\text{FLOPs}{dense\ffn}} = \frac{6 \cdot (d{ff}/8) \cdot 2}{6 \cdot d{ff}} = \frac{1}{4}$$

So active MoE FFN math is about 25% of dense FFN math under this setup, before adding router overhead. That is exactly why FLOP-matched races are necessary. Parameter counts alone can mislead teams.

What is interesting is where the practical complexity moves. Dense models spend most complexity in matrix sizes. Sparse MoE models spend it in routing stability, token dispatch, and kernel/runtime behavior.

### The Non-Obvious Part

The hard part is not top-2 math. The hard part is determining whether routing is actually specializing or just staying near-uniform.

In this smoke run, final entropy is 2.0276 (no-aux) and 2.0596 (with-aux), while **ln(8) = 2.0794**. That is 97.51% and 99.04% of maximum entropy, so experts are not strongly specialized yet at this scale. Aux mainly nudges routing slightly flatter rather than creating sharp specialization.

That is why I track three signals together: validation perplexity, top1\_share, and entropy. Perplexity alone misses routing behavior. At small scale, the bigger risk signal is early-phase routing noise and mild imbalance, not a confirmed late-stage collapse event.

## Reproduction

I implemented two runnable artifacts in pure PyTorch:

*   `mixtral_isoflop_race.py`: dense vs MoE race at equal cumulative FLOP budget.
    
*   `mixtral_router_balance.py`: no-aux vs with-aux routing behavior.
    

Shared components live in `moe_core.py`.

Hardware baseline: RTX 3090, 24GB VRAM. The scripts include explicit VRAM checks and CPU fallback.

### Experiment Setup

For the smoke run used here:

*   Sequence length: 96
    
*   Batch size: 16
    
*   Model width: 192
    
*   Layers: 3
    
*   Experts: 8, top-k: 2
    
*   Dense FFN width: 768, per-expert width: 96
    

I logged checkpointed metrics to:

*   `outputs/isoflop_race_metrics.csv`
    
*   `outputs/router_balance_metrics.csv`
    

### Result 1: FLOP-Matched Dense vs MoE

From the final checkpoints in `isoflop_race_metrics.csv`:

```text
Dense final: flops=207,920,037,888 | val_ppl=25.307996
MoE final  : flops=204,918,681,600 | val_ppl=20.983645
Delta      : 4.324351 perplexity (17.09%) in favor of MoE
```

The MoE endpoint is at ~1.44% lower cumulative FLOPs than dense in this smoke run. So this is not a mathematically perfect iso-point, but it is close enough to test directionally valid quality-per-compute behavior.

But this run also exposes a confounder that has to be disclosed:

```text
Dense endpoint: step=12 | tokens_seen=18,432 | wall_seconds=1.719
MoE endpoint  : step=25 | tokens_seen=38,400 | wall_seconds=55.906
```

At equal FLOP budget, MoE consumed 108.33% more optimizer steps (and token batches) because each MoE step is cheaper. Wall-clock was 32.52x slower in this implementation. So this result is compute-normalized, but not update-count-normalized or wall-time-normalized.

I ran it. MoE starts slightly behind at the lowest budget checkpoints, then overtakes and stays ahead through the endpoint.

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align="center")

### Result 2: Router Balance With and Without Aux Loss

From `router_balance_metrics.csv` at step 300:

```text
no_aux   : entropy=2.027621 | top1_share=0.182227 | val_ppl=10.259389
with_aux : entropy=2.059556 | top1_share=0.175938 | val_ppl=10.315585
```

Derived deltas:

*   Top-1 concentration drops by 0.006289 absolute, a 3.45% relative reduction.
    
*   Entropy increases by 0.031935.
    
*   Validation perplexity is slightly worse with aux in this run (difference 0.056196).
    

![Router entropy over training steps with and without auxiliary load balancing](data:image/png;base64,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align="center")

At this scale, both runs remain near-uniform (entropy close to **ln(8)**), so this is not strong expert specialization yet. Aux still improves balance modestly (lower top1\_share and higher entropy), but that regularization did not translate into a perplexity win in this specific run.

So the practical win from aux here is routing smoothness, not immediate quality lift.

I want these caveats explicit:

*   This is a smoke-scale run, not full-scale pretraining.
    
*   Tokenizer is character-level and corpus is small compared to production pretraining mixes.
    
*   Single-seed evidence. Robustness claims need multi-seed and larger compute budgets.
    

Even with those caveats, the mechanism-level behavior is clear and reproducible.

I like to include one small raw-style checkpoint block because it forces honesty. It is easy to tell a clean story with only endpoints. It is harder when intermediate points are visible:

```text
[step 250] no_aux:   val_ppl=10.4865 | top1_share=0.1769 | entropy=2.0358
[step 275] no_aux:   val_ppl=10.2653 | top1_share=0.1785 | entropy=2.0278
[step 300] no_aux:   val_ppl=10.2594 | top1_share=0.1822 | entropy=2.0276

[step 250] with_aux: val_ppl=10.4874 | top1_share=0.1765 | entropy=2.0637
[step 275] with_aux: val_ppl=10.2944 | top1_share=0.1773 | entropy=2.0609
[step 300] with_aux: val_ppl=10.3156 | top1_share=0.1759 | entropy=2.0596
```

What stands out is that with-aux keeps entropy higher, but both runs still sit close to uniform routing and with-aux does not improve validation perplexity in this smoke run. For production teams, this is a reminder to treat aux as a routing-control tool and validate quality impact separately.

## Production Reality

As of March 2026, MoE is no longer a paper-only architecture. It is a deployment pattern. The stack has matured, but it has a specific shape that matters for engineering decisions.

### Where it runs

From Mistral's release notes and serving ecosystem docs:

*   Mixtral introduced 46.7B total and 12.9B active parameters per token using top-2 routing.
    
*   Mistral explicitly pushed open-source deployment through vLLM integration with MegaBlocks kernels.
    
*   vLLM now exposes OpenAI-compatible APIs and includes explicit expert-parallel and routed-expert deployment paths in docs and examples.
    

So in practice, teams deploy MoE models behind the same API contracts as dense models, but with a very different runtime under the hood.

### What changed since the paper

The highest-impact shift is kernel and runtime specialization.

In the paper view, MoE looks like a clean routing equation. In production, throughput depends on runtime handling of uneven token-to-expert assignments. This is why fused MoE kernels, dispatch optimizations, and expert-parallel communication strategies became first-class concerns in serving systems.

Second, deployment topology became part of model quality engineering.

Top-2 routing quality is not enough. Routing traffic also has to map cleanly to multi-GPU or multi-node topology. When prompt distributions create hot experts, latency tails widen even when average throughput still looks good.

Third, API compatibility got easier, model formatting got stricter.

OpenAI-compatible serving lowered integration friction. But real deployments still trip on tokenizer and chat-template mismatches, generation defaults, and request-shape differences across model families.

### The production gotcha

The biggest MoE gotcha is memory versus active compute.

Active compute can look like a much smaller dense model, but total expert weights still have to be resident for efficient serving. Compute savings do not remove memory pressure. If capacity planning ignores that, deployments either under-provision VRAM or pay network penalties from aggressive weight sharding/offload.

My recommendation is to treat MoE rollout as two separate design problems:

1.  Quality and compute economics at model level.
    
2.  Routing traffic engineering at runtime level.
    

Teams that only solve the first one get surprised in production.

### What I instrument before calling an MoE deployment healthy

For dense deployments, teams usually track latency, throughput, and error rate. For MoE, those are necessary but not sufficient. I add routing-aware telemetry to every serving stack:

*   Per-expert token load over time windows.
    
*   Top-1 share and entropy by routeable layer.
    
*   P50/P95/P99 latency split by prompt length bucket.
    
*   Cross-device transfer volume for expert dispatch.
    

This catches the most common silent failure: average latency looks fine, but one or two experts go hot and drive tail latency regressions. Under aggregate-only throughput monitoring, that failure mode can sit in production for weeks.

### Rollout pattern that actually works

The safest MoE rollout I have seen is staged:

1.  Shadow traffic with full routing metrics enabled.
    
2.  Limited canary where latency SLOs are evaluated on tail, not mean.
    
3.  Full rollout only after expert load distribution is stable across daily traffic cycles.
    

Dense-to-MoE migration fails when teams treat it like a drop-in model swap. It is a model swap plus a routing system rollout. If either side is weak, the launch degrades quickly.

## THE Code

Code and outputs are in this folder [`mixtral-of-experts`](https://github.com/yash-61016/mixtral-of-experts):

*   `mixtral_isoflop_race.py`: FLOP-budget race between dense and MoE models.
    
*   `mixtral_router_balance.py`: paired routing runs with and without auxiliary balancing.
    
*   `moe_core.py`: shared model blocks, router loss, FLOP estimators, and diagnostics.
    

Run with an RTX 3090 (24GB VRAM) for the intended experience. Smoke commands are in `README.md` and finish in minutes. Longer runs need a larger FLOP budget and step count to tighten confidence on the quality deltas.
