Hy3 hy3
tencent · hunyuan
#17 overall
- params
- 298.8B
- arch
- moe
- context
- 256k
- license
- apache-2.0 open weights
- released
- Jul 2026
- downloads/30d
- 966.0k
# architecture
- layers
- 80
- d_model
- 4096
- heads
- 64q / 8kv
- head dim
- 128
- experts
- top-8 of 192 + 1 shared
- vocab
- 120832
- family
- hy_v3
signal path of one layer, generated from the registry's structured fields — dimension lines quote the model's real numbers; an MoE trace forks at the router, a dense trace runs straight through. Geometry fields come from the repo's config.json.
# why ranked
Overall: #17 — score 83.1 ● high — all signals present
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 78.5 |
| bench_composite | 0.30 | 94.1 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| aa-coding-v1 | 88.1 |
| browsecomp-v1 | 100.0 |
Coding: provisional — score 77.9 ● low — a single signal; treat with caution
provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.
| signal | weight | input (0–100) |
|---|---|---|
| aa_coding | 0.30 | 77.9 |
| aider_polyglot | 0.30 | — |
| swe_bench_verified | 0.40 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
methodology changed during this history window; score movement across that boundary is not model movement. See methodology v6.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Coding Index | 58.8 | Artificial Analysis | — |
| AA Intelligence Index | 25.3 | Artificial Analysis | — |
| Aa-lcr | 0.7 / 1 | LLM Stats | — |
| Apex-agents | 0.3 / 1 | LLM Stats | — |
| Arxivmath | 0.5 / 1 | LLM Stats | — |
| Browsecomp | 0.8 / 1 | LLM Stats | — |
| Cl-bench | 0.2 / 1 | LLM Stats | — |
| Claw-eval | 0.7 / 1 | LLM Stats | — |
| Usamo-2026 | 30.2 / 42 | LLM Stats | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M cache | price src | tps | uptime | ✓ |
|---|---|---|---|---|---|---|---|---|---|
| Featherless | — | — | — | — | via hfrouter | — | — | ||
| SiliconFlow | — | — | — | — | siliconflow | — | — | ✓ | |
| DeepInfra | 256k | $0.13 | $0.53 | — | via hfrouter | 33 | — | ||
| Novita | 256k | $0.14 | $0.58 | — | novita | — | — | ✓ | |
| Opencode Go | 192k | $0.14 | $0.58 | — | via litellm | — | — | ||
| Phala | 256k | $0.15 | $0.64 | — | phala | — | — | ✓ | |
| Aihubmix | 250k | $0.16 | $0.62 | — | via litellm | — | — | ||
| AtlasCloud | fp8 | 256k | $0.20 | $0.80 | — | atlascloud | — | — | ✓ |
sorted by blended price ((3·input + output) / 4 per 1M) · ✓ = the provider's own catalog confirms the offer · "via …" prices are what the aggregator routing the offer charges, not the provider's own list price
source aliases
- hf
tencent/Hy3-FP8