evo1

Candidate

770M params

Overview

Second-highest success rate of the 7 (94.5% on LIBERO-Object, RTX 3060), fits comfortably on Orin Nano. No known gating requirement, but not yet individually verified against its HF model card the way smolvla/pi0/vla-jepa were — check before adding to catalog.

Architecture

Vision backbone
InternViT-300M
Language backbone
Qwen2.5-0.5B
Action head
cross-attention DiT (flow-matching)
Action steps per chunk
8
Solver steps
32
Camera views
3 — obs.pixels.image (real, front), obs.pixels.image2 (real, wrist), zero-filled pad slot
Server-side view count is flexible, but the real client (adapters.py:75-89) always sends 3 image slots with image_mask=[1,1,0] — 2 real camera views + 1 masked pad, not 2. Uses raw sim camera key names (obs.pixels.*), NOT the observation.images.* convention other archs use.

Hardware fit

Fits the 8GB Orin Nano target

Benchmarks

HardwareSuccess rateStep timeInference timeMemory
RTX 306094.5%63.6 ms131 ms1564 MiB VRAM
Orin Nano 8GB458.84 ms2135 MiB RSS