The pre-scan lexed one object after every `trailer` marker over the rest of
the file, so an unterminated string or dictionary after each of many markers
made opening a crafted PDF quadratic. Each lex now gets a 4 KiB window; when
it runs out, the file is refused if `/Encrypt` appears past the window (one
search per file), so long trailers can't hide the key.
bench --roto per size: no larger size tracked better on the synthetic clips and
Large lost the object after it re-entered; the hints say what was measured.
The bar shows the current object's stroke count and can remove its strokes.
An env-gated test runs the in-app download of a size.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Strokes carry an object (0 for older projects, nothing written for 0). The
tracker follows every object in one pass and the mattes are united; the
confidence of a frame is the least sure object's. Object picker in the Layer
panel's bar; roto.options/stroke/clearStrokes/status take or report objects.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Halves the weight memory (Large: about 900 MB to 450 MB). Off by default: the
video logit error grows from about 0.003 to 0.06-0.12 (masks unchanged) for a
speed gain of under 10 percent.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Hiera configs and size detection from the weights, registry entries pinned to
commits with verified SHA-256, the loader picks the size by checksum. The GPU
encoder submits once per block so Large fits in memory, and uploads no longer
panic on a lost device. Reference tests run per size on the CPU and GPU.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
egui_kittest test: a scripted tracker (sure, doubtful, unsure, absent, sure again)
tracks a layer and the Layer panel is rendered; the strip's pixels are green, amber,
red, slate and green at the right frames. ROTO_SPAN_SNAPSHOT saves the panel image.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
--clip FRAMES_DIR --truth MASKS_DIR runs the trackers on image sequences with true
mattes (strokes made from the truth; nothing is bundled or copied), tested end to end.
Trackers report the most memory their banks held (peakMB column).
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Simulated user paints a foreground stroke through the true object and a background
stroke on the biggest false positive on the first frame under IoU 0.9, up to 6
rounds. SAM 2 needs none on every clip; classical and MobileSAM need more than 6 on
occlusion and re-entry. All trackers now take strokes on any frame.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Memory attention (1.8e-5 vs PyTorch) and the memory encoder (2.6e-6) as wgpu kernels,
convolution and layer-norm+GELU kernels, VideoModel::load_auto picks the GPU when
there is one (EFFECTCRAFT_SAM2_DEVICE overrides) and falls back to the CPU on any GPU
error; disable_gpu switches it off mid-clip. One process-wide device (several at once
crashed the Vulkan loader). A tracked frame: 4.3 s CPU, 0.7 s on the RX 7900 GRE.
Clips tracked on the GPU match Sam2VideoModel (worst logit error 0.0032).
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>