SolitaryThinker
69c9871154
Three more example folders alongside inference/, all CPU/numpy, self-contained (sys.path bootstrap), public API only, every script verified to run green. training/ (7) — one per method, all via the uniform method.train_step seam: 01 finetune · 02 dmd2 distillation · 03 diffusion_nft (likelihood-free RL, samples from the old policy, feature-cache reuse) · 04 self-forcing (causal chunk_rollout) · 05 joint LM+generator RL (UniRL; joint + prompt-only) · 06 N-way joint RL (per_expert vs shared credit) · 07 end-to-end workflow RL (T2I+I2V from one final-video reward). omni/ (4) — 01 Cosmos3 (reason→joint denoise, shared MoT) · 02 BAGEL (text→image, shared MoT; scheduler prices both WorkUnit kinds) · 03 Qwen-Omni (thinker→talker→vocoder, three separate experts, text+audio) · 04 interleave parity across AR + diffusion loop types. workflows/ (2) — 01 cross-model T2I→I2V workflow (image provably conditions the video) · 02 workflow as a first-class servable (requires/validate, address by id, register_workflows catalog, WorkflowRegistry). Each folder has a README indexing its scripts.
v2_examples/workflows — cross-model composition
Runnable examples of cross-model Workflows — chaining two distinct models, threading typed
artifacts between them (designv4 §9.6). A Program composes the loops of ONE resident model
(step-interleaved, parity-gated); a Workflow composes across model instances, above the engine — so
the per-step hot path is unchanged and each model keeps its own interleave-parity guarantee.
The shipped example is T2I → I2V (the realistic FLUX→Wan pipeline): a text-to-image model produces an image, which conditions an image-to-video model. Run from anywhere:
python3 v2_examples/workflows/01_t2i_then_i2v.py
| Script | Shows |
|---|---|
01_t2i_then_i2v.py |
run the cross-model workflow; the I2V stage provably consumes the generated image |
02_register_as_servable.py |
a workflow is a first-class servable — declared requires, validated, addressable by workflow_id like a model; the declarative catalog + WorkflowRegistry |