DGR-035: Implement dense architecture boundary input/output #19

New Issue

popov · 2026-07-16T20:36:03Z

popov commented

2026-07-16 20:36:03 +00:00

DGR-035: Implement dense architecture boundary input/output

Status / triage: specification only; ready-for-agent; passes: false
Execution mode: AFK
Milestone: M2
Dependencies: DGR-021, DGR-031, DGR-034
Blocks (derived): DGR-036, DGR-037, DGR-069
Labels: area:llama, area:boundary, type:runtime, priority:p0, ready-for-agent
Evidence class: real-model
Hardware: optional
Model: dense-llama
Upstream: yes

Objective / description

Fresh Ralph session: read .scratch/distributed-gguf-runtime/RALPH-CONTEXT.md, source issue .scratch/distributed-gguf-runtime/issues/035-implement-dense-architecture-boundary-input-output.md, and evidence READMEs for dependencies (DGR-021, DGR-031, DGR-034) before changing code. Inspect live source/tests rather than trusting legacy pass states. Objective: Execute dense head/middle/tail ranges through an architecture-defined residual boundary.

Acceptance criteria

Head accepts token IDs and owns embedding; middle/tail bypass embedding and accept a named boundary bundle.
Non-tail returns the unnormalized residual before final norm/head and before tail-only row pruning.
Tail returns logits or sampled-token output under an explicit contract.
Uncertified architectures and incompatible boundary schemas fail closed.
Applicable shared quality gates in prd.json pass, and the evidence handoff records exact commands/results, changed files, limitations, and dependency handoff.

Shared quality gates

Targeted deterministic tests pass; Python changes also pass python -m compileall packages tests.
git diff --check passes.
Default tests are model-download-free, API-credit-free, and GPU-free.
Evidence README records exact changed files, commands/results, limitations, and dependency handoff; no fabricated evidence or inherited completion credit.

Evidence handoff

Write and verify .scratch/distributed-gguf-runtime/evidence/DGR-035/README.md. Until every criterion and applicable gate has real evidence, this story remains passes: false. Legacy evidence is provenance only, not completion credit.

# DGR-035: Implement dense architecture boundary input/output - **Status / triage:** specification only; `ready-for-agent`; `passes: false` - **Execution mode:** `AFK` - **Milestone:** `M2` - **Dependencies:** `DGR-021`, `DGR-031`, `DGR-034` - **Blocks (derived):** `DGR-036`, `DGR-037`, `DGR-069` - **Labels:** `area:llama`, `area:boundary`, `type:runtime`, `priority:p0`, `ready-for-agent` - **Evidence class:** `real-model` - **Hardware:** `optional` - **Model:** `dense-llama` - **Upstream:** `yes` ## Objective / description Fresh Ralph session: read `.scratch/distributed-gguf-runtime/RALPH-CONTEXT.md`, source issue `.scratch/distributed-gguf-runtime/issues/035-implement-dense-architecture-boundary-input-output.md`, and evidence READMEs for dependencies (DGR-021, DGR-031, DGR-034) before changing code. Inspect live source/tests rather than trusting legacy pass states. Objective: Execute dense head/middle/tail ranges through an architecture-defined residual boundary. ## Acceptance criteria - [ ] Head accepts token IDs and owns embedding; middle/tail bypass embedding and accept a named boundary bundle. - [ ] Non-tail returns the unnormalized residual before final norm/head and before tail-only row pruning. - [ ] Tail returns logits or sampled-token output under an explicit contract. - [ ] Uncertified architectures and incompatible boundary schemas fail closed. - [ ] Applicable shared quality gates in `prd.json` pass, and the evidence handoff records exact commands/results, changed files, limitations, and dependency handoff. ## Shared quality gates - Targeted deterministic tests pass; Python changes also pass `python -m compileall packages tests`. - `git diff --check` passes. - Default tests are model-download-free, API-credit-free, and GPU-free. - Evidence README records exact changed files, commands/results, limitations, and dependency handoff; no fabricated evidence or inherited completion credit. ## Evidence handoff Write and verify `.scratch/distributed-gguf-runtime/evidence/DGR-035/README.md`. Until every criterion and applicable gate has real evidence, this story remains `passes: false`. Legacy evidence is provenance only, not completion credit.

popov added this to the M2 milestone 2026-07-16 20:36:03 +00:00

popov added the area:boundary area:llama type:runtime ready-for-agent priority:p0 status:blocked labels 2026-07-16 20:36:03 +00:00

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Reference: popov/neuron-tai#19