4.3 KiB
DGR-034 evidence — dense-Llama range-aware GGUF ownership
Status: implemented and live-verified on 2026-08-01. prd.json remains
the authority for story state.
What changed
- The pinned llama.cpp patch stack adds
meshnet_owned_layer_start/endand filters dense-Llama GGUF registration toblk.N.*for the requested half-open range.token_embd.weightbelongs to the head;output_normandoutput.weight(or the tied embedding) belong to the tail. - The load state exposes a C range report derived from the registered model
buffers, and a project-owned
meshnet-range-reporttool audits the live registered tensor map. It rejects empty, inverted, out-of-model, missing, outside-range, unexpected, and endpoint-inconsistent loads. meshnet_node.range_reportaccepts only audited tool output. It makes the range and endpoint flags authoritative from loaded state rather than caller assertions, and fails closed on malformed ownership or byte counts.
Real-model memory evidence
Artifact: Magistral-Small-2509-Q4_K_M.gguf, 14,333,911,104 bytes, SHA-256
a17a113480e7f55780ad1d100493c70ac158d1943e578bbdd75acef0872ab7dc.
It stayed on the configured mounted drive; no artifact was downloaded or put
under /home.
The direct non-mmap lane proves resident storage tracks owned tensors:
| Range | Registered tensors | Resident bytes | Process peak RSS |
|---|---|---|---|
[10, 20) |
90 | 3,304,898,560 | 3,298,800 KiB |
[0, 40) |
363 | 14,326,026,240 | 14,061,632 KiB |
Raw reports and timings are in runs/default-mid-a.* and
runs/default-full-nommap.*. The middle range is 23.1% of the full
resident allocation and owns 24.8% of the registered tensors.
Commands and results
python3 scripts/llama_cpp_dependency.py reverse --source-dir build/llama.cpp/source
python3 scripts/llama_cpp_dependency.py verify --workspace build/llama.cpp
python3 scripts/llama_cpp_dependency.py apply --source-dir build/llama.cpp/source
# apply/check/reverse succeeded against e920c523e3b8a0163fe498af5bf90df35ff51d25;
# the source was then applied for the focused native checks.
(cd packages/node/native/llama/patches && sha256sum -c SHA256SUMS)
# all six patches: OK
/home/popov/.hermes/hermes-agent/venv/bin/ctest \
--test-dir build/llama.cpp/dgr034-check \
-R '^test-meshnet-range-ownership$' --output-on-failure
# 1/1 passed
PYTHONPATH=packages/node MESHNET_RANGE_REPORT_BIN="$PWD/build/llama.cpp/dgr034-check/bin/meshnet-range-report" \
/home/popov/.hermes/hermes-agent/venv/bin/pytest -q \
tests/test_range_report.py tests/test_meshnet_range_report_tool.py \
tests/test_llama_cpp_dependency.py
# 56 passed in 0.87s
PYTHONPATH=packages/node /home/popov/.hermes/hermes-agent/venv/bin/python \
-m compileall -q packages tests
python3 scripts/ralph_prd_schema.py validate .scratch/distributed-gguf-runtime/prd.json
git diff --check && git diff --cached --check
# all exit 0; PRD validation: 55 stories validated
The model commands used the same meshnet-range-report binary with
--no-mmap --no-extra-bufts, first for [10,20) and then [0,40); both
returned ok: true and their exact output is retained above.
Changed files
packages/node/native/llama/PATCH-STACK.mdpackages/node/native/llama/UPSTREAM_LOCK.jsonpackages/node/native/llama/patches/{series,SHA256SUMS,UPSTREAM-ASSUMPTIONS.json,0006-meshnet-range-report-tool.patch}packages/node/meshnet_node/range_report.pytests/test_range_report.pytests/test_meshnet_range_report_tool.py.scratch/distributed-gguf-runtime/evidence/DGR-034/*
Limitations and dependency handoff
- The mmap loader can retain broad contiguous file spans when GGUF tensor
order places a tail endpoint near the beginning of the artifact; the direct
non-mmap lane is the certified resident-memory result. The raw mmap report
is retained in
runs/default-head.jsonand must not be presented as a physical-RSS saving. - This story proves loading/ownership only. Partial-range graph execution remains fail-closed until DGR-035 provides typed dense boundary adapters.
- DGR-037 can bind the worker to
llama_model_meshnet_range_reportor the strict Python consumer; it must use the reported range, not requested range, for capability publication. DGR-051 must add its V4-specific ownership rules separately.