Commit Graph

60 Commits

Author SHA1 Message Date
Dobromir Popov
4e292eaaae fix: shard_end convention — inclusive (0-based) not exclusive
model_backend.py was using Python-style exclusive end (layers[start:end])
while all callers (CLI, tests, QUICKSTART) use inclusive 0-based indexing.
Result: 24-layer model with shard_end=23 ran only 23 layers and never
set is_tail=True, so decode_tail() was never called and responses were empty.

- is_tail: == total_layers → >= total_layers - 1
- _run_layers: layers[start:end] → layers[start:end+1]
- Validation: > total_layers → >= total_layers (was also wrong)

Inference confirmed: Qwen2.5-0.5B-Instruct now returns real LLM output.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-29 18:37:01 +03:00
Dobromir Popov
dbf856f497 feat: tracker-as-first-layer-node inference entry point (US-014)
- Tracker: add GET /v1/tracker-nodes/<model> returning nodes registered
  with tracker_mode=true whose shard_start matches the model's first layer
- Node: StubNodeServer and TorchNodeServer accept tracker_mode/tracker_url;
  when tracker_mode=True (or auto-detected via shard_start==0 for Torch),
  /v1/chat/completions is served alongside /forward
- TorchNodeServer: full pipeline implementation — encode_prompt → route
  selection via tracker → binary forward through remaining hops → decode
- Gateway: _handle_chat_completions checks _get_tracker_nodes() first and
  proxies round-robin to tracker-nodes; falls back to existing direct
  pipeline when none found (preserves all US-005 backward compat)
- CLI: --tracker-mode and --tracker-url flags added to meshnet-node start
- Test: two stub tracker-nodes + two mid-shard nodes for gpt2; 10 requests;
  round-robin 5/5 split verified; all OpenAI-format responses validated
- All 78 tests pass

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-29 16:59:32 +03:00
Dobromir Popov
2690d9b9ba feat: add real PyTorch model backend 2026-06-29 15:54:40 +03:00
Dobromir Popov
2a4383e353 feat: add binary activation wire format 2026-06-29 14:58:55 +03:00
Dobromir Popov
e9c9bf63bc feat: add p2p shard swarm 2026-06-29 10:15:01 +03:00
Dobromir Popov
792a9fd97f feat: add probation and ban enforcement 2026-06-29 09:58:32 +03:00
Dobromir Popov
39f6f23c83 feat: add fraud detection validator 2026-06-29 09:46:22 +03:00
Dobromir Popov
0199c99f6b feat: add node startup flow 2026-06-29 01:30:12 +03:00
Dobromir Popov
7c8e85c571 feat: add two-node shard pipeline 2026-06-29 00:34:57 +03:00
Dobromir Popov
1141b51286 feat: scaffold meshnet monorepo 2026-06-29 00:28:29 +03:00