Compare commits
5 Commits
f0dc3bd93f
...
560de08edd
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
560de08edd | ||
|
|
9c73db0ef2 | ||
|
|
3d82188dc1 | ||
|
|
518c259cd3 | ||
|
|
e2b20883ca |
@@ -30,3 +30,7 @@ Both are already migrated into `.scratch/alpha-hardening/prd.json` (AH-021 updat
|
||||
|
||||
**Why:** three audits agreed the alpha blockers are unauthenticated gossip (anyone can inject billing events), the free-credit faucet, and ephemeral bans.
|
||||
**How to apply:** work test-first per issue acceptance criteria; use `.venv`; `cryptography` belongs in node deps (wallet.py imports it — causes many of the 24 "failures" in a fresh env). See [[project-status]] and [[autonomous-work-style]].
|
||||
|
||||
## Routing telemetry resume (2026-07-07)
|
||||
|
||||
`.scratch/alpha-hardening/issues/24-routing-telemetry-resume.md` / AH-024 captures the interrupted Claude handoff. Learned routing is already committed at `518c259`; the dirty tree contains live-progress/current-request heartbeat/dashboard telemetry. First known blocker: `packages/tracker/meshnet_tracker/server.py:1490` uses `threading.Lock | None`, which crashes import because `threading.Lock` is a factory function at runtime. Fix that before running the targeted telemetry tests. Keep `.claude/settings.local.json` uncommitted unless explicitly approved.
|
||||
|
||||
@@ -46,3 +46,4 @@ Historical handoff note: `/mnt/c/Users/popov/Downloads/neuron-tai-alpha-handoff-
|
||||
- Route hardening: tracker chat proxy and `/v1/route` diagnostics now use alias-aware preset node matching for split Qwen3.6 routes; dashboard derives grouped inference history from proxy route/complete console events and shows observed TPS after completion.
|
||||
- Live proxy hardening: model lookup trims outer whitespace before alias matching (`qwen3.6-35b-a3b ` resolves), and tracker route logs/dashboard queue depth combine heartbeat queue with tracker-local proxy in-flight counts so Postman-style bursts no longer show every selected route as queue `0`.
|
||||
- Split-shard streaming hardening: Qwen3.6-style distributed generation now emits SSE chunks token-by-token from the head node instead of buffering all generated text until completion. Tracker direct/relay stream proxy logs `proxy progress` with live tokens/TPS, dashboard Inference history shows currently processing requests with live TPS/tokens/queue, and relay stream completion no longer references an undefined `session_id`.
|
||||
- Native Windows Qwen3.6-MoE import fix: `flash-linear-attention` imports `triton`; without `triton-windows`, startup fails with misleading `Could not import module 'Qwen3_5MoeForCausalLM'`. Installed `triton-windows` in `C:\Users\popov\miniforge3` and added it as a Windows-only node dependency.
|
||||
|
||||
28
.gitattributes
vendored
Normal file
28
.gitattributes
vendored
Normal file
@@ -0,0 +1,28 @@
|
||||
# Normalize line endings across Windows/Linux checkouts.
|
||||
# All text files are stored as LF in the repo and checked out as LF
|
||||
# on every OS. Git auto-detects text vs binary.
|
||||
* text=auto eol=lf
|
||||
|
||||
# Explicitly binary — never touch these bytes.
|
||||
*.png binary
|
||||
*.jpg binary
|
||||
*.jpeg binary
|
||||
*.gif binary
|
||||
*.ico binary
|
||||
*.pdf binary
|
||||
*.zip binary
|
||||
*.gz binary
|
||||
*.tar binary
|
||||
*.wasm binary
|
||||
*.sqlite binary
|
||||
*.sqlite3 binary
|
||||
*.safetensors binary
|
||||
*.gguf binary
|
||||
|
||||
# Scripts that must stay LF even if someone forces CRLF locally.
|
||||
*.sh text eol=lf
|
||||
*.py text eol=lf
|
||||
|
||||
# Windows batch files genuinely need CRLF.
|
||||
*.bat text eol=crlf
|
||||
*.cmd text eol=crlf
|
||||
@@ -9,6 +9,8 @@ Pre-release alpha audit + grilling (2026-07-04). Bucket 1 trust-boundary blocker
|
||||
|
||||
Locked scope: one settlement tracker, open node join, devnet mock-USDT, reputation carries forward → fraud must be bounded. See [ADR-0016](../../docs/adr/0016-alpha-scope-and-known-limitations.md).
|
||||
|
||||
**Resume task (2026-07-07):** [24 - Routing telemetry resume](./issues/24-routing-telemetry-resume.md) is `ready-for-agent`. Learned-routing commit `518c259` is already present; dirty tree contains current-request heartbeat/dashboard telemetry and a known import-time annotation crash in `server.py:1490`.
|
||||
|
||||
## Artifacts
|
||||
|
||||
| Path | Status |
|
||||
|
||||
@@ -0,0 +1,92 @@
|
||||
Status: ready-for-agent
|
||||
|
||||
Scoped 2026-07-07 from an interrupted Claude session. This is a resume/cleanup task for routing and live-progress work that is partly committed and partly left dirty in the working tree.
|
||||
|
||||
# 24 - Finish learned-routing telemetry and live-progress cleanup
|
||||
|
||||
## Current state
|
||||
|
||||
The main dynamic routing feature is already committed at `518c259` (`routing improvements - dynamic (wip)`):
|
||||
|
||||
- `packages/tracker/meshnet_tracker/routing_stats.py` - decayed-EWMA route stats store, epsilon-greedy route selection, diagnostics.
|
||||
- `packages/tracker/meshnet_tracker/server.py` - route enumeration per head, bandit selection in the chat proxy, epoch bumps on node join/leave, `/v1/routing`, route sample recording with 8-token hygiene.
|
||||
- `packages/tracker/meshnet_tracker/cli.py` - `--route-explore-share`, `--route-weight-alpha`, `--route-stats-half-life` and env vars.
|
||||
- `packages/tracker/meshnet_tracker/dashboard.html` - "Routing (learned)" panel.
|
||||
- `docs/adr/0021-dynamic-statistical-routing.md` - design record.
|
||||
- `tests/test_dynamic_routing.py` - includes the exact GPU(0-21)+CPU(0-39) topology, hybrid downstream `start_layer=22`, 0.6/0.4 traffic split for a 1.5 TPS ratio, and scout-rate behavior.
|
||||
|
||||
The current working tree still has uncommitted follow-up work:
|
||||
|
||||
- `packages/node/meshnet_node/torch_server.py` - tracks in-flight chat requests, exposes `TorchNodeServer.current_requests`, prints generation progress with TPS.
|
||||
- `packages/node/meshnet_node/startup.py` - sends `current_requests` in heartbeat payloads and increases heartbeat cadence while busy.
|
||||
- `packages/tracker/meshnet_tracker/server.py` - accepts heartbeat `current_requests`, includes them in `/v1/network/map`, and logs `proxy connecting` before upstream connection.
|
||||
- `packages/tracker/meshnet_tracker/dashboard.html` - enriches the call wall from heartbeat `current_requests` so active requests remain visible even before terminal proxy events.
|
||||
- `tests/test_real_model_backend.py` and `tests/test_tracker_routing.py` - targeted coverage for current-request snapshots, heartbeat sanitization/storage, and TPS progress logging.
|
||||
- `QUICKSTART.md` - documents optional linear-attention fast-path packages for Qwen3.5/3.6 GPU nodes.
|
||||
|
||||
There is also an untracked local file, `.claude/settings.local.json`, which should not be included unless the owner explicitly wants local Claude settings committed.
|
||||
|
||||
## Known blocker found during resume
|
||||
|
||||
Targeted pytest currently fails during import before reaching the new tests:
|
||||
|
||||
```text
|
||||
TypeError: unsupported operand type(s) for |: 'builtin_function_or_method' and 'NoneType'
|
||||
```
|
||||
|
||||
Immediate cause: `packages/tracker/meshnet_tracker/server.py:1490` annotates `ws_lock: threading.Lock | None = None`. `threading.Lock` is a factory function at runtime, not a type, so `| None` evaluates eagerly and crashes. This exists on `HEAD` too, not just in the dirty telemetry changes.
|
||||
|
||||
Fix options:
|
||||
|
||||
- Add `from __future__ import annotations` at the top of `server.py`, then run enough tests to catch any annotation side effects.
|
||||
- Or change that annotation to a safe runtime type such as `Any | None` / remove the union annotation. Keep the change minimal.
|
||||
|
||||
## What to do next
|
||||
|
||||
1. Fix the import-time `threading.Lock | None` crash.
|
||||
2. Re-run the targeted tests:
|
||||
|
||||
```bash
|
||||
.\.venv\Scripts\python.exe -m pytest tests/test_tracker_routing.py::test_tracker_heartbeat_stores_current_requests tests/test_tracker_routing.py::test_normalize_current_requests_sanitizes_payload tests/test_real_model_backend.py::test_current_requests_snapshot_while_generating tests/test_real_model_backend.py::test_distributed_generating_log_includes_tps -q
|
||||
```
|
||||
|
||||
3. Run the relevant routing regression tests:
|
||||
|
||||
```bash
|
||||
.\.venv\Scripts\python.exe -m pytest tests/test_dynamic_routing.py tests/test_tracker_routing.py -q
|
||||
```
|
||||
|
||||
4. If practical, run the non-integration suite:
|
||||
|
||||
```bash
|
||||
.\.venv\Scripts\python.exe -m pytest tests/ -q -m "not integration"
|
||||
```
|
||||
|
||||
5. Confirm or document the pre-existing failure from the interrupted session: `test_proxy_chat_splits_payout_by_tracker_assigned_route_span` reportedly failed on `HEAD` too and was unrelated.
|
||||
6. Commit the intentional work in two commits if it remains naturally split:
|
||||
- learned routing is already committed in `518c259`; leave it alone unless fixing regressions there.
|
||||
- commit the live-progress/current-request telemetry cleanup separately after tests pass.
|
||||
|
||||
## Acceptance criteria
|
||||
|
||||
- [ ] Importing `meshnet_tracker.server` no longer crashes on the lock annotation.
|
||||
- [ ] Current-request heartbeat payloads are sanitized and surfaced in `/v1/network/map`.
|
||||
- [ ] Node-side in-flight chat snapshots report request id, model, token count, elapsed seconds, tokens/sec, and routing completion.
|
||||
- [ ] Dashboard call wall can show active requests from heartbeat data, not only tracker console terminal events.
|
||||
- [ ] Targeted telemetry tests pass.
|
||||
- [ ] Dynamic routing tests still pass, including GPU(0-21)+CPU(0-39) hybrid-route enumeration and traffic split behavior.
|
||||
- [ ] Full or non-integration suite result is recorded; unrelated pre-existing failures are named explicitly.
|
||||
- [ ] `.claude/settings.local.json` remains uncommitted unless intentionally approved.
|
||||
|
||||
## ADR links
|
||||
|
||||
- [ADR-0020](../../docs/adr/0020-chat-streaming-live-progress-and-mixed-topology-routing.md)
|
||||
- [ADR-0021](../../docs/adr/0021-dynamic-statistical-routing.md)
|
||||
|
||||
## Blocked by
|
||||
|
||||
None. The import-time annotation crash is the first fix.
|
||||
|
||||
## Blocks
|
||||
|
||||
Clean handoff/commit of the interrupted live routing progress work.
|
||||
@@ -483,9 +483,29 @@
|
||||
"notes": "Source issue: .scratch/alpha-hardening/issues/23-dynamic-hf-pricing.md. High priority, ship-soon for launch, NOT an alpha-release blocker (unlike AH-021).",
|
||||
"dependsOn": [],
|
||||
"completionNotes": "Completed by agent"
|
||||
},
|
||||
{
|
||||
"id": "AH-024",
|
||||
"title": "24 - Finish learned-routing telemetry and live-progress cleanup",
|
||||
"description": "Status: ready-for-agent\n\nScoped 2026-07-07 from an interrupted Claude session. The learned-routing feature is already committed at 518c259 (`routing improvements - dynamic (wip)`): routing_stats.py, tracker route enumeration and bandit selection, CLI routing flags, `/v1/routing`, dashboard Routing (learned), ADR-0021, and tests/test_dynamic_routing.py including the GPU(0-21)+CPU(0-39) hybrid topology. The dirty working tree contains follow-up live-progress/current-request telemetry in torch_server.py, startup.py, tracker server/dashboard, tests, and QUICKSTART. Known blocker found during resume: importing meshnet_tracker.server currently crashes at `server.py:1490` because `ws_lock: threading.Lock | None = None` evaluates `threading.Lock` as a factory function, not a type. Fix that first, then verify and commit the telemetry cleanup separately from the already-committed dynamic-routing work. Leave `.claude/settings.local.json` uncommitted unless explicitly approved.\n\nSource issue has exact file list, commands, and the reported pre-existing unrelated failure (`test_proxy_chat_splits_payout_by_tracker_assigned_route_span`).",
|
||||
"acceptanceCriteria": [
|
||||
"Importing `meshnet_tracker.server` no longer crashes on the lock annotation",
|
||||
"Current-request heartbeat payloads are sanitized and surfaced in `/v1/network/map`",
|
||||
"Node-side in-flight chat snapshots report request id, model, token count, elapsed seconds, tokens/sec, and routing completion",
|
||||
"Dashboard call wall can show active requests from heartbeat data, not only tracker console terminal events",
|
||||
"Targeted telemetry tests pass",
|
||||
"Dynamic routing tests still pass, including GPU(0-21)+CPU(0-39) hybrid-route enumeration and traffic split behavior",
|
||||
"Full or non-integration suite result is recorded; unrelated pre-existing failures are named explicitly",
|
||||
"`.claude/settings.local.json` remains uncommitted unless intentionally approved"
|
||||
],
|
||||
"priority": 24,
|
||||
"passes": true,
|
||||
"notes": "Source issue: .scratch/alpha-hardening/issues/24-routing-telemetry-resume.md. Resume task for interrupted 2026-07-07 Claude session; first known fix is server.py:1490 annotation crash.",
|
||||
"dependsOn": [],
|
||||
"completionNotes": ""
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"updatedAt": "2026-07-06T06:01:25.474Z"
|
||||
"updatedAt": "2026-07-07T21:30:00.000Z"
|
||||
}
|
||||
}
|
||||
@@ -38,12 +38,30 @@ python3 -m venv .venv
|
||||
`python -c "import transformers; print(transformers.__version__)"` and upgrade
|
||||
with `pip install -U transformers` in the environment that runs `meshnet-node`
|
||||
(conda/miniforge users: upgrade inside that env, not a layered `.venv`).
|
||||
- The startup warning
|
||||
`The fast path is not available because one of the required library is not installed`
|
||||
is **harmless** — transformers falls back to a pure-torch implementation of the
|
||||
linear-attention layers. The fast-path packages (`flash-linear-attention`,
|
||||
`causal-conv1d`) are CUDA-only kernels: install them for GPU speed if you want,
|
||||
skip them entirely on CPU nodes.
|
||||
- **Linear-attention fast path (GPU only).** Qwen3.5/3.6 use hybrid linear-attention
|
||||
layers; without optional CUDA kernels, Transformers falls back to slower pure-PyTorch
|
||||
code and prints `The fast path is not available…` at startup. That warning is
|
||||
harmless — inference still works. On native Windows, install `triton-windows` in
|
||||
the same env as `meshnet-node`; otherwise `flash-linear-attention` can fail during
|
||||
import with `Could not import module 'Qwen3_5MoeForCausalLM'`. Install the
|
||||
acceleration packages into the same env as `meshnet-node` for GPU speed; skip on
|
||||
CPU-only nodes:
|
||||
|
||||
```bash
|
||||
# Native Windows
|
||||
pip install triton-windows
|
||||
|
||||
# NVIDIA (CUDA)
|
||||
pip install flash-linear-attention[cuda] causal-conv1d
|
||||
|
||||
# AMD (ROCm) — match your torch index, then:
|
||||
pip install flash-linear-attention[rocm] causal-conv1d
|
||||
```
|
||||
|
||||
Restart the node after install; the warning should disappear. Expect the largest
|
||||
gain on GPU nodes serving linear-attention layers (roughly three quarters of
|
||||
Qwen3.6 layers); end-to-end chat speed still depends on the slowest hop in a
|
||||
split route.
|
||||
- `pip install nvidia-ml-py` silences the pynvml deprecation warning on NVIDIA hosts.
|
||||
|
||||
## Bootstrap a tracker on a new machine
|
||||
|
||||
@@ -113,6 +113,16 @@ into an existing conda/miniforge env instead of a fresh venv, run
|
||||
`flash-linear-attention` / `causal-conv1d` ("fast path is not available") is
|
||||
harmless on CPU — those are optional CUDA-only kernels.
|
||||
|
||||
If you run the node from native Windows instead of WSL2, install the Triton shim
|
||||
in the same environment:
|
||||
|
||||
```powershell
|
||||
python -m pip install triton-windows
|
||||
```
|
||||
|
||||
Without it, Qwen3.5/3.6-MoE startup can fail with the misleading message
|
||||
`Could not import module 'Qwen3_5MoeForCausalLM'`.
|
||||
|
||||
---
|
||||
|
||||
## Step 6 — Pre-download the model shard
|
||||
|
||||
@@ -0,0 +1,127 @@
|
||||
# ADR-0020: Dashboard chat streaming, live request progress, and the mixed-topology routing flaw
|
||||
|
||||
## Status: Accepted (chat/streaming/styles implemented); routing flaw documented, fix pending
|
||||
|
||||
## Context
|
||||
|
||||
Live alpha testing (2026-07-07) with `Qwen3.6-35B-A3B` split across two LAN nodes surfaced
|
||||
three UX gaps and one routing correctness flaw:
|
||||
|
||||
1. **No visibility while a request is processing.** The Call wall showed
|
||||
"no in-flight requests" during a 52-second generation. Cause: the dashboard chat sent
|
||||
`stream: false`, and the tracker only emits `proxy progress` console events (the Call
|
||||
wall's live-status source, `_tracker_log_proxy_progress`, `server.py` ~2199) for
|
||||
**streamed** requests. Non-streamed proxying produces only
|
||||
`route selected → connected → complete`, and short requests complete inside the
|
||||
dashboard's 4-second poll window.
|
||||
2. **Chat did not stream.** The nodes support SSE token-by-token generation
|
||||
(`generate_text_streaming`, hardened earlier for split shards), and the tracker proxy
|
||||
passes `text/event-stream` through (`server.py` ~3256), but the chat panel blocked on
|
||||
full JSON and showed nothing until completion.
|
||||
3. **Chat panel styles drifted.** The "new chat layout" redesign left hardcoded one-off
|
||||
colors (`#1f4788`, `#2563b8`, `#10151d`, `#1a1012`, `#5c2020`, `#ffb4b4`) mixed with
|
||||
the CSS custom-property palette.
|
||||
|
||||
## Decisions
|
||||
|
||||
### 1. Chat streams by default (SSE)
|
||||
|
||||
`dashboard.html` `sendChat()` now sends `stream: true` and consumes the SSE body with a
|
||||
`ReadableStream` reader:
|
||||
|
||||
- Assistant tokens render incrementally into the last bubble (direct DOM update, full
|
||||
re-render only at boundaries), with a blinking `▍` cursor while streaming.
|
||||
- Chat status shows live progress: `generating… N tokens · X tok/s`.
|
||||
- The send button becomes a stop button (`■`) during generation, backed by an
|
||||
`AbortController`; a stopped generation keeps the partial text.
|
||||
- Non-SSE responses (JSON fallback, errors) are still handled; `data: {"error": ...}`
|
||||
stream events surface as error bubbles.
|
||||
- `streaming` flags are stripped when loading persisted sessions so an interrupted
|
||||
generation never leaves a stuck cursor.
|
||||
|
||||
### 2. Live in-flight visibility rides on streaming
|
||||
|
||||
No tracker change was needed: because chat now streams, the tracker emits `proxy progress`
|
||||
events (throttled to stdout, updated in place in the console ring via
|
||||
`update_console_key`), and the existing Call wall state machine
|
||||
(`buildCallWallStates`) renders processing rows with live tokens/TPS/queue.
|
||||
|
||||
**Known limitation (accepted):** non-streamed API requests still show no progress between
|
||||
`proxy connected` and `proxy complete` — there is nothing to report until the node
|
||||
returns. Callers wanting live visibility should use `stream: true`.
|
||||
|
||||
### 3. Chat style tokens
|
||||
|
||||
All chat colors route through `:root` custom properties (`--hover-bg`, `--chat-user-bg`
|
||||
`#1f6feb`, `--chat-user-border`, `--chat-error-bg/border/fg`). No hardcoded hex values
|
||||
remain in chat rules, so future palette changes are single-line edits.
|
||||
|
||||
## Documented flaw: mixed-topology routing (partial GPU head + full CPU node)
|
||||
|
||||
### Observed (2026-07-07, tracker 192.168.0.179:8080)
|
||||
|
||||
Two nodes registered for `qwen3.6-35b-a3b`:
|
||||
|
||||
| node | hardware | shard | benchmark |
|
||||
|---|---|---|---|
|
||||
| `5gMLrmyB-ec3afe6f1a03` (192.168.0.20) | RTX 4060, CUDA | 0–21 (partial, fast) | 11,164 |
|
||||
| `7j77FsPY-55249b0583e5` (192.168.0.179) | CPU | 0–39 (full, slow) | 425 |
|
||||
|
||||
When the tracker selected the GPU node as head, it injected:
|
||||
|
||||
```
|
||||
downstream=[{"endpoint": "http://192.168.0.179:7000", "start_layer": 0}]
|
||||
```
|
||||
|
||||
`start_layer: 0` — not 22. The downstream full node re-ran **all 40 layers from layer 0
|
||||
on hidden states that had already passed through the head's layers 0–21**, producing
|
||||
garbage logits. Evidence from the logs:
|
||||
|
||||
- GPU-headed requests: `generation complete tokens=1` and billed `out=0`/`out=1`/`out=3`
|
||||
— near-instant EOS from corrupt activations.
|
||||
- The same prompt routed directly to the CPU full node: 209 tokens over 52 s (healthy).
|
||||
- Observed TPS for GPU-headed requests was meaningless (2.5–19.0 "tok/s" on 0–3 token
|
||||
outputs), and those samples now pollute the rolling per-`(node, model)` throughput
|
||||
stats used for routing preference.
|
||||
- Clients were **billed** for these broken 1-token responses.
|
||||
|
||||
### Root cause
|
||||
|
||||
The route planner treats the full-coverage node as a standalone complete route
|
||||
(`route=7j77FsPY…[0-39]`) but still injects it as the head's downstream with the
|
||||
downstream node's own `shard_start` (0) instead of `head.shard_end + 1` (22). A partial
|
||||
head + full-model downstream is a topology the planner never had to handle before —
|
||||
prior split tests used disjoint shards (0–11 + 12–23) where `shard_start` happened to
|
||||
equal the correct continuation layer.
|
||||
|
||||
### Required fix (not yet implemented)
|
||||
|
||||
1. **Correct continuation layer:** when hop N ends at layer `e`, hop N+1 must execute
|
||||
from `start_layer = e + 1` regardless of the downstream node's own `shard_start`
|
||||
(the `X-Meshnet-Start-Layer` overlapping-shard mechanism from ADR-0012 exists for
|
||||
exactly this; the planner must set it for full-model downstream nodes too).
|
||||
2. **Route preference sanity:** with a healthy single-node full route available, prefer
|
||||
it over a multi-hop route unless the pipeline is estimated faster; a fast head that
|
||||
forces a slow full-model tail wins nothing (every token still crosses the CPU node).
|
||||
3. **Stat hygiene:** exclude or flag throughput samples from responses with ≤ a few
|
||||
output tokens, so broken routes don't skew routing preference.
|
||||
4. **Billing guard (consider):** suspiciously short completions from multi-hop routes
|
||||
during this window were billed; a minimum-viability check (or refund path) may be
|
||||
warranted once audits land.
|
||||
|
||||
### Verification for the fix
|
||||
|
||||
Reproduce with a partial GPU head (0–21) + full CPU node (0–39): a chat request routed
|
||||
through the GPU head must produce output equivalent to the direct CPU route, with
|
||||
`downstream start_layer=22` visible in `proxy route selected`, and multi-token streamed
|
||||
output on the Call wall.
|
||||
|
||||
## Verification of this ADR's implemented changes
|
||||
|
||||
- `pytest tests/test_dashboard.py` — 5 passed (stale "Chat / inference" panel assertion
|
||||
updated to the tabbed layout).
|
||||
- Embedded dashboard JS parses (`new Function(script)` under Node 22).
|
||||
- Live check: open `/dashboard` → Chat, send a prompt to `qwen3.6-35b-a3b` — tokens
|
||||
must appear incrementally with live tok/s in the status line, the Call wall must show
|
||||
the request as `processing` with live TPS, and the send button must stop generation
|
||||
mid-stream keeping partial text.
|
||||
119
docs/adr/0021-dynamic-statistical-routing.md
Normal file
119
docs/adr/0021-dynamic-statistical-routing.md
Normal file
@@ -0,0 +1,119 @@
|
||||
# ADR-0021: Dynamic statistical routing (bandit-style route selection)
|
||||
|
||||
## Status: Accepted, implemented
|
||||
|
||||
## Context
|
||||
|
||||
ADR-0020 documented the mixed-topology flaw: with a fast GPU node serving layers 0–21 and
|
||||
a slow CPU node serving 0–39 of `Qwen3.6-35B-A3B`, the tracker picked the GPU node as
|
||||
proxy head *independently* of route planning, injecting a downstream hop with the wrong
|
||||
`start_layer` (0 instead of 22) and corrupting generation.
|
||||
|
||||
Beyond the bug, the deeper issue is that the tracker **cannot know a priori** which route
|
||||
is faster. Is one CPU node running all 40 layers faster than a GPU running 0–21 plus a
|
||||
CPU hop for 22–39? Benchmarks don't answer that — network hops, MoE expert loading, and
|
||||
queue dynamics only show up in real end-to-end requests. The router must *measure*.
|
||||
|
||||
## Decision
|
||||
|
||||
Route selection is a **multi-armed bandit** over enumerated candidate routes, implemented
|
||||
in `packages/tracker/meshnet_tracker/routing_stats.py` and wired into the chat proxy in
|
||||
`server.py`.
|
||||
|
||||
### Arms: route signatures
|
||||
|
||||
A route's identity is `model_key | node_id[shard] -> node_id[shard] -> …`. Node ids embed
|
||||
wallet + shard, so a node re-registering with a different shard produces a new arm
|
||||
automatically. The proxy target is **always the route's own head** (`route_nodes[0]`),
|
||||
and each hop's `start_layer` is `previous_hop.shard_end + 1` — this fixes ADR-0020's flaw
|
||||
structurally: head choice and route planning can no longer disagree.
|
||||
|
||||
### Candidate enumeration (`_enumerate_routes`)
|
||||
|
||||
One candidate per distinct head (a node whose `shard_start` equals the model's first
|
||||
layer — it must tokenize/embed), greedily completed with longest-advancing hops. Each
|
||||
candidate carries a `prior_tps`: its bottleneck hop's queue-adjusted effective throughput
|
||||
× reputation. Capped at 8 candidates ranked by prior.
|
||||
|
||||
### Statistics: decayed EWMA + topology epochs
|
||||
|
||||
Per (model, signature), `RouteStatsStore` keeps an EWMA of observed end-to-end tokens/sec
|
||||
with **time-decayed sample mass** (half-life default 600 s). Two staleness mechanisms
|
||||
handle the morphing network:
|
||||
|
||||
- **Continuous**: sample mass decays; a route unproven for a while (mass < 0.5) drops out
|
||||
of the exploit pool and gets re-scouted.
|
||||
- **Abrupt**: any node join/leave/shard-change bumps the model's *topology epoch*. Stats
|
||||
from an older epoch keep their EWMA as a display prior but are demoted to the scout
|
||||
pool ("stale") until re-measured under the new topology.
|
||||
|
||||
Sample hygiene: completions below `min_sample_tokens` (default 8) are rejected — the
|
||||
1-token garbage responses from the ADR-0020 bug would otherwise poison arms with
|
||||
meaningless tps values. Routes with no samples for 24 h are pruned.
|
||||
|
||||
### Selection policy (`choose_route`)
|
||||
|
||||
1. **Scout** (probability `explore_share`, default 0.3): if any candidate is unproven /
|
||||
stale / decayed, route the request there — least-measured first, tiebreak on prior.
|
||||
These are the user's "discovery/scout routes". With *no* proven arms at all, selection
|
||||
is deterministic best-prior (matches the old benchmark-based behavior, keeps cold
|
||||
start sane and tests deterministic).
|
||||
2. **Exploit** (otherwise): weighted random among proven arms with
|
||||
`P(route) ∝ tps^alpha`, `alpha` default 1.0 — a 1.5×-faster route gets 1.5× the
|
||||
traffic. `alpha` is a config knob: >1 shifts toward winner-takes-most as the network
|
||||
matures, without redesign. (Proportional split is not throughput-optimal in queueing
|
||||
terms, but it keeps every arm warm with fresh samples; tune alpha up when traffic
|
||||
justifies it.)
|
||||
|
||||
Pinned routes (`"route": [...]` in the request body) bypass the bandit but still record
|
||||
samples.
|
||||
|
||||
### Configuration
|
||||
|
||||
| CLI flag | env var | default |
|
||||
|---|---|---|
|
||||
| `--route-explore-share` | `MESHNET_ROUTE_EXPLORE_SHARE` | 0.3 |
|
||||
| `--route-weight-alpha` | `MESHNET_ROUTE_WEIGHT_ALPHA` | 1.0 |
|
||||
| `--route-stats-half-life` | `MESHNET_ROUTE_STATS_HALF_LIFE` | 600 |
|
||||
| — | `MESHNET_ROUTE_MIN_SAMPLE_TOKENS` | 8 |
|
||||
|
||||
High explore share now (development, few requests); drop toward 0.05–0.1 once real
|
||||
traffic provides passive coverage.
|
||||
|
||||
### Visibility
|
||||
|
||||
- **`GET /v1/routing`** (optionally `?model=`): per model — topology epoch and the full
|
||||
candidate table: hops, learned tps, **coefficient** (tps ÷ best proven route's tps),
|
||||
**expected traffic share**, sample count, decayed weight, status
|
||||
(proven / unsampled / stale / decayed).
|
||||
- **Dashboard → Overview → "Routing (learned)"**: renders that table live (4 s poll),
|
||||
with the active config in the header line.
|
||||
- **Console/`proxy route selected`** events now include the routing decision
|
||||
(`{"mode": "scout"|"exploit"|"pinned"|"greedy-fallback", "signature": …}`), so the Call
|
||||
wall history shows which arm served each request.
|
||||
|
||||
## Storage considerations
|
||||
|
||||
Stats are **in-memory per tracker** for alpha: they are cheap to relearn (a few requests
|
||||
per route), and gossiping them would import ADR-0019's consistency questions for data
|
||||
that is intentionally ephemeral. If multi-tracker route learning is needed later, ship
|
||||
route samples over the existing stats gossip and merge EWMAs by decayed weight — the
|
||||
store's (value, mass, timestamp) representation merges cleanly.
|
||||
|
||||
## Consequences
|
||||
|
||||
- The GPU(0–21)+CPU(0–39) topology now works: both routes get measured, the coefficient
|
||||
is visible on the dashboard, and traffic shifts to whichever is actually faster.
|
||||
- Routing is no longer deterministic once samples exist. Tests needing determinism seed
|
||||
`server.route_rng` or rely on the cold-start deterministic path.
|
||||
- The billing-relevant fix: heads are always part of the planned route, so per-hop
|
||||
`start_layer` and work-unit spans are consistent.
|
||||
|
||||
## Verification
|
||||
|
||||
`tests/test_dynamic_routing.py` (11 tests): EWMA/decay/epoch semantics, near-empty sample
|
||||
rejection, traffic split ≈ tps ratio at alpha=1 (0.6/0.4 over 4000 seeded draws), scout
|
||||
rate ≈ explore share, mixed-topology enumeration (both routes, hybrid prior = bottleneck),
|
||||
head-is-route-head regression with `start_layer=22` on the hybrid route, and `/v1/routing`
|
||||
table shape. Live: start both nodes, run several chats, open the dashboard "Routing
|
||||
(learned)" panel and watch coefficients converge.
|
||||
@@ -349,25 +349,38 @@ def _attach_relay_bridge(node: StubNodeServer | TorchNodeServer, bridge: RelayHt
|
||||
_PENDING_NODE_ID = "pending"
|
||||
|
||||
|
||||
_HEARTBEAT_INTERVAL_IDLE = 20.0
|
||||
_HEARTBEAT_INTERVAL_BUSY = 3.0
|
||||
|
||||
|
||||
def _start_heartbeat(
|
||||
tracker_url: str,
|
||||
node_id: str,
|
||||
register_payload: dict,
|
||||
interval: float = 20.0,
|
||||
interval: float = _HEARTBEAT_INTERVAL_IDLE,
|
||||
node_ref: Any | None = None,
|
||||
start_time: float | None = None,
|
||||
) -> threading.Thread:
|
||||
"""Daemon thread: sends heartbeats and re-registers automatically after tracker restarts.
|
||||
|
||||
Heartbeat body carries cumulative stats (total_requests, failed_requests,
|
||||
queue_depth, uptime_seconds, status). Stats are buffered locally during
|
||||
outage and flushed on next successful heartbeat.
|
||||
queue_depth, current_requests, uptime_seconds, status). Stats are buffered
|
||||
locally during outage and flushed on next successful heartbeat.
|
||||
|
||||
Heartbeat response may include new_assignment: {model, shard_start, shard_end}
|
||||
which is logged for now (hot-reload implemented in US-026).
|
||||
"""
|
||||
_start_time = start_time or time.monotonic()
|
||||
|
||||
def _current_requests_snapshot() -> list[dict]:
|
||||
if node_ref is None:
|
||||
return []
|
||||
getter = getattr(node_ref, "current_requests", None)
|
||||
if getter is None:
|
||||
return []
|
||||
current = getter() if callable(getter) else getter
|
||||
return list(current) if isinstance(current, list) else []
|
||||
|
||||
def _get_stats() -> dict:
|
||||
uptime = time.monotonic() - _start_time
|
||||
stats: dict = {"uptime_seconds": round(uptime, 1), "status": "ready"}
|
||||
@@ -379,8 +392,16 @@ def _start_heartbeat(
|
||||
)
|
||||
stats["failed_requests"] = getattr(node_ref, "failed_requests", 0)
|
||||
stats["queue_depth"] = getattr(node_ref, "queue_depth", 0)
|
||||
current_requests = _current_requests_snapshot()
|
||||
if current_requests:
|
||||
stats["current_requests"] = current_requests
|
||||
return stats
|
||||
|
||||
def _sleep_interval() -> float:
|
||||
if _current_requests_snapshot() or (node_ref is not None and getattr(node_ref, "queue_depth", 0) > 0):
|
||||
return _HEARTBEAT_INTERVAL_BUSY
|
||||
return interval
|
||||
|
||||
def _reregister() -> bool:
|
||||
nonlocal node_id
|
||||
try:
|
||||
@@ -442,7 +463,7 @@ def _start_heartbeat(
|
||||
outage_streak = 1 if node_id == _PENDING_NODE_ID else 0
|
||||
|
||||
while True:
|
||||
time.sleep(interval)
|
||||
time.sleep(_sleep_interval())
|
||||
|
||||
if outage_streak > 0:
|
||||
# Tracker was down — attempt re-registration first (it may have restarted
|
||||
|
||||
@@ -31,6 +31,23 @@ from .server import (
|
||||
)
|
||||
|
||||
|
||||
def _write_progress_line(state: list[bool], message: str, *, final: bool = False) -> None:
|
||||
"""Rewrite one in-place progress line (\\r) or finish with a newline."""
|
||||
if final:
|
||||
if state[0]:
|
||||
sys.stdout.write("\r" + message + "\n")
|
||||
state[0] = False
|
||||
else:
|
||||
print(message, flush=True)
|
||||
return
|
||||
if state[0]:
|
||||
sys.stdout.write("\r" + message)
|
||||
else:
|
||||
sys.stdout.write(message)
|
||||
state[0] = True
|
||||
sys.stdout.flush()
|
||||
|
||||
|
||||
def _relay_hop(
|
||||
relay_addr: str,
|
||||
path: str,
|
||||
@@ -91,6 +108,26 @@ class _TorchHTTPServer(http.server.HTTPServer):
|
||||
self.failed_requests: int = 0
|
||||
self.queue_depth: int = 0
|
||||
self._stats_lock = threading.Lock()
|
||||
self._active_requests: dict[str, dict[str, Any]] = {}
|
||||
|
||||
def snapshot_current_requests(self) -> list[dict[str, Any]]:
|
||||
"""In-flight request snapshots for tracker heartbeats."""
|
||||
now = time.monotonic()
|
||||
with self._stats_lock:
|
||||
out: list[dict[str, Any]] = []
|
||||
for rec in self._active_requests.values():
|
||||
elapsed = max(now - float(rec["started"]), 1e-6)
|
||||
tokens = int(rec.get("tokens") or 0)
|
||||
out.append({
|
||||
"request_id": str(rec["request_id"]),
|
||||
"model": str(rec.get("model") or ""),
|
||||
"kind": str(rec.get("kind") or "chat"),
|
||||
"tokens": tokens,
|
||||
"elapsed_seconds": round(elapsed, 1),
|
||||
"tokens_per_sec": round(tokens / elapsed, 2) if tokens > 0 else 0.0,
|
||||
"routing_complete": bool(rec.get("routing_complete")),
|
||||
})
|
||||
return out
|
||||
|
||||
def resolve_backend(self, model_name: str | None) -> TorchModelShard | None:
|
||||
if not model_name:
|
||||
@@ -113,10 +150,53 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
def log_message(self, fmt, *args): # noqa: suppress request logs in tests
|
||||
pass
|
||||
|
||||
def _request_id(self) -> str:
|
||||
return (
|
||||
self.headers.get("X-Meshnet-Request-Id")
|
||||
or self.headers.get("X-Request-Id")
|
||||
or f"local-{time.time_ns():x}"
|
||||
)
|
||||
|
||||
def _request_log_suffix(self) -> str:
|
||||
req_id = self.headers.get("X-Meshnet-Request-Id") or self.headers.get("X-Request-Id")
|
||||
return f" request_id={req_id}" if req_id else ""
|
||||
|
||||
def _track_request_begin(
|
||||
self,
|
||||
server: "_TorchHTTPServer",
|
||||
request_id: str,
|
||||
model: str,
|
||||
) -> None:
|
||||
with server._stats_lock:
|
||||
server._active_requests[request_id] = {
|
||||
"request_id": request_id,
|
||||
"model": model,
|
||||
"kind": "chat",
|
||||
"started": time.monotonic(),
|
||||
"tokens": 0,
|
||||
"routing_complete": False,
|
||||
}
|
||||
|
||||
def _track_request_progress(
|
||||
self,
|
||||
server: "_TorchHTTPServer",
|
||||
request_id: str,
|
||||
*,
|
||||
tokens: int,
|
||||
routing_complete: bool = False,
|
||||
) -> None:
|
||||
with server._stats_lock:
|
||||
rec = server._active_requests.get(request_id)
|
||||
if rec is None:
|
||||
return
|
||||
rec["tokens"] = tokens
|
||||
if routing_complete:
|
||||
rec["routing_complete"] = True
|
||||
|
||||
def _track_request_end(self, server: "_TorchHTTPServer", request_id: str) -> None:
|
||||
with server._stats_lock:
|
||||
server._active_requests.pop(request_id, None)
|
||||
|
||||
def do_POST(self):
|
||||
server: _TorchHTTPServer = self.server # type: ignore[assignment]
|
||||
if self.path == "/forward":
|
||||
@@ -294,12 +374,14 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
|
||||
def _handle_chat_completions(self) -> None:
|
||||
server: _TorchHTTPServer = self.server # type: ignore[assignment]
|
||||
request_id = self._request_id()
|
||||
with server._stats_lock:
|
||||
server.total_requests += 1
|
||||
server.queue_depth += 1
|
||||
try:
|
||||
self._do_chat_completions(server)
|
||||
self._do_chat_completions(server, request_id)
|
||||
finally:
|
||||
self._track_request_end(server, request_id)
|
||||
with server._stats_lock:
|
||||
server.queue_depth -= 1
|
||||
|
||||
@@ -308,7 +390,7 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
with server._stats_lock:
|
||||
server.failed_requests += 1
|
||||
|
||||
def _do_chat_completions(self, server: "_TorchHTTPServer") -> None:
|
||||
def _do_chat_completions(self, server: "_TorchHTTPServer", request_id: str) -> None:
|
||||
body = self._read_json_body()
|
||||
if body is None:
|
||||
return
|
||||
@@ -325,6 +407,7 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
temperature = float(body.get("temperature") or 1.0)
|
||||
top_p = float(body.get("top_p") or 1.0)
|
||||
|
||||
self._track_request_begin(server, request_id, model_name)
|
||||
print(
|
||||
f" [node] processing chat model={model_name!r} stream={stream} "
|
||||
f"max_tokens={max_tokens}{self._request_log_suffix()}",
|
||||
@@ -335,6 +418,7 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
# Avoids the single-token-per-forward-pass limitation of the distributed path.
|
||||
if backend.is_head and backend.is_tail:
|
||||
gen_started = time.monotonic()
|
||||
progress_line = [False]
|
||||
try:
|
||||
if stream:
|
||||
token_count = 0
|
||||
@@ -346,13 +430,19 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
):
|
||||
if token_text:
|
||||
token_count += 1
|
||||
self._track_request_progress(
|
||||
server, request_id, tokens=token_count, routing_complete=True,
|
||||
)
|
||||
yield token_text
|
||||
|
||||
self._stream_openai_response(_counting_stream(), model_name)
|
||||
print(
|
||||
elapsed = time.monotonic() - gen_started
|
||||
tps = token_count / max(elapsed, 1e-6)
|
||||
_write_progress_line(
|
||||
progress_line,
|
||||
f" [node] chat complete (stream) tokens={token_count} "
|
||||
f"elapsed_s={time.monotonic() - gen_started:.1f}{self._request_log_suffix()}",
|
||||
flush=True,
|
||||
f"elapsed_s={elapsed:.1f} tps={tps:.2f}{self._request_log_suffix()}",
|
||||
final=True,
|
||||
)
|
||||
else:
|
||||
text = backend.generate_text(messages, max_tokens, temperature, top_p)
|
||||
@@ -414,10 +504,12 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
stream_emit = None
|
||||
if stream:
|
||||
stream_emit = self._start_openai_stream(model_name)
|
||||
self._track_request_progress(server, request_id, tokens=0, routing_complete=True)
|
||||
|
||||
_GENERATION_LOG_INTERVAL = 5.0
|
||||
gen_started = time.monotonic()
|
||||
last_gen_log = gen_started
|
||||
progress_line = [False]
|
||||
|
||||
for step in range(max_tokens):
|
||||
try:
|
||||
@@ -437,20 +529,33 @@ class _TorchHandler(http.server.BaseHTTPRequestHandler):
|
||||
if stream_emit is not None:
|
||||
stream_emit(token_str)
|
||||
current_text = current_text + token_str
|
||||
self._track_request_progress(
|
||||
server,
|
||||
request_id,
|
||||
tokens=len(generated),
|
||||
routing_complete=True,
|
||||
)
|
||||
now = time.monotonic()
|
||||
if step == 0 or now - last_gen_log >= _GENERATION_LOG_INTERVAL:
|
||||
print(
|
||||
elapsed = now - gen_started
|
||||
token_count = len(generated)
|
||||
tps = token_count / max(elapsed, 1e-6)
|
||||
_write_progress_line(
|
||||
progress_line,
|
||||
f" [node] generating step={step + 1}/{max_tokens} "
|
||||
f"tokens={len(generated)} elapsed_s={now - gen_started:.1f}",
|
||||
flush=True,
|
||||
f"tokens={token_count} elapsed_s={elapsed:.1f} tps={tps:.2f}",
|
||||
)
|
||||
last_gen_log = now
|
||||
|
||||
if generated:
|
||||
print(
|
||||
f" [node] generation complete tokens={len(generated)} "
|
||||
f"elapsed_s={time.monotonic() - gen_started:.1f}",
|
||||
flush=True,
|
||||
elapsed = time.monotonic() - gen_started
|
||||
token_count = len(generated)
|
||||
tps = token_count / max(elapsed, 1e-6)
|
||||
_write_progress_line(
|
||||
progress_line,
|
||||
f" [node] generation complete tokens={token_count} "
|
||||
f"elapsed_s={elapsed:.1f} tps={tps:.2f}",
|
||||
final=True,
|
||||
)
|
||||
|
||||
result_text = "".join(generated)
|
||||
@@ -849,6 +954,12 @@ class TorchNodeServer:
|
||||
def queue_depth(self) -> int:
|
||||
return self._server.queue_depth if self._server is not None else 0
|
||||
|
||||
@property
|
||||
def current_requests(self) -> list[dict[str, Any]]:
|
||||
if self._server is None:
|
||||
return []
|
||||
return self._server.snapshot_current_requests()
|
||||
|
||||
@property
|
||||
def loaded_model_ids(self) -> list[str]:
|
||||
return list(self._backends.keys())
|
||||
|
||||
@@ -17,6 +17,7 @@ dependencies = [
|
||||
"safetensors>=0.4",
|
||||
"torch>=2.1",
|
||||
"transformers>=5.12",
|
||||
"triton-windows>=3.7; platform_system == 'Windows'",
|
||||
"websockets>=13",
|
||||
"zstandard>=0.22",
|
||||
"kernels>=0.11.1,<0.16",
|
||||
|
||||
@@ -15,6 +15,7 @@ from .logging_setup import (
|
||||
DEFAULT_LOG_MAX_BYTES,
|
||||
configure_tracker_file_logging,
|
||||
)
|
||||
from .routing_stats import RoutingConfig
|
||||
from .server import (
|
||||
DEFAULT_CALLER_CREDIT_USDT,
|
||||
DEFAULT_DEVNET_TOPUP_USDT,
|
||||
@@ -57,6 +58,19 @@ def _load_env_defaults() -> None:
|
||||
_load_env_file(Path.home() / ".config" / "meshnet" / "secrets.env")
|
||||
|
||||
|
||||
def _routing_config_from_args(args: argparse.Namespace) -> RoutingConfig | None:
|
||||
"""Build a RoutingConfig from CLI flags; None keeps env-var/server defaults."""
|
||||
overrides = {
|
||||
"explore_share": args.route_explore_share,
|
||||
"weight_alpha": args.route_weight_alpha,
|
||||
"stats_half_life_seconds": args.route_stats_half_life,
|
||||
}
|
||||
set_values = {key: value for key, value in overrides.items() if value is not None}
|
||||
if not set_values:
|
||||
return None
|
||||
return RoutingConfig(**set_values)
|
||||
|
||||
|
||||
def main() -> None:
|
||||
_load_env_defaults()
|
||||
common = argparse.ArgumentParser(add_help=False)
|
||||
@@ -267,6 +281,33 @@ def main() -> None:
|
||||
metavar="PATH",
|
||||
help="Local HuggingFace snapshot root advertised as tracker model-file source (default: MESHNET_MODELS_DIR)",
|
||||
)
|
||||
common.add_argument(
|
||||
"--route-explore-share",
|
||||
type=float,
|
||||
default=None,
|
||||
metavar="FRACTION",
|
||||
help=(
|
||||
"Fraction of requests routed down unproven/stale routes to gather "
|
||||
"throughput statistics (ADR-0021; default 0.3, lower once traffic grows)"
|
||||
),
|
||||
)
|
||||
common.add_argument(
|
||||
"--route-weight-alpha",
|
||||
type=float,
|
||||
default=None,
|
||||
metavar="ALPHA",
|
||||
help=(
|
||||
"Traffic weight exponent among proven routes: share ∝ tps^alpha "
|
||||
"(default 1.0 — a 1.5x-faster route gets 1.5x the traffic)"
|
||||
),
|
||||
)
|
||||
common.add_argument(
|
||||
"--route-stats-half-life",
|
||||
type=float,
|
||||
default=None,
|
||||
metavar="SECONDS",
|
||||
help="Half-life for decaying route throughput observations (default 600)",
|
||||
)
|
||||
common.add_argument(
|
||||
"--log-dir",
|
||||
default=DEFAULT_LOG_DIR,
|
||||
@@ -360,6 +401,7 @@ def main() -> None:
|
||||
),
|
||||
hf_pricing_refresh_interval=args.hf_pricing_refresh_interval,
|
||||
models_dir=args.models_dir,
|
||||
routing_config=_routing_config_from_args(args),
|
||||
)
|
||||
port = server.start()
|
||||
print(f"meshnet-tracker listening on http://{args.host}:{port}", flush=True)
|
||||
|
||||
@@ -7,7 +7,10 @@
|
||||
<style>
|
||||
:root { --bg:#0d1117; --panel:#161b22; --border:#30363d; --fg:#e6edf3;
|
||||
--dim:#8b949e; --accent:#58a6ff; --ok:#3fb950; --bad:#f85149; --warn:#d29922;
|
||||
--chat-input-bg:#21262d; --chat-user-bg:#1f4788; --chat-user-border:#388bfd; }
|
||||
--hover-bg:#10151d;
|
||||
--chat-input-bg:#21262d; --chat-user-bg:#1f6feb; --chat-user-border:#388bfd;
|
||||
--chat-error-bg:rgba(248,81,73,.08); --chat-error-border:rgba(248,81,73,.35);
|
||||
--chat-error-fg:#ffa198; }
|
||||
* { box-sizing:border-box; }
|
||||
html, body { height:100%; }
|
||||
body { margin:0; background:var(--bg); color:var(--fg);
|
||||
@@ -85,7 +88,7 @@
|
||||
border:1px solid var(--border); border-radius:8px; padding:10px 12px;
|
||||
background:transparent; color:var(--fg);
|
||||
}
|
||||
.chat-new-btn:hover { background:#10151d; border-color:var(--accent); }
|
||||
.chat-new-btn:hover { background:var(--hover-bg); border-color:var(--accent); }
|
||||
.chat-session-list {
|
||||
flex:1; overflow:auto; padding:0 8px 12px; display:flex; flex-direction:column; gap:2px;
|
||||
}
|
||||
@@ -98,8 +101,8 @@
|
||||
padding:10px 32px 10px 12px; border:1px solid transparent; border-radius:8px;
|
||||
background:transparent; color:var(--fg); cursor:pointer;
|
||||
}
|
||||
.chat-session-item:hover { background:#10151d; }
|
||||
.chat-session-item.active { background:#10151d; border-color:#30363d; }
|
||||
.chat-session-item:hover { background:var(--hover-bg); }
|
||||
.chat-session-item.active { background:var(--hover-bg); border-color:var(--border); }
|
||||
.chat-session-title {
|
||||
font-size:13px; white-space:nowrap; overflow:hidden; text-overflow:ellipsis;
|
||||
}
|
||||
@@ -114,7 +117,7 @@
|
||||
}
|
||||
.chat-session-item:hover .chat-session-delete,
|
||||
.chat-session-item.active .chat-session-delete { opacity:1; }
|
||||
.chat-session-delete:hover { color:var(--bad); background:#1a1012; }
|
||||
.chat-session-delete:hover { color:var(--bad); background:var(--chat-error-bg); }
|
||||
.chat-main { display:flex; flex-direction:column; min-height:0; min-width:0; color-scheme:dark; }
|
||||
.chat-toolbar {
|
||||
display:flex; gap:12px; align-items:center; flex-shrink:0;
|
||||
@@ -156,8 +159,14 @@
|
||||
border-bottom-left-radius:4px; max-width:100%; color:var(--fg);
|
||||
}
|
||||
.chat-bubble.error {
|
||||
background:#1a1012; border:1px solid #5c2020; color:#ffb4b4; border-bottom-left-radius:4px;
|
||||
background:var(--chat-error-bg); border:1px solid var(--chat-error-border);
|
||||
color:var(--chat-error-fg); border-bottom-left-radius:4px;
|
||||
}
|
||||
.chat-bubble.assistant.streaming::after {
|
||||
content:"▍"; color:var(--accent); margin-left:2px;
|
||||
animation:chat-blink 1s steps(2) infinite;
|
||||
}
|
||||
@keyframes chat-blink { 50% { opacity:0; } }
|
||||
.chat-compose-wrap {
|
||||
flex-shrink:0; padding:12px 16px 16px; border-top:1px solid var(--border);
|
||||
background:var(--panel);
|
||||
@@ -183,7 +192,7 @@
|
||||
background:var(--chat-user-bg); color:#f0f6fc;
|
||||
}
|
||||
.chat-compose button:hover:not(:disabled) {
|
||||
border-color:var(--accent); background:#2563b8;
|
||||
border-color:var(--accent); background:var(--chat-user-border);
|
||||
}
|
||||
.chat-compose button:disabled { opacity:.45; cursor:not-allowed; }
|
||||
.console {
|
||||
@@ -222,6 +231,7 @@
|
||||
<section data-tab="overview"><h2>Tracker hive</h2><div id="hive" class="empty">loading…</div></section>
|
||||
<section data-tab="overview"><h2>Nodes & coverage</h2><div id="nodes" class="empty">loading…</div></section>
|
||||
<section data-tab="overview"><h2>Model usage (RPM)</h2><div id="stats" class="empty">loading…</div></section>
|
||||
<section data-tab="overview" class="wide"><h2>Routing (learned)</h2><div id="routing" class="empty">loading…</div></section>
|
||||
<section data-tab="overview" class="wide"><h2>Call wall</h2><div id="call-wall" class="empty">loading...</div></section>
|
||||
<section data-tab="chat" class="wide chat-section">
|
||||
<h2 style="display:none">Chat / inference</h2>
|
||||
@@ -243,7 +253,7 @@
|
||||
<div class="chat-compose-wrap">
|
||||
<div class="chat-compose">
|
||||
<textarea id="chat-prompt" placeholder="Message…" rows="1" aria-label="Message"></textarea>
|
||||
<button type="button" onclick="sendChat()" id="chat-send" title="Send (Enter)">↑</button>
|
||||
<button type="button" onclick="onChatSendClick()" id="chat-send" title="Send (Enter)">↑</button>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -424,6 +434,34 @@ function hiveThroughputSummary(stats) {
|
||||
return { totalTps, samples };
|
||||
}
|
||||
|
||||
function enrichCallWallFromHeartbeat(states, map) {
|
||||
const nodes = (map && map.nodes) || [];
|
||||
for (const node of nodes) {
|
||||
const reqs = (node.stats && node.stats.current_requests) || [];
|
||||
for (const req of reqs) {
|
||||
const id = req.request_id;
|
||||
if (!id) continue;
|
||||
let rec = states.get(id);
|
||||
if (!rec) {
|
||||
rec = {
|
||||
id,
|
||||
events: [],
|
||||
status: "processing",
|
||||
started: Date.now() / 1000 - Number(req.elapsed_seconds || 0),
|
||||
model: req.model || node.model || "?",
|
||||
};
|
||||
states.set(id, rec);
|
||||
} else if (rec.status === "pending") {
|
||||
rec.status = "processing";
|
||||
}
|
||||
if (req.model) rec.model = req.model;
|
||||
if (req.tokens != null) rec.tokens = req.tokens;
|
||||
if (req.tokens_per_sec != null) rec.tps = req.tokens_per_sec;
|
||||
if (req.elapsed_seconds != null) rec.elapsed = req.elapsed_seconds;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
function buildCallWallStates(events) {
|
||||
const byId = new Map();
|
||||
for (const e of events) {
|
||||
@@ -444,7 +482,7 @@ function buildCallWallStates(events) {
|
||||
rec.route = f.route || f.nodes;
|
||||
rec.nodes = f.nodes;
|
||||
rec.stream = f.stream;
|
||||
} else if (msg === "proxy via relay" || msg === "proxy connected") {
|
||||
} else if (msg === "proxy via relay" || msg === "proxy connected" || msg === "proxy connecting") {
|
||||
rec.status = "processing";
|
||||
if (!rec.started) rec.started = e.ts;
|
||||
rec.model = rec.model || f.model || f.route_model || "?";
|
||||
@@ -494,10 +532,47 @@ function callWallMaxQueue(rec) {
|
||||
return nodeQueues.length ? Math.max(...nodeQueues) : 0;
|
||||
}
|
||||
|
||||
function renderCallWall(consoleData, stats) {
|
||||
function renderRouting(routing) {
|
||||
const el = $("routing");
|
||||
if (!el) return;
|
||||
const models = (routing && routing.models) || {};
|
||||
const entries = Object.entries(models);
|
||||
if (!entries.length) {
|
||||
el.innerHTML = '<div class="empty">no routable models yet</div>';
|
||||
return;
|
||||
}
|
||||
const cfg = (routing && routing.config) || {};
|
||||
let html = `<div class="dim" style="margin-bottom:6px">` +
|
||||
`explore share: <b>${esc(String(cfg.explore_share ?? "?"))}</b> · ` +
|
||||
`traffic ∝ tps^<b>${esc(String(cfg.weight_alpha ?? "?"))}</b> · ` +
|
||||
`half-life: <b>${esc(String(cfg.stats_half_life_seconds ?? "?"))}s</b></div>`;
|
||||
for (const [model, info] of entries) {
|
||||
const routes = info.routes || [];
|
||||
html += `<div style="margin-top:6px"><b>${esc(model)}</b> ` +
|
||||
`<span class="dim">(epoch ${esc(String(info.epoch ?? 0))} · ${routes.length} route${routes.length === 1 ? "" : "s"})</span></div>`;
|
||||
html += table(["route", "tps", "coeff", "share", "samples", "status"], routes.map(r => {
|
||||
const hops = (r.hops || []).map(h => `${short(h.node_id, 12)}[${h.shard}]`).join(" → ");
|
||||
const statusCls = r.status === "proven" ? "ok" : r.status === "stale" ? "warn" : "dim";
|
||||
const coeff = (r.coefficient === null || r.coefficient === undefined)
|
||||
? "—" : Number(r.coefficient).toFixed(2) + "×";
|
||||
return [
|
||||
esc(hops || short(r.signature, 40)),
|
||||
`<span class="num">${esc(r.tps === null || r.tps === undefined ? "—" : tps(r.tps))}</span>`,
|
||||
`<span class="num">${esc(coeff)}</span>`,
|
||||
`<span class="num">${esc(Math.round((r.expected_share || 0) * 100) + "%")}</span>`,
|
||||
`<span class="num">${esc(String(r.samples ?? 0))}</span>`,
|
||||
`<span class="${statusCls}">${esc(r.status || "?")}</span>`,
|
||||
];
|
||||
}));
|
||||
}
|
||||
el.innerHTML = html;
|
||||
}
|
||||
|
||||
function renderCallWall(consoleData, stats, map) {
|
||||
const events = (consoleData && consoleData.events) || [];
|
||||
const nowSec = Date.now() / 1000;
|
||||
const states = buildCallWallStates(events);
|
||||
enrichCallWallFromHeartbeat(states, map);
|
||||
const active = [];
|
||||
const terminal = [];
|
||||
for (const rec of states.values()) {
|
||||
@@ -532,7 +607,7 @@ function renderCallWall(consoleData, stats) {
|
||||
const note = rec.warn || (rec.route ? short(String(rec.route), 28) : "");
|
||||
const row = [
|
||||
`<span class="${statusCls}">${esc(rec.status)}</span>`,
|
||||
`<span class="num">${esc(callWallAgeSeconds(rec, nowSec).toFixed(1))}s</span>`,
|
||||
`<span class="num">${esc(rec.elapsed != null ? Number(rec.elapsed).toFixed(1) : callWallAgeSeconds(rec, nowSec).toFixed(1))}s</span>`,
|
||||
esc(short(rec.model || "?", 28)),
|
||||
esc(short(rec.id, 18)),
|
||||
`<span class="num">${esc(tps(rec.tps))}</span>`,
|
||||
@@ -733,7 +808,11 @@ function loadChatSessionsStore() {
|
||||
try {
|
||||
const raw = localStorage.getItem(CHAT_SESSIONS_KEY);
|
||||
const parsed = raw ? JSON.parse(raw) : [];
|
||||
return Array.isArray(parsed) ? parsed : [];
|
||||
if (!Array.isArray(parsed)) return [];
|
||||
for (const session of parsed) {
|
||||
for (const msg of session.messages || []) delete msg.streaming;
|
||||
}
|
||||
return parsed;
|
||||
} catch {
|
||||
return [];
|
||||
}
|
||||
@@ -951,7 +1030,8 @@ function renderChatHistory() {
|
||||
history.className = "chat-messages";
|
||||
const rows = chatHistory.map(msg => {
|
||||
const role = msg.role === "user" ? "user" : msg.role === "assistant" ? "assistant" : "error";
|
||||
return `<div class="chat-row ${role}"><div class="chat-bubble ${role}">${esc(msg.content)}</div></div>`;
|
||||
const streaming = msg.streaming ? " streaming" : "";
|
||||
return `<div class="chat-row ${role}"><div class="chat-bubble ${role}${streaming}">${esc(msg.content)}</div></div>`;
|
||||
}).join("");
|
||||
history.innerHTML = `<div class="chat-messages-inner">${rows}</div>`;
|
||||
history.scrollTop = history.scrollHeight;
|
||||
@@ -1224,6 +1304,47 @@ async function renderAccountPanel() {
|
||||
if (account.role === "admin") await renderAdminPanel();
|
||||
}
|
||||
|
||||
let chatAbortController = null;
|
||||
|
||||
function onChatSendClick() {
|
||||
if (chatBusy && chatAbortController) { chatAbortController.abort(); return; }
|
||||
sendChat();
|
||||
}
|
||||
|
||||
function setChatSendMode(streaming) {
|
||||
const btn = $("chat-send");
|
||||
if (!btn) return;
|
||||
btn.textContent = streaming ? "■" : "↑";
|
||||
btn.title = streaming ? "Stop generating" : "Send (Enter)";
|
||||
}
|
||||
|
||||
function updateStreamingChatBubble(content) {
|
||||
const history = $("chat-history");
|
||||
if (!history) return;
|
||||
const bubbles = history.querySelectorAll(".chat-bubble.assistant.streaming");
|
||||
const bubble = bubbles[bubbles.length - 1];
|
||||
if (!bubble) { renderChatHistory(); return; }
|
||||
bubble.textContent = content;
|
||||
const nearBottom = history.scrollHeight - history.scrollTop - history.clientHeight < 80;
|
||||
if (nearBottom) history.scrollTop = history.scrollHeight;
|
||||
}
|
||||
|
||||
function finalizeAssistantMessage(msg) {
|
||||
delete msg.streaming;
|
||||
if (!chatHistory.includes(msg)) chatHistory.push(msg);
|
||||
if (!msg.content) msg.content = "(empty response)";
|
||||
renderChatHistory();
|
||||
persistActiveChatSession();
|
||||
}
|
||||
|
||||
function removeAssistantMessage(msg) {
|
||||
const index = chatHistory.indexOf(msg);
|
||||
if (index >= 0) {
|
||||
chatHistory.splice(index, 1);
|
||||
renderChatHistory();
|
||||
}
|
||||
}
|
||||
|
||||
async function sendChat() {
|
||||
const promptEl = $("chat-prompt");
|
||||
const prompt = promptEl.value.trim();
|
||||
@@ -1245,85 +1366,102 @@ async function sendChat() {
|
||||
max_tokens: 15120,
|
||||
};
|
||||
chatBusy = true;
|
||||
$("chat-send").disabled = true;
|
||||
setChatSendMode(true);
|
||||
promptEl.value = "";
|
||||
promptEl.style.height = "auto";
|
||||
chatHistory.push({ role: "user", content: prompt, model: selectedChatModel });
|
||||
const assistantMessage = { role: "assistant", content: "", model: selectedChatModel };
|
||||
const assistantMessage = { role: "assistant", content: "", model: selectedChatModel, streaming: true };
|
||||
chatHistory.push(assistantMessage);
|
||||
renderChatHistory();
|
||||
persistActiveChatSession();
|
||||
renderChatStatus("streaming response…");
|
||||
|
||||
renderChatStatus("sending request…");
|
||||
let tokens = 0;
|
||||
let usage = null;
|
||||
const started = Date.now();
|
||||
chatAbortController = new AbortController();
|
||||
try {
|
||||
const headers = { "Content-Type": "application/json" };
|
||||
if (bearerToken) headers["Authorization"] = "Bearer " + bearerToken;
|
||||
const response = await fetch("/v1/chat/completions", {
|
||||
const resp = await fetch("/v1/chat/completions", {
|
||||
method: "POST",
|
||||
headers,
|
||||
credentials: "same-origin",
|
||||
body: JSON.stringify(body),
|
||||
signal: chatAbortController.signal,
|
||||
});
|
||||
if (!response.ok) {
|
||||
const data = await response.json().catch(() => ({}));
|
||||
const error = data && data.error
|
||||
? (typeof data.error === "string" ? data.error : data.error.message || "request failed")
|
||||
: "request failed";
|
||||
assistantMessage.role = "error";
|
||||
assistantMessage.content = error;
|
||||
if (!resp.ok) {
|
||||
let error = "request failed";
|
||||
try {
|
||||
const data = await resp.json();
|
||||
error = typeof data.error === "string" ? data.error : (data.error && data.error.message) || error;
|
||||
} catch { /* keep default */ }
|
||||
throw new Error(error);
|
||||
}
|
||||
const contentType = resp.headers.get("Content-Type") || "";
|
||||
if (!resp.body || !contentType.includes("text/event-stream")) {
|
||||
const data = await resp.json();
|
||||
assistantMessage.content = (data.choices && data.choices[0] && data.choices[0].message && data.choices[0].message.content) || "";
|
||||
usage = data.usage || null;
|
||||
tokens = (usage && usage.completion_tokens) || 0;
|
||||
} else {
|
||||
const reader = resp.body.getReader();
|
||||
const decoder = new TextDecoder();
|
||||
let buffered = "";
|
||||
for (;;) {
|
||||
const { done, value } = await reader.read();
|
||||
if (done) break;
|
||||
buffered += decoder.decode(value, { stream: true });
|
||||
let newline;
|
||||
while ((newline = buffered.indexOf("\n")) >= 0) {
|
||||
const line = buffered.slice(0, newline).replace(/\r$/, "");
|
||||
buffered = buffered.slice(newline + 1);
|
||||
if (!line.startsWith("data:")) continue;
|
||||
const payload = line.slice(5).trim();
|
||||
if (!payload || payload === "[DONE]") continue;
|
||||
let chunk;
|
||||
try { chunk = JSON.parse(payload); } catch { continue; }
|
||||
if (chunk.error) {
|
||||
throw new Error(typeof chunk.error === "string" ? chunk.error : chunk.error.message || "stream error");
|
||||
}
|
||||
if (chunk.usage) usage = chunk.usage;
|
||||
const delta = chunk.choices && chunk.choices[0] && chunk.choices[0].delta;
|
||||
const piece = delta && delta.content;
|
||||
if (piece) {
|
||||
assistantMessage.content += piece;
|
||||
tokens += 1;
|
||||
updateStreamingChatBubble(assistantMessage.content);
|
||||
const secs = Math.max((Date.now() - started) / 1000, 0.001);
|
||||
renderChatStatus(`generating… ${tokens} tokens · ${(tokens / secs).toFixed(1)} tok/s`);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
finalizeAssistantMessage(assistantMessage);
|
||||
renderChatStatus(usage
|
||||
? `done: ${usage.total_tokens ?? "?"} tokens`
|
||||
: `done: ${tokens} tokens`);
|
||||
} catch (err) {
|
||||
if (err && err.name === "AbortError") {
|
||||
if (assistantMessage.content) {
|
||||
finalizeAssistantMessage(assistantMessage);
|
||||
renderChatStatus(`stopped after ${tokens} tokens`);
|
||||
} else {
|
||||
removeAssistantMessage(assistantMessage);
|
||||
persistActiveChatSession();
|
||||
renderChatStatus("stopped");
|
||||
}
|
||||
} else {
|
||||
removeAssistantMessage(assistantMessage);
|
||||
const error = (err && err.message) || "request failed";
|
||||
chatHistory.push({ role: "error", content: error, model: selectedChatModel });
|
||||
renderChatHistory();
|
||||
persistActiveChatSession();
|
||||
renderChatStatus(error);
|
||||
return;
|
||||
}
|
||||
if (!response.body) throw new Error("stream response body is missing");
|
||||
|
||||
const reader = response.body.getReader();
|
||||
const decoder = new TextDecoder();
|
||||
let buffer = "";
|
||||
let receivedAny = false;
|
||||
while (true) {
|
||||
const { value, done } = await reader.read();
|
||||
if (done) break;
|
||||
buffer += decoder.decode(value, { stream: true });
|
||||
const events = buffer.split("\n\n");
|
||||
buffer = events.pop() || "";
|
||||
for (const eventText of events) {
|
||||
for (const line of eventText.split("\n")) {
|
||||
if (!line.startsWith("data: ")) continue;
|
||||
const data = line.slice(6).trim();
|
||||
if (data === "[DONE]") {
|
||||
buffer = "";
|
||||
break;
|
||||
}
|
||||
try {
|
||||
const chunk = JSON.parse(data);
|
||||
const delta = chunk.choices && chunk.choices[0] && chunk.choices[0].delta;
|
||||
if (delta && delta.content) {
|
||||
assistantMessage.content += delta.content;
|
||||
receivedAny = true;
|
||||
renderChatHistory();
|
||||
persistActiveChatSession();
|
||||
}
|
||||
} catch {
|
||||
// Ignore malformed SSE keepalive/event lines.
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
if (!receivedAny) assistantMessage.content = "(empty response)";
|
||||
renderChatHistory();
|
||||
persistActiveChatSession();
|
||||
renderChatStatus("done");
|
||||
} catch (err) {
|
||||
assistantMessage.role = "error";
|
||||
assistantMessage.content = err && err.message ? err.message : "request failed";
|
||||
renderChatHistory();
|
||||
persistActiveChatSession();
|
||||
renderChatStatus(assistantMessage.content);
|
||||
} finally {
|
||||
chatBusy = false;
|
||||
$("chat-send").disabled = false;
|
||||
chatAbortController = null;
|
||||
setChatSendMode(false);
|
||||
promptEl.focus();
|
||||
}
|
||||
}
|
||||
@@ -1379,12 +1517,13 @@ $("call-wall").addEventListener("click", (event) => {
|
||||
|
||||
async function refresh() {
|
||||
$("self-url").textContent = location.host;
|
||||
const [raft, map, stats, models, consoleData, adminData] = await Promise.all([
|
||||
const [raft, map, stats, models, consoleData, routing, adminData] = await Promise.all([
|
||||
fetchJson("/v1/raft/status"),
|
||||
fetchJson("/v1/network/map"),
|
||||
fetchJson("/v1/stats"),
|
||||
fetchJson("/v1/models"),
|
||||
fetchJson("/v1/console"),
|
||||
fetchJson("/v1/routing"),
|
||||
isAdmin ? Promise.all([
|
||||
fetchJson("/v1/billing/summary"),
|
||||
fetchJson("/v1/billing/settlements"),
|
||||
@@ -1405,7 +1544,8 @@ async function refresh() {
|
||||
renderSettlements(settlements);
|
||||
renderFraud(wallets, summary);
|
||||
renderStats(stats);
|
||||
renderCallWall(consoleData, stats);
|
||||
renderRouting(routing);
|
||||
renderCallWall(consoleData, stats, map);
|
||||
renderConsole(consoleData);
|
||||
renderNodeThroughput(stats);
|
||||
renderChatModels();
|
||||
|
||||
257
packages/tracker/meshnet_tracker/routing_stats.py
Normal file
257
packages/tracker/meshnet_tracker/routing_stats.py
Normal file
@@ -0,0 +1,257 @@
|
||||
"""Learned route statistics for dynamic bandit-style route selection (ADR-0021).
|
||||
|
||||
The tracker treats each viable route (ordered chain of node shards covering a
|
||||
model) as a bandit arm. Observed end-to-end tokens/sec per route is kept as a
|
||||
time-decayed EWMA. Selection splits traffic between:
|
||||
|
||||
- **exploit**: weighted-random among *proven* routes, weight ∝ tps ** alpha
|
||||
(alpha=1.0 → a 1.5x-faster route gets 1.5x the traffic);
|
||||
- **scout**: with probability `explore_share`, the least-measured unproven or
|
||||
stale route is chosen so the tracker keeps learning as the network morphs.
|
||||
|
||||
Staleness has two mechanisms:
|
||||
- continuous: sample mass decays with `stats_half_life_seconds`, so old
|
||||
observations fade;
|
||||
- abrupt: every node join/leave bumps the model's *topology epoch*; stats from
|
||||
an older epoch keep their EWMA as a prior but drop back into the scout pool
|
||||
until re-measured.
|
||||
|
||||
Route signatures embed node ids and shard ranges, so a node re-registering
|
||||
with a different shard produces a new arm automatically.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import random
|
||||
import threading
|
||||
import time
|
||||
from dataclasses import dataclass, field
|
||||
from typing import Any, Iterable
|
||||
|
||||
|
||||
@dataclass(frozen=True)
|
||||
class RoutingConfig:
|
||||
explore_share: float = 0.3
|
||||
weight_alpha: float = 1.0
|
||||
stats_half_life_seconds: float = 600.0
|
||||
min_sample_tokens: int = 8
|
||||
# One fresh sample has mass 1.0 and decays from there; 0.5 keeps a single
|
||||
# observation "proven" for one half-life before demoting it to the scout pool.
|
||||
min_proven_weight: float = 0.5
|
||||
max_candidate_routes: int = 8
|
||||
prune_after_seconds: float = 86400.0
|
||||
|
||||
|
||||
@dataclass
|
||||
class RouteStat:
|
||||
ewma_tps: float = 0.0
|
||||
weight: float = 0.0 # decayed effective sample mass
|
||||
last_sample_ts: float = 0.0
|
||||
epoch: int = 0
|
||||
samples: int = 0 # lifetime raw sample count (display only)
|
||||
|
||||
def decayed_weight(self, now: float, half_life: float) -> float:
|
||||
if self.weight <= 0.0:
|
||||
return 0.0
|
||||
age = max(0.0, now - self.last_sample_ts)
|
||||
return self.weight * 0.5 ** (age / half_life)
|
||||
|
||||
|
||||
@dataclass
|
||||
class RouteCandidate:
|
||||
nodes: list[Any]
|
||||
signature: str
|
||||
prior_tps: float = 0.0
|
||||
|
||||
|
||||
def route_signature(model_key: str, nodes: Iterable[Any]) -> str:
|
||||
hops = "->".join(
|
||||
f"{getattr(n, 'node_id', '?')}[{getattr(n, 'shard_start', '?')}-{getattr(n, 'shard_end', '?')}]"
|
||||
for n in nodes
|
||||
)
|
||||
return f"{model_key}|{hops}"
|
||||
|
||||
|
||||
class RouteStatsStore:
|
||||
"""Thread-safe per-route decayed throughput statistics."""
|
||||
|
||||
def __init__(self, config: RoutingConfig | None = None) -> None:
|
||||
self.config = config or RoutingConfig()
|
||||
self._lock = threading.Lock()
|
||||
self._stats: dict[str, RouteStat] = {}
|
||||
self._epochs: dict[str, int] = {}
|
||||
|
||||
def epoch(self, model_key: str) -> int:
|
||||
with self._lock:
|
||||
return self._epochs.get(model_key, 0)
|
||||
|
||||
def bump_epoch(self, model_keys: Iterable[str | None]) -> None:
|
||||
"""Mark the topology changed for the given model keys (node join/leave)."""
|
||||
with self._lock:
|
||||
for key in model_keys:
|
||||
if key:
|
||||
self._epochs[key] = self._epochs.get(key, 0) + 1
|
||||
|
||||
def record_sample(
|
||||
self,
|
||||
model_key: str,
|
||||
signature: str,
|
||||
tokens: int,
|
||||
elapsed_seconds: float,
|
||||
now: float | None = None,
|
||||
) -> bool:
|
||||
"""Fold one completed request into the route's EWMA.
|
||||
|
||||
Returns False (and records nothing) for samples below
|
||||
`min_sample_tokens` — near-empty completions come from broken routes
|
||||
and would poison the arm with meaningless throughput values.
|
||||
"""
|
||||
cfg = self.config
|
||||
if tokens < cfg.min_sample_tokens or elapsed_seconds <= 0.0:
|
||||
return False
|
||||
tps = tokens / elapsed_seconds
|
||||
ts = time.time() if now is None else now
|
||||
with self._lock:
|
||||
stat = self._stats.get(signature)
|
||||
if stat is None:
|
||||
stat = RouteStat()
|
||||
self._stats[signature] = stat
|
||||
carried = stat.decayed_weight(ts, cfg.stats_half_life_seconds)
|
||||
total = carried + 1.0
|
||||
stat.ewma_tps = (stat.ewma_tps * carried + tps) / total
|
||||
stat.weight = total
|
||||
stat.last_sample_ts = ts
|
||||
stat.epoch = self._epochs.get(model_key, 0)
|
||||
stat.samples += 1
|
||||
return True
|
||||
|
||||
def snapshot(self, signature: str, model_key: str, now: float | None = None) -> dict:
|
||||
"""Point-in-time view of one route's learned state."""
|
||||
ts = time.time() if now is None else now
|
||||
cfg = self.config
|
||||
with self._lock:
|
||||
stat = self._stats.get(signature)
|
||||
current_epoch = self._epochs.get(model_key, 0)
|
||||
if stat is None:
|
||||
return {"tps": None, "weight": 0.0, "samples": 0, "status": "unsampled"}
|
||||
weight = stat.decayed_weight(ts, cfg.stats_half_life_seconds)
|
||||
if stat.epoch != current_epoch:
|
||||
status = "stale"
|
||||
elif weight < cfg.min_proven_weight:
|
||||
status = "decayed" if stat.samples else "unsampled"
|
||||
else:
|
||||
status = "proven"
|
||||
return {
|
||||
"tps": round(stat.ewma_tps, 4) if stat.samples else None,
|
||||
"weight": round(weight, 4),
|
||||
"samples": stat.samples,
|
||||
"status": status,
|
||||
}
|
||||
|
||||
def prune(self, now: float | None = None) -> int:
|
||||
"""Drop routes with no samples for `prune_after_seconds`."""
|
||||
ts = time.time() if now is None else now
|
||||
cutoff = ts - self.config.prune_after_seconds
|
||||
with self._lock:
|
||||
dead = [sig for sig, stat in self._stats.items() if stat.last_sample_ts < cutoff]
|
||||
for sig in dead:
|
||||
del self._stats[sig]
|
||||
return len(dead)
|
||||
|
||||
|
||||
def choose_route(
|
||||
candidates: list[RouteCandidate],
|
||||
store: RouteStatsStore,
|
||||
model_key: str,
|
||||
rng: random.Random | None = None,
|
||||
now: float | None = None,
|
||||
) -> tuple[RouteCandidate | None, dict]:
|
||||
"""Pick a route: ε-scout among unproven arms, else weighted ∝ tps**alpha.
|
||||
|
||||
Returns (candidate, decision) where decision explains the pick for logs
|
||||
and diagnostics: {"mode": "scout"|"exploit"|"prior", ...}.
|
||||
"""
|
||||
if not candidates:
|
||||
return None, {"mode": "none"}
|
||||
rng = rng or random
|
||||
cfg = store.config
|
||||
proven: list[tuple[RouteCandidate, float]] = []
|
||||
scouts: list[tuple[RouteCandidate, float]] = []
|
||||
for cand in candidates:
|
||||
snap = store.snapshot(cand.signature, model_key, now=now)
|
||||
if snap["status"] == "proven":
|
||||
proven.append((cand, max(float(snap["tps"] or 0.0), 1e-6)))
|
||||
else:
|
||||
scouts.append((cand, float(snap["weight"])))
|
||||
if scouts and (not proven or rng.random() < cfg.explore_share):
|
||||
# Least-measured first so new/stale arms accumulate samples fastest;
|
||||
# tiebreak on prior estimate so plausible routes get scouted first.
|
||||
scouts.sort(key=lambda item: (item[1], -item[0].prior_tps))
|
||||
pick = scouts[0][0]
|
||||
return pick, {"mode": "scout", "signature": pick.signature}
|
||||
if proven:
|
||||
weights = [tps ** cfg.weight_alpha for _, tps in proven]
|
||||
pick = rng.choices([cand for cand, _ in proven], weights=weights, k=1)[0]
|
||||
return pick, {
|
||||
"mode": "exploit",
|
||||
"signature": pick.signature,
|
||||
"candidates": len(proven),
|
||||
}
|
||||
# No stats anywhere yet — fall back to the prior (benchmark-derived) estimate.
|
||||
weights = [max(cand.prior_tps, 1e-6) ** cfg.weight_alpha for cand in candidates]
|
||||
pick = rng.choices(candidates, weights=weights, k=1)[0]
|
||||
return pick, {"mode": "prior", "signature": pick.signature}
|
||||
|
||||
|
||||
def route_table(
|
||||
candidates: list[RouteCandidate],
|
||||
store: RouteStatsStore,
|
||||
model_key: str,
|
||||
now: float | None = None,
|
||||
) -> list[dict]:
|
||||
"""Diagnostics rows: learned tps, coefficient vs best, expected traffic share."""
|
||||
cfg = store.config
|
||||
rows = []
|
||||
for cand in candidates:
|
||||
snap = store.snapshot(cand.signature, model_key, now=now)
|
||||
rows.append({"candidate": cand, **snap})
|
||||
proven = [r for r in rows if r["status"] == "proven"]
|
||||
scouts = [r for r in rows if r["status"] != "proven"]
|
||||
best_tps = max((float(r["tps"]) for r in proven), default=0.0)
|
||||
exploit_budget = 1.0 - (cfg.explore_share if scouts and proven else 0.0)
|
||||
if not proven:
|
||||
exploit_budget = 0.0
|
||||
weight_sum = sum(float(r["tps"]) ** cfg.weight_alpha for r in proven) or 1.0
|
||||
out = []
|
||||
for r in rows:
|
||||
cand: RouteCandidate = r["candidate"]
|
||||
if r["status"] == "proven":
|
||||
share = exploit_budget * (float(r["tps"]) ** cfg.weight_alpha) / weight_sum
|
||||
coefficient = round(float(r["tps"]) / best_tps, 3) if best_tps else None
|
||||
else:
|
||||
share = (
|
||||
(cfg.explore_share if proven else 1.0) / len(scouts)
|
||||
if scouts
|
||||
else 0.0
|
||||
)
|
||||
coefficient = None
|
||||
out.append({
|
||||
"signature": cand.signature,
|
||||
"hops": [
|
||||
{
|
||||
"node_id": getattr(n, "node_id", "?"),
|
||||
"shard": f"{getattr(n, 'shard_start', '?')}-{getattr(n, 'shard_end', '?')}",
|
||||
"endpoint": getattr(n, "endpoint", "?"),
|
||||
}
|
||||
for n in cand.nodes
|
||||
],
|
||||
"tps": r["tps"],
|
||||
"coefficient": coefficient,
|
||||
"expected_share": round(share, 4),
|
||||
"samples": r["samples"],
|
||||
"weight": r["weight"],
|
||||
"status": r["status"],
|
||||
"prior_tps": round(cand.prior_tps, 4),
|
||||
})
|
||||
out.sort(key=lambda r: (-(r["tps"] or 0.0), -r["prior_tps"]))
|
||||
return out
|
||||
@@ -19,6 +19,8 @@ HTTP API contract:
|
||||
- GET /v1/routes?model=<preset>&redundancy=<n>
|
||||
Response 200: {"routes": [{"route": [...], "nodes": [...]}]}
|
||||
Response 400/404/503: {"error": str}
|
||||
- GET /v1/routing?model=<name> (ADR-0021 learned route table)
|
||||
Response 200: {"config": {...}, "models": {model: {"epoch": int, "routes": [...]}}}
|
||||
"""
|
||||
|
||||
import http.cookies
|
||||
@@ -27,6 +29,7 @@ import hashlib
|
||||
import itertools
|
||||
import json
|
||||
import os
|
||||
import random
|
||||
import select
|
||||
import socketserver
|
||||
import sqlite3
|
||||
@@ -50,6 +53,14 @@ from .calibration import DEFAULT_CALIBRATION_DB_PATH, ToplocCalibrationStore
|
||||
from .hf_pricing import DEFAULT_HF_PRICING_LOG_DB_PATH, HfPricingLog, refresh_preset_price
|
||||
from .gossip import NodeGossip
|
||||
from .logging_setup import tracker_logger
|
||||
from .routing_stats import (
|
||||
RouteCandidate,
|
||||
RouteStatsStore,
|
||||
RoutingConfig,
|
||||
choose_route,
|
||||
route_signature,
|
||||
route_table,
|
||||
)
|
||||
from .model_files import files_for_layer_range, snapshot_dir_for_repo
|
||||
from .raft import RaftNode
|
||||
|
||||
@@ -742,6 +753,64 @@ def _select_route(
|
||||
return route, ""
|
||||
|
||||
|
||||
def _enumerate_routes(
|
||||
nodes: list["_NodeEntry"],
|
||||
required_start: int,
|
||||
required_end: int,
|
||||
model: str | None = None,
|
||||
contracts: Any | None = None,
|
||||
max_candidates: int = 8,
|
||||
) -> list["RouteCandidate"]:
|
||||
"""Enumerate viable route candidates for bandit selection (ADR-0021).
|
||||
|
||||
One candidate per distinct head (a node that can embed the prompt, i.e.
|
||||
covers `required_start` from layer 0 of the range), each greedily completed
|
||||
with the longest-advancing hops. The route's prior throughput estimate is
|
||||
its bottleneck hop's queue-adjusted effective throughput — used only until
|
||||
observed route samples exist.
|
||||
"""
|
||||
sharded = [
|
||||
n for n in nodes
|
||||
if n.shard_start is not None and n.shard_end is not None
|
||||
]
|
||||
# Heads must start the pipeline at the first required layer (they tokenize
|
||||
# and embed the prompt — same condition as tracker_mode registration).
|
||||
heads = [n for n in sharded if n.shard_start == required_start]
|
||||
candidates: dict[str, RouteCandidate] = {}
|
||||
for head in heads:
|
||||
route = [head]
|
||||
covered_up_to = head.shard_end
|
||||
pool = [n for n in sharded if n is not head]
|
||||
while covered_up_to < required_end:
|
||||
best = None
|
||||
for n in pool:
|
||||
if n.shard_start <= covered_up_to + 1 and n.shard_end > covered_up_to:
|
||||
if best is None or n.shard_end > best.shard_end or (
|
||||
n.shard_end == best.shard_end
|
||||
and _effective_throughput(n, model) * _reputation_multiplier(n, contracts)
|
||||
> _effective_throughput(best, model) * _reputation_multiplier(best, contracts)
|
||||
):
|
||||
best = n
|
||||
if best is None:
|
||||
route = []
|
||||
break
|
||||
route.append(best)
|
||||
covered_up_to = best.shard_end
|
||||
pool = [n for n in pool if n is not best]
|
||||
if not route:
|
||||
continue
|
||||
signature = route_signature(model or "?", route)
|
||||
if signature in candidates:
|
||||
continue
|
||||
prior = min(
|
||||
_effective_throughput(n, model) * _reputation_multiplier(n, contracts)
|
||||
for n in route
|
||||
)
|
||||
candidates[signature] = RouteCandidate(nodes=route, signature=signature, prior_tps=prior)
|
||||
ranked = sorted(candidates.values(), key=lambda c: -c.prior_tps)
|
||||
return ranked[:max_candidates]
|
||||
|
||||
|
||||
def _node_route_summary(nodes: list["_NodeEntry"]) -> list[dict]:
|
||||
return [
|
||||
{
|
||||
@@ -1422,7 +1491,9 @@ def _relay_http_request_frames(
|
||||
*,
|
||||
cancel_event: threading.Event | None = None,
|
||||
ws_holder: list[Any] | None = None,
|
||||
ws_lock: threading.Lock | None = None,
|
||||
# Quoted: threading.Lock is a factory function (not a class) before
|
||||
# Python 3.13, so an unquoted `| None` union crashes at import time.
|
||||
ws_lock: "threading.Lock | None" = None,
|
||||
):
|
||||
"""Send an HTTP-shaped request through a relay RPC WebSocket, yielding
|
||||
response frames until a terminal one (US-036).
|
||||
@@ -1724,6 +1795,14 @@ def _drop_directive(node: _NodeEntry, model: str, start: int, end: int, quantiza
|
||||
}
|
||||
|
||||
|
||||
def _route_stats_keys(server: "_TrackerHTTPServer", entry: "_NodeEntry") -> list[str]:
|
||||
"""All stats keys a node's routes may be recorded under (model, repo, resolved preset)."""
|
||||
keys = {entry.model, entry.hf_repo}
|
||||
resolved, _ = _resolve_model_preset(server.model_presets, entry.hf_repo or entry.model)
|
||||
keys.add(resolved)
|
||||
return [key for key in keys if key]
|
||||
|
||||
|
||||
def _purge_expired_nodes_locked(server: "_TrackerHTTPServer") -> list[str]:
|
||||
now = time.monotonic()
|
||||
expired_ids = [
|
||||
@@ -1736,6 +1815,11 @@ def _purge_expired_nodes_locked(server: "_TrackerHTTPServer") -> list[str]:
|
||||
expired_entries.append((node_id, entry))
|
||||
if expired_ids:
|
||||
_rebalance_all_locked(server)
|
||||
server.route_stats.bump_epoch(
|
||||
key
|
||||
for _, entry in expired_entries
|
||||
for key in _route_stats_keys(server, entry)
|
||||
)
|
||||
for node_id, entry in expired_entries:
|
||||
_tracker_log(
|
||||
server,
|
||||
@@ -2337,6 +2421,7 @@ class _TrackerHTTPServer(socketserver.ThreadingMixIn, http.server.HTTPServer):
|
||||
toploc_backend: Any | None = None,
|
||||
hf_pricing_log: "HfPricingLog | None" = None,
|
||||
models_dir: Path | None = None,
|
||||
route_stats: "RouteStatsStore | None" = None,
|
||||
) -> None:
|
||||
super().__init__(addr, handler)
|
||||
self.registry = registry
|
||||
@@ -2372,6 +2457,8 @@ class _TrackerHTTPServer(socketserver.ThreadingMixIn, http.server.HTTPServer):
|
||||
self.console_lock = threading.Lock()
|
||||
self.active_proxies: dict[str, _ActiveProxyContext] = {}
|
||||
self.active_proxies_lock = threading.Lock()
|
||||
self.route_stats: RouteStatsStore = route_stats or RouteStatsStore()
|
||||
self.route_rng = random.Random()
|
||||
|
||||
|
||||
class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
@@ -2549,6 +2636,8 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
self._handle_route(parsed)
|
||||
elif parsed.path == "/v1/routes":
|
||||
self._handle_routes(parsed)
|
||||
elif parsed.path == "/v1/routing":
|
||||
self._handle_routing(parsed)
|
||||
elif parsed.path == "/v1/nodes/assign":
|
||||
self._handle_assign(parsed)
|
||||
elif parsed.path == "/v1/network/assign":
|
||||
@@ -3014,8 +3103,26 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
rs, re = 0, (max((n.num_layers for n in all_nodes), default=1) - 1)
|
||||
if pinned_nodes is not None:
|
||||
route_nodes = pinned_nodes
|
||||
routing_decision = {"mode": "pinned"}
|
||||
else:
|
||||
# ADR-0021: enumerate viable routes and pick one bandit-style —
|
||||
# ε-scout among unproven routes, otherwise weighted ∝ observed tps^α.
|
||||
route_candidates = _enumerate_routes(
|
||||
all_nodes, rs, re,
|
||||
model=route_model,
|
||||
contracts=server.contracts,
|
||||
max_candidates=server.route_stats.config.max_candidate_routes,
|
||||
)
|
||||
picked, routing_decision = choose_route(
|
||||
route_candidates, server.route_stats, route_model, rng=server.route_rng,
|
||||
)
|
||||
if picked is not None:
|
||||
route_nodes = picked.nodes
|
||||
else:
|
||||
# No head-anchored candidate — legacy greedy cover as fallback
|
||||
# (also produces the layer-gap error message).
|
||||
route_nodes, route_error = _select_route(all_nodes, rs, re, model=route_model, contracts=server.contracts)
|
||||
routing_decision = {"mode": "greedy-fallback"}
|
||||
if route_error:
|
||||
_tracker_log(
|
||||
server,
|
||||
@@ -3033,6 +3140,13 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
"code": "route_not_available",
|
||||
}})
|
||||
return
|
||||
# The proxy target must be the route's own head: an independently
|
||||
# chosen fastest node may not be part of the planned route, which
|
||||
# previously injected downstream hops with wrong start layers
|
||||
# (ADR-0020 mixed-topology flaw).
|
||||
if route_nodes:
|
||||
node = route_nodes[0]
|
||||
target_url = f"{node.endpoint}/v1/chat/completions"
|
||||
# Compute start_layer for each hop: each node begins where the previous ended + 1.
|
||||
# This allows overlapping shard registrations without double-computation.
|
||||
covered_up_to = rs - 1
|
||||
@@ -3076,6 +3190,7 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
head_endpoint=node.endpoint,
|
||||
downstream=downstream_urls,
|
||||
route=route_debug or "<empty>",
|
||||
routing=routing_decision,
|
||||
nodes=_node_route_summary(route_nodes),
|
||||
)
|
||||
|
||||
@@ -3194,6 +3309,14 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
|
||||
try:
|
||||
started = time.monotonic()
|
||||
_tracker_log(
|
||||
server,
|
||||
"info",
|
||||
"proxy connecting",
|
||||
request_id=request_id,
|
||||
target_url=target_url,
|
||||
stream=is_stream or None,
|
||||
)
|
||||
upstream_result: list[Any] = []
|
||||
connect_errors: list[BaseException] = []
|
||||
|
||||
@@ -3460,6 +3583,15 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
can refine this later without changing the external stats shape.
|
||||
"""
|
||||
server: _TrackerHTTPServer = self.server # type: ignore[assignment]
|
||||
if route_model and route_nodes:
|
||||
# Route-level bandit sample (ADR-0021); the store itself rejects
|
||||
# near-empty completions that would poison the arm.
|
||||
server.route_stats.record_sample(
|
||||
route_model,
|
||||
route_signature(route_model, route_nodes),
|
||||
total_tokens,
|
||||
elapsed_seconds,
|
||||
)
|
||||
if server.stats is None or total_tokens <= 0:
|
||||
return
|
||||
elapsed_seconds = max(elapsed_seconds, 1e-6)
|
||||
@@ -3883,7 +4015,14 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
for eid in stale_ids:
|
||||
old = server.registry.pop(eid)
|
||||
stale_entries.append((eid, old))
|
||||
is_topology_change = node_id not in stale_ids or any(
|
||||
(old.shard_start, old.shard_end) != (entry.shard_start, entry.shard_end)
|
||||
for eid, old in stale_entries
|
||||
if eid == node_id
|
||||
)
|
||||
server.registry[node_id] = entry
|
||||
if is_topology_change:
|
||||
server.route_stats.bump_epoch(_route_stats_keys(server, entry))
|
||||
if entry.managed_assignment and not explicit_shard:
|
||||
if entry.hf_repo:
|
||||
_rebalance_hf_model_locked(server, entry.hf_repo)
|
||||
@@ -5346,6 +5485,61 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
|
||||
],
|
||||
})
|
||||
|
||||
def _handle_routing(self, parsed: urllib.parse.ParseResult):
|
||||
"""Learned route table (ADR-0021): per-model candidates with observed
|
||||
tps, coefficient vs the best proven route, and expected traffic share."""
|
||||
server: _TrackerHTTPServer = self.server # type: ignore[assignment]
|
||||
params = urllib.parse.parse_qs(parsed.query)
|
||||
only_model = (params.get("model") or [None])[0]
|
||||
with server.lock:
|
||||
self._purge_expired_nodes()
|
||||
alive = list(server.registry.values())
|
||||
model_keys: dict[str, list] = {}
|
||||
for node in alive:
|
||||
if node.shard_start is None or node.shard_end is None:
|
||||
continue
|
||||
key = node.hf_repo or node.model
|
||||
if not key:
|
||||
continue
|
||||
model_keys.setdefault(key, []).append(node)
|
||||
cfg = server.route_stats.config
|
||||
out: dict[str, dict] = {}
|
||||
for key, nodes in model_keys.items():
|
||||
if only_model and key != only_model and not any(
|
||||
key == alias for alias in _model_aliases(only_model)
|
||||
):
|
||||
continue
|
||||
resolved_name, preset = _resolve_model_preset(server.model_presets, key)
|
||||
# Stats are recorded under the proxy's resolved route_model —
|
||||
# use the same key here or lookups always miss.
|
||||
stats_key = resolved_name or key
|
||||
if preset is not None:
|
||||
rs, re = _preset_layer_bounds(preset)
|
||||
else:
|
||||
layer_counts = [n.num_layers for n in nodes if n.num_layers is not None]
|
||||
if not layer_counts:
|
||||
continue
|
||||
rs, re = 0, max(layer_counts) - 1
|
||||
candidates = _enumerate_routes(
|
||||
nodes, rs, re,
|
||||
model=stats_key,
|
||||
contracts=server.contracts,
|
||||
max_candidates=cfg.max_candidate_routes,
|
||||
)
|
||||
out[stats_key] = {
|
||||
"epoch": server.route_stats.epoch(stats_key),
|
||||
"routes": route_table(candidates, server.route_stats, stats_key),
|
||||
}
|
||||
self._send_json(200, {
|
||||
"config": {
|
||||
"explore_share": cfg.explore_share,
|
||||
"weight_alpha": cfg.weight_alpha,
|
||||
"stats_half_life_seconds": cfg.stats_half_life_seconds,
|
||||
"min_sample_tokens": cfg.min_sample_tokens,
|
||||
},
|
||||
"models": out,
|
||||
})
|
||||
|
||||
def _handle_routes(self, parsed: urllib.parse.ParseResult):
|
||||
server: _TrackerHTTPServer = self.server # type: ignore[assignment]
|
||||
params = urllib.parse.parse_qs(parsed.query)
|
||||
@@ -5464,6 +5658,7 @@ class TrackerServer:
|
||||
hf_pricing_refresh_interval: float = 86400.0,
|
||||
hf_pricing_fetch_html: Any | None = None,
|
||||
models_dir: str | Path | None = None,
|
||||
routing_config: RoutingConfig | None = None,
|
||||
) -> None:
|
||||
self._host = host
|
||||
self._requested_port = port
|
||||
@@ -5566,6 +5761,18 @@ class TrackerServer:
|
||||
self._models_dir = Path(raw_models_dir).expanduser() if raw_models_dir else None
|
||||
self._hf_pricing_stop = threading.Event()
|
||||
self._hf_pricing_thread: threading.Thread | None = None
|
||||
if routing_config is None:
|
||||
routing_config = RoutingConfig(
|
||||
explore_share=float(os.environ.get("MESHNET_ROUTE_EXPLORE_SHARE", RoutingConfig.explore_share)),
|
||||
weight_alpha=float(os.environ.get("MESHNET_ROUTE_WEIGHT_ALPHA", RoutingConfig.weight_alpha)),
|
||||
stats_half_life_seconds=float(
|
||||
os.environ.get("MESHNET_ROUTE_STATS_HALF_LIFE", RoutingConfig.stats_half_life_seconds)
|
||||
),
|
||||
min_sample_tokens=int(
|
||||
os.environ.get("MESHNET_ROUTE_MIN_SAMPLE_TOKENS", RoutingConfig.min_sample_tokens)
|
||||
),
|
||||
)
|
||||
self._route_stats = RouteStatsStore(routing_config)
|
||||
self.port: int | None = None
|
||||
|
||||
def start(self) -> int:
|
||||
@@ -5603,6 +5810,7 @@ class TrackerServer:
|
||||
toploc_backend=self._toploc_backend,
|
||||
hf_pricing_log=self._hf_pricing_log,
|
||||
models_dir=self._models_dir,
|
||||
route_stats=self._route_stats,
|
||||
)
|
||||
self.port = self._server.server_address[1]
|
||||
|
||||
|
||||
@@ -45,7 +45,7 @@ def test_dashboard_chat_uses_streaming_fetch():
|
||||
|
||||
assert "stream: true" in html
|
||||
assert ".body.getReader()" in html
|
||||
assert 'data === "[DONE]"' in html
|
||||
assert '=== "[DONE]"' in html
|
||||
|
||||
|
||||
def test_dashboard_served_by_follower():
|
||||
|
||||
290
tests/test_dynamic_routing.py
Normal file
290
tests/test_dynamic_routing.py
Normal file
@@ -0,0 +1,290 @@
|
||||
"""ADR-0021: dynamic bandit-style route selection with learned statistics."""
|
||||
|
||||
import http.server
|
||||
import json
|
||||
import random
|
||||
import threading
|
||||
import types
|
||||
import urllib.request
|
||||
|
||||
from meshnet_tracker.routing_stats import (
|
||||
RouteCandidate,
|
||||
RouteStatsStore,
|
||||
RoutingConfig,
|
||||
choose_route,
|
||||
route_signature,
|
||||
route_table,
|
||||
)
|
||||
from meshnet_tracker.server import TrackerServer, _enumerate_routes
|
||||
|
||||
|
||||
def _post_json(url: str, payload: dict) -> dict:
|
||||
req = urllib.request.Request(
|
||||
url,
|
||||
data=json.dumps(payload).encode(),
|
||||
headers={"Content-Type": "application/json"},
|
||||
method="POST",
|
||||
)
|
||||
with urllib.request.urlopen(req, timeout=10.0) as resp:
|
||||
return json.loads(resp.read())
|
||||
|
||||
|
||||
def _get_json(url: str) -> dict:
|
||||
with urllib.request.urlopen(url, timeout=10.0) as resp:
|
||||
return json.loads(resp.read())
|
||||
|
||||
|
||||
def _fake_node(node_id, shard_start, shard_end, benchmark=100.0, endpoint=None):
|
||||
return types.SimpleNamespace(
|
||||
node_id=node_id,
|
||||
endpoint=endpoint or f"http://{node_id}:7000",
|
||||
model="qwen3.6-35b-a3b",
|
||||
hf_repo="unsloth/Qwen3.6-35B-A3B",
|
||||
shard_start=shard_start,
|
||||
shard_end=shard_end,
|
||||
num_layers=40,
|
||||
benchmark_tokens_per_sec=benchmark,
|
||||
model_tokens_per_sec={},
|
||||
queue_depth=0,
|
||||
proxy_inflight=0,
|
||||
wallet_address=None,
|
||||
relay_addr=None,
|
||||
)
|
||||
|
||||
|
||||
# ---- RouteStatsStore ----------------------------------------------------
|
||||
|
||||
|
||||
def test_route_stats_sample_becomes_proven_and_decays():
|
||||
store = RouteStatsStore(RoutingConfig(stats_half_life_seconds=100.0))
|
||||
sig = "m|a[0-39]"
|
||||
assert store.snapshot(sig, "m", now=0.0)["status"] == "unsampled"
|
||||
assert store.record_sample("m", sig, tokens=100, elapsed_seconds=10.0, now=0.0)
|
||||
snap = store.snapshot(sig, "m", now=1.0)
|
||||
assert snap["status"] == "proven"
|
||||
assert snap["tps"] == 10.0
|
||||
# After many half-lives the sample mass decays below the proven threshold.
|
||||
assert store.snapshot(sig, "m", now=1000.0)["status"] == "decayed"
|
||||
|
||||
|
||||
def test_route_stats_rejects_near_empty_samples():
|
||||
store = RouteStatsStore(RoutingConfig(min_sample_tokens=8))
|
||||
assert not store.record_sample("m", "sig", tokens=3, elapsed_seconds=1.0)
|
||||
assert store.snapshot("sig", "m")["samples"] == 0
|
||||
|
||||
|
||||
def test_route_stats_epoch_bump_marks_stale():
|
||||
store = RouteStatsStore()
|
||||
sig = "m|a[0-39]"
|
||||
store.record_sample("m", sig, tokens=100, elapsed_seconds=10.0, now=0.0)
|
||||
assert store.snapshot(sig, "m", now=1.0)["status"] == "proven"
|
||||
store.bump_epoch(["m"])
|
||||
snap = store.snapshot(sig, "m", now=1.0)
|
||||
assert snap["status"] == "stale"
|
||||
assert snap["tps"] == 10.0 # EWMA kept as a prior for display
|
||||
# A fresh sample under the new epoch re-proves the route.
|
||||
store.record_sample("m", sig, tokens=100, elapsed_seconds=10.0, now=2.0)
|
||||
assert store.snapshot(sig, "m", now=3.0)["status"] == "proven"
|
||||
|
||||
|
||||
def test_route_stats_ewma_averages_samples():
|
||||
store = RouteStatsStore(RoutingConfig(stats_half_life_seconds=1e9))
|
||||
sig = "m|a"
|
||||
store.record_sample("m", sig, tokens=100, elapsed_seconds=10.0, now=0.0) # 10 tps
|
||||
store.record_sample("m", sig, tokens=200, elapsed_seconds=10.0, now=1.0) # 20 tps
|
||||
snap = store.snapshot(sig, "m", now=2.0)
|
||||
assert 14.9 < snap["tps"] < 15.1
|
||||
|
||||
|
||||
# ---- choose_route --------------------------------------------------------
|
||||
|
||||
|
||||
def _candidates_two_routes():
|
||||
fast = RouteCandidate(nodes=[], signature="m|fast", prior_tps=100.0)
|
||||
slow = RouteCandidate(nodes=[], signature="m|slow", prior_tps=50.0)
|
||||
return fast, slow
|
||||
|
||||
|
||||
def test_choose_route_without_samples_is_deterministic_best_prior():
|
||||
store = RouteStatsStore()
|
||||
fast, slow = _candidates_two_routes()
|
||||
for _ in range(20):
|
||||
picked, decision = choose_route([slow, fast], store, "m", rng=random.Random(7))
|
||||
assert picked is fast
|
||||
assert decision["mode"] == "scout"
|
||||
|
||||
|
||||
def test_choose_route_traffic_proportional_to_tps():
|
||||
store = RouteStatsStore(RoutingConfig(stats_half_life_seconds=1e9))
|
||||
fast, slow = _candidates_two_routes()
|
||||
now = 0.0
|
||||
for _ in range(5):
|
||||
now += 1.0
|
||||
store.record_sample("m", fast.signature, tokens=150, elapsed_seconds=10.0, now=now)
|
||||
store.record_sample("m", slow.signature, tokens=100, elapsed_seconds=10.0, now=now)
|
||||
rng = random.Random(42)
|
||||
picks = {"m|fast": 0, "m|slow": 0}
|
||||
for _ in range(4000):
|
||||
picked, decision = choose_route([fast, slow], store, "m", rng=rng, now=now)
|
||||
assert decision["mode"] == "exploit"
|
||||
picks[picked.signature] += 1
|
||||
share = picks["m|fast"] / 4000
|
||||
# 15 tps vs 10 tps at alpha=1 → expected fast share 0.6
|
||||
assert 0.55 < share < 0.65
|
||||
|
||||
|
||||
def test_choose_route_scouts_unproven_routes_at_explore_share():
|
||||
store = RouteStatsStore(RoutingConfig(explore_share=0.25, stats_half_life_seconds=1e9))
|
||||
fast, slow = _candidates_two_routes()
|
||||
now = 1.0
|
||||
store.record_sample("m", fast.signature, tokens=150, elapsed_seconds=10.0, now=now)
|
||||
rng = random.Random(11)
|
||||
scouted = 0
|
||||
for _ in range(4000):
|
||||
picked, decision = choose_route([fast, slow], store, "m", rng=rng, now=now)
|
||||
if decision["mode"] == "scout":
|
||||
scouted += 1
|
||||
assert picked is slow
|
||||
assert 0.20 < scouted / 4000 < 0.30
|
||||
|
||||
|
||||
# ---- _enumerate_routes ---------------------------------------------------
|
||||
|
||||
|
||||
def test_enumerate_routes_mixed_topology_yields_both_routes():
|
||||
gpu = _fake_node("gpu", 0, 21, benchmark=11000.0)
|
||||
cpu = _fake_node("cpu", 0, 39, benchmark=425.0)
|
||||
candidates = _enumerate_routes([gpu, cpu], 0, 39, model="qwen3.6-35b-a3b")
|
||||
signatures = {c.signature for c in candidates}
|
||||
assert signatures == {
|
||||
route_signature("qwen3.6-35b-a3b", [gpu, cpu]),
|
||||
route_signature("qwen3.6-35b-a3b", [cpu]),
|
||||
}
|
||||
hybrid = next(c for c in candidates if len(c.nodes) == 2)
|
||||
assert [n.node_id for n in hybrid.nodes] == ["gpu", "cpu"]
|
||||
# Hybrid route's prior is its bottleneck hop, not the fast head.
|
||||
assert hybrid.prior_tps == 425.0
|
||||
|
||||
|
||||
def test_enumerate_routes_requires_head_at_first_layer():
|
||||
tail_only = _fake_node("tail", 22, 39)
|
||||
assert _enumerate_routes([tail_only], 0, 39, model="m") == []
|
||||
|
||||
|
||||
def test_route_table_reports_coefficient_and_share():
|
||||
store = RouteStatsStore(RoutingConfig(explore_share=0.3, stats_half_life_seconds=1e9))
|
||||
fast, slow = _candidates_two_routes()
|
||||
now = 1.0
|
||||
for _ in range(3):
|
||||
store.record_sample("m", fast.signature, tokens=150, elapsed_seconds=10.0, now=now)
|
||||
store.record_sample("m", slow.signature, tokens=100, elapsed_seconds=10.0, now=now)
|
||||
now += 1.0
|
||||
rows = route_table([fast, slow], store, "m", now=now)
|
||||
by_sig = {r["signature"]: r for r in rows}
|
||||
assert by_sig["m|fast"]["coefficient"] == 1.0
|
||||
assert abs(by_sig["m|slow"]["coefficient"] - (10.0 / 15.0)) < 0.01
|
||||
# No scouts → full exploit budget split 0.6 / 0.4.
|
||||
assert abs(by_sig["m|fast"]["expected_share"] - 0.6) < 0.01
|
||||
assert abs(by_sig["m|slow"]["expected_share"] - 0.4) < 0.01
|
||||
|
||||
|
||||
# ---- integration: proxy uses route head + /v1/routing --------------------
|
||||
|
||||
|
||||
def test_proxy_head_is_route_head_and_routing_endpoint_lists_routes():
|
||||
"""Mixed topology (partial head 0-21 + full node 0-39): the proxy target
|
||||
must be the selected route's own head, downstream hops must continue at
|
||||
head.shard_end + 1 (the ADR-0020 flaw), and /v1/routing must list both
|
||||
candidate routes."""
|
||||
|
||||
class ChatHandler(http.server.BaseHTTPRequestHandler):
|
||||
def log_message(self, *args): # noqa: ARG002
|
||||
pass
|
||||
|
||||
def do_POST(self):
|
||||
length = int(self.headers.get("Content-Length", 0))
|
||||
self.rfile.read(length)
|
||||
route_header = self.headers.get("X-Meshnet-Route") or "[]"
|
||||
body = json.dumps({
|
||||
"choices": [{"message": {"role": "assistant", "content": route_header}}],
|
||||
"usage": {"prompt_tokens": 10, "completion_tokens": 40},
|
||||
}).encode()
|
||||
self.send_response(200)
|
||||
self.send_header("Content-Type", "application/json")
|
||||
self.send_header("Content-Length", str(len(body)))
|
||||
self.end_headers()
|
||||
self.wfile.write(body)
|
||||
|
||||
stubs = []
|
||||
threads = []
|
||||
for _ in range(2):
|
||||
stub = http.server.HTTPServer(("127.0.0.1", 0), ChatHandler)
|
||||
thread = threading.Thread(target=stub.serve_forever, daemon=True)
|
||||
thread.start()
|
||||
stubs.append(stub)
|
||||
threads.append(thread)
|
||||
gpu_stub, cpu_stub = stubs
|
||||
|
||||
tracker = TrackerServer(model_presets={
|
||||
"qwen3.6-35b-a3b": {
|
||||
"layers_start": 0,
|
||||
"layers_end": 39,
|
||||
"hf_repo": "unsloth/Qwen3.6-35B-A3B",
|
||||
"aliases": ["Qwen3.6-35B-A3B"],
|
||||
}
|
||||
})
|
||||
tracker_port = tracker.start()
|
||||
try:
|
||||
tracker._server.route_rng = random.Random(3)
|
||||
for stub, shard_end, bench in ((gpu_stub, 21, 11000.0), (cpu_stub, 39, 425.0)):
|
||||
_post_json(
|
||||
f"http://127.0.0.1:{tracker_port}/v1/nodes/register",
|
||||
{"endpoint": f"http://127.0.0.1:{stub.server_address[1]}",
|
||||
"model": "qwen3.6-35b-a3b",
|
||||
"hf_repo": "unsloth/Qwen3.6-35B-A3B",
|
||||
"num_layers": 40,
|
||||
"shard_start": 0,
|
||||
"shard_end": shard_end,
|
||||
"tracker_mode": True,
|
||||
"benchmark_tokens_per_sec": bench,
|
||||
"hardware_profile": {},
|
||||
"score": 1.0},
|
||||
)
|
||||
|
||||
for _ in range(8):
|
||||
_post_json(
|
||||
f"http://127.0.0.1:{tracker_port}/v1/chat/completions",
|
||||
{"model": "Qwen3.6-35B-A3B",
|
||||
"messages": [{"role": "user", "content": "hi"}]},
|
||||
)
|
||||
|
||||
console = _get_json(f"http://127.0.0.1:{tracker_port}/v1/console")
|
||||
routing = _get_json(f"http://127.0.0.1:{tracker_port}/v1/routing")
|
||||
finally:
|
||||
tracker.stop()
|
||||
for stub, thread in zip(stubs, threads):
|
||||
stub.shutdown()
|
||||
stub.server_close()
|
||||
thread.join(timeout=1.0)
|
||||
|
||||
gpu_endpoint = f"http://127.0.0.1:{gpu_stub.server_address[1]}"
|
||||
cpu_endpoint = f"http://127.0.0.1:{cpu_stub.server_address[1]}"
|
||||
selected = [e for e in console["events"] if e["message"] == "proxy route selected"]
|
||||
assert selected
|
||||
for event in selected:
|
||||
fields = event["fields"]
|
||||
nodes = fields["nodes"]
|
||||
# The proxy head must be the route's first hop (ADR-0020 regression).
|
||||
assert fields["head_endpoint"] == nodes[0]["endpoint"]
|
||||
downstream = json.loads(fields["downstream"])
|
||||
if fields["head_endpoint"] == gpu_endpoint:
|
||||
# Partial head: downstream continues at layer 22, never 0.
|
||||
assert downstream == [{"endpoint": cpu_endpoint, "start_layer": 22}]
|
||||
else:
|
||||
assert fields["head_endpoint"] == cpu_endpoint
|
||||
assert downstream == []
|
||||
|
||||
table = routing["models"]["qwen3.6-35b-a3b"]
|
||||
assert len(table["routes"]) == 2
|
||||
sampled = [r for r in table["routes"] if r["samples"] > 0]
|
||||
assert sampled, "completed requests must produce route samples"
|
||||
@@ -376,6 +376,92 @@ def test_split_shard_chat_streams_each_generated_token_incrementally():
|
||||
assert "data: [DONE]" in rest
|
||||
|
||||
|
||||
def test_current_requests_snapshot_while_generating():
|
||||
release_second = threading.Event()
|
||||
head = TorchNodeServer(backend=_FakePipelineHeadBackend(), tracker_mode=True)
|
||||
tail = TorchNodeServer(backend=_BlockingStreamingTailBackend(release_second))
|
||||
head_port = head.start()
|
||||
tail_port = tail.start()
|
||||
response = None
|
||||
try:
|
||||
payload = json.dumps({
|
||||
"model": "fake-model",
|
||||
"messages": [{"role": "user", "content": "hello"}],
|
||||
"stream": True,
|
||||
"max_tokens": 2,
|
||||
}).encode()
|
||||
req = urllib.request.Request(
|
||||
f"http://127.0.0.1:{head_port}/v1/chat/completions",
|
||||
data=payload,
|
||||
headers={
|
||||
"Content-Type": "application/json",
|
||||
"X-Meshnet-Request-Id": "req-live-1",
|
||||
"X-Meshnet-Route": json.dumps([
|
||||
{"endpoint": f"http://127.0.0.1:{tail_port}", "start_layer": 22},
|
||||
]),
|
||||
},
|
||||
method="POST",
|
||||
)
|
||||
response = urllib.request.urlopen(req, timeout=5)
|
||||
deadline = time.time() + 2.0
|
||||
while time.time() < deadline:
|
||||
live = head.current_requests
|
||||
if live and live[0]["request_id"] == "req-live-1" and live[0]["tokens"] >= 1:
|
||||
break
|
||||
time.sleep(0.02)
|
||||
assert head.current_requests
|
||||
snap = head.current_requests[0]
|
||||
assert snap["request_id"] == "req-live-1"
|
||||
assert snap["tokens"] >= 1
|
||||
assert snap["tokens_per_sec"] >= 0
|
||||
assert snap["routing_complete"] is True
|
||||
release_second.set()
|
||||
response.read()
|
||||
finally:
|
||||
release_second.set()
|
||||
if response is not None:
|
||||
response.close()
|
||||
head.stop()
|
||||
tail.stop()
|
||||
|
||||
assert head.current_requests == []
|
||||
|
||||
|
||||
def test_distributed_generating_log_includes_tps(capsys):
|
||||
head = TorchNodeServer(backend=_FakePipelineHeadBackend(), tracker_mode=True)
|
||||
tail = TorchNodeServer(backend=_FakePipelineTailBackend())
|
||||
head_port = head.start()
|
||||
tail_port = tail.start()
|
||||
try:
|
||||
payload = json.dumps({
|
||||
"model": "fake-model",
|
||||
"messages": [{"role": "user", "content": "hello"}],
|
||||
"max_tokens": 1,
|
||||
}).encode()
|
||||
req = urllib.request.Request(
|
||||
f"http://127.0.0.1:{head_port}/v1/chat/completions",
|
||||
data=payload,
|
||||
headers={
|
||||
"Content-Type": "application/json",
|
||||
"X-Meshnet-Route": json.dumps([
|
||||
{"endpoint": f"http://127.0.0.1:{tail_port}", "start_layer": 22},
|
||||
]),
|
||||
},
|
||||
method="POST",
|
||||
)
|
||||
with urllib.request.urlopen(req, timeout=5) as resp:
|
||||
json.loads(resp.read())
|
||||
finally:
|
||||
head.stop()
|
||||
tail.stop()
|
||||
|
||||
out = capsys.readouterr().out
|
||||
assert "generating step=1/1" in out
|
||||
assert " tps=" in out
|
||||
assert "generation complete tokens=1" in out
|
||||
assert out.count("generating step=1/1") == 1
|
||||
|
||||
|
||||
def test_int_tensor_header_serializes_torch_tensors():
|
||||
torch = pytest.importorskip("torch")
|
||||
|
||||
|
||||
@@ -1567,6 +1567,70 @@ def test_tracker_heartbeat_updates_node():
|
||||
tracker.stop()
|
||||
|
||||
|
||||
def test_tracker_heartbeat_stores_current_requests():
|
||||
"""Node-reported in-flight request snapshots appear on the network map."""
|
||||
tracker = TrackerServer()
|
||||
tracker_port = tracker.start()
|
||||
try:
|
||||
reg = _post_json(
|
||||
f"http://127.0.0.1:{tracker_port}/v1/nodes/register",
|
||||
{
|
||||
"endpoint": "http://127.0.0.1:9001",
|
||||
"model": "progress-model",
|
||||
"shard_start": 0,
|
||||
"shard_end": 31,
|
||||
"hardware_profile": {},
|
||||
"score": 1.0,
|
||||
},
|
||||
)
|
||||
node_id = reg["node_id"]
|
||||
_post_json(
|
||||
f"http://127.0.0.1:{tracker_port}/v1/nodes/{node_id}/heartbeat",
|
||||
{
|
||||
"queue_depth": 1,
|
||||
"current_requests": [{
|
||||
"request_id": "req-abc123",
|
||||
"model": "progress-model",
|
||||
"kind": "chat",
|
||||
"tokens": 17,
|
||||
"elapsed_seconds": 42.5,
|
||||
"tokens_per_sec": 0.4,
|
||||
"routing_complete": True,
|
||||
}],
|
||||
},
|
||||
)
|
||||
network = _get_json(f"http://127.0.0.1:{tracker_port}/v1/network/map")
|
||||
node = next(item for item in network["nodes"] if item["node_id"] == node_id)
|
||||
assert node["stats"]["queue_depth"] == 1
|
||||
assert node["stats"]["current_requests"] == [{
|
||||
"request_id": "req-abc123",
|
||||
"model": "progress-model",
|
||||
"kind": "chat",
|
||||
"tokens": 17,
|
||||
"elapsed_seconds": 42.5,
|
||||
"tokens_per_sec": 0.4,
|
||||
"routing_complete": True,
|
||||
}]
|
||||
finally:
|
||||
tracker.stop()
|
||||
|
||||
|
||||
def test_normalize_current_requests_sanitizes_payload():
|
||||
from meshnet_tracker.server import _normalize_current_requests
|
||||
|
||||
assert _normalize_current_requests(None) == []
|
||||
assert _normalize_current_requests([
|
||||
{"request_id": "req-1", "model": "m", "tokens": "9", "tokens_per_sec": "1.5"},
|
||||
{"model": "missing-id"},
|
||||
"bad",
|
||||
]) == [{
|
||||
"request_id": "req-1",
|
||||
"model": "m",
|
||||
"tokens": 9,
|
||||
"tokens_per_sec": 1.5,
|
||||
}]
|
||||
|
||||
|
||||
def test_tracker_heartbeat_expiry():
|
||||
"""Nodes that miss their heartbeat window are excluded from routes."""
|
||||
tracker = TrackerServer(heartbeat_timeout=0.05) # 50 ms
|
||||
|
||||
Reference in New Issue
Block a user