better dash and inference api QOL

.claude/memory/project-status.md

@@ -44,3 +44,4 @@ Historical handoff note: `/mnt/c/Users/popov/Downloads/neuron-tai-alpha-handoff-
 - Follow-up fix: preset-model startup now starts the heartbeat thread after registration; without this, the node appeared briefly on the dashboard and was purged on first inference/route after heartbeat expiry. Tracker dashboard now has a "Console output" panel backed by `/v1/console` for node register/expiry, routing failures, and proxy events.
 - Qwen3.6-35B-A3B reserve-based split is expected: an 79 GB CPU node may be assigned layers 0-36, and a second node fills 37-39. Do not "fix" this by bypassing the 20% assignment reserve unless the shard-planning policy changes.
 - 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`.

QUICKSTART.md

@@ -98,6 +98,7 @@ Nodes can then join with either the LAN tracker URL or the public URL:
 ```bash
 .venv/bin/meshnet-node start --tracker http://192.168.0.179:8080 --model Qwen/Qwen2.5-0.5B-Instruct
 .venv/bin/meshnet-node start --tracker https://ai.neuron.d-popov.com --model Qwen/Qwen2.5-0.5B-Instruct
+.venv/bin/meshnet-node start --tracker https://ai.d-popov.com --model Qwen/Qwen2.5-0.5B-Instruct
 ```
 
 ### Windows / WSL2

packages/tracker/meshnet_tracker/server.py

@@ -142,15 +142,18 @@ DEFAULT_CALLER_CREDIT_USDT = 1.0
 DEFAULT_DEVNET_TOPUP_USDT = 1.0
 
 
-def _model_aliases(model: str | None) -> set[str]:
+def _model_aliases(model: str | None) -> set[str]:
-    """Return stable lookup aliases for a model repo or display name."""
+    """Return stable lookup aliases for a model repo or display name."""
-    if not model:
+    if not model:
-        return set()
+        return set()
-    aliases = {model}
+    normalized = model.strip()
-    short = model.rsplit("/", 1)[-1]
+    if not normalized:
-    aliases.add(short)
+        return set()
-    lowered = short.lower()
+    aliases = {normalized}
-    aliases.add(lowered)
+    short = normalized.rsplit("/", 1)[-1]
+    aliases.add(short)
+    lowered = short.lower()
+    aliases.add(lowered)
     if lowered.endswith("-instruct"):
         aliases.add(lowered.removesuffix("-instruct"))
     return aliases
@@ -539,8 +542,8 @@ class _NodeEntry:
         "model_tokens_per_sec",
         "pending_directives", "last_heartbeat", "tracker_mode",
         "relay_addr", "cert_fingerprint", "peer_id",
-        # heartbeat stats (reported by node, cumulative)
+        # heartbeat stats (reported by node, cumulative)
-        "total_requests", "failed_requests", "queue_depth", "uptime_seconds",
+        "total_requests", "failed_requests", "queue_depth", "proxy_inflight", "uptime_seconds",
         "status",  # "ready" | "loading"
         "heartbeats_expected", "heartbeats_received",
         # dynamic reassignment queued by the tracker
@@ -601,17 +604,18 @@ class _NodeEntry:
         self.peer_id = peer_id
         self.pending_directives: list[dict] = []
         self.last_heartbeat: float = time.monotonic()
-        self.total_requests: int = 0
+        self.total_requests: int = 0
-        self.failed_requests: int = 0
+        self.failed_requests: int = 0
-        self.queue_depth: int = 0
+        self.queue_depth: int = 0
-        self.uptime_seconds: float = 0.0
+        self.proxy_inflight: int = 0
+        self.uptime_seconds: float = 0.0
         self.status: str = "ready"
         self.heartbeats_expected: int = 0
         self.heartbeats_received: int = 0
         self.pending_new_assignment: dict | None = None
 
 
-def _effective_throughput(node: "_NodeEntry", model: str | None = None) -> float:
+def _effective_throughput(node: "_NodeEntry", model: str | None = None) -> float:
     """Effective tokens/s accounting for current queue depth."""
     observed = None
     if model:
@@ -622,7 +626,22 @@ def _effective_throughput(node: "_NodeEntry", model: str | None = None) -> float
                 if observed is not None:
                     break
     base = observed if observed is not None and observed > 0 else node.benchmark_tokens_per_sec
-    return base / (node.queue_depth + 1)
+    return base / (_effective_queue_depth(node) + 1)
+
+
+def _effective_queue_depth(node: "_NodeEntry") -> int:
+    """Best current load estimate: heartbeat queue or tracker-routed in-flight."""
+    return max(node.queue_depth, node.proxy_inflight)
+
+
+def _record_proxy_inflight(
+    server: "_TrackerHTTPServer",
+    nodes: list["_NodeEntry"],
+    delta: int,
+) -> None:
+    with server.lock:
+        for node in nodes:
+            node.proxy_inflight = max(0, node.proxy_inflight + delta)
 
 
 def _reputation_multiplier(node: "_NodeEntry", contracts: Any | None) -> float:
@@ -688,10 +707,12 @@ def _node_route_summary(nodes: list["_NodeEntry"]) -> list[dict]:
             "model": node.model,
             "hf_repo": node.hf_repo,
             "endpoint": node.endpoint,
-            "shard": f"{node.shard_start}-{node.shard_end}",
+            "shard": f"{node.shard_start}-{node.shard_end}",
-            "num_layers": node.num_layers,
+            "num_layers": node.num_layers,
-            "queue_depth": node.queue_depth,
+            "queue_depth": _effective_queue_depth(node),
-        }
+            "heartbeat_queue_depth": node.queue_depth,
+            "proxy_inflight": node.proxy_inflight,
+        }
         for node in nodes
     ]
 
@@ -965,11 +986,13 @@ def _node_health(node: "_NodeEntry", heartbeat_timeout: float) -> dict:
     return {
         "node_id": node.node_id,
         "endpoint": node.endpoint,
-        "alive": alive,
+        "alive": alive,
-        "last_seen_seconds_ago": round(age, 1),
+        "last_seen_seconds_ago": round(age, 1),
-        "status": node.status,
+        "status": node.status,
-        "queue_depth": node.queue_depth,
+        "queue_depth": _effective_queue_depth(node),
-        "total_requests": node.total_requests,
+        "heartbeat_queue_depth": node.queue_depth,
+        "proxy_inflight": node.proxy_inflight,
+        "total_requests": node.total_requests,
         "heartbeat_success_rate": hb_rate,
         "inference_success_rate": inf_rate,
         "capacity": _node_capacity_summary(node),
@@ -1722,7 +1745,7 @@ def _registration_ban_error(contracts: Any | None, wallet_address: str | None) -
     return None
 
 
-def _tracker_log(server: "_TrackerHTTPServer", level: str, message: str, **fields: Any) -> None:
+def _tracker_log(server: "_TrackerHTTPServer", level: str, message: str, **fields: Any) -> None:
     event = {
         "ts": time.time(),
         "level": level,
@@ -1736,11 +1759,40 @@ def _tracker_log(server: "_TrackerHTTPServer", level: str, message: str, **field
     with server.console_lock:
         server.console_events.append(event)
     extras = " ".join(f"{key}={value}" for key, value in event["fields"].items())
-    suffix = f"  {extras}" if extras else ""
+    suffix = f"  {extras}" if extras else ""
-    print(f"[tracker] {level}: {message}{suffix}", flush=True)
+    print(f"[tracker] {level}: {message}{suffix}", flush=True)
-
+
-
+
-def _node_id_for_registration(
+def _tracker_log_proxy_progress(
+    server: "_TrackerHTTPServer",
+    *,
+    request_id: str,
+    model: str,
+    route_model: str,
+    tokens: int,
+    started: float,
+    route_nodes: list["_NodeEntry"],
+    stream: bool = True,
+    relay: bool = False,
+) -> None:
+    elapsed = time.monotonic() - started
+    _tracker_log(
+        server,
+        "info",
+        "proxy progress",
+        request_id=request_id,
+        model=model,
+        route_model=route_model,
+        stream=stream,
+        relay=relay or None,
+        tokens=tokens,
+        elapsed_seconds=round(elapsed, 4),
+        tokens_per_sec=round(tokens / elapsed, 4) if elapsed > 0 else 0.0,
+        route=_node_route_summary(route_nodes),
+    )
+
+
+def _node_id_for_registration(
     endpoint: str,
     model: str,
     wallet_address: str | None,
@@ -2485,13 +2537,23 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
         # Strip the first-shard node we're about to proxy to — it's already handling the request.
         downstream_hops = [h for h in route_hops if h["endpoint"].rstrip("/") != node.endpoint.rstrip("/")]
         downstream_urls = json.dumps(downstream_hops)
-        route_debug = " -> ".join(
+        route_debug = " -> ".join(
-            f"{n.node_id}@{n.endpoint}[{n.shard_start}-{n.shard_end}]"
+            f"{n.node_id}@{n.endpoint}[{n.shard_start}-{n.shard_end}]"
-            for n in route_nodes
+            for n in route_nodes
-        )
+        )
-        _tracker_log(
+        inflight_nodes = route_nodes or [node]
-            server,
+        inflight_recorded = True
-            "info",
+        _record_proxy_inflight(server, inflight_nodes, 1)
+
+        def finish_proxy_inflight() -> None:
+            nonlocal inflight_recorded
+            if inflight_recorded:
+                _record_proxy_inflight(server, inflight_nodes, -1)
+                inflight_recorded = False
+
+        _tracker_log(
+            server,
+            "info",
             "proxy route selected",
             request_id=request_id,
             model=model,
@@ -2542,14 +2604,15 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
             if first is not None and first.get("stream"):
                 # Streamed response (US-036): forward SSE chunks as they arrive
                 # and run the same token accounting as the direct stream path.
-                self._stream_relayed_frames(
+                self._stream_relayed_frames(
-                    first, frames, started,
+                    first, frames, started,
-                    model, route_model, route_nodes, api_key, node_work,
+                    model, route_model, route_nodes, api_key, node_work,
-                    request_body=body,
+                    request_body=body,
-                )
+                )
-                return
+                finish_proxy_inflight()
-            if first is not None:
+                return
-                elapsed = time.monotonic() - started
+            if first is not None:
+                elapsed = time.monotonic() - started
                 self._send_relayed_response(first)
                 if int(first.get("status", 503)) < 400:
                     body_text = first.get("body") or ""
@@ -2572,11 +2635,12 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
                         tokens_per_sec=round(tokens / elapsed, 4) if elapsed > 0 else 0.0,
                         route=_node_route_summary(route_nodes),
                     )
-                    self._bill_completed(
+                    self._bill_completed(
-                        api_key, model, tokens, node_work,
+                        api_key, model, tokens, node_work,
-                        input_tokens=in_tokens, output_tokens=out_tokens,
+                        input_tokens=in_tokens, output_tokens=out_tokens,
-                    )
+                    )
-                return
+                finish_proxy_inflight()
+                return
             _tracker_log(
                 server,
                 "warn",
@@ -2597,11 +2661,12 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
             self.send_header("Content-Type", "application/json")
             self.send_header("Content-Length", str(len(err_body)))
             self.end_headers()
-            try:
+            try:
-                self.wfile.write(err_body)
+                self.wfile.write(err_body)
-            except BrokenPipeError:
+            except BrokenPipeError:
-                pass
+                pass
-            return
+            finish_proxy_inflight()
+            return
         except Exception as exc:
             if node.relay_addr:
                 _tracker_log(
@@ -2622,12 +2687,13 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
                     target_url=target_url,
                     error=repr(exc),
                 )
-            self._send_json(503, {"error": {
+            self._send_json(503, {"error": {
-                "message": f"upstream node unreachable: {exc}",
+                "message": f"upstream node unreachable: {exc}",
-                "type": "service_unavailable",
+                "type": "service_unavailable",
-                "code": "upstream_error",
+                "code": "upstream_error",
-            }})
+            }})
-            return
+            finish_proxy_inflight()
+            return
 
         with upstream:
             content_type = upstream.headers.get("Content-Type", "application/json")
@@ -2718,12 +2784,13 @@ class _TrackerHandler(http.server.BaseHTTPRequestHandler):
                 self.send_header("Content-Type", content_type)
                 self.send_header("Content-Length", str(len(resp_body)))
                 self.end_headers()
-                try:
+                try:
-                    self.wfile.write(resp_body)
+                    self.wfile.write(resp_body)
-                except BrokenPipeError:
+                except BrokenPipeError:
-                    pass
+                    pass
-
+        finish_proxy_inflight()
-    def _record_observed_throughput(
+
+    def _record_observed_throughput(
         self,
         requested_model: str,
         route_model: str,

tests/test_tracker_routing.py

@@ -324,6 +324,177 @@ def test_tracker_serves_health_while_proxy_request_is_in_flight():
         slow_thread.join(timeout=1.0)
 
 
+def test_tracker_route_log_counts_proxy_inflight_requests():
+    entered = threading.Event()
+    release = threading.Event()
+
+    class SlowChatHandler(http.server.BaseHTTPRequestHandler):
+        def log_message(self, fmt, *args):
+            pass
+
+        def do_POST(self):
+            if self.path != "/v1/chat/completions":
+                self.send_response(404)
+                self.end_headers()
+                return
+            length = int(self.headers.get("Content-Length", 0))
+            self.rfile.read(length)
+            entered.set()
+            release.wait(timeout=3.0)
+            body = json.dumps({"choices": [{"message": {"content": "ok"}}]}).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)
+
+    slow_node = http.server.HTTPServer(("127.0.0.1", 0), SlowChatHandler)
+    slow_thread = threading.Thread(target=slow_node.serve_forever, daemon=True)
+    slow_thread.start()
+    tracker = TrackerServer(heartbeat_timeout=60.0)
+    tracker_port = tracker.start()
+    errors = []
+    try:
+        _post_json(
+            f"http://127.0.0.1:{tracker_port}/v1/nodes/register",
+            {"endpoint": f"http://127.0.0.1:{slow_node.server_address[1]}",
+             "model": "burst-model", "num_layers": 1,
+             "shard_start": 0, "shard_end": 0,
+             "hardware_profile": {}, "score": 1.0},
+        )
+
+        def call_proxy():
+            try:
+                _post_json(
+                    f"http://127.0.0.1:{tracker_port}/v1/chat/completions",
+                    {"model": "burst-model", "messages": [{"role": "user", "content": "hi"}]},
+                )
+            except Exception as exc:
+                errors.append(exc)
+
+        first = threading.Thread(target=call_proxy)
+        second = threading.Thread(target=call_proxy)
+        first.start()
+        assert entered.wait(timeout=2.0)
+        second.start()
+
+        selected_events = []
+        deadline = time.time() + 2.0
+        while time.time() < deadline:
+            console = _get_json(f"http://127.0.0.1:{tracker_port}/v1/console")
+            selected_events = [
+                event for event in console["events"]
+                if event["message"] == "proxy route selected"
+            ]
+            if len(selected_events) >= 2:
+                break
+            time.sleep(0.05)
+
+        assert len(selected_events) >= 2
+        second_nodes = selected_events[-1]["fields"]["nodes"]
+        assert second_nodes[0]["queue_depth"] == 2
+        assert second_nodes[0]["proxy_inflight"] == 2
+    finally:
+        release.set()
+        first.join(timeout=3.0)
+        second.join(timeout=3.0)
+        tracker.stop()
+        slow_node.shutdown()
+        slow_node.server_close()
+        slow_thread.join(timeout=1.0)
+
+    assert not first.is_alive()
+    assert not second.is_alive()
+    assert not errors
+
+
+def test_tracker_logs_stream_progress_before_request_completes():
+    chunk_sent = threading.Event()
+    release = threading.Event()
+
+    class StreamingChatHandler(http.server.BaseHTTPRequestHandler):
+        def log_message(self, fmt, *args):
+            pass
+
+        def do_POST(self):
+            if self.path != "/v1/chat/completions":
+                self.send_response(404)
+                self.end_headers()
+                return
+            self.rfile.read(int(self.headers.get("Content-Length", 0)))
+            self.send_response(200)
+            self.send_header("Content-Type", "text/event-stream; charset=utf-8")
+            self.end_headers()
+            payload = json.dumps({
+                "choices": [{"delta": {"content": "hello world"}}],
+            }).encode()
+            self.wfile.write(b"data: " + payload + b"\n\n")
+            self.wfile.flush()
+            chunk_sent.set()
+            release.wait(timeout=3.0)
+            self.wfile.write(b"data: [DONE]\n\n")
+            self.wfile.flush()
+
+    node = http.server.HTTPServer(("127.0.0.1", 0), StreamingChatHandler)
+    node_thread = threading.Thread(target=node.serve_forever, daemon=True)
+    node_thread.start()
+    tracker = TrackerServer(heartbeat_timeout=60.0)
+    tracker_port = tracker.start()
+    response = None
+    try:
+        _post_json(
+            f"http://127.0.0.1:{tracker_port}/v1/nodes/register",
+            {"endpoint": f"http://127.0.0.1:{node.server_address[1]}",
+             "model": "stream-progress-model", "num_layers": 1,
+             "shard_start": 0, "shard_end": 0,
+             "hardware_profile": {}, "score": 1.0},
+        )
+        req = urllib.request.Request(
+            f"http://127.0.0.1:{tracker_port}/v1/chat/completions",
+            data=json.dumps({
+                "model": "stream-progress-model",
+                "stream": True,
+                "messages": [{"role": "user", "content": "hi"}],
+            }).encode(),
+            headers={"Content-Type": "application/json"},
+            method="POST",
+        )
+        response = urllib.request.urlopen(req, timeout=3.0)
+        first_line = response.readline()
+        assert first_line.startswith(b"data:")
+        assert chunk_sent.wait(timeout=1.0)
+
+        progress_events = []
+        deadline = time.time() + 2.0
+        while time.time() < deadline:
+            console = _get_json(f"http://127.0.0.1:{tracker_port}/v1/console")
+            progress_events = [
+                event for event in console["events"]
+                if event["message"] == "proxy progress"
+            ]
+            if progress_events:
+                break
+            time.sleep(0.05)
+
+        assert progress_events
+        fields = progress_events[-1]["fields"]
+        assert fields["tokens"] == 2
+        assert fields["tokens_per_sec"] > 0
+        active = [
+            event for event in console["events"]
+            if event["message"] == "proxy route selected"
+        ]
+        assert active
+    finally:
+        release.set()
+        if response is not None:
+            response.close()
+        tracker.stop()
+        node.shutdown()
+        node.server_close()
+        node_thread.join(timeout=1.0)
+
+
 def test_tracker_routes_hf_model_alias_from_quickstart():
     """The documented qwen2.5-0.5b alias resolves a full HF repo registration."""
     tracker = TrackerServer()
@@ -536,6 +707,101 @@ def test_tracker_route_endpoint_routes_split_preset_nodes_by_alias():
     assert [node["start_layer"] for node in response["nodes"]] == [0, 22]
 
 
+def test_tracker_route_endpoint_ignores_model_case_and_outer_whitespace():
+    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:
+        _post_json(
+            f"http://127.0.0.1:{tracker_port}/v1/nodes/register",
+            {"endpoint": "http://127.0.0.1:9101",
+             "model": "qwen3.6-35b-a3b",
+             "hf_repo": "unsloth/Qwen3.6-35B-A3B",
+             "num_layers": 40,
+             "shard_start": 0,
+             "shard_end": 39,
+             "tracker_mode": True,
+             "hardware_profile": {},
+             "score": 1.0},
+        )
+
+        response = _get_json(
+            f"http://127.0.0.1:{tracker_port}/v1/route?model=%20Qwen3.6-35B-A3B%20"
+        )
+    finally:
+        tracker.stop()
+
+    assert response["route"] == ["http://127.0.0.1:9101"]
+
+
+def test_tracker_proxy_ignores_model_case_and_outer_whitespace():
+    class ChatHandler(http.server.BaseHTTPRequestHandler):
+        def log_message(self, fmt, *args):
+            pass
+
+        def do_POST(self):
+            if self.path != "/v1/chat/completions":
+                self.send_response(404)
+                self.end_headers()
+                return
+            length = int(self.headers.get("Content-Length", 0))
+            request_body = json.loads(self.rfile.read(length) or b"{}")
+            body = json.dumps({
+                "model": request_body["model"],
+                "choices": [{"message": {"content": "ok"}}],
+            }).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)
+
+    node = http.server.HTTPServer(("127.0.0.1", 0), ChatHandler)
+    node_thread = threading.Thread(target=node.serve_forever, daemon=True)
+    node_thread.start()
+    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:
+        _post_json(
+            f"http://127.0.0.1:{tracker_port}/v1/nodes/register",
+            {"endpoint": f"http://127.0.0.1:{node.server_address[1]}",
+             "model": "qwen3.6-35b-a3b",
+             "hf_repo": "unsloth/Qwen3.6-35B-A3B",
+             "num_layers": 40,
+             "shard_start": 0,
+             "shard_end": 39,
+             "tracker_mode": True,
+             "hardware_profile": {},
+             "score": 1.0},
+        )
+
+        response = _post_json(
+            f"http://127.0.0.1:{tracker_port}/v1/chat/completions",
+            {"model": "Qwen3.6-35B-A3B ",
+             "messages": [{"role": "user", "content": "hi"}]},
+        )
+    finally:
+        tracker.stop()
+        node.shutdown()
+        node.server_close()
+        node_thread.join(timeout=1.0)
+
+    assert response["choices"][0]["message"]["content"] == "ok"
+
+
 def test_tracker_registration_node_id_includes_wallet_prefix_and_stable_suffix():
     tracker = TrackerServer()
     tracker_port = tracker.start()