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6927286cab
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fix(neuron): clone id/model_id before TP spawn so wire projector can use them
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The Step 1 refactor moved the InferenceEvent receiver wrap to *after* the orchestration spawn in chat_completion_tp_stream, but the spawn moves both `id` and `model_id` into its async closure (used heavily by acquire_pool_lock, NCCL ops, and tracing). Result: borrowck error E0382 use-of-moved-value on the wire_chat::project_chat_stream call. The non-CUDA build doesn't exercise this branch (it lives behind `#[cfg(feature = "cuda")]`) which is why the workspace clippy/test gate passed locally and on the regular CI workflow. The RPM build workflow, which compiles with --features cuda, caught it (run 244 jobs 2/3/4 against beast / ampere / ada respectively, all the same error). Fix: snapshot `id` and `model_id` into `projector_id` / `projector_model_id` before the spawn, use those at the projector call site. The originals stay free to be moved into the closure. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> |
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302ccfb982
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refactor(neuron): introduce InferenceEvent + wire projection layer
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Step 1 of the OpenAI Responses API rollout. Pure refactor — no new
endpoints, no behaviour change on the wire. Lays the seam for
emitting Responses-shaped streaming events from the same harness
output as chat completions in Step 2.
- New `neuron::wire` module tree:
- `wire::event::InferenceEvent` — format-agnostic enum
(Start, TextDelta, ReasoningDelta, Finish) the candle harness
now emits as its native streaming currency.
- `wire::event::FinishReason` — typed reason that maps cleanly
onto OpenAI `finish_reason`, OpenAI Responses `status`, and
Anthropic `stop_reason` strings.
- `wire::openai_chat::project_chat_stream` — async task that
consumes an InferenceEvent receiver and produces a
ChatCompletionChunk receiver, stamping per-request metadata
(id, created, model_id) onto every chunk. Output matches the
pre-refactor wire shape bit-for-bit.
- candle.rs refactored to emit InferenceEvent on its internal
channel through all three streaming paths (CPU
run_inference_streaming, CUDA single-GPU stream_inference_via_worker,
CUDA TP chat_completion_tp_stream). The streaming functions lost
their id/created/model_id parameters since wire-format metadata
now lives in the projector.
- emit_delta + emit_delta_blocking simplified to single-purpose
TextDelta emitters with no wire-format coupling.
- chat_completion_stream wraps the InferenceEvent receiver in
wire_chat::project_chat_stream before returning so the
/v1/chat/completions HTTP handler keeps consuming
ChatCompletionChunks unchanged. External signature preserved.
Also fixes a pre-existing helexa-acp test race (three modules each
declared their own static LOCK for HOME mutation, so cross-module
parallelism flaked tests that read HOME at runtime). Consolidated
onto a single crate-wide path_util::ENV_LOCK.
122 helexa-acp tests + 44 neuron tests pass (5 new wire projection
tests). fmt + clippy --workspace -- -D warnings clean. Ran helexa-acp
suite 3x to confirm the env race is closed.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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df0abfe4d4
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feat(helexa-acp): image input for vision-capable models
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Stage 5. Zed clipboard/DnD images get forwarded as OpenAI
content-array messages on user turns.
- New MessageContent::MultiPart variant + MessagePart (Text|Image)
+ ImageData struct (mime_type, base64 data, optional uri).
- flatten_prompt now produces structured content: collapses to
Text when every block is text (some upstreams treat array-form
as vision-only and refuse on text-only models), otherwise
produces MultiPart preserving block order.
- OpenAI encoder emits `[{type:"text",text:…}, {type:"image_url",
image_url:{url:"data:{mime};base64,{data}"}}]` for MultiPart user
messages. Data URIs are used over remote `uri` because they
round-trip through every upstream we care about.
- prompt_capabilities.image = true at initialize so Zed actually
sends image blocks.
- compaction estimates ~512 tokens per image (the middle of the
Qwen3-VL / OpenAI detail range) so the budget tracker doesn't
pretend images are free.
- session/load replays image-bearing user turns by surfacing the
text parts verbatim and rendering each image as a "[image: {mime}
({n} bytes)]" placeholder chunk — Zed can show the prior text
context even though re-uploading the bytes through ACP isn't
meaningful for resume.
- 4 new tests: flatten produces MultiPart in block order, image-only
prompts still flatten to MultiPart, encoder emits the correct
array shape, text-only encoding stays as the string form.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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b9016571f6
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feat(helexa-acp): expand ~ / $HOME and fall back to local fs on ACP read errors
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Two related polish fixes for daily use: - New `path_util` module expands `~`, `~/…`, `$HOME`, and `$HOME/…` prefixes in every tool that takes a path (read_file, write_file, edit_file, list_dir, bash cwd). The expansion is also applied to the plan-mode write gate so `~/.local/share/helexa-acp/plans/…` comparisons behave correctly regardless of which form the model emits. - `read_file` now falls back to `std::fs::read_to_string` when ACP's `fs/read_text_file` errors out. Zed's workspace-scoped read was the source of "model can't see ~/git/architecture/generic.md" when the session cwd is a different project; the fallback lets the agent pull in shared material that lives outside the active workspace, the same way `list_dir` already does via local `std::fs::read_dir`. Local fallback honours line/limit args. The fallback also produces a combined error message when both ACP and local-fs reads fail, so the model sees what actually broke rather than just the ACP-side error. 14 new unit tests cover path_util's prefix matrix, fallback success/failure paths, and the line/limit slicing in fallback. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> |
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adbc52bfcd
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feat(helexa-acp): model picker + session/set_model handler
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Stage 4. Zed's model dropdown now lists every model from every configured endpoint, and switching it routes the next prompt to a new endpoint+model. - Enable `unstable_session_model` on the agent-client-protocol dep so SessionModelState / SetSessionModelRequest / ModelInfo are available. - Agent::new becomes async and calls Provider::list_models on every provider at startup; per-endpoint failures warn-and-skip instead of aborting the agent. - With a single endpoint configured, model ids appear bare; with multiple endpoints every id carries the `endpoint:` prefix so the picker is unambiguous and parse_model_selector routes correctly. - NewSessionResponse and LoadSessionResponse attach SessionModelState with the session's current model id + the aggregated catalogue. - session/set_model: validates the requested model id against resolve_provider, mutates session.model_id, and persists so the on-disk transcript reflects the new model. Three new aggregate_models tests cover the prefixing rule (bare vs multi-endpoint) and warn-and-skip on a failing endpoint. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> |
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537a0fe7f2
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feat(helexa-acp): context compaction for small-context local models
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A new src/compaction.rs module projects rolling conversation history into a token budget before each completion. Older tool results and assistant prose get elided to one-line markers; system prompts, user turns, and the last KEEP_TAIL=4 messages stay verbatim. tool_call_id pairing is preserved so OpenAI strict-schema providers keep working. Driven by a new per-endpoint `context_window` config field (also HELEXA_ACP_CONTEXT_WINDOW for the env-only single-endpoint case). When set, prompt budget = context_window - max_tokens - 512_safety; when unset, behaviour is unchanged. Without this, a 32 K Qwen3 dies with `prompt_too_long` after the first few read_file results pile up in history — the symptom seen in plan-mode dogfooding on beat. 10 new unit tests cover the compaction strategy and the prompt budget arithmetic. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> |
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cbadfcf112
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feat(helexa-acp): plan mode — third session mode for read-and-plan-only flows
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Plan mode is the most restrictive of the three session modes: bash is disabled outright, writes are confined to a per-project plan directory under $XDG_DATA_HOME/helexa-acp/plans/<basename>-<8hex>/, and reads / list_dir are unrestricted. The system prompt is rebuilt at the top of every round so a mid-turn switch into (or out of) plan mode takes effect on the next streaming round, and plan mode appends a 3-option menu instructing the model to stop and let the user pick how to proceed once the plan is complete. The project id is basename + FNV-1a-32 of the cwd so it stays stable across runs (SipHash's DefaultHasher reseeds per process), while still disambiguating multiple checkouts that share a final path component. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> |
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3ecbb21ece
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fix(helexa-acp): persist per round, cancel previous prompt, log loop
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Three changes addressing "session stops mid-turn and disk store
doesn't update":
1. Per-round persistence. drive_prompt previously called
store::save() once at the very end of the turn. If the loop
stalled in a later round (long-running bash, upstream SSE that
never finished, wedged ACP roundtrip), earlier successful
rounds lived only in the spawned task's `new_turns` and never
reached disk. Move the extend-history + save into a helper
(extend_and_persist) and call it at the end of every loop
iteration. The post-loop save catches whatever the break paths
leave behind. Failure is logged not propagated.
2. Cancel previous in-flight prompt on new session/prompt. The
handler used to overwrite SessionState.cancel with a fresh
token *without firing the old one*. A wedged prior prompt would
then live forever, holding session-state references and never
persisting. Now we fire the existing cancel under the lock
before installing the new token — the old task observes
is_cancelled() on its next .await and unwinds.
3. Per-round and per-tool log lines. drive_prompt now emits:
- INFO prompt round: streaming { round, of, history_turns }
- INFO dispatch tool { tool, tool_call_id }
- INFO dispatch tool complete { tool_call_id, is_error }
- INFO prompt round complete; persisting { round, turns }
- INFO prompt complete { stop_reason }
so the next hang shows up by line number in /tmp/helexa-acp.log
instead of as silence.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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0d841a4981
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feat(helexa-acp): replay session history on session/load
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session/list and session/load were both implemented but clicking
a session in Zed's thread picker still left the agent panel
empty. Zed (and ACP clients in general) doesn't cache the
transcript for custom agent_servers entries — it only owns
conversation state for first-party agents. For custom agents the
expectation is that session/load returns successfully and the
agent then re-emits the conversation as a stream of session/update
notifications so the client can rebuild its view.
Implement that replay path:
- handle_load_session now returns (LoadSessionResponse, Vec<Message>)
so the caller has the history available after the in-memory
hydration finishes.
- The session/load closure responds to the request *first*, then
spawns a task that calls replay_history off the dispatch loop.
- replay_history walks the persisted history and emits one
session/update per turn:
Role::User → UserMessageChunk(text)
Role::Assistant text → AgentMessageChunk(text)
Role::Assistant tool → AgentMessageChunk for any accompanying
text + one ToolCall card per call (with
kind/title/raw_input rendered the same
way as the live dispatch path)
Role::Tool result → ToolCallUpdate matching the assistant's
call id, status: Completed, content set
to the result text
Role::System → skipped (system prompts aren't shown)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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0bbb9b752d
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feat(helexa-acp): session/list so Zed can discover sessions to resume
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Stage 3b only implemented the trailing half of resume: write
sessions to disk + handle session/load. But Zed (and any ACP
client) needs `session/list` to discover *which* session belongs
to the workspace it's reopening — without it, the client only
knows how to mint new sessions and resume never fires even
though the JSON sits ready on disk.
Add the missing pieces:
- store::list / list_in_dir — enumerate {id}.json under
sessions_dir(), optionally filter by cwd, sort recent-first.
Skips unparseable files with a warn rather than aborting.
- store::unix_to_iso8601 — RFC 3339 formatter for
SessionInfo.updated_at; pulls chrono in directly (already in
the dep tree transitively).
- agent::handle_list_sessions — wires the request to the store,
builds SessionInfo entries with derived titles (first user
turn, truncated to 60 chars).
- agent::initialize_response — advertise
session_capabilities.list = {} alongside the existing
load_session: true.
Verified end-to-end against the user's real hxa-1.json
(60-turn beat conversation): `session/list` returns the entry
with cwd, derived title, and ISO 8601 timestamp.
4 new store unit tests for list filtering, missing-dir
handling, unparseable-file skipping, and ISO 8601 formatting.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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5aac1ffc59
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feat(helexa-acp): session resume via session/load
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Zed restarts (frequent during helexa-acp dogfooding) used to lose
every conversation because we'd ignore the load_session capability
and treat every project-reopen as a fresh session/new. Persist
sessions to disk and honour session/load so the agent panel comes
back where it left off.
Storage layout:
$XDG_DATA_HOME/helexa-acp/sessions/{session_id}.json
Each file holds session_id, cwd, model_id, mode_id, full Message
history, plus created/updated timestamps. Atomic save via
tempfile+rename so a crash mid-write can't corrupt the store.
Touch points:
- src/store.rs (new) — sessions_dir() resolution, save/load via
default and explicit-dir entry points (so unit tests don't have
to race on XDG_DATA_HOME). 5 unit tests cover round-trip,
not-found errors, atomic overwrite, tool-call/result preservation,
and the filename sanitiser's path-traversal handling.
- src/provider/mod.rs — Serialize/Deserialize on Role, Message,
MessageContent, ToolCall. MessageContent::Text turned into a
struct variant ({text: ...}) so internally-tagged JSON works.
- src/agent.rs — initialize_response advertises load_session: true;
handle_load_session reads the file, snapshots in-memory state,
returns LoadSessionResponse with the persisted mode preselected;
drive_prompt persists at the end of every prompt round under the
session lock with the I/O outside the lock.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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ec2b6450b2
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feat(helexa-acp): infer tool name from arg shape when model omits it
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Qwen3.6-27B occasionally emits a <tool_call> body with the right
arguments but no top-level `name` field — observed in the field as
mkdir-style bash calls like
{"arguments":{"command":"mkdir -p .../doc/plan/{01-discovery,...}"}}
with no `name`. The agent had no tool to dispatch and surfaced a
Failed card; the model would then hang or retry the same shape.
Add a shape-based inference layer:
- tools::infer_tool_name(arguments) — given an `arguments` object
alone, return Some(name) when the key set uniquely identifies one
tool: `{command}` or `{command,cwd}` → bash, `{path,content}` →
write_file, `{path,old_text,new_text}` → edit_file. Ambiguous
shapes (`{path}` alone — could be read_file or list_dir) return
None so the agent still emits a Failed card rather than guessing.
- agent::try_repair_missing_name(raw) — parses a malformed body,
applies infer_tool_name, returns (name, args_json) on success.
- drive_prompt sweeps malformed_calls through this repair before
the Failed-card path. Recovered calls go into tool_buckets at
the next free index and dispatch through the normal tool loop.
10 new unit tests in tools::tests cover the inference table plus
the verbatim mkdir failure from the field log.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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a494c8d43c
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feat(helexa-acp): repair malformed tool calls and render failures as cards
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Two related fixes for cases where Qwen3 sometimes emits slightly-off JSON inside <tool_call> blocks: 1. JSON repair pass in qwen3::parse_tool_call_body — strip up to three trailing extra `}` characters (model overshoots its closing braces), and hoist `name` out of `arguments` when it lands nested instead of as a sibling. Both observed in the field; both trivially repairable; both now dispatch as normal tool calls instead of falling back to the malformed path. 2. New CompletionEvent::MalformedToolCall variant for the cases repair can't fix. decode_stream now emits it instead of wrapping the raw body in a TextDelta, and agent.rs surfaces each one as a Failed SessionUpdate::ToolCall card (so Zed renders it as a structured failure UI element rather than dumping the body inline) plus a synthetic tool-call/tool-result history pair so the model gets clear feedback for self-correction on the next round. Empty <tool_call></tool_call> blocks are now a no-op too (no Malformed event), matching the existing empty-<think> behaviour. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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abbedf8d8a
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chore(neuron): bump default max_tokens from 512 to 8192
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512 is too low for any modern coding model — clients that don't explicitly set max_tokens get clipped responses with no diagnostic. Bump the fallback at all four inference call sites (single-GPU streaming + non-streaming, TP leader + non-leader) to 8192, which fits comfortably within Qwen3-class context windows after a typical agent prompt and lines up with what helexa-acp / a0 / curl clients reasonably expect. Clients that explicitly set max_tokens (now including helexa-acp via HELEXA_ACP_MAX_TOKENS / per-endpoint TOML) override this. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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6cc14e925c
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feat(helexa-acp): per-endpoint max_tokens config
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The agent was sending max_tokens: None, letting cortex/neuron pick its own default — which trips Zed's "Output Limit Reached" on long turns. Add a per-endpoint max_tokens option in EndpointConfig (TOML key and HELEXA_ACP_MAX_TOKENS env var for the single-endpoint fallback) that the agent threads into every CompletionRequest by endpoint name. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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1c16732668
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feat(helexa-acp): route Qwen3 inline <think> blocks to reasoning
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Qwen3 emits chain-of-thought as literal <think>...</think> tags inside delta.content rather than via the separate reasoning_content field — so without parsing the markers, the thinking shows up in the message pane as ordinary text. Add a small ThinkParser in qwen3.rs (same chunk-boundary discipline as ToolCallParser) and stage it after the tool-call parser in decode_stream: text events from the tool-call parser are fed in and split into TextDelta / ReasoningDelta. Zed now renders thinking in its dedicated thought UI; visible answer text stays in the message pane. The parking-lot entry from the plan is now closed. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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5a0861d639
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fix(helexa-acp): forward Dispatch::Response to its awaiting router
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The catch-all on_receive_dispatch handler was applying respond_with_error to *every* Dispatch variant, including Response. For Response variants, that call routes the error to the ResponseRouter for the *outgoing* request — silently overwriting the real reply from Zed with "Internal error: not implemented yet". Every ACP roundtrip we issue (fs/read_text_file, fs/write_text_file, session/request_permission, terminal/*) was therefore returning an error to the tool runner regardless of what Zed actually responded. The model saw uniformly-failing tools, gave up, and confabulated plausible explanations. Fix: pattern-match the Dispatch. Response → forward to its router via respond_with_result. Request / Notification → keep the "not implemented yet" error response as before. Found via debug logs showing WARN helexa_acp::agent: unhandled ACP message method="fs/read_text_file" right before every tool failure. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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33652ac651
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feat(helexa-acp): HELEXA_ACP_LOG_FILE env for editor-host logging
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Editors that launch ACP agents (Zed today) don't reliably surface the child's stderr — and `args` in an `agent_servers` config is exec-args, not shell, so the usual `&>>` redirect trick doesn't work. Add a HELEXA_ACP_LOG_FILE env var that, when set to an absolute path, routes the tracing subscriber to append-write that file (ANSI off) instead of stderr. RUST_LOG still controls levels. Unopenable paths fall back to stderr with a warning so a typo doesn't silence the agent. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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c297a54074
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chore(helexa-acp): log raw bash output and tool result snippets
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Diagnostic for "the tool ran but the model thinks it failed" cases. Logs at debug level: - exec_bash: terminal/create command + cwd, terminal/exit code/signal, terminal/output bytes + truncated flag + 200-char snippet. - dispatch_tool_call: 200-char snippet of every successful result before it's folded back into history. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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0121a1930f
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feat(helexa-acp): inject and parse Qwen3 Hermes tool format
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The OpenAI `tools` API field isn't load-bearing in this stack —
neuron's chat template renders only message.content, so tool
definitions sent that way never reach the model. Move both sides
of the tool conversation into the Qwen3 Hermes wire format the
model is actually trained on:
- Append a `# Tools` block to the system prompt describing every
available function (qwen3::render_tool_block).
- Parse `<tool_call>{json}</tool_call>` markers out of the streamed
content via a chunk-boundary-safe state machine (qwen3::ToolCallParser),
surfacing them as the existing CompletionEvent::ToolCall* events
so the agent loop doesn't change.
- Re-serialise assistant turns that called tools with inline
`<tool_call>` blocks and tool results as user turns wrapped in
`<tool_response>` (qwen3::render_assistant_with_tool_calls,
render_tool_response).
Verified against cortex+Qwen3.6-27B: the model produces a
well-formed `<tool_call>{"name":"list_dir","arguments":{"path":"/tmp"}}</tool_call>`
in response to a Hermes-formatted prompt.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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13f4c36aeb
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chore(helexa-acp): log outgoing chat-completion body at debug level
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Useful for diagnosing "the model isn't using tools" — confirming that helexa-acp is in fact sending the `tools` array (and what messages, system prompt, etc. accompany it) without having to attach a packet capture upstream of cortex. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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4a51a54554
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fix(helexa-acp): describe Stage 3 tools in the default system prompt
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The Stage 2 prompt told the model it had no tools, which models
trained for caution then dutifully repeat back ("Stage 2 build: no
tools available — I can't read files…"). Stage 3 ships tools in the
CompletionRequest.tools array, but the system message was still
overriding that. Update the default prompt to list the five tools
and instruct the model to use them rather than asking the user to
paste contents.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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0609f1ac5d
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feat(helexa-acp): add tools, session modes, and permission gating
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Stage 3 introduces five tools (read_file, write_file, edit_file, list_dir, bash) backed by ACP fs/* and terminal/* calls, a ClientOps trait so the runner is mock-testable, two session modes (default + bypassPermissions) with session/set_mode honouring them, and a tool-call loop in the agent that streams the model, dispatches each call, feeds results back into history, and re-enters until the model finishes or MAX_TOOL_ROUNDS is hit. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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96fc379893
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feat(helexa-acp): wire ACP agent loop for text-only conversations
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Stage 2 lands the agent loop on top of the Stage 1 scaffold: session state with per-session cancellation, a system-prompt builder honouring HELEXA_ACP_SYSTEM_PROMPT_PATH / system_prompt_path TOML, and handlers for initialize / session/new / session/prompt / session/cancel that stream provider output back as session/update notifications. Verified end-to-end against cortex from Zed. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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e267f583e1
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chore(neuron): rustfmt drift in is_device_fault test
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One assert! call grew past the line limit after the previous commits; cargo fmt --all picked it up. No behavior change. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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e23d5011d0
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feat(helexa-acp): scaffold ACP bridge with provider trait + OpenAI chat
Adds a new workspace crate `helexa-acp` (binary, Apache-2.0) — the
start of "the missing ACP binary" for multi-endpoint LLM setups
mixing public APIs, private LAN deployments, and various wire
formats. Today it speaks OpenAI /v1/chat/completions; the
Provider trait is the seam that lets OpenAI Responses, Anthropic
/v1/messages, and other wire formats slot in later without touching
the agent loop.
The crate is intentionally self-contained — no dependencies on the
other workspace crates (cortex-core, cortex-gateway, neuron) — so a
future migration to a dedicated GitHub repo is a Cargo.toml-only
change. All deps come from crates.io.
This commit lands:
* `config.rs` — TOML config at $XDG_CONFIG_HOME/helexa-acp/config.toml
with multi-endpoint support (each `[[endpoints]]` declares its
name, base_url, wire_api, default_model, optional API key /
api_key_env). Falls back to env-only single-endpoint config when
no TOML exists (HELEXA_ACP_BASE_URL, HELEXA_ACP_MODEL, etc.). The
`endpoint:model` selector syntax is validated and tested.
* `provider/mod.rs` — `Provider` trait + provider-agnostic types
(`CompletionRequest`, `CompletionEvent`, `Message`, `ToolCall`,
`ToolSpec`, `Role`, `UsageStats`). Agent loop consumes these
without knowing the wire format on the other side.
* `provider/openai_chat.rs` — `OpenAIChatProvider` impl. Compatible
with cortex, LM Studio, Ollama (compat mode), OpenRouter, OpenAI
itself. Streams via reqwest + eventsource-stream + async-stream.
Surfaces text deltas, reasoning deltas (for models that emit
`reasoning_content`), tool-call lifecycle (start, args-delta,
completion), usage, finish reason. Cancellation-token aware.
* `main.rs` — tokio + stderr-only tracing-subscriber + Stdio
transport. Builds a provider per configured endpoint at startup,
surfacing config mistakes before the editor even initializes.
Currently responds to `initialize`; everything else stubs to
`not implemented yet` until the agent loop lands in the next
commit.
12 unit tests pass — encoder shape, decoder shape (text-only,
tool-call progressive, cancellation, malformed-chunk recovery),
config parsing (multi-endpoint TOML, env fallback, validation).
The `#![allow(dead_code)]` on `provider/mod.rs` is temporary — the
agent loop in the next commit reads every field. It's noted in the
module-level docstring so the next reader knows.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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249b2e5c98
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fix(neuron): only poison the model on actual device faults
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Previously every inference Err — shape mismatch, NaN logits, tokenizer
error, missing handle — marked the model poisoned and rejected every
subsequent request until an operator unload+reloaded. The benjy
incident on 2026-05-27 showed how this misfires: a concurrency bug
produced a `broadcast_add: shape mismatch` error that had nothing to
do with CUDA, but the model was taken down anyway.
Add `is_device_fault(err_chain: &str)` — a conservative classifier
that returns false only for errors we know are pre-kernel / CPU-side
(shape mismatches, NaN logits, tokenize/detokenize, missing handle,
DecodeStream, empty prompt). Everything else defaults to true so a
genuine driver fault still poisons.
Applied at all six poisoning sites:
- chat_completion CUDA worker path
- chat_completion CPU spawn_blocking path
- chat_completion_stream CUDA worker path
- chat_completion_stream CPU spawn_blocking path
- chat_completion_tp non-streaming wrapper
- chat_completion_tp_stream spawned task
Each site now logs either "model marked poisoned" (device fault) or
"model NOT marked poisoned" (non-device) so the journal makes the
classification visible. Tests cover the known non-device patterns and
a couple of real CUDA driver messages.
Pairs with the inference_lock commit (
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c59da83636
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fix(neuron): serialise single-GPU inference per loaded model
Two concurrent chat_completion requests against the same single-GPU model could interleave their `clear_kv_cache → forward(chunk0) → forward(chunk1) → ...` sequences. The device-worker channel serialises individual jobs but not the sequence boundary, so the cache could end up holding tokens from one request while another's mask was sized for its own prompt — producing a shape mismatch mid-prefill. Observed on benjy 2026-05-27 18:41:05: agent-zero's `memorize memories` and `memorize solutions` extensions fired 4ms apart against Qwen/Qwen3-8B (a0's utility model). Both prefilled into the same KV cache, and request a08b4a's chunk 0 forward produced scores of shape [1, 32, 512, 1024] against a mask of [1, 1, 512, 512] — broadcast_add failed, both requests bubbled the error up, both flipped the model to poisoned. Add `LoadedModel.inference_lock: tokio::sync::Mutex<()>`, mirroring the TpLoadedModel.pool lock that the TP path already held. Acquire it at the start of `chat_completion` and inside the spawned task of `chat_completion_stream` (so the role chunk goes out immediately and only the inference work queues behind the lock). The CPU branch uses `blocking_lock` from inside spawn_blocking; the CUDA branch uses async `.lock().await` inside tokio::spawn. Throughput impact: zero. The GPU was already serialised at the device-worker channel — multiple requests just produced corrupt KV cache state instead of clean serial throughput. The lock makes the existing serialisation honest. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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f05882369d
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fix(neuron): don't poison the model on tokio JoinError panics
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CUDA driver failures propagate as Err through `?` and become
`Ok(Err(InferenceError::Other(_)))` from the spawned task — those are
real device faults and still poison the model. Tokio JoinError is
different: it fires on Rust-level panic (tokenizer bug, sampler bug,
serialisation, the UTF-8 slice that landed in commit
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bd04d7f580
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fix(neuron): stream tokens via DecodeStream to avoid UTF-8 panic
When BPE byte-fallback splits a multi-byte UTF-8 char (e.g. an emoji) across multiple tokens, the previous "decode the cumulative token list, byte-slice the delta against a stored prefix" pattern would panic with 'start byte index N is not a char boundary; it is inside <emoji>'. The race: at step N the tokenizer renders the partial bytes as U+FFFD (3 bytes); at step N+1 it can decode the complete codepoint (e.g. 4 bytes for 🌫). `decoded_prefix.len()` from step N then lands inside the codepoint in step N+1's `full` string, and `&str[start..]` panics. Replace with tokenizers' `DecodeStream::step(id)` which maintains an internal byte buffer across token boundaries and only emits when a clean codepoint completes. Applied at all three SSE emission sites: - stream_inference_via_worker (single-GPU CUDA stream) - chat_completion_tp_stream's spawned task (TP stream) - run_inference_streaming (CPU stream) The shared emit helper splits into emit_delta (async, mpsc::send) and emit_delta_blocking (sync, mpsc::blocking_send) so each path keeps its existing send semantics. The old emit_chunk helper that did the unsafe full-decode-and-slice is removed entirely. Observed on beast 2026-05-27 17:49:55 — model emitted 🌫 in a tool-call response after a long agent-zero session; the spawned TP stream task panicked at candle.rs:2648. The model itself stayed healthy (no CUDA fault), only the one streaming request died. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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1e13889392
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feat(neuron): chunked prefill + VRAM/prompt-length pre-flight checks
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Prevents the OOM-during-prefill → poisoned-context → 5-minute-reload
cycle observed on beast under agent-zero workloads. Three changes,
all keyed off env-driven knobs so an operator can tune without a
rebuild:
1. Chunked prefill (NEURON_PREFILL_CHUNK_TOKENS, default 512). The
initial forward is split into N-token windows, each with a
monotonically growing offset. KV cache accumulates across chunks
exactly as it would under one big prefill; only the final chunk's
logits are kept for sampling. Activation memory now scales with
chunk size instead of prompt length, so a 13 k-token prompt stops
holding tens of GB of intermediate activations live at once.
Wired into all six prefill call sites:
- run_inference / run_inference_streaming (CPU path)
- run_inference_via_worker / stream_inference_via_worker (CUDA
single-GPU through device worker)
- chat_completion_tp_inner / chat_completion_tp_stream (TP via
WorkerPool)
Three helpers — chunked_prefill_local, chunked_prefill_via_worker,
chunked_prefill_tp — own the loop shape so the chunking semantics
stay identical across paths. Per-chunk debug log shows progress.
2. Max prompt length (NEURON_MAX_PROMPT_TOKENS, default 16384).
Requests above the cap return a structured 400 with
`code: prompt_too_long` rather than going through the prefill and
discovering the limit by OOMing partway through. New
InferenceError::PromptTooLong variant.
3. Minimum free VRAM gate (NEURON_MIN_FREE_VRAM_MB, default 1500).
If `vram_free_mb` is below the threshold at request start (e.g.
another concurrent request is mid-prefill), reject with a clean
503 + `code: insufficient_vram` rather than starting work that
will OOM. New InferenceError::InsufficientVram variant. CPU loads
(vram=0 sentinel) skip this check.
All three gates fire BEFORE any device work, so a rejected request
costs ~one tokenisation pass and never touches the worker thread —
poison cascades from rejected work are now impossible.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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35876954cd
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chore(neuron): default tracing filter to info (was info,neuron=debug)
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Production deployments that want neuron-internal debug detail (e.g. trim_device_pool's per-clear-kv line, slab inserts/drops) override RUST_LOG explicitly via systemd. Defaulting to debug for the whole neuron target produced a lot of journal volume that wasn't useful in the common case. beast already sets RUST_LOG=debug in /etc/systemd/system/neuron.service.d/local.conf, so beast's verbosity is unchanged. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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cdf0f4e66d
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fix(neuron): trim cudarc mempool after clear_kv_cache to release VRAM
cudarc's stream-ordered memory pool retains freed blocks (cuMemFreeAsync returns memory to the device's default mempool, not to the OS), so mem_get_info under-reports free VRAM between requests. With Qwen/Qwen3.6-27B TP=2, the second consecutive chat completion saw ~4.5 GB of "missing" free VRAM and either OOMed or tripped cuBLAS into CUBLAS_STATUS_INTERNAL_ERROR depending on quant. Add a cuda-gated trim_device_pool helper that, after each successful clear_kv_cache, synchronizes the context and calls cuMemPoolTrimTo(pool, 0) against the device's default mempool. Failures (no async-alloc support, transient driver errors) are non-fatal and log at debug. The before/after free-VRAM delta is logged so an operator can correlate the trim with the next request's prefill VRAM. ConcatKvCache::reset() in candle-nn 0.10.2 already drops its tensors correctly; the leak was strictly at the cudarc pool layer. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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b4f3576d82
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refactor(neuron): phase 4 — model loads move onto the device worker
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Final structural slice of the per-device CUDA context-ownership refactor. The four remaining spawn_blocking sites that did CUDA work on the leader are gone: - Single-GPU GGUF load (`load_arch_gguf` spawn_blocking) → `Job::LoadGguf` dispatched on the worker. - Single-GPU dense load (`load_arch_dense` spawn_blocking) → `Job::LoadDense` on the worker. - TP shard load (`WorkerPool::load_dense_shard` spawn_blocking) → `Job::TpLoadShard`. The dispatch handler reads `state.nccl.comm()` directly — no cross-thread `Arc<Comm>` transfer, no `SendComm` wrapper for this path. The Phase 2 / Phase 3 bridges that moved freshly-built models across the channel boundary (`Job::TransferIn`, `Job::TransferInTp`, `Job::CloneLeaderComm`) are removed. Models are now constructed on the worker thread directly; the slab gets populated by `insert_arch` / the inline `tp_models.insert` in dispatch handlers. What this phase preserves: - CPU loads still use `tokio::task::spawn_blocking` against `Arc<Mutex<ModelArch>>`. There's no CUDA context to own on CPU and channel overhead would only add latency. Four `spawn_blocking` references remain in `candle.rs` (load_arch_gguf, load_arch_dense, chat_completion, chat_completion_stream) and all are deliberate CPU-only fallback. - Public API unchanged. `Harness::load_model`, `chat_completion`, HTTP routes all keep identical signatures. What this phase removes: - `SendComm` wrapper is no longer used in the load path (the Phase 3 bridge that justified it). It remains in `nccl_state.rs` for the Phase 1–3 era and any future cross-thread Comm move; consider deleting in a follow-up. - `Job::TransferIn`, `Job::TransferInTp`, `Job::CloneLeaderComm` and their handle convenience methods deleted. - The leader_device parameter on `load_dense_shard` is now `_` — unused since the worker has its own bound device. Removing the arg outright is a public-API change; keeping the underscore prefix preserves the signature and signals deadness without churn. Helper relocation: - `LlamaDense::from_parts` is a new pub(crate) constructor so the worker-thread loader can build a `LlamaDense` without going through the original `load_arch_dense` async function. - `check_dense_config_supported` is bumped to `pub(crate)` for the same reason. Sweep verified: `grep -rn spawn_blocking crates/neuron/src/harness/` returns only CPU-fallback hits in `candle.rs` + doc-comment references to the old design. All four leader-side CUDA `spawn_blocking` sites are gone. fmt + clippy clean; 37 lib tests + all integration tests pass. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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76ab24d98c
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refactor(neuron): phase 3 — TP forward + NCCL state move onto device worker
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Third slice of the per-device CUDA context-ownership refactor planned at ~/.claude/plans/plan-the-per-device-worker-abstract-micali.md. The leader's `NcclState`, every `Comm::all_reduce` issued by the TP layers, the leader-side KV cache reset, and the TP forward step itself now all run on the per-device worker thread — the same OS thread that bound the leader's `CudaContext` at startup. What this phase changes: - `Job` gains `NcclInit`, `NcclSanity`, `CloneLeaderComm` (Phase 3 bridge — Phase 4 removes), `TransferInTp`, `DropTp`, `TpClearKv`, `TpForwardLogits`. Plus a new `TpHandle(u64)` opaque key. - `DeviceWorkerState` gains `nccl: NcclState` and `tp_models: HashMap<TpHandle, Box<TpLeaderModel>>` (+ counter). - `WorkerPool` loses its `leader_nccl` field; gains a `leader_worker: Arc<DeviceWorkerHandle>` passed at construction. `init_nccl`, `nccl_sanity_check`, `load_dense_shard`, `generate_step`, `clear_kv_cache` all route their leader-side ops through `Job::Nccl*` / `Job::Tp*` instead of spawn_blocking against a Mutex-wrapped state. `generate_step` returns `Vec<f32>` instead of a device-resident `Tensor` — the worker copies logits to CPU before reply so the async caller can sample on a CPU candle tensor with zero device-context touch. - `TpLoadedModel.leader_model: Arc<Mutex<TpLeaderModel>>` → opaque `leader_handle: TpHandle`. The boxed `TpLeaderModel` lives in the worker thread's slab; both the model's CUDA tensors and the embedded `Arc<Comm>` clones release on the same thread that allocated them (the Drop semantics constraint cudarc forces). - `Job::CloneLeaderComm` is a Phase 3 bridge: the TP shard load still runs in spawn_blocking and needs the leader's `Arc<Comm>` to build the row-parallel layers' AllReduce ops. The Job clones the Comm out of the worker's NcclState and ships it back as `SendComm`. Phase 4 deletes this bridge when the load itself moves onto the worker. - `Job::NcclInit` and `Job::NcclSanity` are ungated by `cuda` so the no-cuda `NcclState` stubs (which reply with `cuda_feature_not_enabled`) still flow through the same channel uniformly; the cuda-only TP variants (CloneLeaderComm, Transfer/Drop/Clear/Forward Tp) remain gated. What this phase doesn't touch (yet): - TP shard load itself — still spawn_blocking, bridged via `CloneLeaderComm`. Phase 4 moves it to `Job::TpLoadShard` and reads `state.nccl.comm()` directly inside the worker. - Single-GPU model loads — still spawn_blocking, transferred via `Job::TransferIn`. Phase 4 moves them. - `device_vram_mb` / `cuda_mem_mb` / `log_construction_complete` helpers — still present, used inside spawn_blocking load closures. Phase 4 cleanup folds them into `dispatch.rs`. `tp/mod.rs::WorkerPool::spawn` gained a required `leader_worker: Arc<DeviceWorkerHandle>` argument. Three external callers were updated: `CandleHarness::load_tp` (passes the cached device worker), `main.rs::tp_smoke` (spawns a fresh worker), and the two `tp_worker_lifecycle*.rs` integration tests. Public API unchanged. fmt + clippy clean; 37 lib tests + all integration tests pass. CUDA-only TP integration smoke deferred to the next deploy on beast. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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b179204fd3
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refactor(neuron): phase 2 — single-GPU forward + clear_kv route through device worker
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Second slice of the per-device CUDA context-ownership refactor planned at
~/.claude/plans/plan-the-per-device-worker-abstract-micali.md. The two
spawn_blocking sites in `chat_completion` and `chat_completion_stream`
now route through the device worker thread on CUDA loads. CPU loads
keep the existing spawn_blocking + `Arc<Mutex<ModelArch>>` path; there's
no context to own and the channel hop would only add latency.
What this phase changes:
- `Job` gains `TransferIn`, `DropArch`, `ClearKv`, `ForwardLogits`. The
worker's dispatch state grows a `HashMap<ArchHandle, Box<ModelArch>>`
slab and a `next_handle` counter for minting opaque handles.
- `LoadedModel.arch: Arc<Mutex<ModelArch>>` → `Option<Arc<Mutex<>>>`,
plus a new `arch_handle: Option<ArchHandle>` field. The two are
mutually exclusive: CUDA loads set `arch_handle = Some(_)` after
transferring the boxed arch into the worker's slab; CPU loads keep
`arch = Some(_)` for the legacy spawn_blocking path.
- New `run_inference_via_worker` and `stream_inference_via_worker`
drive the prefill + decode loop by sending `Job::ForwardLogits` per
step; the worker copies the resulting `[vocab]` logits to a
CPU-side `Vec<f32>` before reply, so the async caller never holds a
device-resident tensor. `apply_repeat_penalty` and
`LogitsProcessor::sample` run on a CPU candle tensor; no context
binding side-effects on tokio worker threads.
- `logits_health_slice(&[f32])` complements the existing
`logits_health(&Tensor)` so the new worker paths can compute
health stats directly from the CPU vec.
- `unload_model` for the single-GPU CUDA path now sends
`Job::DropArch { handle }` to the worker so the `Box<ModelArch>`
drops on the thread that allocated its CUDA tensors. The `Drop` runs
with the bound context, freeing memory on the right context.
What this phase doesn't touch (yet):
- TP forward, TP load, NCCL bring-up — still on spawn_blocking. Phase 3.
- Single-GPU model load — still spawn_blocking, followed by a
`Job::TransferIn` to move the freshly-built `ModelArch` into the
worker slab. Phase 4 moves the load itself onto the worker thread
and eliminates the bootstrap TransferIn.
- The `device_vram_mb` / `cuda_mem_mb` helpers — still present and
used by the construction-time logs running inside spawn_blocking
loads. Phase 4 cleanup folds them into `dispatch.rs`.
Public API unchanged. fmt + clippy clean; 37 lib tests + all
integration tests pass.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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081b532387
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refactor(neuron): phase 1 — per-device worker thread, VRAM queries route through it
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First slice of the per-device CUDA context-ownership refactor planned at ~/.claude/plans/plan-the-per-device-worker-abstract-micali.md. Adds the infrastructure for a dedicated OS thread per CUDA device that owns the device's `CudaContext` for the daemon's lifetime, and routes the 8 async-context `device_vram_mb()` call sites in candle.rs through it. What this phase changes: - New module `harness/device_worker/` (mod.rs, jobs.rs, dispatch.rs). `DeviceWorkerHandle::spawn(idx)` creates a named OS thread (`cuda-dev-N`), binds `CudaContext::new(idx)` once at startup, and enters a dispatch loop reading `Job`s off a `std::sync::mpsc` channel. Replies cross back via `tokio::sync::oneshot::Sender` so async callers await without parking a tokio worker. - Two Job variants: `QueryVram` and `Shutdown`. Phases 2–4 add Forward, ClearKv, NCCL init/sanity, and load variants. - `LoadedModel` and `TpLoadedModel` gain a `worker` field populated at load time by a new `CandleHarness::ensure_device_worker(idx)` method that lazily spawns + caches one worker per device index. - Per-model `query_vram()` convenience method on both struct types so the 8 call sites in chat_completion / chat_completion_stream / chat_completion_tp_inner / chat_completion_tp_stream become `loaded.query_vram().await` (or `tp.query_vram().await`) — same field values logged, just sourced from the owner thread instead of the caller thread. What this phase doesn't touch (yet): - Forward, kv-cache clear, model load, NCCL — still on `spawn_blocking`. Phase 2 moves the single-GPU forward + clear; Phase 3 moves the TP forward + NCCL bring-up; Phase 4 moves the loads and deletes the now- unused `device_vram_mb` / `cuda_mem_mb` helpers. - Public API — unchanged. `Harness::load_model`, `chat_completion`, HTTP routes all keep identical shapes. Tests: - 5 new unit tests in `device_worker/mod.rs::tests` cover spawn → query → shutdown round-trip, thread naming, post-shutdown submit returns `Gone`, poisoned flag fast-rejects, and concurrent jobs drain across a Shutdown. CPU build (the only one CI runs) is enough to exercise channel mechanics. - All 37 lib tests + all integration tests pass; fmt + clippy clean. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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7c19da9361
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feat(neuron): construction-complete vram/config dump + logits health + per-step vram
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Three additive diagnostics that turn the 2026-05-27 q5k Qwen3.6-27B incident from "guess at KV cache / quant sizes" into "read the journal": 1. Construction-complete summary in TpQwen3_5ForCausalLM::load and TpQwen3ForCausalLM::load. After the last "after layer N" log fires, each rank emits a single info line with: free_mb/total_mb (the number that drops by ~9 GB between per-layer and first-request on beast, with no inference traffic), every resolved config knob (vocab_size, hidden_size, num_layers, head_dim, num_kv_heads, max_position_embeddings), and a per-token KV-cache byte estimate. For Qwen3-Next also includes the linear/full-attention layer split so the hybrid architecture's cache cost is unambiguous. 2. Logits health snapshot on sample failure. Today the failure logs "A weight is negative, too large or not a valid number" with no context — was it a NaN cascade, an Inf, a negative weight? `logits_health(&logits)` computes nan/pos_inf/neg_inf/neg counts plus finite_min/max/mean on the failure path (zero cost on the success path) and emits a warn line just before the wrapper's terminal "failed, model marked poisoned" log. Wired into both the prefill and decode sample sites of the non-streaming AND streaming TP chat paths. 3. VRAM snapshot at prefill complete + every decode step. The "prefill complete" info line now carries vram_free_mb so the activations + KV growth from the prefill itself is visible. The per-step trace line gets vram_free_mb too, so an operator running with RUST_LOG=trace can watch headroom shrink token by token. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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24e20dcb5c
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feat(catalogue,gateway): model aliases (helexa/small, helexa/balanced, helexa/large)
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Operators can now define tier aliases in models.toml:
[aliases]
"helexa/small" = "Qwen/Qwen3-1.7B"
"helexa/balanced" = "Qwen/Qwen3-8B"
"helexa/large" = "Qwen/Qwen3.6-27B"
A client request for `model: "helexa/small"` is resolved to the concrete
model id at routing time. The gateway also rewrites the proxied body's
`model` field to the concrete id so neuron sees a name that matches its
loaded handle (otherwise the harness rejects the request).
Motivated by the finger-in-the-wind benchmark: same "what's the capital
of Georgia" probe runs in 2.5s on the 1.7B vs 6.7s on the 27B with
identical correctness. Aliases let clients pick a latency tier without
hardcoding model ids, and let operators swap targets without changing
client code.
Changes:
* cortex-core: `ModelCatalogue` gains `aliases: HashMap<String, String>`
+ `resolve_alias(&str) -> &str`. Unit tests cover the basic
resolution + TOML round-trip.
* cortex-gateway:
* `RouteDecision` gains `resolved_model_id: String`. `router::resolve`
consumes aliases at entry and threads the concrete id through.
* Handlers (chat_completions, completions, anthropic_messages
streaming + non-streaming) rewrite the body's `model` field with
`rewrite_model_in_body` before proxying, using the resolved id
for metrics labels, LRU touch, and the body itself.
* `/v1/models` (Pass 4) emits each alias as its own entry mirroring
the target's `loaded` flag, feasible_on, and locations — clients
browsing the endpoint see both names and can pick either.
* `models.toml` declares the three tier aliases; `models.example.toml`
documents the section as opt-in.
* Integration tests verify: end-to-end alias→concrete request flow,
alias surfacing in /v1/models, and no-op fall-through for
non-alias model ids.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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b9e7a76a7a
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feat(gateway): surface mid-prewarm models as Loading on /v1/models
The poller now fetches /health alongside /models on each neuron and stashes the activation snapshot on NodeState. The /v1/models handler gains a Pass 3 that synthesises Loading locations from each neuron's activation.in_progress and activation.pending lists, so a catalogued model that's mid-prewarm surfaces as `status: "loading"` rather than appearing absent (loaded=false, locations=[]). Without this, a client polling /v1/models during a beast restart sees Qwen3.6-27B disappear for the ~5 minutes the q5k load takes, then reappear. Now it stays visible the whole time with a clear status. Adds ModelStatus::Loading to cortex-core. The router's per-node priority loop gets an explicit (no-op) arm: Loading models aren't routable yet, and falling through to the catalogue cold-load path is the existing race — no worse than before, but tagged as a known follow-up needing neuron-side in-flight tracking on /models/load. New test_poller_captures_activation_from_health exercises the full round-trip: mock neuron with empty /models but a pre_warming /health → poller writes node.activation. Common test helpers gain spawn_mock_neuron_with_models_and_health and default_health_response. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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800498f530
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feat(neuron): bind listener before pre-warm, surface activation in /health
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Two coupled changes addressing the 2026-05-26 validate-neuron failure
where a fresh deploy of beast had /health unreachable for ~5 minutes
while Qwen3.6-27B q5k materialised, even though systemd reported the
unit as active.
1. main.rs no longer awaits load_default_models before binding axum.
The listener binds first; pre-warm runs in a spawned background
task that holds a read lock on the harness registry for the
duration of its sequential load loop. Concurrent on-demand
/models/load and /v1/chat/completions traffic still flow.
2. /health gains an `activation` field carrying:
state pre_warming | ready
pending model ids queued but not started
in_progress model id currently loading (Option)
completed model ids loaded successfully this activation
failed [{model_id, error}] for failed entries
The field is `#[serde(default)]` so a pre-change cortex polling a
new neuron — or vice versa — keeps working.
`ActivationTracker` (new module `neuron::activation`) owns the
RwLock-wrapped state; load_default_models takes a tracker reference
and updates it per-model. NeuronState holds an Arc clone for the
/health handler.
Tests updated to construct trackers and assert state transitions
(empty noop, two failures → ready with both in `failed`).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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2740e61a23
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fix(neuron,candle): name lifetime on acquire_pool_lock
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Lifetime elision fails when a function has two reference parameters and returns a borrow: rustc can't infer whether the MutexGuard's lifetime ties to `pool` or `model_id`. The non-CUDA build skipped this code path (cfg-gated), so the error only surfaced on the GPU build at https://git.lair.cafe/helexa/cortex/actions/runs/162. The guard borrows the pool, so name the lifetime on `pool` and the return type. `model_id` keeps its independent (elided) lifetime. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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67f79c868f
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fix(neuron,shutdown): time-bound unloads, fast-exit past tokio drain
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Two failure modes from the 2026-05-26 beast incident: 1. `unload_all_models` looped through models calling `unload_model`, logging individual failures at warn. The cumulative effect was a single warn line for the failed unload then "shutdown complete" — no signal that the model was actually still loaded. Now each unload is bounded by a 20s timeout, failures escalate to error, and a summary "leaving N model(s) loaded" line fires when anything is stuck so the operator knows the OS will reclaim VRAM after exit. 2. Returning `Ok(())` from `main` after the unload sweep dropped the tokio runtime, which then waited indefinitely on a CUDA-stuck spawn_blocking thread (the journal's "Stack trace of thread 2951308" — spinning on `cuCtxGetCurrent`). systemd's TimeoutStopSec fired 2 minutes later, SIGABRT, core dump. Replacing the return with `std::process::exit(0)` skips the runtime drain and hands the OS a clean exit code; stuck threads get reaped with the process. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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fc6ef0ee0f
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feat(neuron,candle): detect CUDA context poisoning and refuse follow-ups
Once a CUDA driver error has hit a forward or kv-cache call, the device's context is unrecoverable in-process — subsequent kernels can hang (the failure mode seen on beast on 2026-05-26), return garbage, or trip another illegal-address. The harness now marks the model poisoned on any forward / spawn_blocking / TP-task failure, refuses further inference against it with a clear "unload and reload" error, and surfaces `status: "poisoned"` on `/models` so an operator running `curl beast:13131/models` (or cortex polling) can see the bad state. Without this, a single OOM on a too-large prefill quietly turned every subsequent request into a stuck wait on the pool lock; with it, the first request fails fast with the driver error in the journal and the client gets a usable 5xx instead of a hung connection. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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1385979e3d
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feat(neuron,candle): log per-device VRAM at chat_completion start
Every "starting" log line now carries vram_free_mb / vram_total_mb for the request's serving device (the leader device on TP). On the 2026-05-26 incident this would have made the 14k-token prefill OOM diagnosable from the first log line: with ~412 MB free, that prompt was never going to fit, and the operator could have caught the imbalance before the CUDA context got poisoned. `device_vram_mb` mirrors the existing helper in tp_qwen3_5.rs and is kept separate to avoid coupling the inference path to the TP module. TpLoadedModel gains a `leader_device: Device` clone so the request path reads the device without locking the leader model (which would contend with an in-flight forward). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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0a1cfcd4d0
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feat(neuron,candle): req_id spans, terminal failure logs, pool-lock warnings
Every chat completion path (single-GPU + TP, streaming + non-streaming)
now opens an `info_span!("chat", req_id=…, model=…)`. The fmt subscriber
prefixes every event with that span so `grep req_id=…` over journalctl
reconstructs one request even when dozens overlap.
Every path also emits a terminal log line on both success ("done", with
prompt_tokens/completion_tokens/finish_reason/total_ms) and failure
("failed", with full anyhow chain + total_ms). Failures used to vanish
silently — a request that hit a CUDA OOM left "starting" in the journal
and no further trace.
New `acquire_pool_lock` helper replaces the bare `tp.pool.lock().await`
in both TP paths. It warns at 2s ("still waiting on pool lock") and
re-warns every 2s thereafter, so queued requests stuck behind a
deadlocked holder are visible immediately instead of looking like idle
silence.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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ea0e0f7911
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fix(neuron,tp): log leader forward errors with full context
Worker rank failures were already surfaced at WARN, but the leader's own forward Result::Err was silently coerced to a `leader_ok=false` bool. When the leader and a worker both fail together — the typical shape of a CUDA OOM cascading into an illegal-address — the journal showed only the worker side and an operator had to guess what hit rank 0. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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aa88d37509
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fix(gateway): full observability + stop leaking upstream bodies
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Comprehensive sweep across cortex-gateway's request handling. Every failure path now emits exactly one structured warn (or error) event on the cortex side with the wire-level detail an operator needs; the API response carries only a generic message plus, where useful, the upstream status code. proxy.rs::forward_request: - warn on network failure (network error, target URL). - warn on upstream non-2xx (status, target URL). Streaming body still passes through to the client; we just can't snippet without breaking the stream. - warn on response-build failure. - ProxyError::into_response no longer interpolates the inner error into the API body — generic "upstream request failed" / "failed to build response" instead. handlers.rs::chat_completions, handlers.rs::completions: - warn on missing model field, with handler= label. - warn on route resolve failure with model + error chain. The user-facing 404 keeps the RouteError Display string (which is short, informative, and contains no internal detail beyond the model id and config'd node names). handlers.rs::anthropic_messages: - warn on invalid Anthropic body, on translated-OpenAI serialise failure (which is internal), on route resolve, on upstream network error, on upstream non-2xx (with 512-char body snippet for parse errors), on upstream body read, on response parse. - All warns share consistent field shape: handler, model, node, url, status / error / body as applicable. - API response messages are now uniformly generic. - Adds an info-level "proxying request" log on the non-streaming path so successful proxies are also visible. handlers.rs::proxy_with_metrics: - still calls e.into_response() but proxy::forward_request already warn'd at the wire layer, so no double-log here. Tests: - All 32 existing unit tests + 22 gateway integration tests + 4 new router tests pass. - Tests that asserted on the "no healthy nodes" / "not found" strings still match because RouteError messages are preserved in the 404 user-facing path. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
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0f00f72b47
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fix(router,handlers): strip trailing slash from rewritten URL + log upstream failures
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Two coupled bugs surfaced after
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9b0ed0b57f
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fix(router): rewrite loopback inference URLs to use neuron's host
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Neuron hardcodes its bind_url as `http://localhost:13131` (it can't reliably know its own externally-resolvable name). When cortex runs on a different host than the neuron it's routing to, blindly proxying to that URL hits localhost on the cortex box instead of the neuron. Cortex already knows each neuron's reachable host from cortex.toml. After fetching the inference URL from `/models/{id}/endpoint`, if the host is a loopback name (localhost / 127.0.0.1 / 0.0.0.0 / ::1), swap it for the configured neuron host. Preserve the port and path from neuron's URL so a future harness serving inference on a different port than the management API still works. Adds `url` (already a transitive dep via reqwest) as a direct dep for the URL parsing. Tests cover: localhost rewrite, distinct inference port preservation, non-loopback passthrough, malformed input. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |