Move POST /api/jobs/:id/survey/analyze off the FastAPI worker thread
by routing it through the LLM task queue (same pattern as cover_letter,
company_research, resume_optimize).
- Extract prompt builders + run_survey_analyze() to scripts/survey_assistant.py
- Add survey_analyze to LLM_TASK_TYPES (task_scheduler.py) with 2.5 GB VRAM budget
(text mode: phi3:mini; visual mode uses vision service's own VRAM pool)
- Add elif branch in task_runner._run_task; result stored as JSON in error col
- Replace sync endpoint body with submit_task(); add GET /survey/analyze/task poll
- Update survey.ts store: analyze() now fires task + polls at 3s interval;
silently attaches to existing in-flight task when is_new=false
- SurveyView button label shows task stage while polling
Fixes load-test spike: ~22 greenlets blocking on LLM inference at 100 concurrent
users, causing 90s poll timeouts on cover_letter and research tasks.
- task_scheduler: extend LocalScheduler (concrete class), not TaskScheduler
(Protocol); remove unsupported VRAM kwargs from super().__init__()
- dev-api: lazy import db_migrate inside _startup() to avoid worktree
scripts cache issue in test_dev_api_settings.py
- test_task_scheduler: update VRAM-attribute tests to match LocalScheduler
(no _available_vram/_reserved_vram); drop deepest-queue VRAM-gating
ordering assertion (LocalScheduler is FIFO, not priority-gated);
suppress PytestUnhandledThreadExceptionWarning on crash test; fix
budget assertion to not depend on shared pytest tmp dir state
- test_dev_api_settings: patch path functions (_resume_path, _search_prefs_path,
_license_path, _tokens_path, _config_dir) instead of removed module-level
constants; mock _TRAINING_JSONL for finetune status idle test
- test_wizard_tiers: Vue SPA is free tier (issue #20), assert True
- test_wizard_api: patch _search_prefs_path() function, not SEARCH_PREFS_PATH
- test_ui_switcher: free-tier vue preference no longer downgrades to streamlit
Threads coordinator_url from CF_ORCH_URL env var (default localhost:7700)
into the cfcore TaskScheduler so Docker instances can point at
host.docker.internal:7700 instead of the container's own loopback.
Also adds CF_ORCH_URL to compose.test-cfcore.yml and mounts persistent
patched configs (llm.docker.yaml, user.docker.yaml) for the test instance.
VRAM detection now uses cf-orch free VRAM when coordinator is running,
making the scheduler cooperative with other cf-orch consumers.
Enqueue return value now checked — queue-full tasks are marked failed.
