76ac204846
openWakeWord's ONNX backend returns near-zero scores on Apple Silicon (dscripka/openWakeWord#336), so "Hey Hermes" never crossed the 0.5 threshold: the listener armed, the microphone worked, and nothing fired. Bisecting the pipeline puts the fault in exactly one stage — feeding the same audio through both backends, the melspectrogram front-end is bit-identical (maxdiff 0.00000) and the wake classifier agrees on identical features, while the shared embedding model diverges by 45.44. Cross-feeding confirms it: tflite features scored through the *onnx* classifier give 0.9948 vs 0.000009 for onnx features. A telling secondary symptom is that scores fall as input gets louder (0.5x -> 0.00031, 8x -> 0.000066), which is garbage inference rather than a weak detection. Selecting tflite in config alone does not fix it. openWakeWord hardcodes `import tflite_runtime.interpreter` but declares tflite-runtime for `platform_system == "Linux"` only; on macOS the equivalent wheel is ai-edge-litert, so that import always fails and model.py silently downgrades back to onnx. The result is a detector that reports itself listening and can never fire. - default the backend per platform (tflite on macOS ARM64, onnx elsewhere) instead of hardcoding onnx, and pick the matching bundled model artifact - bridge tflite_runtime -> ai_edge_litert through sys.modules, in-process, with no writes to site-packages - refuse the silent onnx downgrade on macOS ARM64 and report the missing runtime through check_wake_word_requirements() so the GUI surfaces an actionable hint rather than arming a dead ear - lazy-install ai-edge-litert via its own feature key, because lazy-dep specs cannot carry PEP 508 markers (_spec_is_safe rejects ";") An explicit `inference_framework` in config still wins, so anyone pinning a backend keeps it. Verified on macOS 26.5.2 / M-series: "hey hermes" scores 0.0005 on onnx and 0.9423 on tflite from the same clip, with cross-phrase controls at 0.0003. Live over-the-air through the real microphone fires 4/4 utterances (peak 0.9532). |
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| .. | ||
| dashboard_auth | ||
| proxy | ||
| subcommands | ||
| __init__.py | ||
| _early_recovery.py | ||
| _parser.py | ||
| _subprocess_compat.py | ||
| active_sessions.py | ||
| agent_import.py | ||
| approval_mode.py | ||
| approvals_suggest.py | ||
| auth.py | ||
| auth_commands.py | ||
| azure_detect.py | ||
| backup.py | ||
| banner.py | ||
| blueprint_cmd.py | ||
| browser_connect.py | ||
| build_info.py | ||
| bundles.py | ||
| callbacks.py | ||
| checkpoints.py | ||
| claw.py | ||
| cli_agent_setup_mixin.py | ||
| cli_billing_mixin.py | ||
| cli_commands_mixin.py | ||
| cli_output.py | ||
| clipboard.py | ||
| codex_models.py | ||
| codex_runtime_plugin_migration.py | ||
| codex_runtime_switch.py | ||
| colors.py | ||
| commands.py | ||
| completion.py | ||
| config.py | ||
| console_engine.py | ||
| container_boot.py | ||
| context_switch_guard.py | ||
| copilot_auth.py | ||
| credential_lifecycle.py | ||
| cron.py | ||
| curator.py | ||
| curses_ui.py | ||
| dashboard_register.py | ||
| debug.py | ||
| default_soul.py | ||
| dep_ensure.py | ||
| diagnostics_upload.py | ||
| dingtalk_auth.py | ||
| doctor.py | ||
| dump.py | ||
| env_loader.py | ||
| fallback_cmd.py | ||
| fallback_config.py | ||
| focus_view.py | ||
| gateway.py | ||
| gateway_enroll.py | ||
| gateway_windows.py | ||
| goals.py | ||
| gui_uninstall.py | ||
| hooks.py | ||
| init_command.py | ||
| input_sanitize.py | ||
| inventory.py | ||
| journey.py | ||
| kanban.py | ||
| kanban_db.py | ||
| kanban_decompose.py | ||
| kanban_diagnostics.py | ||
| kanban_specify.py | ||
| kanban_swarm.py | ||
| logs.py | ||
| main.py | ||
| managed_scope.py | ||
| managed_uv.py | ||
| mcp_catalog.py | ||
| mcp_config.py | ||
| mcp_picker.py | ||
| mcp_security.py | ||
| mcp_startup.py | ||
| memory_oauth.py | ||
| memory_setup.py | ||
| middleware.py | ||
| migrate.py | ||
| moa_cmd.py | ||
| moa_config.py | ||
| model_catalog.py | ||
| model_cost_guard.py | ||
| model_normalize.py | ||
| model_search.py | ||
| model_setup_flows.py | ||
| model_switch.py | ||
| models.py | ||
| nous_account.py | ||
| nous_auth_keepalive.py | ||
| nous_billing.py | ||
| nous_subscription.py | ||
| onepassword_secrets_cli.py | ||
| oneshot.py | ||
| pairing.py | ||
| partial_compress.py | ||
| pets.py | ||
| platforms.py | ||
| plugins.py | ||
| plugins_cmd.py | ||
| portal_cli.py | ||
| profile_describer.py | ||
| profile_distribution.py | ||
| profiles.py | ||
| projects_cmd.py | ||
| projects_db.py | ||
| prompt_size.py | ||
| provider_catalog.py | ||
| providers.py | ||
| proxy_cli.py | ||
| psutil_android.py | ||
| pt_input_extras.py | ||
| pty_bridge.py | ||
| pty_session.py | ||
| relaunch.py | ||
| route_identity.py | ||
| runtime_provider.py | ||
| secret_prompt.py | ||
| secrets_cli.py | ||
| security_advisories.py | ||
| security_audit.py | ||
| security_audit_startup.py | ||
| send_cmd.py | ||
| service_manager.py | ||
| session_export.py | ||
| session_export_html.py | ||
| session_export_md.py | ||
| session_filters.py | ||
| session_listing.py | ||
| session_recap.py | ||
| session_recovery.py | ||
| setup.py | ||
| setup_hidden_env.py | ||
| setup_whatsapp_cloud.py | ||
| skills_config.py | ||
| skills_hub.py | ||
| skin_cmd.py | ||
| skin_engine.py | ||
| slack_cli.py | ||
| sqlite_runtime.py | ||
| sqlite_safe_read.py | ||
| sqlite_util.py | ||
| status.py | ||
| stdio.py | ||
| suggestions_cmd.py | ||
| telegram_managed_bot.py | ||
| timeouts.py | ||
| tips.py | ||
| tools_config.py | ||
| toolset_validation.py | ||
| uninstall.py | ||
| urllib_security.py | ||
| voice.py | ||
| web_git.py | ||
| web_server.py | ||
| webhook.py | ||
| win_pty_bridge.py | ||
| windows_ssh_runtime.py | ||
| write_approval_commands.py | ||
| xai_retirement.py | ||