MANIFEST.in
README.md
pyproject.toml
setup.py
config/dependencies.yaml
config/gpu_policy.yaml
config/init.yaml
config/ports.yaml
config/vibe.yaml
isa_model/__init__.py
isa_model/client.py
isa_model/inference_client.py
isa_model.egg-info/PKG-INFO
isa_model.egg-info/SOURCES.txt
isa_model.egg-info/dependency_links.txt
isa_model.egg-info/requires.txt
isa_model.egg-info/top_level.txt
isa_model/api/__init__.py
isa_model/api/lightning.py
isa_model/api/prediction.py
isa_model/ci/__init__.py
isa_model/ci/change_plan.py
isa_model/core/__init__.py
isa_model/core/cloud_routing.py
isa_model/core/dependencies.py
isa_model/core/exceptions.py
isa_model/core/meters.py
isa_model/core/permissions.py
isa_model/core/pricing_manager.py
isa_model/core/types.py
isa_model/core/clients/__init__.py
isa_model/core/clients/auth_client.py
isa_model/core/clients/authorization_client.py
isa_model/core/clients/billing_client.py
isa_model/core/clients/product_client.py
isa_model/core/clients/redis_reservation_client.py
isa_model/core/clients/resilience.py
isa_model/core/clients/subscription_client.py
isa_model/core/config/__init__.py
isa_model/core/config/admin_store.py
isa_model/core/config/config_manager.py
isa_model/core/config/consul_config.py
isa_model/core/config/env_loader.py
isa_model/core/config/infra_config.py
isa_model/core/config/logging_config.py
isa_model/core/config/model_service_config.py
isa_model/core/config/retention_config.py
isa_model/core/config/role_defaults.yaml
isa_model/core/config/service_config.py
isa_model/core/config/voice_privacy.py
isa_model/core/config/providers/cerebras_models.yaml
isa_model/core/config/providers/isa_models.yaml
isa_model/core/config/providers/ollama_models.yaml
isa_model/core/config/providers/openai_models.yaml
isa_model/core/config/providers/openrouter_models.yaml
isa_model/core/config/providers/replicate_models.yaml
isa_model/core/config/providers/voice_fallback.yaml
isa_model/core/config/providers/voice_privacy.yaml
isa_model/core/contracts/__init__.py
isa_model/core/contracts/serving.py
isa_model/core/database/__init__.py
isa_model/core/database/direct_db_client.py
isa_model/core/database/migrations.py
isa_model/core/logging/__init__.py
isa_model/core/logging/inference_logger.py
isa_model/core/logging/loki_logger.py
isa_model/core/logging/pii_filter.py
isa_model/core/migrations/__init__.py
isa_model/core/resilience/circuit_breaker.py
isa_model/data/__init__.py
isa_model/data/sleep/__init__.py
isa_model/data/sleep/download.py
isa_model/data/sleep/preprocess.py
isa_model/deployment/__init__.py
isa_model/deployment/core/__init__.py
isa_model/deployment/core/deployment_manager.py
isa_model/deployment/modal/__init__.py
isa_model/deployment/modal/client.py
isa_model/deployment/modal/config.py
isa_model/deployment/modal/deployer.py
isa_model/deployment/modal/services/__init__.py
isa_model/deployment/modal/services/audio/__init__.py
isa_model/deployment/modal/services/audio/isa_audio_chatTTS_service.py
isa_model/deployment/modal/services/audio/isa_audio_openvoice_service.py
isa_model/deployment/modal/services/audio/isa_audio_service_v2.py
isa_model/deployment/modal/services/embedding/__init__.py
isa_model/deployment/modal/services/embedding/isa_embed_rerank_service.py
isa_model/deployment/modal/services/llm/__init__.py
isa_model/deployment/modal/services/llm/isa_llm_service.py
isa_model/deployment/modal/services/llm/model_profiles.py
isa_model/deployment/modal/services/video/__init__.py
isa_model/deployment/modal/services/video/isa_video_hunyuan_service.py
isa_model/deployment/modal/services/vision/__init__.py
isa_model/deployment/modal/services/vision/isa_vision_ocr_service.py
isa_model/deployment/modal/services/vision/isa_vision_qwen25_service.py
isa_model/deployment/modal/services/vision/isa_vision_table_service.py
isa_model/deployment/modal/services/vision/isa_vision_ui_service.py
isa_model/deployment/modal/services/vision/simple_auto_deploy_vision_service.py
isa_model/deployment/storage/__init__.py
isa_model/deployment/storage/deployment_repository.py
isa_model/deployment/triton/__init__.py
isa_model/deployment/triton/artifact_resolver.py
isa_model/deployment/triton/config.py
isa_model/deployment/triton/engine_builder.py
isa_model/deployment/triton/k8s_provider.py
isa_model/deployment/triton/provider.py
isa_model/deployment/triton/configs/__init__.py
isa_model/deployment/triton/scripts/__init__.py
isa_model/deployment/triton/templates/__init__.py
isa_model/features/__init__.py
isa_model/features/apply.py
isa_model/features/entities.py
isa_model/features/materialization.py
isa_model/features/materialize.py
isa_model/features/monitoring.py
isa_model/features/registry.py
isa_model/features/sources.py
isa_model/features/store.py
isa_model/features/validation.py
isa_model/features/views.py
isa_model/features/definitions/__init__.py
isa_model/features/definitions/commerce_sources.py
isa_model/features/definitions/commerce_views.py
isa_model/features/definitions/entities.py
isa_model/features/definitions/sources.py
isa_model/features/definitions/views.py
isa_model/features/definitions/sleep/__init__.py
isa_model/features/definitions/sleep/entities.py
isa_model/features/definitions/sleep/sources.py
isa_model/features/definitions/sleep/views.py
isa_model/inference/__init__.py
isa_model/inference/ai_factory.py
isa_model/inference/base.py
isa_model/inference/thinking.py
isa_model/inference/legacy_services/__init__.py
isa_model/inference/legacy_services/model_evaluation.py
isa_model/inference/legacy_services/model_service.py
isa_model/inference/legacy_services/model_serving.py
isa_model/inference/legacy_services/model_training.py
isa_model/inference/legacy_services/prediction_service.py
isa_model/inference/models/__init__.py
isa_model/inference/models/inference_config.py
isa_model/inference/models/inference_record.py
isa_model/inference/models/performance_models.py
isa_model/inference/repositories/__init__.py
isa_model/inference/repositories/inference_repository.py
isa_model/inference/services/__init__.py
isa_model/inference/services/base_service.py
isa_model/inference/services/hardware_recommender.py
isa_model/inference/services/latency_ranker.py
isa_model/inference/services/local_benchmark.py
isa_model/inference/services/model_router.py
isa_model/inference/services/model_selection_telemetry.py
isa_model/inference/services/model_selector.py
isa_model/inference/services/openrouter_catalog.py
isa_model/inference/services/audio/__init__.py
isa_model/inference/services/audio/base_realtime_service.py
isa_model/inference/services/audio/base_stt_service.py
isa_model/inference/services/audio/base_tts_service.py
isa_model/inference/services/audio/fallback_graph.py
isa_model/inference/services/audio/openai_realtime_service.py
isa_model/inference/services/audio/openai_stt_service.py
isa_model/inference/services/audio/openai_tts_service.py
isa_model/inference/services/audio/privacy_filter.py
isa_model/inference/services/audio/replicate_tts_service.py
isa_model/inference/services/embedding/__init__.py
isa_model/inference/services/embedding/base_embed_service.py
isa_model/inference/services/embedding/isa_embed_service.py
isa_model/inference/services/embedding/ollama_embed_service.py
isa_model/inference/services/embedding/openai_embed_service.py
isa_model/inference/services/embedding/helpers/text_splitter.py
isa_model/inference/services/img/__init__.py
isa_model/inference/services/img/base_image_gen_service.py
isa_model/inference/services/img/replicate_image_gen_service.py
isa_model/inference/services/img/resilient_image_service.py
isa_model/inference/services/img/services/openai_dalle_service.py
isa_model/inference/services/img/services/replicate_face_swap.py
isa_model/inference/services/img/services/replicate_flux.py
isa_model/inference/services/img/services/replicate_flux_kontext.py
isa_model/inference/services/img/services/replicate_nano_banana.py
isa_model/inference/services/img/services/replicate_sticker_maker.py
isa_model/inference/services/llm/__init__.py
isa_model/inference/services/llm/anthropic_llm_service.py
isa_model/inference/services/llm/anthropic_sub_llm_service.py
isa_model/inference/services/llm/base_llm_service.py
isa_model/inference/services/llm/cerebras_llm_service.py
isa_model/inference/services/llm/codex_sub_llm_service.py
isa_model/inference/services/llm/huggingface_llm_service.py
isa_model/inference/services/llm/ollama_llm_service.py
isa_model/inference/services/llm/openai_llm_service.py
isa_model/inference/services/llm/openrouter_llm_service.py
isa_model/inference/services/llm/resilient_llm_service.py
isa_model/inference/services/llm/tool_call_parser.py
isa_model/inference/services/llm/vllm_llm_service.py
isa_model/inference/services/llm/helpers/llm_adapter.py
isa_model/inference/services/llm/helpers/llm_prompts.py
isa_model/inference/services/llm/helpers/llm_utils.py
isa_model/inference/services/llm/helpers/subscription_retry.py
isa_model/inference/services/ml/base_ml_service.py
isa_model/inference/services/ml/explainer.py
isa_model/inference/services/ml/sklearn_ml_service.py
isa_model/inference/services/video/__init__.py
isa_model/inference/services/video/base_video_gen_service.py
isa_model/inference/services/video/openai_video_gen_service.py
isa_model/inference/services/video/replicate_video_gen_service.py
isa_model/inference/services/video/services/__init__.py
isa_model/inference/services/video/services/openai_sora_service.py
isa_model/inference/services/video/services/replicate_seedance.py
isa_model/inference/services/vision/__init__.py
isa_model/inference/services/vision/base_vision_service.py
isa_model/inference/services/vision/isa_vision_service.py
isa_model/inference/services/vision/openai_vision_service.py
isa_model/inference/services/vision/replicate_vision_service.py
isa_model/inference/services/vision/vgg16_vision_service.py
isa_model/inference/services/vision/disabled/isA_vision_service.py
isa_model/inference/services/vision/helpers/image_utils.py
isa_model/inference/services/vision/helpers/vision_prompts.py
isa_model/model/__init__.py
isa_model/model/manager.py
isa_model/model/registry.py
isa_model/model/types.py
isa_model/model/converters/__init__.py
isa_model/model/converters/base.py
isa_model/model/converters/calibration.py
isa_model/model/converters/onnx_converter.py
isa_model/model/converters/precision_eval.py
isa_model/model/converters/quantizer.py
isa_model/model/downloaders/__init__.py
isa_model/model/downloaders/base.py
isa_model/model/downloaders/huggingface.py
isa_model/model/downloaders/modelscope.py
isa_model/model/downloaders/url.py
isa_model/model/loaders/__init__.py
isa_model/model/loaders/base.py
isa_model/model/loaders/onnx.py
isa_model/model/loaders/triton.py
isa_model/model/loaders/vllm.py
isa_model/model/storage/__init__.py
isa_model/model/storage/base.py
isa_model/model/storage/local.py
isa_model/model/storage/minio.py
isa_model/serving/__init__.py
isa_model/serving/ab_test_manager.py
isa_model/serving/admission.py
isa_model/serving/agent_failover.py
isa_model/serving/agent_quota.py
isa_model/serving/backend_router.py
isa_model/serving/billing_dlq.py
isa_model/serving/billing_event_schema.py
isa_model/serving/billing_metrics.py
isa_model/serving/billing_nats_consumer.py
isa_model/serving/canary_controller.py
isa_model/serving/com_model_serving.py
isa_model/serving/credit_alerts.py
isa_model/serving/deployment_failover.py
isa_model/serving/endpoint_billing.py
isa_model/serving/failover_metrics.py
isa_model/serving/hf_deploy_pipeline.py
isa_model/serving/instance_groups.py
isa_model/serving/nats_resilience.py
isa_model/serving/pipeline_billing.py
isa_model/serving/ray_ml_deployment.py
isa_model/serving/ray_prediction_deployment.py
isa_model/serving/ray_serve.py
isa_model/serving/ray_serve_integration.py
isa_model/serving/ray_sklearn_deployment.py
isa_model/serving/runtime_profiles.py
isa_model/serving/storage_billing.py
isa_model/serving/tool_billing.py
isa_model/serving/training_billing.py
isa_model/serving/api/__init__.py
isa_model/serving/api/adapter_registry.py
isa_model/serving/api/cache_warming.py
isa_model/serving/api/dataset_manager.py
isa_model/serving/api/evaluation_harness.py
isa_model/serving/api/fastapi_server.py
isa_model/serving/api/finetune_feature_gate.py
isa_model/serving/api/finetune_manager.py
isa_model/serving/api/llm_cache.py
isa_model/serving/api/mlflow_notebook.py
isa_model/serving/api/mlflow_registry_sync.py
isa_model/serving/api/models.py
isa_model/serving/api/notebook_ab_testing.py
isa_model/serving/api/notebook_gpu_allocation.py
isa_model/serving/api/notebook_multi_gpu_training.py
isa_model/serving/api/provider_config_store.py
isa_model/serving/api/provider_latency.py
isa_model/serving/api/provider_quality.py
isa_model/serving/api/registry_model_serving.py
isa_model/serving/api/selection_stats.py
isa_model/serving/api/semantic_cache.py
isa_model/serving/api/sleep_evidence_sources.py
isa_model/serving/api/startup.py
isa_model/serving/api/version.py
isa_model/serving/api/webhook_store.py
isa_model/serving/api/dependencies/__init__.py
isa_model/serving/api/dependencies/auth.py
isa_model/serving/api/dependencies/database.py
isa_model/serving/api/middleware/__init__.py
isa_model/serving/api/middleware/auth.py
isa_model/serving/api/middleware/billing.py
isa_model/serving/api/middleware/rate_limiter.py
isa_model/serving/api/middleware/rbac.py
isa_model/serving/api/middleware/request_context.py
isa_model/serving/api/middleware/request_logger.py
isa_model/serving/api/middleware/security.py
isa_model/serving/api/middleware/tenant_context.py
isa_model/serving/api/middleware/tenant_usage_ledger.py
isa_model/serving/api/routes/__init__.py
isa_model/serving/api/routes/_provision_lifecycle.py
isa_model/serving/api/routes/admin_route_resolve.py
isa_model/serving/api/routes/admin_tiers.py
isa_model/serving/api/routes/agent_failover.py
isa_model/serving/api/routes/agent_quota.py
isa_model/serving/api/routes/analytics.py
isa_model/serving/api/routes/audit_log.py
isa_model/serving/api/routes/billing_dlq_admin.py
isa_model/serving/api/routes/cache_config.py
isa_model/serving/api/routes/config.py
isa_model/serving/api/routes/data_retention.py
isa_model/serving/api/routes/datasets.py
isa_model/serving/api/routes/deployment_failover.py
isa_model/serving/api/routes/deployments.py
isa_model/serving/api/routes/engine_builder.py
isa_model/serving/api/routes/evaluations.py
isa_model/serving/api/routes/experiments.py
isa_model/serving/api/routes/failover_config.py
isa_model/serving/api/routes/features.py
isa_model/serving/api/routes/finetune.py
isa_model/serving/api/routes/gpu_policy.py
isa_model/serving/api/routes/health.py
isa_model/serving/api/routes/inference.py
isa_model/serving/api/routes/inference_failover.py
isa_model/serving/api/routes/inference_monitoring.py
isa_model/serving/api/routes/local_models.py
isa_model/serving/api/routes/logs.py
isa_model/serving/api/routes/metrics.py
isa_model/serving/api/routes/mlflow_tracking.py
isa_model/serving/api/routes/model_metadata.py
isa_model/serving/api/routes/pipeline_usage.py
isa_model/serving/api/routes/prediction.py
isa_model/serving/api/routes/provider_config_routes.py
isa_model/serving/api/routes/quantization.py
isa_model/serving/api/routes/realtime.py
isa_model/serving/api/routes/routing.py
isa_model/serving/api/routes/routing_models.py
isa_model/serving/api/routes/routing_store.py
isa_model/serving/api/routes/settings.py
isa_model/serving/api/routes/sleep_evaluation.py
isa_model/serving/api/routes/sleep_recommendations.py
isa_model/serving/api/routes/storage_usage.py
isa_model/serving/api/routes/tenants.py
isa_model/serving/api/routes/tokens.py
isa_model/serving/api/routes/tool_usage.py
isa_model/serving/api/routes/training.py
isa_model/serving/api/routes/triton_debug.py
isa_model/serving/api/routes/usage.py
isa_model/serving/api/routes/webhooks.py
isa_model/serving/api/schemas/__init__.py
isa_model/serving/api/schemas/common.py
isa_model/serving/api/schemas/realtime.py
isa_model/serving/api/schemas/ui_analysis.py
isa_model/serving/audit/__init__.py
isa_model/serving/audit/audit_models.py
isa_model/serving/audit/audit_publisher.py
isa_model/serving/data_retention/__init__.py
isa_model/serving/data_retention/cleanup_job.py
isa_model/serving/data_retention/deletion_service.py
isa_model/serving/data_retention/models.py
isa_model/serving/engines/__init__.py
isa_model/serving/engines/engine_config.py
isa_model/serving/engines/onnx_adapter.py
isa_model/serving/engines/sglang_adapter.py
isa_model/serving/engines/triton_adapter.py
isa_model/serving/engines/vllm_adapter.py
isa_model/serving/gpu/__init__.py
isa_model/serving/gpu/allocator.py
isa_model/serving/gpu/capability_registry.py
isa_model/serving/gpu/discovery.py
isa_model/serving/gpu/eviction.py
isa_model/serving/gpu/lifecycle.py
isa_model/serving/gpu/monitoring.py
isa_model/serving/gpu/nvml_monitor.py
isa_model/serving/gpu/persistence.py
isa_model/serving/gpu/planner.py
isa_model/serving/gpu/policy.py
isa_model/serving/gpu/preemption.py
isa_model/serving/gpu/ray_cluster.py
isa_model/serving/gpu/training.py
isa_model/serving/realtime/__init__.py
isa_model/serving/realtime/events.py
isa_model/serving/realtime/session_metrics.py
isa_model/serving/realtime/session_store.py
isa_model/serving/routing/__init__.py
isa_model/serving/routing/isa_backend_resolver.py
isa_model/serving/runtime/__init__.py
isa_model/serving/runtime/adapter.py
isa_model/serving/runtime/bare_metal.py
isa_model/serving/runtime/kubernetes.py
isa_model/serving/runtime/ray_serve.py
isa_model/serving/subscription_proxy/__init__.py
isa_model/serving/subscription_proxy/_base_service.py
isa_model/serving/subscription_proxy/_shutdown.py
isa_model/serving/subscription_proxy/_tls.py
isa_model/serving/subscription_proxy/account_pool.py
isa_model/serving/subscription_proxy/adaptive_timeout.py
isa_model/serving/subscription_proxy/alerts.py
isa_model/serving/subscription_proxy/credential_store.py
isa_model/serving/subscription_proxy/errors.py
isa_model/serving/subscription_proxy/health.py
isa_model/serving/subscription_proxy/lifecycle.py
isa_model/serving/subscription_proxy/limit_detector.py
isa_model/serving/subscription_proxy/models.py
isa_model/serving/subscription_proxy/oauth_token_reader.py
isa_model/serving/subscription_proxy/observability.py
isa_model/serving/subscription_proxy/profile_validator.py
isa_model/serving/subscription_proxy/provider_failover.py
isa_model/serving/subscription_proxy/rotation_notifier.py
isa_model/serving/subscription_proxy/router.py
isa_model/serving/subscription_proxy/server.py
isa_model/serving/subscription_proxy/service.py
isa_model/serving/subscription_proxy/subscription_proxy_manager.py
isa_model/serving/subscription_proxy/transport_manager.py
isa_model/serving/subscription_proxy/usage_tracker.py
isa_model/serving/subscription_proxy/webhook_dispatcher.py
isa_model/serving/subscription_proxy/mappers/__init__.py
isa_model/serving/subscription_proxy/mappers/request.py
isa_model/serving/subscription_proxy/mappers/response.py
isa_model/serving/subscription_proxy/providers/__init__.py
isa_model/serving/subscription_proxy/providers/config.py
isa_model/serving/subscription_proxy/providers/registry.py
isa_model/training/__init__.py
isa_model/training/export.py
isa_model/training/ML/__init__.py
isa_model/training/ML/prophet_trainer.py
isa_model/training/ML/sleep/__init__.py
isa_model/training/ML/sleep/health_risk_features.py
isa_model/training/ML/sleep/health_risk_trainer.py
isa_model/training/ML/sleep/psg_signal_loader.py
isa_model/training/ML/sleep/sleep_quality_features.py
isa_model/training/ML/sleep/sleep_quality_trainer.py
isa_model/training/ML/sleep/sleep_stage_models.py
isa_model/training/ML/sleep/sleep_stage_trainer.py
isa_model/training/ML/sleep/spectral_features.py
isa_model/training/lightning/__init__.py
isa_model/training/lightning/converter.py
isa_model/training/lightning/evaluator.py
isa_model/training/lightning/job_store.py
isa_model/training/lightning/online_scheduler.py
isa_model/training/lightning/pipeline.py
isa_model/training/lightning/algorithms/__init__.py
isa_model/training/lightning/algorithms/apo_algorithm.py
isa_model/training/lightning/algorithms/closed_loop_algorithm.py
isa_model/training/lightning/algorithms/custom_algorithm.py
isa_model/training/lightning/algorithms/dpo_algorithm.py
isa_model/training/lightning/algorithms/eto_algorithm.py
isa_model/training/lightning/algorithms/grpo_algorithm.py
isa_model/training/lightning/algorithms/lora_sft_algorithm.py
isa_model/training/lightning/exporters/__init__.py
isa_model/training/lightning/exporters/grpo_dataset.py
isa_model/training/lightning/exporters/sft_dataset.py
isa_model/training/pipelines/__init__.py
isa_model/training/pipelines/health_risk_pipeline.py
isa_model/training/pipelines/sleep_quality_pipeline.py
isa_model/training/pipelines/sleep_stage_pipeline.py
isa_model/utils/gpu_utils.py
isa_model/utils/model_integrity.py