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NVIDIA Agent Intelligence Toolkit (1.1.0)

NVIDIA Agent Intelligence Toolkit (1.1.0) - Home NVIDIA Agent Intelligence Toolkit (1.1.0) - Home

NVIDIA Agent Intelligence Toolkit (1.1.0)

Table of Contents

About NVIDIA Agent Intelligence Toolkit

  • Overview
  • Release Notes

Get Started

  • Quick Start Guide
    • Installing Agent Intelligence Toolkit
    • Launching the API Server and UI
  • Tutorials
    • Customize a Workflow
    • Add Tools to a Workflow
    • Create a New Tool and Workflow

Manage Workflows

  • About Workflows
    • ReAct Agent
    • Reasoning Agent
    • ReWOO Agent
    • Tool Calling Agent
  • Run Agent Intelligence Toolkit Workflows
  • Workflow Configuration
  • Functions
    • Code Execution
  • Model Context Protocol (MCP)
    • Connecting to Remote Tools
    • Serving AIQ Functions
  • Evaluate Workflows
  • Profiling Workflows
  • Using Local LLMs
  • Observe Workflows
    • Observing with Phoenix
    • Observing with W&B Weave

Store and Retrieve

  • Memory Module
  • Retrievers

Extend

  • Writing Custom Functions
  • Extending the AIQ Toolkit Using Plugins
  • Sharing Components
  • Adding a Custom Evaluator
  • Adding a Retriever Provider
  • Adding a Memory Provider
  • Adding an LLM Provider

Reference

  • API Reference
    • aiq
      • aiq.agent
        • aiq.agent.base
        • aiq.agent.dual_node
        • aiq.agent.react_agent
          • aiq.agent.react_agent.agent
          • aiq.agent.react_agent.output_parser
          • aiq.agent.react_agent.prompt
          • aiq.agent.react_agent.register
        • aiq.agent.reasoning_agent
          • aiq.agent.reasoning_agent.reasoning_agent
        • aiq.agent.register
        • aiq.agent.rewoo_agent
          • aiq.agent.rewoo_agent.agent
          • aiq.agent.rewoo_agent.prompt
          • aiq.agent.rewoo_agent.register
        • aiq.agent.tool_calling_agent
          • aiq.agent.tool_calling_agent.agent
          • aiq.agent.tool_calling_agent.register
      • aiq.builder
        • aiq.builder.builder
        • aiq.builder.component_utils
        • aiq.builder.context
        • aiq.builder.embedder
        • aiq.builder.eval_builder
        • aiq.builder.evaluator
        • aiq.builder.framework_enum
        • aiq.builder.front_end
        • aiq.builder.function
        • aiq.builder.function_base
        • aiq.builder.function_info
        • aiq.builder.intermediate_step_manager
        • aiq.builder.llm
        • aiq.builder.retriever
        • aiq.builder.user_interaction_manager
        • aiq.builder.workflow
        • aiq.builder.workflow_builder
      • aiq.cli
        • aiq.cli.cli_utils
          • aiq.cli.cli_utils.config_override
          • aiq.cli.cli_utils.validation
        • aiq.cli.commands
          • aiq.cli.commands.configure
            • aiq.cli.commands.configure.channel
            • aiq.cli.commands.configure.configure
          • aiq.cli.commands.evaluate
          • aiq.cli.commands.info
            • aiq.cli.commands.info.info
            • aiq.cli.commands.info.list_channels
            • aiq.cli.commands.info.list_components
            • aiq.cli.commands.info.list_mcp
          • aiq.cli.commands.registry
            • aiq.cli.commands.registry.publish
            • aiq.cli.commands.registry.pull
            • aiq.cli.commands.registry.registry
            • aiq.cli.commands.registry.remove
            • aiq.cli.commands.registry.search
          • aiq.cli.commands.start
          • aiq.cli.commands.uninstall
          • aiq.cli.commands.validate
          • aiq.cli.commands.workflow
            • aiq.cli.commands.workflow.workflow
            • aiq.cli.commands.workflow.workflow_commands
        • aiq.cli.entrypoint
        • aiq.cli.main
        • aiq.cli.register_workflow
        • aiq.cli.type_registry
      • aiq.data_models
        • aiq.data_models.api_server
        • aiq.data_models.common
        • aiq.data_models.component
        • aiq.data_models.component_ref
        • aiq.data_models.config
        • aiq.data_models.dataset_handler
        • aiq.data_models.discovery_metadata
        • aiq.data_models.embedder
        • aiq.data_models.evaluate
        • aiq.data_models.evaluator
        • aiq.data_models.front_end
        • aiq.data_models.function
        • aiq.data_models.function_dependencies
        • aiq.data_models.interactive
        • aiq.data_models.intermediate_step
        • aiq.data_models.invocation_node
        • aiq.data_models.llm
        • aiq.data_models.logging
        • aiq.data_models.memory
        • aiq.data_models.profiler
        • aiq.data_models.registry_handler
        • aiq.data_models.retriever
        • aiq.data_models.step_adaptor
        • aiq.data_models.streaming
        • aiq.data_models.swe_bench_model
        • aiq.data_models.telemetry_exporter
      • aiq.embedder
        • aiq.embedder.langchain_client
        • aiq.embedder.nim_embedder
        • aiq.embedder.openai_embedder
        • aiq.embedder.register
      • aiq.eval
        • aiq.eval.config
        • aiq.eval.dataset_handler
          • aiq.eval.dataset_handler.dataset_downloader
          • aiq.eval.dataset_handler.dataset_filter
          • aiq.eval.dataset_handler.dataset_handler
        • aiq.eval.evaluate
        • aiq.eval.evaluator
          • aiq.eval.evaluator.evaluator_model
        • aiq.eval.intermediate_step_adapter
        • aiq.eval.rag_evaluator
          • aiq.eval.rag_evaluator.evaluate
          • aiq.eval.rag_evaluator.register
        • aiq.eval.register
        • aiq.eval.remote_workflow
        • aiq.eval.runtime_event_subscriber
        • aiq.eval.swe_bench_evaluator
          • aiq.eval.swe_bench_evaluator.evaluate
          • aiq.eval.swe_bench_evaluator.register
        • aiq.eval.trajectory_evaluator
          • aiq.eval.trajectory_evaluator.evaluate
          • aiq.eval.trajectory_evaluator.register
        • aiq.eval.tunable_rag_evaluator
          • aiq.eval.tunable_rag_evaluator.evaluate
          • aiq.eval.tunable_rag_evaluator.register
        • aiq.eval.utils
          • aiq.eval.utils.output_uploader
          • aiq.eval.utils.tqdm_position_registry
      • aiq.front_ends
        • aiq.front_ends.console
          • aiq.front_ends.console.console_front_end_config
          • aiq.front_ends.console.console_front_end_plugin
          • aiq.front_ends.console.register
        • aiq.front_ends.cron
        • aiq.front_ends.fastapi
          • aiq.front_ends.fastapi.fastapi_front_end_config
          • aiq.front_ends.fastapi.fastapi_front_end_plugin
          • aiq.front_ends.fastapi.fastapi_front_end_plugin_worker
          • aiq.front_ends.fastapi.intermediate_steps_subscriber
          • aiq.front_ends.fastapi.job_store
          • aiq.front_ends.fastapi.main
          • aiq.front_ends.fastapi.message_handler
          • aiq.front_ends.fastapi.message_validator
          • aiq.front_ends.fastapi.register
          • aiq.front_ends.fastapi.response_helpers
          • aiq.front_ends.fastapi.step_adaptor
          • aiq.front_ends.fastapi.websocket
        • aiq.front_ends.mcp
          • aiq.front_ends.mcp.mcp_front_end_config
          • aiq.front_ends.mcp.mcp_front_end_plugin
          • aiq.front_ends.mcp.register
          • aiq.front_ends.mcp.tool_converter
        • aiq.front_ends.register
        • aiq.front_ends.simple_base
          • aiq.front_ends.simple_base.simple_front_end_plugin_base
      • aiq.llm
        • aiq.llm.nim_llm
        • aiq.llm.openai_llm
        • aiq.llm.register
        • aiq.llm.utils
          • aiq.llm.utils.env_config_value
          • aiq.llm.utils.error
      • aiq.memory
        • aiq.memory.interfaces
        • aiq.memory.models
      • aiq.observability
        • aiq.observability.async_otel_listener
        • aiq.observability.register
      • aiq.profiler
        • aiq.profiler.callbacks
          • aiq.profiler.callbacks.agno_callback_handler
          • aiq.profiler.callbacks.base_callback_class
          • aiq.profiler.callbacks.langchain_callback_handler
          • aiq.profiler.callbacks.llama_index_callback_handler
          • aiq.profiler.callbacks.semantic_kernel_callback_handler
          • aiq.profiler.callbacks.token_usage_base_model
        • aiq.profiler.data_frame_row
        • aiq.profiler.decorators
          • aiq.profiler.decorators.framework_wrapper
          • aiq.profiler.decorators.function_tracking
        • aiq.profiler.forecasting
          • aiq.profiler.forecasting.config
          • aiq.profiler.forecasting.model_trainer
          • aiq.profiler.forecasting.models
            • aiq.profiler.forecasting.models.forecasting_base_model
            • aiq.profiler.forecasting.models.linear_model
            • aiq.profiler.forecasting.models.random_forest_regressor
        • aiq.profiler.inference_metrics_model
        • aiq.profiler.inference_optimization
          • aiq.profiler.inference_optimization.bottleneck_analysis
            • aiq.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis
            • aiq.profiler.inference_optimization.bottleneck_analysis.simple_stack_analysis
          • aiq.profiler.inference_optimization.data_models
          • aiq.profiler.inference_optimization.experimental
            • aiq.profiler.inference_optimization.experimental.concurrency_spike_analysis
            • aiq.profiler.inference_optimization.experimental.prefix_span_analysis
          • aiq.profiler.inference_optimization.llm_metrics
          • aiq.profiler.inference_optimization.prompt_caching
          • aiq.profiler.inference_optimization.token_uniqueness
          • aiq.profiler.inference_optimization.workflow_runtimes
        • aiq.profiler.intermediate_property_adapter
        • aiq.profiler.profile_runner
        • aiq.profiler.utils
      • aiq.registry_handlers
        • aiq.registry_handlers.local
          • aiq.registry_handlers.local.local_handler
          • aiq.registry_handlers.local.register_local
        • aiq.registry_handlers.metadata_factory
        • aiq.registry_handlers.package_utils
        • aiq.registry_handlers.pypi
          • aiq.registry_handlers.pypi.pypi_handler
          • aiq.registry_handlers.pypi.register_pypi
        • aiq.registry_handlers.register
        • aiq.registry_handlers.registry_handler_base
        • aiq.registry_handlers.rest
          • aiq.registry_handlers.rest.register_rest
          • aiq.registry_handlers.rest.rest_handler
        • aiq.registry_handlers.schemas
          • aiq.registry_handlers.schemas.headers
          • aiq.registry_handlers.schemas.package
          • aiq.registry_handlers.schemas.publish
          • aiq.registry_handlers.schemas.pull
          • aiq.registry_handlers.schemas.remove
          • aiq.registry_handlers.schemas.search
          • aiq.registry_handlers.schemas.status
      • aiq.retriever
        • aiq.retriever.interface
        • aiq.retriever.milvus
          • aiq.retriever.milvus.register
          • aiq.retriever.milvus.retriever
        • aiq.retriever.models
        • aiq.retriever.nemo_retriever
          • aiq.retriever.nemo_retriever.register
          • aiq.retriever.nemo_retriever.retriever
        • aiq.retriever.register
      • aiq.runtime
        • aiq.runtime.loader
        • aiq.runtime.runner
        • aiq.runtime.session
        • aiq.runtime.user_metadata
      • aiq.settings
        • aiq.settings.global_settings
      • aiq.tool
        • aiq.tool.code_execution
          • aiq.tool.code_execution.code_sandbox
          • aiq.tool.code_execution.local_sandbox
            • aiq.tool.code_execution.local_sandbox.local_sandbox_server
          • aiq.tool.code_execution.register
          • aiq.tool.code_execution.utils
        • aiq.tool.datetime_tools
        • aiq.tool.document_search
        • aiq.tool.github_tools
          • aiq.tool.github_tools.create_github_commit
          • aiq.tool.github_tools.create_github_issue
          • aiq.tool.github_tools.create_github_pr
          • aiq.tool.github_tools.get_github_file
          • aiq.tool.github_tools.get_github_issue
          • aiq.tool.github_tools.get_github_pr
          • aiq.tool.github_tools.update_github_issue
        • aiq.tool.mcp
          • aiq.tool.mcp.mcp_client
          • aiq.tool.mcp.mcp_tool
        • aiq.tool.memory_tools
          • aiq.tool.memory_tools.add_memory_tool
          • aiq.tool.memory_tools.delete_memory_tool
          • aiq.tool.memory_tools.get_memory_tool
        • aiq.tool.nvidia_rag
        • aiq.tool.register
        • aiq.tool.retriever
        • aiq.tool.server_tools
      • aiq.utils
        • aiq.utils.data_models
          • aiq.utils.data_models.schema_validator
        • aiq.utils.debugging_utils
        • aiq.utils.exception_handlers
          • aiq.utils.exception_handlers.schemas
        • aiq.utils.io
          • aiq.utils.io.yaml_tools
        • aiq.utils.metadata_utils
        • aiq.utils.optional_imports
        • aiq.utils.producer_consumer_queue
        • aiq.utils.reactive
          • aiq.utils.reactive.base
            • aiq.utils.reactive.base.observable_base
            • aiq.utils.reactive.base.observer_base
            • aiq.utils.reactive.base.subject_base
          • aiq.utils.reactive.observable
          • aiq.utils.reactive.observer
          • aiq.utils.reactive.subject
          • aiq.utils.reactive.subscription
        • aiq.utils.settings
          • aiq.utils.settings.global_settings
        • aiq.utils.type_converter
        • aiq.utils.type_utils
        • aiq.utils.url_utils
  • Interactive Models Guide
  • API Server Endpoints
  • WebSocket Message Schema
  • Command Line Interface (CLI)
  • Evaluation
  • Evaluation Endpoints
  • Troubleshooting

Resources

  • FAQ
  • Code of Conduct
  • Contributing
  • Running CI Locally
  • Support
  • Licensing
  • API Reference
  • aiq
  • aiq.profiler
  • aiq.profiler.forecasting
  • aiq.profiler.forecasting.config

aiq.profiler.forecasting.config#

Attributes#

DEFAULT_MODEL_TYPE

DEFAULT_MATRIX_LENGTH

Module Contents#

DEFAULT_MODEL_TYPE = 'randomforest'#
DEFAULT_MATRIX_LENGTH = 10#

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  • Attributes
  • Module Contents
    • DEFAULT_MODEL_TYPE
    • DEFAULT_MATRIX_LENGTH
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