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Tinker Documentation

Tinker SDK
Tinker SDK
- Get Started
- Models & Pricing
- Model Deprecations
- Data Model & Permissions
- LoRA Primer
- Loss Functions
  Loss Functions
  - Cross-Entropy
  - Importance Sampling
  - PPO
  - CISPO
  - DRO
  - Custom
- Clock Cycles & Pipelining
- Session Metrics
- OpenAI-Compatible API
- Anthropic-Compatible API
- CLI Reference
  CLI Reference
- API Reference
  API Reference
Cookbook
Cookbook
- Get Started
- Supervised Learning
- Reinforcement Learning
  Reinforcement Learning
  - RL Training Outputs
- Evaluation
  Evaluation
  - Benchmarks Guide
  - Customizing Benchmarks
- Storage
- Using Inkling
  Using Inkling
- Preferences
  Preferences
  - DPO Guide
  - RLHF Example
- Recipes
  Recipes
- API Reference
  API Reference
  - tinker_cookbook.supervised
    
    tinker_cookbook.supervised
    
    Config
    
    SupervisedDataset
    
    SupervisedDatasetBuilder
    
    ChatDatasetBuilder
    
    ChatDatasetBuilderCommonConfig
    
    SupervisedDatasetFromHFDataset
    
    StreamingSupervisedDatasetFromHFDataset
    
    FromConversationFileBuilder
  - tinker_cookbook.rl
    
    tinker_cookbook.rl
    
    ActionExtra
    
    Env
    
    EnvFromMessageEnv
    
    EnvGroupBuilder
    
    FailFast
    
    InitialObservationOverflow
    
    MessageEnv
    
    MessageStepResult
    
    ProblemEnv
    
    ProblemGroupBuilder
    
    RLDataset
    
    RLDatasetBuilder
    
    RetryOnFailure
    
    RolloutError
    
    RolloutStrategy
    
    StepResult
    
    StopReason
    
    Trajectory
    
    TrajectoryGroup
    
    Transition
    
    assemble_training_data
    
    compute_advantages
    
    trajectory_to_data
  - tinker_cookbook.preference
    
    tinker_cookbook.preference
    
    Comparison
    
    ComparisonRenderer
    
    ComparisonRendererFromChatRenderer
    
    Config
    
    LabeledComparison
    
    PreferenceModel
    
    PreferenceModelBuilder
    
    PreferenceModelBuilderFromChatRenderer
    
    PreferenceModelFromChatRenderer
  - tinker_cookbook.renderers
    
    tinker_cookbook.renderers
    
    Message
    
    RenderContext
    
    Renderer
    
    TrainOnWhat
    
    get_registered_renderer_names
    
    get_renderer
    
    is_renderer_registered
    
    register_renderer
    
    unregister_renderer
  - tinker_cookbook.completers
    
    tinker_cookbook.completers
    
    TokenCompleter
    
    MessageCompleter
    
    TinkerTokenCompleter
    
    TinkerMessageCompleter
    
    TokensWithLogprobs
  - tinker_cookbook.eval
    
    tinker_cookbook.eval
    
    TrainingClientEvaluator
    
    SamplingClientEvaluator
  - tinker_cookbook.weights
    
    tinker_cookbook.weights
    
    download
    
    build_hf_model
    
    build_lora_adapter
    
    publish_to_hf_hub
  - tinker_cookbook.tokenizer_utils
    
    tinker_cookbook.tokenizer_utils
    
    SupportsTmlTokenizer
    
    TmlRenderersTokenizerAdapter
    
    TmlTokenizer
    
    ensure_tml_renderers_importable
    
    get_registered_tokenizer_names
    
    get_tokenizer
    
    is_tokenizer_registered
    
    register_tokenizer
    
    unregister_tokenizer
  - tinker_cookbook.hyperparam_utils
    
    tinker_cookbook.hyperparam_utils
    
    get_full_finetune_lr_multiplier
    
    get_full_finetune_param_count
    
    get_lora_lr_multiplier
    
    get_lora_lr_over_full_finetune_lr
    
    get_lora_param_count
    
    get_lr
  - tinker_cookbook.checkpoint_utils
    
    tinker_cookbook.checkpoint_utils
    
    CheckpointRecord
    
    save_checkpoint
    
    get_last_checkpoint
    
    load_checkpoints_file
  - tinker_cookbook.model_info
    
    tinker_cookbook.model_info
    
    ModelAttributes
    
    get_model_attributes
    
    get_recommended_renderer_name
    
    get_recommended_renderer_names
  - tinker_cookbook.exceptions
    
    tinker_cookbook.exceptions
    
    AllTrajectoriesFailedError
    
    BenchmarkNotFoundError
    
    CheckpointError
    
    ConfigurationError
    
    DataError
    
    DataFormatError
    
    DataValidationError
    
    EvalError
    
    EvalGradingError
    
    EvalTimeoutError
    
    RendererError
    
    SandboxError
    
    TinkerCookbookError
    
    TrainingError
    
    WeightsAdapterError
    
    WeightsDownloadError
    
    WeightsError
    
    WeightsMergeError
  - tinker_cookbook.distillation
    
    tinker_cookbook.distillation
    
    DatasetWithTeacher
    
    DistillationDatasetConfig
    
    PromptOnlyDataset
    
    PromptOnlyDatasetBuilder
    
    PromptOnlyEnv
    
    SDFTBatchProvider
    
    TeacherConfig
    
    sdft.Config
    
    train_off_policy.Config
    
    train_on_policy.Config
  - tinker_cookbook.tool_use
    
    tinker_cookbook.tool_use
    
    AgentToolMessageEnv
    
    FunctionTool
    
    ToolInput
    
    ToolResult
    
    build_agent_tool_env
    
    error_tool_result
    
    handle_tool_call
    
    simple_tool_result
    
    tools.tool
    
    types.Tool
  - tinker_cookbook.sandbox
    
    tinker_cookbook.sandbox
    
    ModalSandbox
    
    ModalSandboxPool
    
    SandboxBackend SandboxBackend
    On this page
    
    class tinker_cookbook.sandbox.SandboxBackend(StrEnum)
    
    SandboxFusionClient
    
    SandboxInterface
    
    SandboxResult
    
    SandboxTerminatedError
  - tinker_cookbook.stores
    
    tinker_cookbook.stores
    
    AsyncStorage
    
    EvalStore
    
    FsspecStorage
    
    IncrementalReader
    
    LocalStorage
    
    RunInfo
    
    RunRegistry
    
    Storage
    
    StorageStat
    
    TrainingRunStore
    
    storage_from_uri
    
    storage_join
  - tinker_cookbook.utils
    
    tinker_cookbook.utils
    
    code_state
    
    deprecated
    
    format_colorized
    
    make_deprecated_module_getattr
    
    read_jsonl
    
    warn_deprecated
  - tinker_cookbook.scripts
    
    tinker_cookbook.scripts
    
    copy_checkpoint
    
    merge_tinker_adapter_to_hf_model
    
    save_audit_log
    
    test_tool_calling_e2e
- Contributing
Tutorials
Tutorials
- 100: Basics
  100: Basics
- 200: Core Concepts
  200: Core Concepts
- 300: Cookbook Abstractions
  300: Cookbook Abstractions
- 400: Advanced
  400: Advanced
- 500: Deployment
  500: Deployment
Changelog
Support
Support

On this page

class tinker_cookbook.sandbox.SandboxBackend(StrEnum)

View as Markdown

tinker_cookbook.sandbox.SandboxBackend

class tinker_cookbook.sandbox.SandboxBackend(StrEnum)

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