# Cirron Documentation ## Docs - [build](https://docs.cirron.com/cli/commands/build.md): Build ML models and Docker containers for deployment - [compile](https://docs.cirron.com/cli/commands/compile.md): Compile ML models for production deployment - [config](https://docs.cirron.com/cli/commands/config.md): Manage CLI, global, and project configuration - [doctor](https://docs.cirron.com/cli/commands/doctor.md): Diagnose the local Cirron SDK environment in one command - [env](https://docs.cirron.com/cli/commands/env.md): Manage environment variables for your Cirron project environments - [info](https://docs.cirron.com/cli/commands/info.md): Show model information, diagnostics, and hardware details - [init](https://docs.cirron.com/cli/commands/init.md): Initialize a new Cirron project with templates - [lint](https://docs.cirron.com/cli/commands/lint.md): Validate project structure, configuration, and code quality - [plan](https://docs.cirron.com/cli/commands/plan.md): Generate detailed execution plans, compare plans, and replay saved operations - [spool](https://docs.cirron.com/cli/commands/spool.md): Manage local SDK trace spool files - [status](https://docs.cirron.com/cli/commands/status.md): Check the status of your Cirron project (local and remote) - [test](https://docs.cirron.com/cli/commands/test.md): Run tests for ML projects and environments - [traces](https://docs.cirron.com/cli/commands/traces.md): View, export, and manage local SDK traces and snapshots - [validate](https://docs.cirron.com/cli/commands/validate.md): Validate the project config, or every model in a workspace - [Introduction](https://docs.cirron.com/cli/introduction.md): Command line interface for ML model development, testing, and deployment - [Monorepo support](https://docs.cirron.com/cli/monorepo.md): Manage multiple models from a single repository with a root cirron.yaml - [Quickstart](https://docs.cirron.com/cli/quickstart.md): Get started with Cirron CLI in minutes - [Common Files](https://docs.cirron.com/cli/templates/common.md): Shared infrastructure files generated for every Cirron CLI project - [Custom](https://docs.cirron.com/cli/templates/custom.md): Custom project template for implementing your own ML models - [PyTorch](https://docs.cirron.com/cli/templates/pytorch.md): PyTorch project template for ML model development - [scikit-learn](https://docs.cirron.com/cli/templates/sklearn.md): scikit-learn project template for traditional ML model development - [Template Generation](https://docs.cirron.com/cli/templates/template-generation.md): How Cirron CLI generates template code for different frameworks and model types - [TensorFlow](https://docs.cirron.com/cli/templates/tensorflow.md): TensorFlow project template for ML model development - [.cirronignore](https://docs.cirron.com/cli/utils/cirronignore.md): Control which files are included or excluded during Cirron CLI operations - [Configuration](https://docs.cirron.com/sdk/configuration.md): The Cirron class, ci.env, ci.secret, and credential resolution - [Core concepts](https://docs.cirron.com/sdk/core-concepts.md): Scope tree, marks, framework hook priority, transport selection, and the local spool - [Data loading](https://docs.cirron.com/sdk/data-loading.md): Unified data access across local, cloud, and SQL sources - [Errors](https://docs.cirron.com/sdk/errors.md): Every exception the SDK raises, what triggers it, and how to handle it - [Inference](https://docs.cirron.com/sdk/inference.md): Instrument served models with @ci.inference, LLM detection, and live deployment config - [Installation](https://docs.cirron.com/sdk/installation.md): Install the Cirron SDK and the framework extras you need - [Introduction](https://docs.cirron.com/sdk/introduction.md): Deep instrumentation for ML training and inference workloads - [Profiling training](https://docs.cirron.com/sdk/profiling.md): End-to-end walk-through of training instrumentation: profile, scope, mark, loop wrappers, framework hooks, snapshots - [Quickstart](https://docs.cirron.com/sdk/quickstart.md): Three 5-minute paths to profiling with the Cirron SDK - [Cirron](https://docs.cirron.com/sdk/reference/cirron.md): The configuration class that every module-level ci.* function delegates to - [ci.deps](https://docs.cirron.com/sdk/reference/deps.md): Check which SDK extras are installed and fail fast on missing ones - [ci.env](https://docs.cirron.com/sdk/reference/env.md): Read environment variables with .env support and JSON auto-parsing - [ci.inference](https://docs.cirron.com/sdk/reference/inference.md): Decorator for serving functions: per-request scope, LLM detection, deployment attribution - [Lifecycle (flush, health, shutdown)](https://docs.cirron.com/sdk/reference/lifecycle.md): Drain the buffers, inspect SDK internals, tear down the profiler - [ci.load](https://docs.cirron.com/sdk/reference/load.md): Unified data access: local, cloud, SQL, platform-registered - [ci.epochs / ci.batches](https://docs.cirron.com/sdk/reference/loop-wrappers.md): Transparent iterators that open indexed epoch and batch scopes - [ci.mark](https://docs.cirron.com/sdk/reference/mark.md): Attach a named value to the innermost open scope - [ci.profile](https://docs.cirron.com/sdk/reference/profile.md): Attach the profiler: framework autodetect, hooks, flush thread, session root scope - [ci.scope](https://docs.cirron.com/sdk/reference/scope.md): Open a named span on the current thread - [ci.secret](https://docs.cirron.com/sdk/reference/secret.md): Read platform-mounted secrets: never logged, never traced - [ci.trace](https://docs.cirron.com/sdk/reference/trace.md): In-process read-back of the current session scope tree (text, dict, JSON, or DataFrame) - [ci.watch](https://docs.cirron.com/sdk/reference/watch.md): Register a model for weight and gradient snapshot capture - [ci.wrap](https://docs.cirron.com/sdk/reference/wrap.md): Opt-in scikit-learn instrumentation by wrapping an estimator - [Schemas](https://docs.cirron.com/sdk/schemas.md): Local spool format and platform wire schemas for trace data - [Types](https://docs.cirron.com/sdk/types.md): Data types the SDK returns and Pydantic config models ## Optional - [Dashboard](https://app.cirron.com) - [Community](https://discord.gg/cirron) - [GitHub](https://github.com/cirron)