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  • Get Started!
  • Examples
  • References
  • API Reference
  • GitHub

Section Navigation

  • Installation
  • Quick Start
    • Installation
    • 15-minute quick start
    • My First Model
  • Basics
    • Conceptual Overview: How GenSBI is Structured
    • Data, IDs, and Embeddings
    • Model Cards
    • Training Guide
    • Inference Guide
    • Validation Guide
    • Troubleshooting & FAQ
    • Contributing to GenSBI
  • Benchmarks
  • Advanced Topics
    • Samplers and Solvers
    • Custom Models
    • Normalizing Flows (experimental)
    • Methods and Samplers in GenSBI
  • Theoretical Overview
    • Score-Based Generative Models
    • EDM Diffusion Models
    • Flow Matching
    • Conditional Density Estimation
  • API Documentation
    • gensbi.core
      • gensbi.core.diffusion_edm
      • gensbi.core.flow_matching
      • gensbi.core.generative_method
      • gensbi.core.ode_solver
      • gensbi.core.prior
      • gensbi.core.score_matching
      • gensbi.core.sde_solver
      • gensbi.core.time_sampling
    • gensbi.diagnostics
      • gensbi.diagnostics.lc2st
      • gensbi.diagnostics.marginal_coverage
      • gensbi.diagnostics.metrics
        • gensbi.diagnostics.metrics.c2st
        • gensbi.diagnostics.metrics.l1_l2
      • gensbi.diagnostics.sbc
      • gensbi.diagnostics.tarp
      • gensbi.diagnostics.utils
    • gensbi.diffusion
      • gensbi.diffusion.loss
        • gensbi.diffusion.loss.edm_loss
        • gensbi.diffusion.loss.sm_loss
      • gensbi.diffusion.path
        • gensbi.diffusion.path.edm_path
        • gensbi.diffusion.path.path
        • gensbi.diffusion.path.path_sample
        • gensbi.diffusion.path.scheduler
        • gensbi.diffusion.path.sm_path
      • gensbi.diffusion.solver
        • gensbi.diffusion.solver.edm_samplers
        • gensbi.diffusion.solver.edm_solver
        • gensbi.diffusion.solver.sm_ode_solver
        • gensbi.diffusion.solver.sm_sde_solver
    • gensbi.experimental
      • gensbi.experimental.models
        • gensbi.experimental.models.autoencoders
        • gensbi.experimental.models.fielddit
        • gensbi.experimental.models.glue
        • gensbi.experimental.models.pixeldit
      • gensbi.experimental.recipes
        • gensbi.experimental.recipes.field_pipeline
        • gensbi.experimental.recipes.vae_pipeline
    • gensbi.flow_matching
      • gensbi.flow_matching.loss
        • gensbi.flow_matching.loss.fm_loss
      • gensbi.flow_matching.path
        • gensbi.flow_matching.path.affine
        • gensbi.flow_matching.path.path
        • gensbi.flow_matching.path.path_sample
        • gensbi.flow_matching.path.scheduler
      • gensbi.flow_matching.solver
        • gensbi.flow_matching.solver.fm_ode_solver
        • gensbi.flow_matching.solver.fm_sde_solver
      • gensbi.flow_matching.utils
        • gensbi.flow_matching.utils.utils
    • gensbi.inference
      • gensbi.inference.posterior
      • gensbi.inference.samplers
    • gensbi.models
      • gensbi.models.core
        • gensbi.models.core.patching
        • gensbi.models.core.stats
        • gensbi.models.core.tokenizers
      • gensbi.models.embedding
        • gensbi.models.embedding.embedding
      • gensbi.models.flux1
        • gensbi.models.flux1.layers
        • gensbi.models.flux1.math
        • gensbi.models.flux1.model
      • gensbi.models.flux1joint
        • gensbi.models.flux1joint.model
      • gensbi.models.healswin
      • gensbi.models.maf
        • gensbi.models.maf.made
        • gensbi.models.maf.masked_linear
        • gensbi.models.maf.masks
        • gensbi.models.maf.model
      • gensbi.models.simformer
        • gensbi.models.simformer.model
        • gensbi.models.simformer.transformer
      • gensbi.models.tarflow
        • gensbi.models.tarflow.blocks
        • gensbi.models.tarflow.conditioners
        • gensbi.models.tarflow.model
        • gensbi.models.tarflow.pe
      • gensbi.models.wrappers
        • gensbi.models.wrappers.conditional
        • gensbi.models.wrappers.joint
        • gensbi.models.wrappers.unconditional
    • gensbi.normalizing_flows
      • gensbi.normalizing_flows.bijections
        • gensbi.normalizing_flows.bijections.base
        • gensbi.normalizing_flows.bijections.chain
        • gensbi.normalizing_flows.bijections.permutation
        • gensbi.normalizing_flows.bijections.standardize
        • gensbi.normalizing_flows.bijections.transformers
    • gensbi.recipes
      • gensbi.recipes.conditional_pipeline
      • gensbi.recipes.flow_pipeline
      • gensbi.recipes.flux1
      • gensbi.recipes.flux1joint
      • gensbi.recipes.id_strategies
      • gensbi.recipes.joint_pipeline
      • gensbi.recipes.pipeline
      • gensbi.recipes.simformer
      • gensbi.recipes.unconditional_pipeline
      • gensbi.recipes.utils
    • gensbi.solver
    • gensbi.utils
      • gensbi.utils.math
      • gensbi.utils.misc
      • gensbi.utils.model_wrapping
      • gensbi.utils.plotting
      • gensbi.utils.serialization
  • Documentation
  • Advanced Topics

Advanced Topics#

This section covers advanced usage patterns and customization options for GenSBI.

  • Samplers and Solvers
  • Custom Models
  • Normalizing Flows (experimental)
  • Methods and Samplers in GenSBI

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Benchmarks

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Samplers and Solvers

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