nd2py package

Subpackages

• nd2py.core package
  • Subpackages
    • nd2py.core.basic package
      • Submodules
      • nd2py.core.basic.get_copy module
      • nd2py.core.basic.get_length module
    • nd2py.core.calc package
      • Submodules
      • nd2py.core.calc.numpy_calc module
      • nd2py.core.calc.torch_calc module
    • nd2py.core.context package
      • Submodules
      • nd2py.core.context.copy_value module
      • nd2py.core.context.nettype_inference module
      • nd2py.core.context.set_fitable module
      • nd2py.core.context.warn_once module
    • nd2py.core.converter package
      • Submodules
      • nd2py.core.converter.from_postorder module
      • nd2py.core.converter.from_preorder module
      • nd2py.core.converter.parser module
      • nd2py.core.converter.string_printer module
      • nd2py.core.converter.tree_printer module
    • nd2py.core.nettype package
      • Submodules
      • nd2py.core.nettype.inter_nettype module
      • nd2py.core.nettype.nettype_mixin module
    • nd2py.core.symbols package
      • Submodules
      • nd2py.core.symbols.empty module
      • nd2py.core.symbols.functions module
      • nd2py.core.symbols.number module
      • nd2py.core.symbols.operands module
      • nd2py.core.symbols.symbol module
      • nd2py.core.symbols.variable module
    • nd2py.core.transform package
      • Submodules
      • nd2py.core.transform.bfgs_fit module
      • nd2py.core.transform.fix_nettype module
      • nd2py.core.transform.fold_constant module
      • nd2py.core.transform.reduce module
      • nd2py.core.transform.simplify module
      • nd2py.core.transform.split_by_add module
      • nd2py.core.transform.split_by_mul module
    • nd2py.core.tree package
      • Submodules
      • nd2py.core.tree.iter_postorder module
      • nd2py.core.tree.iter_preorder module
      • nd2py.core.tree.match module
      • nd2py.core.tree.tree_mixin module
  • Submodules
  • nd2py.core.base_visitor module
    • yield_nothing()
    • Visitor
      • Visitor.generic_visit()
  • nd2py.core.symbol_api module
    • SymbolAPIMixin
      • SymbolAPIMixin.to_str()
      • SymbolAPIMixin.to_tree()
      • SymbolAPIMixin.eval()
      • SymbolAPIMixin.eval_torch()
      • SymbolAPIMixin.split_by_add()
      • SymbolAPIMixin.split_by_mul()
      • SymbolAPIMixin.fix_nettype()
      • SymbolAPIMixin.simplify()
• nd2py.dataset package
  • Submodules
  • nd2py.dataset.tokenizer module
• nd2py.generator package
  • Subpackages
    • nd2py.generator.data package
      • Submodules
      • nd2py.generator.data.gmm_generator module
      • nd2py.generator.data.subeq_generator module
    • nd2py.generator.eq package
      • Submodules
      • nd2py.generator.eq.enumerator module
      • nd2py.generator.eq.gplearn_generator module
      • nd2py.generator.eq.metaai_generator module
      • nd2py.generator.eq.snip_generator module
• nd2py.search package
  • Subpackages
    • nd2py.search.e2esr package
      • Submodules
      • nd2py.search.e2esr.e2esr_config module
      • nd2py.search.e2esr.e2esr_dataset module
      • nd2py.search.e2esr.e2esr_generator module
      • nd2py.search.e2esr.e2esr_model module
      • nd2py.search.e2esr.e2esr_tokenizer module
      • nd2py.search.e2esr.e2esr_train module
    • nd2py.search.gp package
      • Submodules
      • nd2py.search.gp.gp module
    • nd2py.search.llmsr package
      • Subpackages
      • Submodules
      • nd2py.search.llmsr.llmsr module
    • nd2py.search.mcts package
      • Submodules
      • nd2py.search.mcts.mcts module
      • nd2py.search.mcts.mcts_forest module
      • nd2py.search.mcts.utils module
    • nd2py.search.ndformer package
      • Submodules
      • nd2py.search.ndformer.ndformer_config module
      • nd2py.search.ndformer.ndformer_dataset module
      • nd2py.search.ndformer.ndformer_generator module
      • nd2py.search.ndformer.ndformer_mcts module
      • nd2py.search.ndformer.ndformer_model module
      • nd2py.search.ndformer.ndformer_model_flash_ansr module
      • nd2py.search.ndformer.ndformer_tokenizer module
• nd2py.utils package
  • Subpackages
    • nd2py.utils.nn package
      • Submodules
      • nd2py.utils.nn.gnn module
      • nd2py.utils.nn.positional_encoding module
  • Submodules
  • nd2py.utils.attr_dict module
    • AttrDict
      • AttrDict.__init__()
      • AttrDict.load_yaml()
      • AttrDict.load_yaml_str()
  • nd2py.utils.auto_gpu module
    • AutoGPU
      • AutoGPU.__init__()
      • AutoGPU.update_free_memory()
      • AutoGPU.choice_gpu()
      • AutoGPU.query_free_memory()
  • nd2py.utils.classproperty module
    • classproperty
      • classproperty.__init__()
  • nd2py.utils.factory module
    • FactoryMixin
      • FactoryMixin.MODEL_DICT
      • FactoryMixin.register_model()
      • FactoryMixin.create()
  • nd2py.utils.fix_parser module
    • add_minus_flags()
    • add_negation_flags()
  • nd2py.utils.log_exception module
    • log_exception()
  • nd2py.utils.logger module
    • init_logger()
  • nd2py.utils.metrics module
    • R2_score()
    • RMSE_score()
    • sMAPE_score()
    • MAPE_score()
    • MAE_score()
  • nd2py.utils.plot module
    • get_fig()
    • plot_resilience()
    • EqualizeNormalize
      • EqualizeNormalize.__init__()
      • EqualizeNormalize.inverse()
    • plotOD()
    • clear_svg()
    • load_font()
    • adjust_text()
    • use_chinese_font()
    • merge_axes()
  • nd2py.utils.render_markdown module
    • render_markdown()
  • nd2py.utils.render_python module
    • render_python()
  • nd2py.utils.tag2ansi module
    • tag2ansi()
  • nd2py.utils.timing module
    • Timer
      • Timer.__init__()
      • Timer.add()
      • Timer.clear()
      • Timer.to_str()
      • Timer.time
      • Timer.count
      • Timer.pace
      • Timer.speed
      • Timer.time_str()
      • Timer.count_str()
      • Timer.pace_str()
      • Timer.speed_str()
      • Timer.to_dict()
      • Timer.from_dict()
    • NamedTimer
      • NamedTimer.__init__()
      • NamedTimer.add()
      • NamedTimer.clear()
      • NamedTimer.to_str()
      • NamedTimer.names
      • NamedTimer.time
      • NamedTimer.count
      • NamedTimer.get_named_time()
      • NamedTimer.get_named_count()
      • NamedTimer.get_named_pace()
      • NamedTimer.get_named_speed()
      • NamedTimer.named_time
      • NamedTimer.named_count
      • NamedTimer.named_pace
      • NamedTimer.named_speed
    • ParallelTimer
      • ParallelTimer.__init__()
      • ParallelTimer.add()
      • ParallelTimer.clear()
      • ParallelTimer.to_str()
      • ParallelTimer.names
      • ParallelTimer.count
      • ParallelTimer.get_named_time()
      • ParallelTimer.get_named_count()
      • ParallelTimer.get_named_pace()
      • ParallelTimer.get_named_speed()
      • ParallelTimer.named_time
      • ParallelTimer.named_count
      • ParallelTimer.named_pace
      • ParallelTimer.named_speed
  • nd2py.utils.utils module
    • softmax()
    • seed_all()