o qoi{ @sdZddlZddlmZddlmZddlmZejdejfddZ e j Z dej ejfd d Z dej ejfd d Zdej ejfd dZdej ejfddZdS)aA collection of Fiddle-based configurations and fiddlers. The Fiddle recommended pattern is to define one or more "base" configurations (e.g. `base` in this example). As new experiments are performed, they simply mutate the base configuration or another experiment. (Fiddle's history tracking lets you easily determine which experiment set what value when there's a large stack of incremental experiments.) > Note: This pattern often works well for iterative product launches and/or > product versions as well. If there are multiple "base" configurations, it's often convenient to define them in separate Python files (modules) for organization purposes. N)business_logic)tags) auto_configreturncCs0tjddtjdd}tjdd}t||S)aA simple base configuration. Base configuration functions must be 0-arity, or have defaults for every parameter, and must return a `fdl.Config` (or some other `fdl.Buildable` subclass). Note: these base configurations are often written using `@auto_config` to make them easier to read, but they certainly do not have to. Best practices include checking in a link to the results of your experiment. Your future self (and collaborators) will thank you. https://link.to.tensorboard.or.similar/experiment.metadata gffffffg?float32)wbactivation_dtypezdata.txt)filename)r MyLinearModelrActivationDtypenew MyDataLoaderBulkInferenceRunner)modelloaderrU/home/ubuntu/.local/lib/python3.10/site-packages/fiddle/absl_flags/example/configs.pybase)s   rcCt}d|j_|S)z|Hypothesis: increasing the w parameter to improve accuracy. https://link.to.tensorboard.or.similar/experiment.metadata ) experiment_1rrconfigrrr experiment_2CrcCr)z}Hypothesis: increasing the b parameter to improve precision. https://link.to.tensorboard.or.similar/experiment.metadata *)rrrrrrr experiment_3MrrcCst}d|_|S)zHypothesis: load from better dataset improves f1 score. Note: restarting from baseline. https://link.to.tensorboard.or.similar/experiment.metadata abc)rrrrrr experiment_4WsrcfgcCs |jj}|jj|j_||j_dS)zA sample fiddler.N)rrr)r tmprrrswap_weight_and_biascs  r")__doc__fiddlefdlfiddle.absl_flags.examplerrfiddle.experimentalrrr as_buildablerConfigrrrr"rrrrs